{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "yTQ_7XYdYaxB" }, "source": [ "# Motion Capture Data Analysis - NM12" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "qByp7OonY3mV" }, "source": [ "## Libraries\n", "Installing and importing libraries for data processing, sound analysis and visualization. " ] }, { "cell_type": "code", "execution_count": 239, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 241 }, "colab_type": "code", "collapsed": true, "id": "3Y5EniIkf5Fb", "outputId": "3dc26124-a03b-4887-a961-2b3106bcb272" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: librosa in ./anaconda/lib/python3.6/site-packages (0.7.2)\n", "Requirement already satisfied: decorator>=3.0.0 in ./anaconda/lib/python3.6/site-packages (from librosa) (4.0.11)\n", "Requirement already satisfied: resampy>=0.2.2 in ./anaconda/lib/python3.6/site-packages (from librosa) (0.2.2)\n", "Requirement already satisfied: audioread>=2.0.0 in ./anaconda/lib/python3.6/site-packages (from librosa) (2.1.8)\n", "Requirement already satisfied: six>=1.3 in ./anaconda/lib/python3.6/site-packages (from librosa) (1.10.0)\n", "Requirement already satisfied: joblib>=0.12 in ./anaconda/lib/python3.6/site-packages (from librosa) (0.15.1)\n", "Requirement already satisfied: numpy>=1.15.0 in ./anaconda/lib/python3.6/site-packages (from librosa) (1.16.4)\n", "Requirement already satisfied: scipy>=1.0.0 in ./anaconda/lib/python3.6/site-packages (from librosa) (1.5.0)\n", "Requirement already satisfied: numba>=0.43.0 in ./anaconda/lib/python3.6/site-packages (from librosa) (0.49.1)\n", "Requirement already satisfied: scikit-learn!=0.19.0,>=0.14.0 in ./anaconda/lib/python3.6/site-packages (from librosa) (0.18.1)\n", "Requirement already satisfied: soundfile>=0.9.0 in ./anaconda/lib/python3.6/site-packages (from librosa) (0.10.3.post1)\n", "Requirement already satisfied: llvmlite<=0.33.0.dev0,>=0.31.0.dev0 in ./anaconda/lib/python3.6/site-packages (from numba>=0.43.0->librosa) (0.31.0)\n", "Requirement already satisfied: setuptools in ./anaconda/lib/python3.6/site-packages (from numba>=0.43.0->librosa) (34.2.0)\n", "Requirement already satisfied: cffi>=1.0 in ./anaconda/lib/python3.6/site-packages (from soundfile>=0.9.0->librosa) (1.9.1)\n", "Requirement already satisfied: packaging>=16.8 in ./anaconda/lib/python3.6/site-packages (from setuptools->numba>=0.43.0->librosa) (16.8)\n", "Requirement already satisfied: appdirs>=1.4.0 in ./anaconda/lib/python3.6/site-packages (from setuptools->numba>=0.43.0->librosa) (1.4.0)\n", "Requirement already satisfied: pycparser in ./anaconda/lib/python3.6/site-packages (from cffi>=1.0->soundfile>=0.9.0->librosa) (2.17)\n", "Requirement already satisfied: pyparsing in ./anaconda/lib/python3.6/site-packages (from packaging>=16.8->setuptools->numba>=0.43.0->librosa) (2.1.10)\n", "\u001b[33mYou are using pip version 19.0.1, however version 20.2b1 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n" ] } ], "source": [ "# Install a pip package in the current Jupyter kernel\n", "import sys\n", "!{sys.executable} -m pip install librosa #Sound analysis" ] }, { "cell_type": "code", "execution_count": 240, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 258 }, "colab_type": "code", "collapsed": true, "id": "BAT-dJunf7Q5", "outputId": "9917e6c8-c972-4fdb-db08-55fc374136c9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: chart_studio in ./anaconda/lib/python3.6/site-packages (1.1.0)\n", "Requirement already satisfied: retrying>=1.3.3 in ./anaconda/lib/python3.6/site-packages (from chart_studio) (1.3.3)\n", "Requirement already satisfied: requests in ./anaconda/lib/python3.6/site-packages (from chart_studio) (2.12.4)\n", "Requirement already satisfied: six in ./anaconda/lib/python3.6/site-packages (from chart_studio) (1.10.0)\n", "Requirement already satisfied: plotly in ./anaconda/lib/python3.6/site-packages (from chart_studio) (4.2.1)\n", "\u001b[33mYou are using pip version 19.0.1, however version 20.2b1 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n" ] } ], "source": [ "!{sys.executable} -m pip install chart_studio #Librosa plots" ] }, { "cell_type": "code", "execution_count": 253, "metadata": { "collapsed": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting numba==0.49.1\n", " Using cached https://files.pythonhosted.org/packages/ac/7d/e01bcbf4a35cbb07ce04aaa545030bde231331aaabe7c44726b099f8fd86/numba-0.49.1-cp36-cp36m-macosx_10_14_x86_64.whl\n", "Requirement already satisfied: numpy>=1.15 in ./anaconda/lib/python3.6/site-packages (from numba==0.49.1) (1.16.4)\n", "Requirement already satisfied: setuptools in ./anaconda/lib/python3.6/site-packages (from numba==0.49.1) (34.2.0)\n", "Requirement already satisfied: llvmlite<=0.33.0.dev0,>=0.31.0.dev0 in ./anaconda/lib/python3.6/site-packages (from numba==0.49.1) (0.31.0)\n", "Requirement already satisfied: six>=1.6.0 in ./anaconda/lib/python3.6/site-packages (from setuptools->numba==0.49.1) (1.10.0)\n", "Requirement already satisfied: packaging>=16.8 in ./anaconda/lib/python3.6/site-packages (from setuptools->numba==0.49.1) (16.8)\n", "Requirement already satisfied: appdirs>=1.4.0 in ./anaconda/lib/python3.6/site-packages (from setuptools->numba==0.49.1) (1.4.0)\n", "Requirement already satisfied: pyparsing in ./anaconda/lib/python3.6/site-packages (from packaging>=16.8->setuptools->numba==0.49.1) (2.1.10)\n", "Installing collected packages: numba\n", " Found existing installation: numba 0.48.0\n", " Uninstalling numba-0.48.0:\n", " Successfully uninstalled numba-0.48.0\n", "Successfully installed numba-0.49.1\n", "\u001b[33mYou are using pip version 19.0.1, however version 20.2b1 is available.\n", "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n" ] } ], "source": [ "!{sys.executable} -m pip install numba" ] }, { "cell_type": "code", "execution_count": 254, "metadata": {}, "outputs": [], "source": [ "import numba" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 139 }, "colab_type": "code", "id": "iLSXEKDeY_I6", "outputId": "c410ff86-9140-486e-aa70-1383081e2e01" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "#import librosa\n", "#import librosa.display\n", "import matplotlib\n", "import random\n", "%matplotlib inline\n", "import csv\n", "import glob\n", "import os\n", "import matplotlib.pyplot as plt\n", "import math\n", "import sys\n", "import pylab\n", "import numpy.linalg\n", "import chart_studio\n", "\n", "%load_ext rpy2.ipython\n", "\n", "#r packages\n", "from rpy2.robjects import r\n", "from rpy2.robjects.packages import importr\n", "from rpy2.robjects import FloatVector\n", "stats = importr('stats')\n", "base = importr('base')\n", "\n", "from scipy import stats\n", "import seaborn\n", "from IPython.display import display, Markdown\n" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "suCUp5fPZewK" }, "source": [ "## Reading Motion Capture Data into Pandas Dataframes" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "colab": {}, "colab_type": "code", "id": "cOJnmRGGYQ-P" }, "outputs": [], "source": [ "#Reading QTOM generated tsv files (one for each group of participants) from local drive\n", "\n", "nm12raw = {}\n", "\n", "path = r'/Users/vesanche/Desktop/IMV UiO/NM/NM12_tsv/' # use your path for the folder containing mocap files\n", "nm_files = sorted(glob.glob(os.path.join(path, \"*.tsv\")))\n", "\n", "i=1\n", "\n", "for filename in nm_files:\n", " nm12raw[i] = pd.read_csv(filename, delimiter='\\t', encoding='utf-8', skiprows=10, low_memory=False)\n", " nm12raw[i].drop(nm12raw[i].columns[len(nm12raw[i].columns)-1], axis=1, inplace=True)\n", " i = i+1\n", "\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "yWMIbGWIY1CW" }, "outputs": [ { "data": { "text/html": [ "
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35901 rows × 33 columns

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" ], "text/plain": [ " static X static Y static Z s1 X s1 Y s1 Z s2 X \\\n", "0 1292.317 1031.940 1785.602 137.628 1746.671 1732.122 942.397 \n", "1 1292.317 1031.943 1785.599 137.620 1746.712 1732.113 942.398 \n", "2 1292.312 1031.945 1785.602 137.610 1746.759 1732.128 942.381 \n", "3 1292.301 1031.950 1785.618 137.593 1746.834 1732.171 942.386 \n", "4 1292.313 1031.944 1785.616 137.569 1746.871 1732.176 942.384 \n", "5 1292.315 1031.931 1785.617 137.567 1746.931 1732.178 942.393 \n", "6 1292.322 1031.930 1785.606 137.574 1746.986 1732.178 942.412 \n", "7 1292.316 1031.941 1785.607 137.581 1747.046 1732.185 942.399 \n", "8 1292.318 1031.933 1785.594 137.595 1747.106 1732.209 942.412 \n", "9 1292.316 1031.936 1785.603 137.619 1747.173 1732.223 942.415 \n", "10 1292.308 1031.943 1785.612 137.633 1747.229 1732.235 942.403 \n", "11 1292.309 1031.934 1785.608 137.646 1747.277 1732.246 942.423 \n", "12 1292.312 1031.941 1785.598 137.656 1747.316 1732.240 942.420 \n", "13 1292.306 1031.941 1785.597 137.664 1747.355 1732.229 942.414 \n", "14 1292.304 1031.941 1785.599 137.654 1747.400 1732.229 942.394 \n", "15 1292.318 1031.942 1785.613 137.660 1747.413 1732.224 942.416 \n", "16 1292.319 1031.942 1785.613 137.641 1747.431 1732.227 942.417 \n", "17 1292.321 1031.946 1785.615 137.625 1747.439 1732.223 942.459 \n", "18 1292.302 1031.942 1785.611 137.607 1747.457 1732.232 942.484 \n", "19 1292.331 1031.936 1785.609 137.597 1747.446 1732.220 942.521 \n", "20 1292.310 1031.940 1785.605 137.589 1747.443 1732.220 942.536 \n", "21 1292.299 1031.937 1785.602 137.575 1747.425 1732.223 942.510 \n", "22 1292.309 1031.946 1785.596 137.569 1747.414 1732.240 942.503 \n", "23 1292.316 1031.942 1785.606 137.551 1747.384 1732.244 942.474 \n", "24 1292.319 1031.943 1785.612 137.549 1747.346 1732.253 942.483 \n", "25 1292.303 1031.951 1785.603 137.536 1747.288 1732.269 942.478 \n", "26 1292.319 1031.943 1785.612 137.546 1747.242 1732.253 942.472 \n", "27 1292.310 1031.943 1785.601 137.546 1747.220 1732.259 942.488 \n", "28 1292.317 1031.935 1785.606 137.572 1747.183 1732.254 942.509 \n", "29 1292.313 1031.947 1785.601 137.590 1747.167 1732.252 942.502 \n", "... ... ... ... ... ... ... ... \n", "35871 1292.373 1031.936 1785.570 144.064 1771.853 1731.337 949.968 \n", "35872 1292.348 1031.942 1785.579 144.080 1771.896 1731.347 950.035 \n", "35873 1292.354 1031.940 1785.576 144.090 1771.923 1731.347 950.115 \n", "35874 1292.379 1031.938 1785.570 144.124 1771.970 1731.348 950.166 \n", "35875 1292.365 1031.945 1785.579 144.150 1772.022 1731.362 950.192 \n", "35876 1292.367 1031.946 1785.588 144.165 1772.070 1731.362 950.240 \n", "35877 1292.380 1031.943 1785.575 144.186 1772.110 1731.379 950.299 \n", "35878 1292.362 1031.951 1785.580 144.200 1772.142 1731.373 950.366 \n", "35879 1292.343 1031.945 1785.584 144.220 1772.185 1731.381 950.420 \n", "35880 1292.354 1031.952 1785.574 144.244 1772.213 1731.374 950.497 \n", "35881 1292.379 1031.938 1785.570 144.263 1772.252 1731.375 950.577 \n", "35882 1292.359 1031.939 1785.569 144.292 1772.316 1731.374 950.613 \n", "35883 1292.361 1031.943 1785.587 144.307 1772.372 1731.382 950.635 \n", "35884 1292.368 1031.953 1785.582 144.319 1772.448 1731.401 950.650 \n", "35885 1292.335 1031.950 1785.578 144.322 1772.493 1731.402 950.625 \n", "35886 1292.347 1031.950 1785.570 144.323 1772.541 1731.414 950.625 \n", "35887 1292.363 1031.951 1785.573 144.314 1772.602 1731.421 950.608 \n", "35888 1292.359 1031.939 1785.569 144.287 1772.661 1731.425 950.589 \n", "35889 1292.357 1031.945 1785.571 144.257 1772.724 1731.406 950.586 \n", "35890 1292.359 1031.948 1785.576 144.209 1772.758 1731.410 950.609 \n", "35891 1292.358 1031.953 1785.579 144.159 1772.801 1731.423 950.636 \n", "35892 1292.355 1031.934 1785.574 144.100 1772.803 1731.421 950.679 \n", "35893 1292.344 1031.940 1785.566 144.039 1772.814 1731.432 950.716 \n", "35894 1292.366 1031.944 1785.560 143.972 1772.827 1731.444 950.765 \n", "35895 1292.364 1031.930 1785.561 143.916 1772.845 1731.452 950.802 \n", "35896 1292.371 1031.934 1785.581 143.848 1772.845 1731.467 950.819 \n", "35897 1292.349 1031.941 1785.581 143.790 1772.828 1731.485 950.869 \n", "35898 1292.357 1031.933 1785.571 143.733 1772.767 1731.469 950.899 \n", "35899 1292.352 1031.935 1785.578 143.680 1772.694 1731.491 950.947 \n", "35900 1292.370 1031.922 1785.578 143.638 1772.603 1731.493 951.016 \n", "\n", " s2 Y s2 Z s3 X ... s9 Z s10 X s10 Y \\\n", "0 1780.328 1789.612 1759.089 ... 1716.486 860.777 140.779 \n", "1 1780.313 1789.625 1759.114 ... 1716.483 860.800 140.713 \n", "2 1780.294 1789.644 1759.124 ... 1716.501 860.817 140.650 \n", "3 1780.261 1789.669 1759.150 ... 1716.511 860.800 140.585 \n", "4 1780.206 1789.672 1759.189 ... 1716.516 860.791 140.522 \n", "5 1780.147 1789.665 1759.193 ... 1716.503 860.789 140.444 \n", "6 1780.079 1789.651 1759.228 ... 1716.507 860.796 140.360 \n", "7 1780.011 1789.639 1759.245 ... 1716.484 860.769 140.313 \n", "8 1779.963 1789.621 1759.256 ... 1716.496 860.762 140.248 \n", "9 1779.902 1789.636 1759.275 ... 1716.497 860.721 140.169 \n", "10 1779.867 1789.635 1759.301 ... 1716.499 860.713 140.104 \n", "11 1779.817 1789.599 1759.352 ... 1716.501 860.679 140.008 \n", "12 1779.765 1789.577 1759.359 ... 1716.495 860.641 139.934 \n", "13 1779.673 1789.576 1759.394 ... 1716.466 860.618 139.838 \n", "14 1779.589 1789.579 1759.433 ... 1716.482 860.610 139.754 \n", "15 1779.479 1789.575 1759.453 ... 1716.471 860.576 139.658 \n", "16 1779.370 1789.567 1759.488 ... 1716.480 860.553 139.574 \n", "17 1779.285 1789.558 1759.501 ... 1716.475 860.529 139.495 \n", "18 1779.191 1789.551 1759.517 ... 1716.473 860.494 139.403 \n", "19 1779.108 1789.531 1759.543 ... 1716.443 860.480 139.323 \n", "20 1779.004 1789.522 1759.554 ... 1716.445 860.477 139.250 \n", "21 1778.942 1789.539 1759.538 ... 1716.449 860.462 139.193 \n", "22 1778.836 1789.528 1759.518 ... 1716.451 860.448 139.134 \n", "23 1778.752 1789.533 1759.524 ... 1716.444 860.478 139.065 \n", "24 1778.669 1789.538 1759.520 ... 1716.472 860.461 139.016 \n", "25 1778.609 1789.532 1759.530 ... 1716.454 860.439 138.956 \n", "26 1778.536 1789.518 1759.526 ... 1716.448 860.483 138.898 \n", "27 1778.485 1789.504 1759.477 ... 1716.435 860.468 138.847 \n", "28 1778.460 1789.512 1759.463 ... 1716.449 860.518 138.803 \n", "29 1778.439 1789.520 1759.440 ... 1716.451 860.533 138.767 \n", "... ... ... ... ... ... ... ... \n", "35871 1807.239 1783.999 1743.088 ... 1696.354 870.775 158.374 \n", "35872 1807.248 1784.009 1743.050 ... 1696.382 870.780 158.431 \n", "35873 1807.265 1784.004 1743.045 ... 1696.377 870.776 158.485 \n", "35874 1807.277 1783.980 1743.048 ... 1696.366 870.791 158.553 \n", "35875 1807.278 1783.987 1743.031 ... 1696.373 870.810 158.597 \n", "35876 1807.278 1783.988 1743.022 ... 1696.381 870.797 158.666 \n", "35877 1807.284 1783.980 1743.013 ... 1696.388 870.805 158.725 \n", "35878 1807.317 1783.964 1743.017 ... 1696.398 870.807 158.764 \n", "35879 1807.338 1783.956 1743.001 ... 1696.399 870.789 158.816 \n", "35880 1807.391 1783.948 1742.995 ... 1696.400 870.757 158.889 \n", "35881 1807.476 1783.924 1742.998 ... 1696.399 870.762 158.914 \n", "35882 1807.541 1783.943 1742.993 ... 1696.384 870.735 158.960 \n", "35883 1807.635 1783.978 1742.974 ... 1696.389 870.722 159.004 \n", "35884 1807.713 1784.002 1742.976 ... 1696.394 870.673 159.053 \n", "35885 1807.791 1784.016 1742.982 ... 1696.391 870.653 159.070 \n", "35886 1807.850 1784.027 1743.020 ... 1696.391 870.623 159.127 \n", "35887 1807.898 1784.029 1743.043 ... 1696.385 870.562 159.181 \n", "35888 1807.931 1784.008 1743.087 ... 1696.358 870.535 159.240 \n", "35889 1807.940 1784.032 1743.152 ... 1696.367 870.518 159.310 \n", "35890 1807.960 1784.032 1743.212 ... 1696.387 870.479 159.376 \n", "35891 1807.983 1784.041 1743.282 ... 1696.385 870.424 159.439 \n", "35892 1807.998 1784.022 1743.368 ... 1696.375 870.399 159.508 \n", "35893 1808.014 1784.030 1743.415 ... 1696.379 870.357 159.566 \n", "35894 1808.000 1784.025 1743.470 ... 1696.377 870.317 159.625 \n", "35895 1807.967 1784.022 1743.504 ... 1696.370 870.291 159.671 \n", "35896 1807.949 1784.017 1743.552 ... 1696.367 870.272 159.703 \n", "35897 1807.891 1784.040 1743.560 ... 1696.374 870.212 159.762 \n", "35898 1807.852 1784.038 1743.602 ... 1696.371 870.180 159.775 \n", "35899 1807.799 1784.035 1743.633 ... 1696.363 870.158 159.788 \n", "35900 1807.751 1784.020 1743.677 ... 1696.359 870.123 159.790 \n", "\n", " s10 Z s11 X s11 Y s11 Z s12 X s12 Y s12 Z \n", "0 1728.157 1654.980 163.832 1671.018 2473.893 272.276 1754.657 \n", "1 1728.165 1654.989 163.842 1671.021 2473.916 272.377 1754.641 \n", "2 1728.170 1654.978 163.840 1671.017 2473.927 272.484 1754.631 \n", "3 1728.164 1654.966 163.842 1671.014 2473.937 272.575 1754.634 \n", "4 1728.178 1654.983 163.814 1671.029 2473.944 272.661 1754.625 \n", "5 1728.174 1655.009 163.781 1671.018 2473.946 272.745 1754.617 \n", "6 1728.170 1654.990 163.758 1671.012 2473.936 272.844 1754.618 \n", "7 1728.169 1654.991 163.725 1670.997 2473.933 272.920 1754.603 \n", "8 1728.174 1654.974 163.691 1671.000 2473.938 273.001 1754.602 \n", "9 1728.189 1654.990 163.642 1671.000 2473.927 273.069 1754.601 \n", "10 1728.199 1654.993 163.582 1671.004 2473.928 273.127 1754.617 \n", "11 1728.195 1654.984 163.534 1671.007 2473.918 273.200 1754.604 \n", "12 1728.195 1655.008 163.478 1670.995 2473.911 273.251 1754.609 \n", "13 1728.191 1655.000 163.449 1670.987 2473.911 273.310 1754.621 \n", "14 1728.198 1655.016 163.396 1670.993 2473.898 273.348 1754.613 \n", "15 1728.203 1655.040 163.370 1670.991 2473.893 273.381 1754.615 \n", "16 1728.250 1655.067 163.347 1670.980 2473.896 273.411 1754.612 \n", "17 1728.250 1655.052 163.339 1670.992 2473.864 273.451 1754.615 \n", "18 1728.290 1655.056 163.334 1670.991 2473.854 273.482 1754.604 \n", "19 1728.279 1655.073 163.314 1670.985 2473.854 273.506 1754.596 \n", "20 1728.283 1655.073 163.310 1670.986 2473.845 273.539 1754.595 \n", "21 1728.278 1655.069 163.306 1670.983 2473.836 273.573 1754.589 \n", "22 1728.286 1655.085 163.298 1670.968 2473.852 273.623 1754.582 \n", "23 1728.275 1655.088 163.272 1670.964 2473.862 273.650 1754.600 \n", "24 1728.294 1655.118 163.229 1670.978 2473.863 273.698 1754.599 \n", "25 1728.301 1655.119 163.193 1670.973 2473.850 273.739 1754.601 \n", "26 1728.278 1655.178 163.128 1670.984 2473.865 273.787 1754.587 \n", "27 1728.280 1655.208 163.065 1670.973 2473.846 273.831 1754.598 \n", "28 1728.287 1655.234 162.988 1670.974 2473.836 273.870 1754.597 \n", "29 1728.298 1655.295 162.905 1670.985 2473.814 273.910 1754.602 \n", "... ... ... ... ... ... ... ... \n", "35871 1727.670 1661.519 208.895 1665.049 2478.318 305.882 1744.196 \n", "35872 1727.667 1661.470 208.929 1665.045 2478.341 305.945 1744.196 \n", "35873 1727.661 1661.437 208.975 1665.035 2478.354 306.019 1744.195 \n", "35874 1727.650 1661.404 209.020 1665.022 2478.393 306.095 1744.174 \n", "35875 1727.655 1661.314 209.098 1664.991 2478.409 306.163 1744.167 \n", "35876 1727.654 1661.256 209.164 1664.998 2478.423 306.211 1744.177 \n", "35877 1727.660 1661.193 209.233 1664.976 2478.450 306.282 1744.164 \n", "35878 1727.649 1661.132 209.296 1664.960 2478.456 306.336 1744.147 \n", "35879 1727.649 1661.071 209.367 1664.955 2478.466 306.418 1744.132 \n", "35880 1727.646 1661.030 209.417 1664.955 2478.472 306.473 1744.113 \n", "35881 1727.654 1661.019 209.474 1664.941 2478.480 306.524 1744.102 \n", "35882 1727.654 1660.984 209.538 1664.937 2478.479 306.571 1744.104 \n", "35883 1727.656 1660.978 209.576 1664.942 2478.449 306.621 1744.086 \n", "35884 1727.661 1660.961 209.640 1664.938 2478.467 306.674 1744.103 \n", "35885 1727.662 1660.959 209.671 1664.930 2478.467 306.715 1744.094 \n", "35886 1727.666 1660.936 209.714 1664.929 2478.463 306.750 1744.108 \n", "35887 1727.658 1660.927 209.769 1664.920 2478.458 306.781 1744.103 \n", "35888 1727.650 1660.932 209.792 1664.921 2478.438 306.792 1744.095 \n", "35889 1727.636 1660.899 209.829 1664.911 2478.411 306.803 1744.098 \n", "35890 1727.652 1660.888 209.842 1664.934 2478.390 306.818 1744.114 \n", "35891 1727.637 1660.884 209.860 1664.937 2478.372 306.817 1744.113 \n", "35892 1727.632 1660.851 209.869 1664.921 2478.374 306.819 1744.109 \n", "35893 1727.609 1660.814 209.888 1664.925 2478.363 306.838 1744.092 \n", "35894 1727.605 1660.786 209.897 1664.917 2478.373 306.854 1744.088 \n", "35895 1727.582 1660.791 209.900 1664.923 2478.393 306.855 1744.094 \n", "35896 1727.583 1660.756 209.924 1664.916 2478.416 306.878 1744.099 \n", "35897 1727.576 1660.743 209.946 1664.910 2478.418 306.890 1744.105 \n", "35898 1727.572 1660.719 209.961 1664.917 2478.427 306.916 1744.116 \n", "35899 1727.559 1660.707 209.978 1664.924 2478.442 306.931 1744.104 \n", "35900 1727.570 1660.697 209.992 1664.912 2478.444 306.941 1744.103 \n", "\n", "[35901 rows x 33 columns]" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Example: Group8. All participants. First correspond to the reference markers placed on static tripods\n", "nm12raw[8]\n" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "VGflH4upaESl" }, "source": [ "## Extracting individuals from groups and nesting in dictionaries" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "colab": {}, "colab_type": "code", "id": "PBOV-1-iaGDY" }, "outputs": [], "source": [ "nm12 = {}\n", "Fs = 100 #sampling frequency of the Mocap system during NM12 (fps) \n", "num_groups = len(nm12raw)\n", " \n", "\n", "for g_id in range(1,num_groups+1):\n", " nm12[g_id] = {}\n", " j = 0\n", " k = 0\n", " for i in range (3,len(nm12raw[g_id].columns)+3,3):\n", " j = j+1\n", " nm12[g_id][j] = nm12raw[g_id].iloc[:,k:i:1]\n", " nm12[g_id][j].columns = ['X', 'Y', 'Z']\n", " time = np.linspace(0, len(nm12raw[g_id])/Fs, len(nm12raw[g_id]))\n", " nm12[g_id][j].insert(0, 'Time (s)', time)\n", " k = k+3" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "LrdMx0PEaMdg" }, "outputs": [ { "data": { "text/html": [ "
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Time (s)XYZ
00.000000137.6281746.6711732.122
10.010000137.6201746.7121732.113
20.020001137.6101746.7591732.128
30.030001137.5931746.8341732.171
40.040001137.5691746.8711732.176
50.050001137.5671746.9311732.178
60.060002137.5741746.9861732.178
70.070002137.5811747.0461732.185
80.080002137.5951747.1061732.209
90.090003137.6191747.1731732.223
100.100003137.6331747.2291732.235
110.110003137.6461747.2771732.246
120.120003137.6561747.3161732.240
130.130004137.6641747.3551732.229
140.140004137.6541747.4001732.229
150.150004137.6601747.4131732.224
160.160004137.6411747.4311732.227
170.170005137.6251747.4391732.223
180.180005137.6071747.4571732.232
190.190005137.5971747.4461732.220
200.200006137.5891747.4431732.220
210.210006137.5751747.4251732.223
220.220006137.5691747.4141732.240
230.230006137.5511747.3841732.244
240.240007137.5491747.3461732.253
250.250007137.5361747.2881732.269
260.260007137.5461747.2421732.253
270.270008137.5461747.2201732.259
280.280008137.5721747.1831732.254
290.290008137.5901747.1671732.252
...............
35871358.719992144.0641771.8531731.337
35872358.729992144.0801771.8961731.347
35873358.739992144.0901771.9231731.347
35874358.749993144.1241771.9701731.348
35875358.759993144.1501772.0221731.362
35876358.769993144.1651772.0701731.362
35877358.779994144.1861772.1101731.379
35878358.789994144.2001772.1421731.373
35879358.799994144.2201772.1851731.381
35880358.809994144.2441772.2131731.374
35881358.819995144.2631772.2521731.375
35882358.829995144.2921772.3161731.374
35883358.839995144.3071772.3721731.382
35884358.849996144.3191772.4481731.401
35885358.859996144.3221772.4931731.402
35886358.869996144.3231772.5411731.414
35887358.879996144.3141772.6021731.421
35888358.889997144.2871772.6611731.425
35889358.899997144.2571772.7241731.406
35890358.909997144.2091772.7581731.410
35891358.919997144.1591772.8011731.423
35892358.929998144.1001772.8031731.421
35893358.939998144.0391772.8141731.432
35894358.949998143.9721772.8271731.444
35895358.959999143.9161772.8451731.452
35896358.969999143.8481772.8451731.467
35897358.979999143.7901772.8281731.485
35898358.989999143.7331772.7671731.469
35899359.000000143.6801772.6941731.491
35900359.010000143.6381772.6031731.493
\n", "

35901 rows × 4 columns

\n", "
" ], "text/plain": [ " Time (s) X Y Z\n", "0 0.000000 137.628 1746.671 1732.122\n", "1 0.010000 137.620 1746.712 1732.113\n", "2 0.020001 137.610 1746.759 1732.128\n", "3 0.030001 137.593 1746.834 1732.171\n", "4 0.040001 137.569 1746.871 1732.176\n", "5 0.050001 137.567 1746.931 1732.178\n", "6 0.060002 137.574 1746.986 1732.178\n", "7 0.070002 137.581 1747.046 1732.185\n", "8 0.080002 137.595 1747.106 1732.209\n", "9 0.090003 137.619 1747.173 1732.223\n", "10 0.100003 137.633 1747.229 1732.235\n", "11 0.110003 137.646 1747.277 1732.246\n", "12 0.120003 137.656 1747.316 1732.240\n", "13 0.130004 137.664 1747.355 1732.229\n", "14 0.140004 137.654 1747.400 1732.229\n", "15 0.150004 137.660 1747.413 1732.224\n", "16 0.160004 137.641 1747.431 1732.227\n", "17 0.170005 137.625 1747.439 1732.223\n", "18 0.180005 137.607 1747.457 1732.232\n", "19 0.190005 137.597 1747.446 1732.220\n", "20 0.200006 137.589 1747.443 1732.220\n", "21 0.210006 137.575 1747.425 1732.223\n", "22 0.220006 137.569 1747.414 1732.240\n", "23 0.230006 137.551 1747.384 1732.244\n", "24 0.240007 137.549 1747.346 1732.253\n", "25 0.250007 137.536 1747.288 1732.269\n", "26 0.260007 137.546 1747.242 1732.253\n", "27 0.270008 137.546 1747.220 1732.259\n", "28 0.280008 137.572 1747.183 1732.254\n", "29 0.290008 137.590 1747.167 1732.252\n", "... ... ... ... ...\n", "35871 358.719992 144.064 1771.853 1731.337\n", "35872 358.729992 144.080 1771.896 1731.347\n", "35873 358.739992 144.090 1771.923 1731.347\n", "35874 358.749993 144.124 1771.970 1731.348\n", "35875 358.759993 144.150 1772.022 1731.362\n", "35876 358.769993 144.165 1772.070 1731.362\n", "35877 358.779994 144.186 1772.110 1731.379\n", "35878 358.789994 144.200 1772.142 1731.373\n", "35879 358.799994 144.220 1772.185 1731.381\n", "35880 358.809994 144.244 1772.213 1731.374\n", "35881 358.819995 144.263 1772.252 1731.375\n", "35882 358.829995 144.292 1772.316 1731.374\n", "35883 358.839995 144.307 1772.372 1731.382\n", "35884 358.849996 144.319 1772.448 1731.401\n", "35885 358.859996 144.322 1772.493 1731.402\n", "35886 358.869996 144.323 1772.541 1731.414\n", "35887 358.879996 144.314 1772.602 1731.421\n", "35888 358.889997 144.287 1772.661 1731.425\n", "35889 358.899997 144.257 1772.724 1731.406\n", "35890 358.909997 144.209 1772.758 1731.410\n", "35891 358.919997 144.159 1772.801 1731.423\n", "35892 358.929998 144.100 1772.803 1731.421\n", "35893 358.939998 144.039 1772.814 1731.432\n", "35894 358.949998 143.972 1772.827 1731.444\n", "35895 358.959999 143.916 1772.845 1731.452\n", "35896 358.969999 143.848 1772.845 1731.467\n", "35897 358.979999 143.790 1772.828 1731.485\n", "35898 358.989999 143.733 1772.767 1731.469\n", "35899 359.000000 143.680 1772.694 1731.491\n", "35900 359.010000 143.638 1772.603 1731.493\n", "\n", "[35901 rows x 4 columns]" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nm12[8][2] #data from group 8, marker 2 with time column" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "7V9pZKKWaN0v" }, "source": [ "## Calculating variables for analysis (displacement, velocity, quantity of motion)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "K4smYqjjaXkm" }, "source": [ "### Calculating displacement (change of position)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "colab": {}, "colab_type": "code", "id": "5y0gXZicaSYD" }, "outputs": [], "source": [ "def displacement(position):\n", "\n", " displacement = (\n", " np.roll(position, -1, axis=0)\n", " - position)\n", " displacement = displacement.drop(displacement.index[len(displacement)-1])\n", " \n", " displacement.index = position['Time (s)'][1:]\n", " \n", " return displacement\n" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": {}, "colab_type": "code", "id": "5gjQlJDLgzz6" }, "outputs": [], "source": [ "displacements = {} \n", "\n", "for groups in range(1,num_groups+1):\n", " displacements[groups] = {}\n", " \n", " for i in range(1,len(nm12[groups]) + 1):\n", " displacements[groups][i] = displacement(nm12[groups][i])\n", " displacements[groups][i]['timestep (s)'] = displacements[groups][i]['Time (s)']\n", " displacements[groups][i] = displacements[groups][i].drop(['Time (s)'], axis=1)\n", " " ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "LbgO0-fLiASq" }, "outputs": [ { "data": { "text/html": [ "
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XYZtimestep (s)
Time (s)
0.010000-0.0080.041-0.0090.01
0.020001-0.0100.0470.0150.01
0.030001-0.0170.0750.0430.01
0.040001-0.0240.0370.0050.01
0.050001-0.0020.0600.0020.01
0.0600020.0070.0550.0000.01
0.0700020.0070.0600.0070.01
0.0800020.0140.0600.0240.01
0.0900030.0240.0670.0140.01
0.1000030.0140.0560.0120.01
0.1100030.0130.0480.0110.01
0.1200030.0100.039-0.0060.01
0.1300040.0080.039-0.0110.01
0.140004-0.0100.0450.0000.01
0.1500040.0060.013-0.0050.01
0.160004-0.0190.0180.0030.01
0.170005-0.0160.008-0.0040.01
0.180005-0.0180.0180.0090.01
0.190005-0.010-0.011-0.0120.01
0.200006-0.008-0.0030.0000.01
0.210006-0.014-0.0180.0030.01
0.220006-0.006-0.0110.0170.01
0.230006-0.018-0.0300.0040.01
0.240007-0.002-0.0380.0090.01
0.250007-0.013-0.0580.0160.01
0.2600070.010-0.046-0.0160.01
0.2700080.000-0.0220.0060.01
0.2800080.026-0.037-0.0050.01
0.2900080.018-0.016-0.0020.01
0.3000080.023-0.039-0.0010.01
...............
358.7199920.0100.017-0.0010.01
358.7299920.0160.0430.0100.01
358.7399920.0100.0270.0000.01
358.7499930.0340.0470.0010.01
358.7599930.0260.0520.0140.01
358.7699930.0150.0480.0000.01
358.7799940.0210.0400.0170.01
358.7899940.0140.032-0.0060.01
358.7999940.0200.0430.0080.01
358.8099940.0240.028-0.0070.01
358.8199950.0190.0390.0010.01
358.8299950.0290.064-0.0010.01
358.8399950.0150.0560.0080.01
358.8499960.0120.0760.0190.01
358.8599960.0030.0450.0010.01
358.8699960.0010.0480.0120.01
358.879996-0.0090.0610.0070.01
358.889997-0.0270.0590.0040.01
358.899997-0.0300.063-0.0190.01
358.909997-0.0480.0340.0040.01
358.919997-0.0500.0430.0130.01
358.929998-0.0590.002-0.0020.01
358.939998-0.0610.0110.0110.01
358.949998-0.0670.0130.0120.01
358.959999-0.0560.0180.0080.01
358.969999-0.0680.0000.0150.01
358.979999-0.058-0.0170.0180.01
358.989999-0.057-0.061-0.0160.01
359.000000-0.053-0.0730.0220.01
359.010000-0.042-0.0910.0020.01
\n", "

35900 rows × 4 columns

\n", "
" ], "text/plain": [ " X Y Z timestep (s)\n", "Time (s) \n", "0.010000 -0.008 0.041 -0.009 0.01\n", "0.020001 -0.010 0.047 0.015 0.01\n", "0.030001 -0.017 0.075 0.043 0.01\n", "0.040001 -0.024 0.037 0.005 0.01\n", "0.050001 -0.002 0.060 0.002 0.01\n", "0.060002 0.007 0.055 0.000 0.01\n", "0.070002 0.007 0.060 0.007 0.01\n", "0.080002 0.014 0.060 0.024 0.01\n", "0.090003 0.024 0.067 0.014 0.01\n", "0.100003 0.014 0.056 0.012 0.01\n", "0.110003 0.013 0.048 0.011 0.01\n", "0.120003 0.010 0.039 -0.006 0.01\n", "0.130004 0.008 0.039 -0.011 0.01\n", "0.140004 -0.010 0.045 0.000 0.01\n", "0.150004 0.006 0.013 -0.005 0.01\n", "0.160004 -0.019 0.018 0.003 0.01\n", "0.170005 -0.016 0.008 -0.004 0.01\n", "0.180005 -0.018 0.018 0.009 0.01\n", "0.190005 -0.010 -0.011 -0.012 0.01\n", "0.200006 -0.008 -0.003 0.000 0.01\n", "0.210006 -0.014 -0.018 0.003 0.01\n", "0.220006 -0.006 -0.011 0.017 0.01\n", "0.230006 -0.018 -0.030 0.004 0.01\n", "0.240007 -0.002 -0.038 0.009 0.01\n", "0.250007 -0.013 -0.058 0.016 0.01\n", "0.260007 0.010 -0.046 -0.016 0.01\n", "0.270008 0.000 -0.022 0.006 0.01\n", "0.280008 0.026 -0.037 -0.005 0.01\n", "0.290008 0.018 -0.016 -0.002 0.01\n", "0.300008 0.023 -0.039 -0.001 0.01\n", "... ... ... ... ...\n", "358.719992 0.010 0.017 -0.001 0.01\n", "358.729992 0.016 0.043 0.010 0.01\n", "358.739992 0.010 0.027 0.000 0.01\n", "358.749993 0.034 0.047 0.001 0.01\n", "358.759993 0.026 0.052 0.014 0.01\n", "358.769993 0.015 0.048 0.000 0.01\n", "358.779994 0.021 0.040 0.017 0.01\n", "358.789994 0.014 0.032 -0.006 0.01\n", "358.799994 0.020 0.043 0.008 0.01\n", "358.809994 0.024 0.028 -0.007 0.01\n", "358.819995 0.019 0.039 0.001 0.01\n", "358.829995 0.029 0.064 -0.001 0.01\n", "358.839995 0.015 0.056 0.008 0.01\n", "358.849996 0.012 0.076 0.019 0.01\n", "358.859996 0.003 0.045 0.001 0.01\n", "358.869996 0.001 0.048 0.012 0.01\n", "358.879996 -0.009 0.061 0.007 0.01\n", "358.889997 -0.027 0.059 0.004 0.01\n", "358.899997 -0.030 0.063 -0.019 0.01\n", "358.909997 -0.048 0.034 0.004 0.01\n", "358.919997 -0.050 0.043 0.013 0.01\n", "358.929998 -0.059 0.002 -0.002 0.01\n", "358.939998 -0.061 0.011 0.011 0.01\n", "358.949998 -0.067 0.013 0.012 0.01\n", "358.959999 -0.056 0.018 0.008 0.01\n", "358.969999 -0.068 0.000 0.015 0.01\n", "358.979999 -0.058 -0.017 0.018 0.01\n", "358.989999 -0.057 -0.061 -0.016 0.01\n", "359.000000 -0.053 -0.073 0.022 0.01\n", "359.010000 -0.042 -0.091 0.002 0.01\n", "\n", "[35900 rows x 4 columns]" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "displacements[8][2] #displacement for group 8, marker 2" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "RHh3qQrhwxWR" }, "source": [ "### Plotting displacement\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 541 }, "colab_type": "code", "id": "zYwueuFJwT_H", "outputId": "b4b420f1-b6d3-4f76-ccda-921b8920988d" }, "outputs": [ { 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BFyoh8vLysGfPHgDmF9NBgwbZmQwpvdYyZcpgwoQJ6NatG8aNG4c+ffogPDxcsLyWLVsi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xcvlrN9N8LzSFqau3NJ9/zmND6RN6syb3x1T/8kw0q638g6Obt1k7NdUVSvVJYMBZeIvOXFYKAe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\n/77RpUsX4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RGRX7GSTkREShQUFGDYsGFYunSppc+/+OKLKCgoiNmNhogoUbC7CxERERGR\nZtiSTkRERESkGVbSiYiIiIg0w0o6EREREZFmWEknIiIiItIMK+lERERERJphJZ2IiIiISDP/H43P\nFpGISL62AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig5, ax5 = plt.subplots(1)\n", "fig5.set_figheight(8)\n", "fig5.set_figwidth(12)\n", "ax5.set_facecolor(\"white\")\n", "ax5.plot(displacements[8][2]['X'], lw=1, label='Displacement participant 8_2 along X axis', color='red', alpha=0.5) #Displacement on x axis\n", "\n", "plt.tick_params(axis='both', which='major', labelsize=14)\n", "ax5.legend(loc='upper right', fontsize=16)\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.ylabel('Displacement (mm)', fontsize=16);" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "QeUGMPvE31mf" }, "source": [ "### Calculating norm of displacement" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "colab": {}, "colab_type": "code", "id": "KUkOLgEp35Gy" }, "outputs": [], "source": [ "def disp_norm(displacement):\n", " \n", " \n", " dispnorm = np.sqrt(\n", " displacement.X ** 2 +\n", " displacement.Y ** 2 +\n", " displacement.Z ** 2\n", " )\n", " \n", " return pd.DataFrame({\n", " 'Norm of Displacement': dispnorm,\n", " })" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "colab": {}, "colab_type": "code", "id": "O6vPEaC1_yyK" }, "outputs": [], "source": [ "disp_norms = {} \n", "\n", "for groups in range(1,num_groups+1):\n", " disp_norms[groups] = {}\n", " \n", " for i in range(1,len(nm12[groups])+1):\n", " disp_norms[groups][i] = disp_norm(displacements[groups][i])" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "Spc3faO4__wo" }, "outputs": [ { "data": { "text/html": [ "
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Norm of Displacement
Time (s)
0.0100000.042732
0.0200010.050339
0.0300010.088108
0.0400010.044385
0.0500010.060067
0.0600020.055444
0.0700020.060811
0.0800020.066121
0.0900030.072533
0.1000030.058958
0.1100030.050931
0.1200030.040706
0.1300040.041304
0.1400040.046098
0.1500040.015166
0.1600040.026344
0.1700050.018330
0.1800050.027000
0.1900050.019105
0.2000060.008544
0.2100060.023000
0.2200060.021119
0.2300060.035214
0.2400070.039102
0.2500070.061555
0.2600070.049719
0.2700080.022804
0.2800080.045497
0.2900080.024166
0.3000080.045288
......
358.7199920.019748
358.7299920.046957
358.7399920.028792
358.7499930.058017
358.7599930.059800
358.7699930.050289
358.7799940.048270
358.7899940.035440
358.7999940.048094
358.8099940.037537
358.8199950.043394
358.8299950.070271
358.8399950.058523
358.8499960.079253
358.8599960.045111
358.8699960.049487
358.8799960.062056
358.8899970.065008
358.8999970.072319
358.9099970.058958
358.9199970.067216
358.9299980.059068
358.9399980.062952
358.9499980.069296
358.9599990.059363
358.9699990.069635
358.9799990.063063
358.9899990.085006
359.0000000.092855
359.0100000.100245
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35900 rows × 1 columns

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" ], "text/plain": [ " Norm of Displacement\n", "Time (s) \n", "0.010000 0.042732\n", "0.020001 0.050339\n", "0.030001 0.088108\n", "0.040001 0.044385\n", "0.050001 0.060067\n", "0.060002 0.055444\n", "0.070002 0.060811\n", "0.080002 0.066121\n", "0.090003 0.072533\n", "0.100003 0.058958\n", "0.110003 0.050931\n", "0.120003 0.040706\n", "0.130004 0.041304\n", "0.140004 0.046098\n", "0.150004 0.015166\n", "0.160004 0.026344\n", "0.170005 0.018330\n", "0.180005 0.027000\n", "0.190005 0.019105\n", "0.200006 0.008544\n", "0.210006 0.023000\n", "0.220006 0.021119\n", "0.230006 0.035214\n", "0.240007 0.039102\n", "0.250007 0.061555\n", "0.260007 0.049719\n", "0.270008 0.022804\n", "0.280008 0.045497\n", "0.290008 0.024166\n", "0.300008 0.045288\n", "... ...\n", "358.719992 0.019748\n", "358.729992 0.046957\n", "358.739992 0.028792\n", "358.749993 0.058017\n", "358.759993 0.059800\n", "358.769993 0.050289\n", "358.779994 0.048270\n", "358.789994 0.035440\n", "358.799994 0.048094\n", "358.809994 0.037537\n", "358.819995 0.043394\n", "358.829995 0.070271\n", "358.839995 0.058523\n", "358.849996 0.079253\n", "358.859996 0.045111\n", "358.869996 0.049487\n", "358.879996 0.062056\n", "358.889997 0.065008\n", "358.899997 0.072319\n", "358.909997 0.058958\n", "358.919997 0.067216\n", "358.929998 0.059068\n", "358.939998 0.062952\n", "358.949998 0.069296\n", "358.959999 0.059363\n", "358.969999 0.069635\n", "358.979999 0.063063\n", "358.989999 0.085006\n", "359.000000 0.092855\n", "359.010000 0.100245\n", "\n", "[35900 rows x 1 columns]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "disp_norms[8][2]" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "7xbFTCzS3C6k" }, "source": [ "### Distance travelled\n", "Cummulative distance travelled" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "colab": {}, "colab_type": "code", "id": "3vLtW5LiBtUL" }, "outputs": [], "source": [ "#Concatenating norm of displacement for all participants in each group\n", "disp_norms_group = {}\n", "for group_id in range (1,num_groups+1):\n", " disp_norms_group[group_id] = pd.concat(disp_norms[group_id],1)\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "Cjlfj2bMIdA7" }, "outputs": [ { "data": { "text/html": [ "
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1234567891011
Norm of DisplacementNorm of DisplacementNorm of DisplacementNorm of DisplacementNorm of DisplacementNorm of DisplacementNorm of DisplacementNorm of DisplacementNorm of DisplacementNorm of DisplacementNorm of Displacement
Time (s)
0.0100000.0042430.0427320.0198750.0457170.0269070.1019120.0548180.0078100.0703490.0137840.104814
0.0200010.0061640.0503390.0317960.0432780.0126890.0912850.0573850.0217260.0654450.0118740.108028
0.0300010.0200500.0881080.0417010.0398120.0277490.1042930.0674760.0260000.0674540.0125300.091597
0.0400010.0135650.0443850.0551180.0524120.0170290.0831440.0344960.0251000.0651610.0360280.086753
0.0500010.0131910.0600670.0600920.0299500.0515850.0806100.0251400.0139640.0781280.0434280.084404
0.0600020.0130770.0554440.0719790.0583520.0428250.0784160.0265520.0351570.0843860.0304300.099509
0.0700020.0125700.0608110.0702640.0406200.0543780.0764070.0383410.0240620.0542130.0362630.077524
0.0800020.0153950.0661210.0528870.0443960.0408040.0671860.0763220.0181380.0655670.0381310.081160
0.0900030.0096950.0725330.0628890.0330300.0422140.0607040.0619760.0158430.0902610.0515460.068891
0.1000030.0139280.0589580.0370140.0529910.0182480.0737830.0728630.0195190.0662500.0602080.060175
0.1100030.0098990.0509310.0647770.0849530.0328180.0788730.0622010.0260380.1019220.0489290.074820
0.1200030.0125700.0407060.0565420.0536940.0182760.0659320.0594980.0224050.0831870.0620970.051720
0.1300040.0060830.0413040.0922010.0644200.0081850.0749600.0706330.0329550.0987980.0311290.060208
0.1400040.0028280.0460980.0864000.0611470.0257880.0787780.0599420.0347850.0846700.0556870.040951
0.1500040.0198240.0151660.1122500.0544980.0300830.0793160.0385880.0117470.1019660.0354400.033437
0.1600040.0010000.0263440.1092980.0695270.0411950.0928920.0519040.0201490.0989650.0371350.030299
0.1700050.0048990.0183300.0952370.0497290.0403110.0844270.0357910.0233450.0825650.0208090.051313
0.1800050.0198240.0270000.0975190.0617900.0469680.0934930.0183300.0299000.1062500.0064810.034380
0.1900050.0296820.0191050.0930480.0840300.0560450.0879260.0140000.0334370.0819570.0269260.025298
0.2000060.0217490.0085440.1054610.0738510.0519230.0864180.0206400.0264950.0731710.0041230.034220
0.2100060.0117900.0230000.0693470.0667230.0431740.0827710.0414850.0310640.0591520.0064030.035679
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0.037762 0.004899 \n", "358.939998 0.041785 0.027767 \n", "358.949998 0.030480 0.019287 \n", "358.959999 0.008367 0.020905 \n", "358.969999 0.043012 0.032909 \n", "358.979999 0.026249 0.013565 \n", "358.989999 0.029155 0.029631 \n", "359.000000 0.021954 0.024372 \n", "359.010000 0.020976 0.010247 \n", "\n", "[35900 rows x 11 columns]" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "disp_norms_group[8]" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 540 }, "colab_type": "code", "id": "7I8rp80PIqyK", "outputId": "a1fa5757-6a08-4bac-bc18-544651b2a7b9" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distance travelled for all participants and reference markers, Group 8')" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rGKsOAwMDtm3bhr+/PwsXLkRXV5e+ffuycOFCtLW1/1R8NaGhoUFwcDDLly9n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J29n8mTp5Kff/w0s3Rbv1ghIb0oKiqkpaUFtVpNdnYW4eERbRoLkJGxG1dXNwIDg5xt27dvYcCA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\n4DW5jnK2n0xsW2MUl6KYcYWW4Q6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vMzo6yrJly/izP/sz2tvffTyS/Fbx3nk/38bqNY2d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\nIpYqNf5drl64rg3A57KeF22LBoyO0qhMkUok1yVS0N3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oUrWoCl0+F0tDHub7nHKe6odE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\ngg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "disp_norms_group[8].cumsum().plot(figsize=(10,8), linewidth=2, fontsize=14) #Indicate group number to plot\n", "plt.xlabel('Time (s)', fontsize=14);\n", "plt.ylabel('Displacement (mm)', fontsize=14);\n", "plt.legend(loc='upper left', fontsize=10)\n", "plt.title('Distance travelled for all participants and reference markers, Group 8', fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the planar displacement" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 394 }, "colab_type": "code", "id": "MKBuZMcbQa7n", "outputId": "174429ab-1cef-4bd3-ed71-c8acbdfdcdde" }, "outputs": [ { "data": { "text/plain": [ "(array([1790., 1800., 1810., 1820., 1830., 1840., 1850., 1860.]),\n", " )" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FxcURGRlJdHQ00dHRxMTEkCdPHkB+w7pw4QIODg507dpV6sU6e/YsJiYmlC1bFgBHR0f2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H3+/FmUAi1fxEobUKUlX75Uu4kNG7awYMESkc+MKlVGCQmJ/z08PT0zPB8Scltk3/KzUTYX\nAeVqf3XqVGPkyGFKFZd/BlkOqFJSUhg3bhze3jLz0KSkJKZMmYKdnR12dnbMmTNHIZVjx44d/PXX\nXwptrVq1onnz5kyZMoWEhASlz1PV78uXL4waNYpWrVrRokULjh9Pzfe8fv06Dg4OtGrVit69exMR\noZh3LvH1fPz4kfDwMAwNjbKloiLL4y1Drly5CAy8gqvraHR0dATTX4CLFwMBKFOmDG/eRAjSwevW\nrf7mccvHmna3q3RpmXhDSIjYz8XbO1XOvHVre7y9fcidOzfv3r0T2ocOdSY09Cl16lRDFdevK6bT\nDB7cl1KlSjN9+iwaN5Z5Oc2du5Bp02YyfPhIHBwcmTRpqmg1SFe3AHp6BYXjokXF8uHq6uq0bm1P\ngwZWAKxatZxTp06SnkmTprJ27Ua0tbXR1NTEz28nfn67GDNmPKtXryc29ouw2tOunXJ/LJBJUS9c\nuIzExET69OlBeLis/uTmzRsMGtSH4cMHkzt3bjZu9MsRzuUSPw55XVzevHmVnpcvolSrVkN4f34t\nuXLlEgnFqKurU65ceQDhsynfUVVGfHw8vr4badcu1bxXbk2QNi0xJ/Dpk6wuUr7rlF7OXV6PqmqH\nSVc3VV3xyZPHVK9eieXLU9N0z507813H+6tJSUnBy8sTX19ZanVSUhJz586iZ89O9OzZiSVL/pXm\nJhISKlC26HnqVKDo2M/Pl1Wr1omyBH4Wgwb14cmT17Rs2VrUHhcXp7T/1q2+QnrzzyZLAdWjR4/o\n3bs3hw4dEtr27t3LkydP2L9/P3v37uXSpUscPizLRY+KisLDw4MZM2aIvsju37/P4sWL2bx5M4cP\nH+bTp0+sX79e4XkZ9Vu8eDF58+bl0KFDrFu3Dk9PT8LCwoiPj8fZ2ZmJEydy6NAhWrRowcSJE7/h\npZFIS0pKimBs2qxZ5ivBaYmIiODGjWvUq9eAMmXKMX68B8HBt/HwmC7qFx4eJqy6li1bjho1LDl6\n9DDPnj39prFHRkYCUKhQYQCiot6zdu1qcufOjbl5quJVXFwcHh6y+qd8+WTeTPJr0iruLVu2SGHn\nzMDAUJjgyUmrpqWurs6FC+fo0aMz0dHRFC9uAsgK6f/6azgeHtNYsWItzs6ueHv7CNd9/PiB/fv3\nMHhwX4oWLURAwAnRM0xNS3DhwlnOn1euUKavX4R9+47g7Owq8pCwtrbF2lr2/7Nt2/asX5+qIlag\nQEGF+6TF2roZ7u4Tef48FAuLcrRt2wIbm4bs2bMLc/MqXLlyJcPJrcSfgXwVUJXgyPTpqekY31ok\nXLVqtUxT1NKnH8uJinqPrW1jRo5U3Bm2tKylNO33VyIPqOTiEWlrI21tWwAyCWRVpE3/8/RU/A28\nfv3qHzOhf/r0CS4uQzh5MnUH7siRg4SGPmPDBj/Wr9/CtWvB0txEQkIJ9+7dVfheLVasuILJ+c2b\n14mKiuLcObF5+s/g/fv3aGhoiOZFqujcuRs7d+5XmIv9LLIUUG3evFlYXZGTlJTEly9fiI+PJz4+\nnoSEBGEL7tChQxgYGDB27FjRfU6cOIG1tTWFChVCXV2dLl26sG/fPtKTUb/jx4/TqVMnAIoWLUrD\nhg05dOgQN2/eREdHB0tLmaGZo6MjgYGBvH///iteFon0qKmpCT/0XbqolqxUhnxCkFaG+9Gjh/z9\nt5eo365dO4RJv6WlOcHBV0hOTsbOrlmmxrwZIX8P5MuXj5iYGAYN6ktUVBTu7pNEKy67d6eqjyUn\nJxEb+0U4joqS3UNPT08oiLe1bUF4+AeqVKnGmzcRohX02bPnERBwXqi9GjJkBK1ateHs2VOULl2U\nzZt90NcvQo0aNUVj/fAhirt3xbtm/fv3Yvdu5SlJT58+UfkeNzOrxJkzF6lbt57S82mpUMFM+Hva\ntMkZ9k1OThYVzF+8GEijRk3ZsmUHJ06cxczMLIOrJf4UkpJkO77pAypT05Lo6hYQ1R1GRUV907NU\n2RhMmDAGAEvLmkrPA/z1V39CQm4rPWdurtzf6VeSGlDJdpqCgs4DMqW+yZNlksDK6inlxMR8zvQZ\n4eFh3zrMHMGuXduws2uLtbWt0JacLJubJCQkSHMTCYkM8PcXv8e3b9/L1at3GD9+skI2TOHChdm5\nc9vPHB4AY8dOQFtbW6htz4grV/7DyqrxLys1yFLeloeHBwBBQUFCm4ODA4cPH6ZRo0YkJibSsGFD\nrK1ltRvdunUDYNeuXaL7vH79muLFiwvHRkZGQspQVvu9fv0aY+NUt2dDQ0PCwsIwMDDAyChVBlZT\nU5NChQoRHh6e4WpewYJ5yZXr50s6/45GgwsWLMDOzo4+fboxZcoUhgwZQu7cuTO9bvNmmfR2jx5d\nhH/3ypWHiY2NZcGCBfj7+3P8+HHKlStJbKyiEd6bNxEUL66Pi4sL7u7uov//WUGuMvfs2UM6d7bn\n0qVLtGnThilTJgjpgGfOnBGUyUCWvlGzpgVXr17F1NSUe/dk9UK9e/fm2TOZmMS8ef/H3nkH1PT/\nf/yRlsrWskJ29kz2/NoiK3wQkp09sncIpY9N9gwhe5QRkQ8ZyUrDpoFSROv3x/3dU6d7b4X4yOc8\n/nHuOe9zzvte3XPfr/f79Xo+nTA0zEe3bl25e/c2FSuWE86fOnUCHh77sLOzw8fnAuvWreLatWuc\nPHlMaLNv315KlTImJCSEjRs34uXlxc2bN79JiCM4OJjp06ezd+9e0X5HR0cmT56cZWfzXbtSV74e\nP35I4cJ6Ss99/PgxAwYMED0L9PX1uXhRnGaYE/++Jb4NuX9T2oAqLi5OlMorJyMRk6ygrq74U5Wc\nnMymTbIUXXk9pjK8vVNTr5o2bU7NmrVxcZEJs/yOvvZyK4S8efPy5EkQ79+/p1Klypw/f4V9+3YD\nGQeCfn7XVB6T4+9/Ax0dHUqVKv1TTTB/NuPHTwFkAyk57dp1wtvbiy5d2pGUlES9euY5cmwCv3Z8\nkpOe2Tmlr797P7t06SgoF5cqVYoOHVqjo6ODpWU7Ond+zsWLF2neXFaeMHjw9wlz/SgFCuRBWzuF\n589DFI7Z29vj6OjIkCFD2L1blup369ZV/ve/b8uiyi6++0m6atUqChUqxJUrV/jy5QsjRoxg8+bN\nDBo0SOU5yn68lA3aMmqn6piqQWhm/jfv32duipjd5BSn7/S0bduWZctWMmfODMaMGcPKla4sXrxc\npQgCyFLWzp07R7169SlWrIzwviMiZLNzZcqYce2aLGCfNWs2Awak/v2Ehb2hd+9uXL0qm6FduXIl\n+/a5c/KkF8WKFUcZ9+8HYm8/nLt3b1OsWHGSk5MFU91Vq2SDuh49rHF2XsX796krUPPmpcqhlylT\nluDgJ7x7944ZM+awfPlKNDRkdSLbtm3jw4cPaGlpYWxcioiIj+jpyRRlPn8W59z7+/tja2srvK5b\nt67o+OrVawkLe4m9/Qji4mLR0NCgbl1zihYtqnJFKj1xcYkKwVTp0qbExsYTEPBYYZZJFb6+slXE\nUqVKExYWytOnb0RCIiAzJ27VqgkREeF07dqNefMcsbHpy+3b/rx4ESnMAmfH3/fv/kMkkboScv9+\n6uqPKkn9vXuVG9NmRuHChYmKihJSb9OStlZwwYIlSs+XK3sC+PrepGxZ2aSHPKCaMuX3S72SB1R5\n8uTByqojICsM37Vru7DSVqOGouiNnLT+VaoIDQ0RhC7Cw2N+tMu/FVu2bKRgwQIcPXqGL1++4OAw\nIUeOTeDXjU9y0pgkp/Q1J/TT1NSMAQMGsG3bNsLCwqhY0YwbN1I9OCtXrs2FC1dp1izzLJefxbRp\n05g2bRpv3nygZ8+e1KuXmq3g6urKyZOnuHDhKrt3yyab2rRpw4sXkT/NriWjscl3q/ydPXuWbt26\noaWlRd68eenatSt+fhn74BQpUkSUu/327VvRzE1W2hUpUoSIiAjhWHh4OMbGxgr7ExISeP/+vVQY\nn83062eDn99tBg605enTMHr37qZUgEGOvOYnfU2NfCYvODiIS5eukStXLp48CWLmzFRfgcGD+wnB\nlJw3b14zcqSdyvtFRUVy965Mfe/lyxdKTUflku1pcXZexaJFS7l16z7e3leEJeOdO7eSkpJCmTLl\nWLBgsZC6lDYFMS5ONrBMmzYHyg1PIVW1xsPjgDDr4+KymsePn3H06GmaNWspaq+vb4Cz8yqlhf3V\nqolNTvPkyUtoaAgLF86lZk0zevSwJDDwntJ+pEVuHCpP5dPREQsNREZGYmnZjoiIcGbNms/69Vsw\nNDQiKkoWSEnGvf897t6VrdqeOnVc2CcXTPgWMpqQkYu3BAU9Eu0PDLxHv369hNezZk1VOPfo0SO0\nby+rE5w3b5EQTKUd+BoY/H6eKydPyj7P06dPkpCQ+pyZMMFeWJErVKgwvr6XWbJEnDad2YqblpYW\nNWvWYs0a1wzb5WQuXvSmQwdLNDU1yZMnD+3adZTGJhISKti6dSsTJshWepVlF5iZVebZs3+/5tLY\nuIAomJITFPQYU9Oion3Vqys3f//ZfHdAZWZmJohUJCQk4O3tLchTq6JFixZ4e3sTFRVFSkoK+/bt\nE4QOstquZcuW7Nsny6V88+YNPj4+NG/enOrVq/Phwwf8/f0BOHjwIDVq1BApHklkD/r6+ixZsoKd\nO/eRlJTE2rWq03nkKSrp/YgMDWU/QlFRkRQvXoIHD0IU1MK8vM5Ss2Ytxo4V+ySknXVOT+PGTfH0\nPE2lSmYAFCki/qIZGhqxbNlihgyxEak4GRsXwdZ2GMWKFUdHR4epU2cAsgGKuXkN+vfvzenTJylf\nXvZFTVvDIE/jGzgwa7VlO3duE72Oi4vF3X0Prq4rOHLEg+3bt4iOR0ZGsGzZYpXCE2mZMGEKDx6E\nsmzZSmrXrsvFi+fp1asrL1++yPC86OgPaGtrk5SUiK6urkKA5Og4j7CwUEaMsBfkso8d8yQsLJQO\nHTrn6LQhie+jalVZ2lnaVZ79+2WrpU5OLqK2qtShhg8fnaHHm7xecd++3SxfvgRraytiYqKxsekj\n+v4qW9E9ffoEIFOm7Nq1h7D/R+oxfwVmZlUACAkJpkQJ5amM169fo0uX9ixfvoTDh1Pfu1wtVRlW\nVj34+vUrRkZFaNy4Wbb2+XeifPmKgkhFYmIily9fksYmEhIZMGLEaGH73LnTCsdz587NqlXrFfb/\nLqRX/IuKivpX+vHdAZWDgwOxsbG0bduWLl26YGxszJAhQzI8p2LFiowcOZIBAwbQtm1b1NXVhXO8\nvLyE7YzajR49mk+fPtGhQwdsbGyYNGkSJiYmaGpqsmrVKhYtWkSHDh04evQojo6OKvsi8eOYmpYF\nMk4x+eef65QtW07BP6lu3XpoaWmxdu3ffPjwnoIFCxEU9BxX19SUoY4dLTl+/BzTps3C1zfVDPTr\n168ZKv/Vr2/B6dMX6NHDWlitArC27svVqzdp1KgJx497MmLEEJWrSM+fPxO2w8JCOXXqOD4+FwWD\n4rCwUG7dusnDhw+Umm5+K76+l3FxWcaQITaiegA5mQVES5aswMDAkLlzZ9CnTzeSkpJYutQZW9uh\nhIe/Zdq0yRmen5goq4d59uypkF6VnJyMv/8Ntm3bLBigzpw5FzU1NXx8LjJqlB06OjqMGjVW1WUl\n/mDkxr5yNTpI/d6k9wFR9TfSpYsVz58/V3mPokVTU3uXLFmIt/c5ypYtkanyZ3JyMj4+FylUqBA3\nbgSIVgPev3+XwZn/PsOHj0JHR4e8efMJ3nnpGTVqqLBtZzcQN7cNxMREC6mMyvDw2A/I/Kt8fC4I\n++Xegn8K9vbjiY2NpU+fbtjY9MHQ0FAam0hIZMCzZ6njnYCAuwrHk5KShNrMLVu+L337V6NqbPcz\nUUv5HatyfyH/Ro5rTsitVUbafkdHf6BHD0tu377FmjUbBd+otMTGxmJqWpQWLVqxd6+HwvHly5ew\nZMlChg4dwfz5iwFwcJiIm5vMF+b58wiReduWLZsEOU81NTW6du3GX3/ZYGHRUGnK2devXyleXF+0\n7/Xr98THx9O7dzeuXfNl8GA7Fi1yElL8YmM/MnToIM6eFc/STJ8+m5o1a6OhocG2bW4cPuyBpqYm\n5uYW+PhcZOlSZ4KDg1i/fo1CP/LkyUvXrt3ZsWMLRYoUpVatOgrqOlmlQIECrF+/haVLF3Hz5j84\nObkwadJYmjdvyYwZc3FxWcbRo4eVnlu2bDlmz16AhUUDkbQyQM+eXYSalC5drKhcuSqrV69UUGd7\n/fo9J04cY+TIISQnJ7N58w7+9792ojb/5Rqq/9Lz5OzZU/Tt25MZM+Zgbz+exMREihYtBMCsWfMZ\nOdKeZcsW4+zspPTHzdraGlfXDQQE3KFlS8V01nnzFtG5c1c2bFibpRS1q1dvUqaMLK3Py+sMvXt3\np3fvv1i5UvydTElJYdKkcfzvf20U/nazwq/4vFu0aMS9e+KBTbVqNUQTRFmlbNlyPHkSJLzeuHEr\nQ4bYiNr8rnVU2fVZS8+TjMlJY5Kc0tec1E/Z5LUnXbpY4ey8WiSlHhERQZ8+3blz5xaGhkZcufIP\nDx7cp3Pntv9ir8V07GhJy5at0dPTw85uIAA7duyjTZtvf75nRkbPEimgysEDoMDAezRv3oAVK/5W\n6Sadncj7/erVS7p160Rw8BN69/4LF5fVSmUqr169gqVlO1HAlJaPH2No3bopISHB+PndpnRpUwwN\nZWkQ/fsPYtkyF4VzEhIS2LVrOxs3riUo6DEgCzIMDY0wMSnJhw8fiI39yKdPn3j27KnC+a6ua7G2\n7kts7EdatWpCSEgw1tZ9mTNnAZ8+fcLa2kpYhSpQoAADBgzGzW2DUCieEY0aNcHYuIiCvOegQUMY\nN24S9evXQlNTgxs3AjA3r0FMTAwJCQno6upx61YgyckpxMd/Jjo6WigC7dChM9evXyMiIhwzsyqc\nO3cJDQ0Nhg+35eBBmUDH5MnjCQi4g46ODp06daFDh848f/6U0NAQPnz4oFLqNH/+AiQmJpKUlJjl\n2pfWrdtw9uxp9PTy4Oa2XfCySosUUP1a/q0f7sOHD2JnNxBHx2UMHmxHSEgw9euniiWMHz+JFSuc\nVJ6fkpIi9Fv+vf8R5M8QgLZtm+Pvf7OqV8sAACAASURBVJMzZy5Qo0atH752Wn7F592lS3t8fS8L\nr/v3H8ScOQsUagWyQsGCBQWJ7vDwGKWftRRQ/Z5IAZUiOaWvP7ufL1++4MyZU+jq6qKrq0dcXCyf\nPn0iLi6OT5/ihO3jx48QFRXFxYvXhFKItLi7b2fUqFFA6vgoLaNHDxNKN9zcdtCpkyWRkZGYmZlm\n2L9ixYpnmlnzLTRv3lKoydfQ0KBkyVKoqanh6Xla8Al9+jSMunVlqejt23cS+WtmFxk9S6TChxzK\nsWOeDBr0FwDjx49GQ0ODXr36/BL9/aVLFxEc/IShQ0cwZ85ClfeUp8KZmzdQejxv3nxMmuTA8OG2\nLFmyUBR0tW2rfGZBU1MTG5vBDBgwiGvXfDlwwB0fnwuEh7/l8eNHaGhokDdvXr5+Ve5yb28/HGvr\nvuTJkxcPj2P062fN3r27FFTIChcujJ/fbfLly4+1dR8sLGpn+rlcvnxJ6f7NmzcSFhZKhQoV8Pe/\nyZ49O4mKihIUzPr1G0DBgoWE9mkVDGvVqsOWLTsVrtmgQSMOHnQnKOgxp0+fZ/36NWzb5oa7+x4O\nHz7ImTMXsbMbAcDatZu4cMGbnj27iK4RHf3t3kBnz57G3NwCR8dlIlNkif8esbGxgEyNDlBIfc0o\nmKpaVVzT4ujohIPDpB/qj1zVKSkpicDAe1SrViPbg6lfxYQJU4SAqn//QSxatFSpRcX48ZPJly+/\nUgNfOfJgKn0dm4lJKZ49C8PY+NtsKCQkJP5dUlJSqFlTMTjKiKZN64smnRITE7Gy6ig8t3v0sFaa\naTRo0BAePXrA7du3GDy4H66uazExKZnp/bIrmAoMDMbAwIARI2SptXv3eiidyAVZ7WJ23/9b+O4a\nKol/FweHVKEGDQ0N7O2Hs3796l9y77Cw0P/vw6wM1d3kBpUZqRl17dqdqlWrc+jQAZE7944d2zJU\nrFJTU8PCoiHLl6/k+vU7PH78jAcPQnn2LJxHj54yfrysZmj27AUEBQWJzjU0zMfFi+cpWrQYR46c\nZPx4xYHcrl37hbS4MmXKcfr0eZV9Scvq1RuE7bRKgt7e5/D3l9WByZUMo6Ki0NLSYuTIMaJrpBWf\n2LhxrULBJaQOjgIC7qChocHIkfb4+d1m4cIlfP36VUG+ulmzFrx9G83x42cZPnw0lpZWVKtWA319\nfVFaZUY0bdqcI0dOcvToaSmYkiAuTh5Q5eX9+3eMHTsyy+ceOXJS9Lpv3+9fYZfPuubLl49Lly5Q\npEhBvnz5onQ2NqfQuHFTAExMSrJsmQtaWloKE1dWVt2ZOnUGDx8qr7NKT7ly5YW6N4ABAwZRtGix\nLH//JSQkfg/U1NRYsECc9VO7dh02btzKrl3uHDp0nDNnLuDhcUzUxty8hmDqnZyczD//yNQvdXV1\ncXJyUSouVbNmbc6cuciKFX8DsknpLl3a/4y3pRT5RLC+vkyRdefObbx7p1x0wtv7jLAdHPzk53cu\nHVJAlUORKwR5eflw9ao/RkbGzJ49nWPHvq8251uQz5RmZhornzHOSFUrV65czJmzgJSUFI4dOwLI\nlPhOnjymVG0mIwoXLoyGhgYpKSkcPOiOuro6ffr8RdmyZQkKeiZq26OHJaNHDyM0NFjpTHr6dMGa\nNWuzdKlzpoOPtJLuPj7XefMm41UgO7sRohniz58/M2GCPWpqajRp0oQ3b17j7r5H4bz69RtgYGCI\nu/teQbZdTU2N5s1lMzfv3ikW3kdHfyAsLJSEhK+8fPmCJ08eExkZqTRgS0utWrU5f96X/fuPYGHR\nMMO2Ev8d0q5QpbU7yAryVS05ylZfjIyMMTJSlK5Oz4MH91FTU0NXV48xY0YI+w0Nc64stVzBsGTJ\n0qL9ZcrIhICqVq3OtGmzefHiOfv370VPL4/CNdJz7twZSpVK/TwNDQ3R1tYWBVkSEhI5A0vLbiKF\nVDOzKlhaWtG6dVsaNmxMjRq1aNSoCeHhMfj4pCojW1l1xN19D1paWixevByQCQxlJvTTqZPld/c1\nfc32txAYGEBKSgodO1pSpEgRjh07QpUq5di0aZ2onYvLMpydU0V55FLwvxIpoMqhzJw5D4Du3Ttz\n9+5tdu/ej46OLiNG2Cp4N2U3ck+NzMrvUlJkhoaqjA3lNG7cVCSZLpfn3Lt393f17/LlS9y/f4/G\njZsKqXT58xdQEMbYt2+30mJ4kClnDR9uK1IwtLEZzO3bD1m+3JXZsxfg7n6YW7fu8/ZtNKVKlVa4\nRrly5cmVK5cgwS5HHpQVLVpMWEkDmYfP5MnjCAkJxs5uODt3ylL95PLPadHS0qJ//4FER4trpDw9\nDwHQqFHq+0pKSmLhwrnUqGHGyJF2bNq0nlu3blKyZGkaN25K27btGTjQVuEeckqWLEXlylVUHpf4\nb5I2oAoODlLZbt06NwoXFhvzpn92pKSkMGiQWIlt5crV5M+ftR/iPHny8vDhA16+fEH+/AUEIZic\ninz1L21xOKRmBzg5OWNiUhJPz8MkJSUxY8ZsUTs7u+EKK9/pMTQ0onRpUyIiwkU+SRISEr83snS9\nDuzatV3Yl9GKfIUKFfHwOEarVv8jKOgxo0YN5cGD+wwYkGp2PXv2tAwnv/PnL4CX12WVxzMiK2bj\nGTF9+mSqVKlKcHAwQ4YMIzExkWnTJvPlyxe+fPnC//7XlEWL5onO2bbNLdMxanYjBVQ5lLZt2+Pi\nsprPnz8zeHB/Vq1yYenSFSQkJGBl1ZEdO7b+tD+mYsWKATJ/pIyQyyFnJd+2WrUawra//w3Kli3H\n2bOnRCaKWeXwYVng1L//INH+Fi1aUb16atG8vf14ypUrr3C+iUkpSpYsxcGD7jRv3lBkXFy4cGH6\n9bNh5Eh7mjVrwebNGzE1LSYMdNISFhZKSEiwwvuXL10vWuQkzNRfvXqFFi0asm/fbipXrsqUKTMo\nXrw4efLk5cUL5bnAciESd/c9wv91VFQkABs3rmP27Om4ujpTvXpFVq5czqdPcUyZMp3jx88SEvKK\nixevcvDgUbZv30vNmsprxCpWrMSyZSuVHpP4byP3PMqbNx+3bys3986XLz/Dhg1W8AVJn77m6XmI\nzZs3ivZdvuwjCMTIV2ZU8fnzJy5dugDAggWLCQ5+kaPTUuXPvfQreePGydKT5atKly7JUpE7dOgs\npAlOnjyNefMcGTt2Qob3MDIypm5dcyBjbz8JCYnfi+TkZFFK28OHodjaDsvwnEaNmrB79wHB265p\n0/qiVakLF7z5+jU1W8Xb+yzW1lb072+NoWE+DA3z0bJlI+F469Ztfpn/5KZN65k3byY6OjoMHjyU\nvHllGVolShhgZdVR4fenXLnyhIWFMmnSuF8aVEkBVQ6mT59+eHtfoXbtuhw6dJAZM6bQpk17dHX1\nmDDBnh49uhAZGZnt961Xrz6A0lS0tCQlyaSSExOVC0Sk5dWrl4BspnnTpvV069aT+Ph4du3alsmZ\nYnx9L7Nr1zaKFi2mVDLz8OHU1R5X1xWcOuXN3LmLRG2ePQsTHjTPnz+jdeumjBgxREGy+P37d/z9\nt7Mwm5yeevWqU79+TaGYUs7Lly/o3Lkr7dp1ICYmmokTx2Jp2Y7g4CcMGTKMo0dPkydPHtTU1Che\nXLVSTrFixWnYsDHXr1/Dyqojbm7rKVCgICAL5tau/ZsFC2YTHv5WOCc0NISaNWujo6Mj7Fu3bhX2\n9sPJn78AJ06cE92jePESSoNFCQn5ILxECRMF3yk5zZu3FLbr15eJ0/TrZyNqk5KSwvHjRxXOXbXK\nhYIFC7J9+148PU/TunUbIUUlPYmJiVy8KJP9b9Kk2S8R5/mZyBVM5UbicuSpfXFxcYSHh3Plig8V\nKlTE2LgIBw8eJTw8hokTp5IrVy6FNJtRo8YSHh7DpUt+zJw5j0qVzISASl5LISEh8ftz5YqPKPMn\no1r29Fy6lPpdlyviAfj7B5Inj0zB7t27KKytu+HtfY5TpxQzZEAmUPUrvZ42b97I+PHj0dPLw/Xr\nd4T9//zjh6lpGW7evEd4eAzh4TFs376HUqVKs337Zry8zmRw1exFCqhyOGXLluPYsTPMn+9IUlIy\nJ04c5csXmQT2pUvnqVXLjPXrV2drnnyfPv3R1dXDycmR27f9VbarVasOAL6+GacgvnsXxbNnTzE3\nt2DUqDFERkYQEHAXXV1d9u7dleUZhufPn2Fr25+UlBTWrNmotC5DT0+PgIDU9KQyZYoLaTVplWMs\nLBqKasQOHNhHq1ZNKF5cn2vXfHF1dcbcPHVV7Vt59eolK1YspUmT+mzfvplKlcw4fvwsCxcuFc1K\nFy1ajOjoD3z8qFzWeOPGbbRo0YorV3xwcJiEk5Nyw8j27TthYlISd/c9eHmdBWQD2ZUrlzNr1jSK\nFCmKp+cpYUXAyqo7FhYNOXfuDC1bNmb06GH/mvu4xO/N9u2bFfb162fDixeR3L9/D3V1dbZv3yt4\nPjVsKEtH3bhxI4sWzWPx4vki77T8+QtQoUJFmjVrgafnadq2bY+BgQG7du2nZcvWKvvh7X2OEiVM\nKFLk26XFfzc+fJAp86V/L/JnVVxcLPPnz+LLly/06GGt9BpqamocOnRceF2xYiXh39Gjx6Kmpkat\nWrXJlSuXFFBJSOQgSpYUZ70oM+NVhZ6eHmvWbMywTcGChcifv4Dwum5dc549CxcFY6pIn96dnTg7\nO1O1ajk0NNTR1U1Nh3758oXIM7NMmXIMGSJbsVuyZJHCdX4WUkD1B6Curs7QoSO5du0W/foNFAqa\nQVaXM3OmA+bmNfD3v5Et9zMwMKB27bokJyfz8OEDle3kAZW8rkcVd+/KZhvMzCozevQ4zMyqcOLE\nUT59+kRoaEiWPKASExPp18+ayMhIFi1yokGDRirbGhkZsW1b6uraxIlj0NXVxds7dXXmyJGTBAYG\n4+q6lnbtOgr7v379SufObVmwYLaC6e28eYpfXD+/20yZoihpfOPGdZYsWUh4+FsmTXLg7NlL1KlT\nT9QmKSmJhw8fkCdPXrS0lIth6Ovrs3evB5cu+bFunRuurmtZtmwlixYtZdGipXh4HOPFi0i2bt1F\nnz79ANDQUCcmJpqhQweycOFcihQpyr59h6hUyUxYDevZsw+HD5/A3f0wlStX/f96s0YZ/n9L/DdR\nJkiRN28+tm7dRFDQY6yt+9K2bXueP5cJvRQtKrMFsLOzUygkHjlyDEFBz/DxuY67+2EqVKiY7rqp\nHiBVqlQjPc+fP1PYlxORi8oULFhQtF9ea+rk5Mi+fbspVao0o0aNVXmdhg0bc/nyP8ydO5du3Xoq\nHNfS0iY5ORk/v6vMmjUtG9+BhITEz8LUtKxIdKd8+YoZtBbz9u0bhayZ1as3ULx4CeG1mpqaaAXs\n+PGz5M6dm4oVK/HsWbioraw/ZejY0ZJatWpn68Srstp0gHLlTPj0KU4YM3358oWePS05e/aU0KZn\nz97o6+tz586tTIW3sgspoPqDMDAwYPnylZw756MQULx9+4Z27VqyerXrd+eUfvr0iatXrzBv3iyu\nXr1M3rz5aNFC9Yxx3brmNGvWgosXz3PhgrfKdnJlws6du6Kpqcm6dW4ikYr4eNVfhuTkZD59+oSb\n23ru379Hz569GTzYTmV7OWnT4NJjby+Tby9cuDDW1n3Ztm03T5++FQU89es3UEjHGTRI8b7m5jVY\nsmShynudPXuJSZMcBEVE8bGzvHr1kq5du2eqLlixYiWsrHpgbd2X/v0HYms7DFvbYTRq1ERBbTE+\n/gs9e3bh8GEP6tSpx7lzPsLstdyj4vHjh6ipqdGsWQvOnbvElCnTefXqZYbvReK/g3wFRRU6OjrM\nmzeLwoULM3HiVKKjP7BlyyYANDU1+Pz5s6i9PEWvVav/ZXjdQoUKs2uXO1eu3MDbW7FAOm0qa04m\nIkJWQ1W4sL5ovzzlT14/MXPmvEzVVsuXr8CsWcotLtJ6561bt+qH+iwhIfFziY+Pp2fPLhga5hON\nYQwNDTM9Nzk5GTe3DVStKq4bP3r0KPr6Bly54sOgQf2oU6cqVauWF7Ji3Nx2iNrnzp1bKC2QExIS\nzKJFS/H0PM2tW1mzccgKmZUbpK39jIqKwsamr5B+nj9/AUqVko1nPn/+NUqmUkD1B1K1ajUOHTqO\nm9sOkSBCSkoKc+fOwMgoP4aG+ahVqzKTJ4/j4sXzKnNhIyIicHPbQM+eXShYsCCWlu3+v7ahEH//\nvS7TL/LMmXNRU1Nj7NiRKpWkAgMDUFdXx9zcAlAUQnj/XlECXE65ciaUKmUszJKnF6JIy+7dO6hR\noxJ161Zj0iTxrK5c4AHg+vVrCkHniRNHuXHjOsWLl+Ds2Yv062fD48ePqF27jtCmceN6NGrUROX9\n0zJ06AhevoxSqZ6XkpLCnDlzAOjX7/s9etIir8uYM2c6/v43admyNUeOnMTAwEBoI/8/SJumqa6u\nLqRrpQ10Jf67zJs3K8Pjfn5X+fr1K8OHj6ZYseK8evVKONauXUvGjpXJm//11wAqVKgofN/kq9oZ\n0bp1W0FMZt06N9Gx3r3/+qb38bvy5o3s81KV8gcwYoT9D0kZAwpZC/JaVgkJiX+XBw/uU6RIQUEQ\nwtAwHyYmhgqT0zt37lN5DXmG0uDB/TE2LiDyL5XTqVMnevXqSteuHTh27AjPnj3l7ds36OvrM23a\nLKXPmM2bdyjsq1atAsWL63+z4XB20KxZC0D2e6Kurk5KSgq7d+8QAq47d25ndHq2IQVUfyhxcbG0\naNGKS5f82LZtD5aWVgptXrx4ztatbvToYUnRooWYP382ISGymc+YmGj69etF5cplcHCYyIUL3piZ\nmTFs2Cjc3HZw40YA7dt3VLhmeqpWrS6sbqxZ46pw/MaN69y8+Q/ly1cUKcakdezeuVO1MEXa2qJS\npUqjr6+vtF1iYiJTp07g1auXSv0WNmxINcK9ds2X06dTjUfj4uKYOXMqenp5OHDgCOXKVWDOHJkU\n+uzZC3B1lZ0bGhqSoTt3mTJl2bhxK0FBz5g/f7HSGi85Hh778fPzw9LSiho1aqls9y3Ig+unT8No\n1KgJmzZtV+hDiRIm6Ovr4+9/QxRkr17tAiBKf5T4b/Lq1csMv5MgW/nQ08sj1PcUKVJEdPzQoYOA\nzJT80aOHADRu3OybV5hWrRIrUDo4zPym839XXrx4gYaGhoKXltyUExAEJX6EQ4cOiF7L068lJCT+\nHfz9bxAVFcWKFUtViv0MGDCY588jCA+PESY703PjxnVMTAxZv361qEY1Pa1atVK6PzIyEj+/q5Qr\nZyIK6gwN81GvXvUM30PTps1xdFxG48bNMmyXHcyaNZ9OnWTmv/Ln5bp1qwWj+dy5c1OiRAmV52cn\nUkD1h/HPP35069YZU9NilC5dhFKljLGx6cORIx6Znvv3387Ur1+LSpVKU7ZsCSGoMDUtg79/ILdu\n3WLevEV06mT5TQOf4cNHo6urKxj3yklISKB9e9mX+cmTxwrntW0rc+N2d1ftRyVX8lu1aj3Xr9/B\n1LSM0nYaGhq4ux8WybNnxKNHqbVCzs5OREZGMnToCExNy3Ltmi8REeH06dOP+vUbYG3dlwMHPMmX\nLz+hoSGi68hVc0AmZ2xpaSUq9lRGQkICCxbMQVtbm5kz54qOBQU9pn37VjRtakGnTm3o399aJJue\nEVOnzmDTpm0cP36WgwePKnjcyOnY0ZLw8LecOydTxwkIuIOHxwGqV6+ZpSBa4s9m9OjhWWpnbl5f\nWGHJn78ABgay1ewmTZqzaNFSXF1dRbntmzdvV3qdjLh3L7UYOzw8JtPvVk4hKSkRTU1NBVni0aNT\npZHNzCr/8H3kq9Zy0koxS0hI/Dru3QvA0DAfbdu2oFKl0go+ek2bNhcCFScn5wzLAOzthwtjq4zo\n128gx44dIzw8Bje37YKCsxwvr7NER39QcbaYq1dvkjt3bnLlykXhwoWpW7ceBw96Eh4ew6tX7zh1\nyluhJjY7mDdvplD/ee7caYKDg5g9O7Ue1N//PqamGdtuZBdSQPWHkJyczOLFC+jQoTU+PheoWbMW\nLVu2pkaNmqipqVG/fgPatGlHnz796N37L1q2bC3IGKelXLnyCkWFISHB1KpVWUGEIavo6OhQsmQp\nnj9/Jhr4yxXlQKYcmB75YOzdu3fExcUpvbaDwyx0dHSYOnUi795lXAxZv34Dpk+frbD/+vU7uLis\nFu27evUKycnJhIQ8Ye3avylevASjR48DUo1227RpL7Rv0qQZt28/YPr02Zw/70t4eAwrV64hNvYj\nJUqYoK6unuX6o8uXL/Hy5QuGDBmi4GE1bdokbty4ztOnoVy/fo1Tp04watRQli1bnOl1tbW16dy5\nK3XrmmcoKz1gwGAAtmyRKQFdunQRkKUpZlavIfHnk1n9lJy0xrJqamrs33+Ew4dPcODAEWxthzF6\n9GhBROLp07ffHAylXZ1WVoP4p1OsWPEfOv/169Q0TGdnWf1U2gBVQkLi1/D582eWLFkg2vf27RuR\nxcTFi+e5ePE8Dg4Tad68oWi1GmRlAnv37uLSpQvs3bsrw/sdOXKSN28+sHz5SiEw69SpC8eOnRGk\nx588eY6Tk4twjnz8owofn0t4eByjXLnyeHgcoEOH1kLKnYaGBrVq1cHH57pw/Q0btmT6ucgZPnw0\nJ06cIyQkROlxuXXNzZs3sLAQe2q+fPk8y/f5UaTRUQ4nJSWFNm2aYWxcgBUrlmJiUgpPz1OcPn2B\nPXsOUrGiGcnJyVy75su0abNxcVnNypVr2LPnIJ6epwgPjyE4+AWPHoUxcKCtaMayRAkTkcpKwYIF\nM3TSVkVISDAPHtynUaOmooG8XAABoEKFCgrnpZ2dVVWcaGZWmVGjxhIb+5H161crbZOWPXtkub9y\n76ny5StgYlJSKJg/evQMzZu3xNv7HKtXu3L4sAcJCQlMmzZLWNG5c+cWampqCgX0efLkYcyYCVSu\nXIWPH2NYsGAOOjo6eHqeonr1Gjx79jTT/gFcuyarX2rfvr1of3x8PBcvnqd69ZqEhb3h9ev3+Pnd\nRkdHB2dnp2xTsqlcuQr16tXn/HkvQkKekC+fzEQvreqPhERGPHwYKhjNyjEzq6wglhMaGoKxcZFv\nTvX7/PkzHTqkCuJs3773+zubQ/nWyY3Y2FjRJNaoUUOF7R49rNHV1ZVUPCUkfiHJyckYGuajZEkj\nUZkBgKVlV5YvdyU8PAYvLx9sbVO/r4GBASxdmmqR8s8/fhgZ5cfefjjdu3dWuM+1a7e4d+8Jz59H\n8Pr1ewVbGGXky5efAQMGCQFQ+mwZOSYmpQCYPHkcO3Zs5dIlP0aNGsuXL184cEB1fVeXLt3YsmUX\nZcuWy7AfAGvX/k379q24e/euyPZGFWkl1Vu3bsqJE8cyPSc7kAKqHI6v72Vu3Ur1gjp50ku08pR2\nFaVp0/q4uCxTEKDImzcfBQsW4tKlC6L969a5cf36HdEfcPv2rb5ZFnPFiqUAWFv3Ee1Pa7iWPmBK\nSUkReaOoks8EsLGxxcjIGGfnZRn6qXz8GMOJE7IZlCNHZDUc8+YtYt++3dy5cwsrqx6Ym9dn8eLl\n6OjosHDhHBYvls0aGRoaERUl88u6dcsfU9MyGdZAubo6ExERjr39eIoVK05MTIwQmGTGtWtXUVNT\no0EDxRVEgAIFZDP5uXLlokCBAqSkpFC0aLFsnaUfNEgmq7pnzy7y55cZhMbERGfb9SVyJqGhIQQE\nyOpsjI2LqGxXqFDmXiRHjx7l5csXFCtW7Jv7sXv3dtHgv169H68n+p3Q1NTiy5cvGaby9urVlfv3\nAzO0w7h+3U+YaOnUqQ2NGtUlJCSYyZPH4eNzUWinpqbGp0+fCAwMkCZOJCR+Een9QeXiCgBjx47E\nw2M/Dg4TadmyMZs2rQdkmSa1a9cRBViZeS1t3LgWQ0NDtLW1v8kEOD2bN+9U2NerV29he8+enRgZ\n5efjR5nVjaoSDDkdOnTC1/cmdnZZSyPfs2cPjx8/FMZAqti5cx8DB9oKr+Uqxj8bKaDK4VSrVp2h\nQ0cIr+U/rikpKQQFPeb+/Xui9osWzaNdu5bcvx+ocK2TJ71Es8q+vjJZYiMjI+GLcffubdq2bZ6p\nnKUcT89DuLvvoWrV6go5wXKDT4AvX77i7X1OSNs7evQwt2/fAmQ1F6rqfUAmFy9fPp40aRyxsbFK\n261Y4cTXr19p1aoN/v43/78IXhcHh4no6uoJMzClS5uye/cBUf1T9+6dqVSpNHXqVCUlJYXg4Cc8\neaJ8piQ6+gNubhswMDBkxAh7QCZsoaOTuULely9fuHXrJmZmVYRARo481SpfvtT9e/bsIj4+nv79\nB2aYxvetyItJg4Ie8/697L7a2rmz7foSORN5MJURFhYNs3QtPz/Z5EfTps2/uR8PHohXUtJ+V/8E\n9PT0SE5OJj4+XmUbH5+LNGtmQdu2LZQev3HjOh07tqZWrcoYGxsTGBgAQP36Ndm6VWxN0aVL6sSb\nt/fZbHoXEhISGZF2XKOlpYWb23YWLFhM1arVOXXqBMOGDcbNbYPQ5to1f54/j+DkSW8qVUpV0ytf\nXiyFnh43tw2EhAT/cH87dlRc/TI3t+DEiXOiffKJoLSy5hkxY4by1a/07Nu3j27dOmVafmJl1VE0\nxs2KrHx2IAVUOZy8efMxf/5izp/3RVtbmxEjhjBmzAjq1q1Gw4Z1cHJyRF9fn+XLXXn0KIxevfpw\n584tWrduwt9/u4hmQAsUKMjevaniFQsXzhUkOvX1ZdLajRs34+nTMLp3t+TNm9cZ9i0yMpIJE2Sm\nuevWuSnMjBQqVBh398OUKVOWbdvcsLa2omLF0lSvXhFb21SpcDu7YekvrYCFRUNsbAZz//49pkwZ\nLzI3BggODmLDhjWUKGEipOr5+FygW7dOJCQksH79ZlFNQsOGjfH1vSm8btu2A61btxFds3PntgpF\n3QBbtmwiNvYjQ4eOREdHh9jYiC6TtwAAIABJREFUWF6/fiWSJ1fFnTu3iY+Pp359C4VjBQsWQkdH\nRxTIyb0oKlTI3hmYV69kaoUnThwVJObTGw9L/PeQ/+3p6uoSH/9ZaZv0hc2qiImR1UB16PDt0t+B\ngQFoaGhw/34Ir16ptlXIqcgDxPSTQ6pWxZWtKt26JXt+RUSE8/at2HfP2LgId+48FOpU067sf/ny\n7WndEhIS38fEiVMBmU/kyJFDsbMbgZeXD15ePuTNm5rVcvz4WZXiCllR05M/D36UZ8/CRa+7d++s\nIICxfftmQJwhlRG5c+fOdDXrW/Hzuypsm5oWE9RkfyZSQPWHULlyFZYudebjxxj27NnJhw8f6Ny5\nKy4uq7l27Rb9+tkI3lG7drlTqFBh5s+fRdeuHUT+UJqamrRt20F43bNnF0aNGsq4cTL/gvDwN0yc\nOJVnz8Lo1aurSo+olJQUZsyYTHT0BxwcZgq+Melp1qwFly75sXPnPsaOnUjLlq1FxdKTJjmolAVN\nz4IFSzAzq8L+/Xvp2bMLN25cJykp6f/9cGxJSEigXr362NqmCmAYGRmzY8c+QS0wLYaGhhgbF6F4\n8RLMnDmXN29kRaC2tkNxdHQiMjKCbt06iWZCPn/+zIYNa8iXLz8DB8rEHXR1dSlTpiwBAXcznbGR\npyIqe0Bqa2tTp445Dx4ECit5tWrJCjBVrZZ9LyVKmAjXlvOrls0lfk/kwjcgS1X58OEDc+YsZPly\nsR1Ceu8kVcjTXfT0vt3bLCwsBBOTkujr6yso4f0JyGeuY2M/CvtCQ0NISEhQEKoBxXqq2NhYpk+f\novL6p055kz9/AaKiIrOpxxISEt+KmpoakydPE+xITp06TsOGddiwYQ2VK1dl5co1QtsOHVpjaJhP\naXaQqnGYqWkZevbsjba2NnPmzFBIMfwecufOzaNHYTg7r2Lx4uWMHz+Jvn3706SJYqbBt6QPHzuW\nfSvjrq5rRZlbIPMJVSVDn11IAdUfRO/ef+HtfYVTp7x5+DCUTZu20adPP1GKGMiMMb28LtOq1f/w\n9b3MX3/14PNn2WzztWu+XLzoTfHiJThz5gI1atTE3X0PY8eOAmSzypMmOWBrO5QHD+4zZMhApXn+\ne/fuwsPjAHXq1GPQIDvRseTkZCIjIwkMvIe39zkOHnQnJCQYHR0dqlSpJsxUTJgwRZi9yQpaWloc\nPnycBg0aceWKD+3bt6JUKWO0tbWF9MGDB92FFDaAc+d8aNFCubzo+fNevHnzmhcvntO4cT0CAu7Q\no4c1M2fOY/Dgocyf78ibN6/p1KmNsJK3e/cOIiMjGTjQVphdypUrF0uXOpOcnEyvXlbs3r1D5YPm\n5s1/UFNTo0mTpkqPy2vJ5HVs8s9eWzt7Vc4KFSrMqVPnuXv3EW5uO3jy5Hm2phRK5Dw8PQ8p7Bsw\nYBCWll1F+4yMjLN0Pfl3IFeub8vpj47+QFRUVLbPaP5O5MmTB0BQN01JSRGUPOvUqavQfujQgYDs\nuXDkiAempqqD2iZNmlO0qKxubf36LSJxIPh2sQsJCYkfY9u23Xh7X6FmzVoEBT1mxoypnD59ko4d\nO3Pu3CVR23r1quPtLU6x69atJ05OLsyYMUekDBgSEsyyZSsZMWI0b9++YeRIuyxZrGRGwYKF6Nu3\nP4MGDWHq1Jk4O6/iwIEjgoCFq+ta9PTyMHKkHXfu3MrSNfX19Xn16h1Tpkz/4f5FRkYyf/5iwsNj\nRPt/dn3onze19x+nSpWqWWpnaGjIrl37GT16GO7ue1i1yoXmzVvSu3d3EhIScHRcRo0atfD0PI2L\nixMrVjgBMqldNTU1FixYwpMnQVy44M2ZM6coWLAQAQF3CAwMwM/vqpAK9+DBfZo1s0BTU4v4+M/E\nxsby7l2UgjBGelq0aMX48ZO/eRBfoEBBDh06jpfXGQ4ccCc4+InKL/TIkWMoXFh58fzVq1fo1St1\noFipUmUmTpxK+/YdhT4NHToSAwND7O2H06tXV3r3/ovdu2UqglZWPUTXa9y4KevWuTFu3CjGjh3J\njh1bsbcfj4VFAwoUKAjI/Kfu3r1DzZq1VNaE6OjI6pjkktHyZez0BqDZhbFxEaVO6RL/PdJ7rDk6\nOqGnp8ft2/6i/UZGWftblK8syQuYs4r82ZI+EPiT0NOTBVTylL+rV6+wf/9eihYtxsuXLxXaHzp0\nEAeHWVhathOt8IPMn8vAIC9VqlQjMDCA6tVTvfg6dOhEhw6dSExMpGjRQgBoaHx/0bqEhMT3UaVK\nVdaudaN+/ZoAzJ07g48fY+jRw5qgoGeUK2citLW2tmL16g2Ccbq2tjYDBgwCwNv7HDt2bBXaOjhM\nZOHCpTg7L+P4cU9u3/anZk1x9kl2Y23dl5CQYFxcluHgMIldu9wpWLCQyvZPngTRoEH29Uk+8Tx4\nsNiOp1ixwuTJk5fz569QsmSpbLufHCmg+g+jpqbG4sXL8PY+h5OTI05Ojqirq7Nx4zYhBS537txM\nmTKDXbt2CL4HEyeOpWjRosLSc79+vVTeQ1NTg3fvokhISCR37tzo6elhYlISQ0MjjIyMMDIyxsjI\nmAIFCqKrq4uurh558uShUiWz754plUmat6FVK1nNk75+HgYNGsLWrW5CmwkTpmBvP17lNdLKOPfo\nYc2qVeuVBndWVj0oWbIUo0YNFYIpkD0g0haNAnTt2p169eozZ84MjhzxYMAAmTpOvnz5KVSoEGZm\nVUhMTMzQhE5e36CpqUVMTDTr1q1GXV2dJk2aZfCJSEj8OC9eiP08One2AmSKlmnJanAvV/dTla6i\nimPHPAGoXz9r4hc5kdQVKlmwefDgfgBcXFbTs2cXpec4Os5TCKbOnk1V8lu/fjPr169h/PjJCudq\naGiwYMFi3N33ZllUREJCInsxNS3D+fO+LF26iJMnjzFq1FBy585N585dCQ+Pwdv7HNbWsufuyJF2\nTJ8+GVfXdbRtm1qr1KJFK96+jcbISJaZtGvXdrp16ykcl8uc/2zkQc2NG9epUKEU1tZ9cXVdq7Rt\nZGSE0v3fy6BBf6k8Fhv7EQ+P/YwbNylb7wmglpId6385mIiIb5sdzQ4MDPL+K/dVRmRkJGZmqTO9\nTk4umJiU5J9//Lh3L4Do6A9cvXolS9f6++91VKxYiY4d/4eGhib37gVlqM73q5B/3qGhIfzzjx+V\nKlWmatVqStseO+ZJqVKluXXrJhMmyBT6NmzYQpcu3TK8R1xcHObmNQSRiC5drNiwYauoTXx8PGvW\nuJKYmIiFRUOuXr3CtWu+hIe/5c2bN4IsuYGBIYGBTxT+ThITE2nYsA5v3rzm0aOnxMXFUalSadTV\n1Xn5Muq3SdXJjr9vA4Ocqdr2Jz9PzMxMiYyU1dyEhb1BV1eXly9fULOmeOLg2bNwcufOXBFyx46N\nTJgwga1bd9O+fccs98PCohavX7/m0aMwwZTyV/IrPu/du3cwduxIxo+fxNSpM6lZ04yXL1+I2hw9\neoZDh/bTrFlLnJwcFRQY5f9Hv6rPP4Ps6rf0PMmYnPT3kVP6+iP9dHFZxqJF8wC4cuWGqAZ961Y3\nJk8Wm+ymT20DWc1QeiGGcuXKc+WK2GbhZ36eYWGhtG3bnHfv3qGlpcXz5xGZZh3t2bOTMWNGZNgm\nLYULF+bOnUfY2w/Hw2N/pu1LlzbF1/fmd8vHZ/QskVao/qOkpKSwdasbDg4TRfunTBmvMs/UwsKC\n8PAIgoOfAODjcx0jIyOqVClHyZKl6N69F76+l/ny5Qv9+tn8FsFUWkqXNs0wTWju3JmsXr1SYX9W\n1O309PS4e/cRU6dOYOtWNw4f9uB//2tH9+6pq3fjx48WjO569eqDq+ta4eHy+fNnevbsgp/fVSIi\nwnn06CEGBqm1Eg8fPmDDhjWEhoZgZdWD3LlzC75TSUlJxMREC6mDEhI/A3kwVadOPWGgfurUCVEb\nX9+bWQqmAPLmlf0wyV3us4K//w2Cg5/Qtm37fyWY+lXIV9cDA+8RHx+vEEwBmJvXx9xcpqiYkJDA\n4MH9AKhQoSIzZ84VyaJLSEjkHNKqe757J17Bt7buy8WL5zl+3FPl+REREQrBVNGixdi+fU/2djQT\nSpUqzeLFy7GzG4i2dm7i4uKE1XdVKCsHqVTJjAcP7ittP3PmPLS0tLIUTIEsdb1p0/qcOHFOQV/g\nR/k9prQlfikRERHY2PRVGjzVrWuOvf143Nx2CMGArq4eHh7HOH36NM7OqylUSJYLO2uWAwUKFKRp\n0+YEBT3m7t3bgjiDKqGH3xm50bCJSUlGjRpL7dp1ALJcxCkXn7CykvltjRgxhCZNzKlXrzqmpsVE\nruH79u1myZKFwmsdHR3++itVKv7x40fCvRctmkeTJubs3LmNokWLMXPmXBITE4Ui9caNm0rBlMRP\nJa3a3OTJ04TtI0dSbRY8PI5lyfX+1auXODs7CRMucuGFrCD3ZLG1zdxKIScjH3QkJiYqKIN269aT\ny5f/Ee1r27Y9EyZMYdcud3x8rmdZGVVCQuLfJSQkmIsXz+PldYZTp05gZ2eDq+sK4bh8XCInd+7c\njB8vTldLP7Glr6+vMHm8ffseypTJ/Pmc3XTp0o2RI8fw8WMMtrb9lfqERkVFMWSIDYaG+YTMIICF\nC5dw9OgZTp++oPL6ly5dICkpiQoVKma5T48fP6Js2RLZro4srVD9R3jz5jVOTo7cuHGdhw8fiIKE\nceMm4uy8DJAJNRQrVpyRI4fw8OEDTE3LsHbtJsLCQjEwMODLly/CeZ8/f2bMmBGcPXsagOjoaK5c\nuYSmpiYWFo1+7RvMBuQDvKtX/dHU1MTOzoabN298cyrd2rVueHgcAGQrS/r6BpQqVRpNTQ06d7ai\nSxcrunRpz4oVS6lQoSJmZlXw8bnAtm2bhWvI60vu3w/ExUX2fzNhwhQ6dOhM8+YNRMZ2qvKSJSSy\niytXLgvb9es3ELavXfMFZD/yjRo1ydK1atSQye8PGyYLirIaUKWkpHDp0gX09Q2yfK+cipaWFhoa\nGnh5ncXLSywnvHbtJoX2mpqa2aKOJSEh8esICQkWRCiUoUzp+NSpE/Tvby3a17+/tSjtT01NjRUr\n/qZr11QLnGHDBou8NX8lU6fO4MGDQLy9z9GsmQVLliynZcv/CcdfvXohmpwD8PQ8JfqtGT9+MitW\nLFW4tofH/iyvTqXH1/dyliYBs4oUUP0H8PY+y7Bhg/nw4QO6unrUr99AqIvatcud1q3b0rGjJR06\ntBZ9UQcOtGXWrPnEx8fTo0cX1NXVGTZsFEWLFiU6OpotWzYKAyqQpZo8fvyYsmXL/XbpflmhSpXq\n3Lx5g3v37lKzZm2ePg0jV65cWfbVkaOmpsaGDVuwsxvI1KkzlBaB79ixjyZNzBk6dJDSa9y7F0Cb\nNs0pVEhm5vv582du3LjO1q2bFFzC5RLIEhI/i7TCM8pS+nbtytoPmnwFGxDSXZ8/f5qlcx8/fsTb\nt2+wsur+29QL/iw0NDT4668BIiEdgPnzHf+lHklISGQ3accWlStXpWfP3mhqaqCtLZugUlaikD6Y\nkvP8+TNKlEhVAmzYsLHoeEYqez8bbW1tduzYx+LFC/j7b2f69u3J/fvBFCokU1muWrU6hw+f4OjR\nw0IWQnq/vYkTpyoNqH6EiRPHULx4cVq0aJ0t1/uzf5Uk+PDhPcOH2/LhwweWLnUmJOQlR46cFIx6\nv35NAKBKlWpUr546U9KtW0+WLFmBnp4emzatIyYmmoULFzJv3iK6d7dm//69vHv3jpEjx/Dq1Tve\nvo1GV1eX2NiPoi91TqJsWZm6njxXV1s7N8nJyYJH17egr28ApKbupSUmJpoZMxT9tfz8bnP9+h3y\n5y/A1KkTuHv3LkWKFOX8+Ss0bdqcixfPC/5TcmrXriP5Q0n8VIKDU9Mi0tYEps11l6+oZsa4caOE\n7dKlZSpQAQF3s3TupUvnAZQaSP6JpJ3BlWNjY/sv9ERCQuJnoKOjQ9++MmnviIhwrKy6Y2s7jH79\nbFTWe+/a5a50/969uxT2pa2jvH8/kPj4+Gzo9fehqanJjBlzAJkfVPpJsQYNGuHouEwomZg4cYzo\nuEyJdEG298vaOmPBsW9BCqj+cFatWsn79++ZOHEqNjaDhT/ixo2bAXDo0AHi4+MZMWIIfn5XhfMO\nHTqAm9t6UlJSuHdPNuD566+/CA8Pp3PnNjx79pSxYycye/Z8NDQ0UFNTQ0tLViSemcfU74pc9UX+\n0Hn9+hXa2trfVdz98KEsKKtSRVFNcPv2rcLgMHXfXkqXNqVUqdIsWLCYxMREtmzZQkpKClFRUejq\nilf8+vTpx8mTXpw44fXNfZOQ+BZatkxNr3N2XiVsu7unFjiXLp01k9204gqTJ8tWbv/5xy9L58oD\nr3r16mepfU6naVPFwPFPFuKQkPgvIl8dCQ9/i4VFbdEEljJat27LmTMXFPbr6CiOU4YOTVXLi4uL\nxcKilkJq3a8kKSlJ2E6bRp6W1as3AnDu3BmeP38mOjZ9+nQOHz6h7LTfAimg+oN59Ogha9a4UqKE\nCaNGjRUdMze3oFIlMzw9D2FiYsjBg+7UqVOPwMBgzpy5QIECBXBwmISLyzJev36Njo4OhQsXZvXq\nlTx5EoSt7VAcHGaKrpk7d240NDS+2ajzd0G++vPq1UvWr1/N06dhmJs3+OYVoMjISNavXwOgVA66\ncuUqCvvS1oRYWsp8JlxcXDA3r0GHDq05efKYcPzq1Zu4uKymdu260uqUxE9n27bdgGzVOu2AfuzY\nkcL29/wdWlvLUldmzZqfpfYxMbIaAbkozp9O7ty5mTt30b/dDQkJiZ9Ip06WBAYGU69efWJjP2Jh\nUZumTS1wcnIkISFB6TklSpRUeObOmzdToX36yaeXL18wc6ZD9r6Bb+DhwweAzBqmVSvFFXiQiXvJ\nJ6Jr167CmDEj8PI6Q0DAHW7fvk2XLu1F7X80wNq5c1/mjbKIFFD9oaSkpDBhgj2JiYksXLhUYZVF\nU1OTqVNTA6JKlSrj4XEMAwMDatSohZfXZQoVKoSj43zu3r0tpL3JDdju3w9UuKeamho6Orp8+vTp\nJ76z7CcuLg5Dw3wsX74EAFfXFcJD51vdtGNjP9KmTTOePg1j8GA7TE0VZ+6bN2+psO/RowecOnWC\nmTMdaNOmmbA/LCwUK6seHDjgSZ8+MlnkV69eKZwvIfGzaNq0OU+fvmXNmo3CvqdPw4Tt3bu/ryBY\nLvvfsWPnTNumpKRw4sRRAPT0Mpbd/ZPo1au3sH3w4NF/sScSEhI/CwMDAzw9T7Fp0zaaNWtBcHAQ\nTk6OLF6sPMWtcOHCCn5SAMWKFcbQMB8lSxrx4cN7Wrb8H+HhMXTsaCm0SUj4io/PRT5+VPSu+tlU\nrlyF5s1bEhERzr59u5VmM6mpqXHwoCdOTi4UKVKUPXt20rt3d1q2bEzNmooCHukDrG+hV68+SlOr\nvxcpoPpDuXPnFtevX6NVq/+JXLTTHp86dYLwOjg4SCQwUaxYcQ4cEP+AlytXjuhomSCCr+9l7t0L\nULhuUlLSdxum/VucOXNS9Lp48RLC9v793+bbsHPnNp4/f4aNzWAWLsxaAaW2tjbt2rWkf39r1q9f\nLfJb2Lv3IDY2g3n06AG7d+8AoFu3Tqxdu0rV5SQksh0dHR3RjOjp06mzgt/7g7R9+3YAjI2LZNpW\n/twBWa3Bf4VChQozZcp0tmzZRePGTf/t7khISPwkcuXKRefOXXF3P0xAwGOKFCnK3387M2XKeN6+\nfaPQvmzZcoSEvBKl9cn5/Pkz5cuXZPFi2ep/2vThqKgounXrRJkyxXFz2/BLJ2jV1NSYMWMuGhoa\nTJw4hmrVyjNr1jRiYqJF7QoWLMSAAYMyXT3q2bN3hsczw9FxWbaOV6WA6g8kOTkZBweZT4Gt7VCF\n4/fuBWBtbcXbt2+YNMmBTZu2oaamho1NH9Fg3ti4iCCukCtXLoKDgzlz5hQANWrUpHz5CgrXTkxM\nQFMzZ4lHdujQmWXLVrJq1XrevPnAwYNHyZ+/AADHjp3J5Gwx16/L6kFGjLBXKLpMSUlhz56dWFjU\nEu3X1NSiadPmTJrkwJo1G9HU1BSOWVt3o3PntkyfPkV0jr+/4uyUhMSv4tEjmdhK/vwFfijttHbt\nOlkyAk6bS/9fM6yV2SV0+re7ISEh8YsoWLAQa9duonRpU7Zs2US9etU5evSIQrs8efIopAVPnTpD\n2F6xwon4+Hhq1kwdc2zevFPYdnCYSIsWLX7CO1BN1arVOHXKm0GDhpCSksK6dato1qyBUnGiqlWr\nExr6Wul1Jk+eJqrJAmjXriMPHoTy5s0HwsNjcHR0yrAv2S3SkbNGvhJZ4tChA9y8+Q+WllYiOcjk\n5GQWLZonmMatWPG3YCarppaLwYP7MW7cSE6c8OLdu3f0728tpPilNwDevHmnQoF0bGwsX79+RU8v\n7898e9mOlpYW/fsPFF6XLm1KUNCzDM5QzePHD9HV1VVIFQwNDWHkSDtu3LiOuro6bdq0o3HjplhY\nNMLMrDLq6urs3r2DyZPHi/KgGzduRtWq1ahatRpVqlQjPv4z0dHRIn8GCYlfyZcvX9ixYwsA1arV\n+KFrZVVU5dGjh8L2vyn/KyEhIfEraNCgEZcv/8PQoYM4duwILi7L6NTJUtQmLi6OmTNTFYNNTEpi\nazuUwMB7HD16GJCNbypVqkytWrXx97+JnZ2N6BqdOv36yZpq1WpQrVoN5s1zxNnZiRUrlmJvPxwv\nLx+FiWg9PT3BY+vOHT9sbYfw9GkYBQoUoGnT5hw8KFM97NfPhuXLXYXzwsPDhYUFZVSuXBV9ff1s\nfV/SCtUfRlxcHAsXzhVJVMo5d+60yIH79u1bHD16hC9fvtCpkyWWllb4+99k/fo11KlThRs3rgtt\nLSwaCtudOnURpcXJkSvbVayYdcfqPw0NDU2SkpKE/OSvX78yceJYGjSozY0b12nWrAVnzlxgx459\n2NmNoGrVaqirq7Ns2WLGjh1Jrly5sLbuC0CzZs04cOAIc+YsoFu3nlSoUJHq1WvSpEkzof5EQuJX\ns3r1SmG7SZOsp6GlNRMHqFatWpZWt5KTk4V0V0/PU5IQi4SExH8CTU1N5s5diIGBIQEBd7h1S2zM\nO3nyOHbu3Ca8btmyNf7+N0Ur2gsXzkVdXV3wdZLXLRkYGOLrexMnp4xXcX4mWlpaTJkynbp1zQkM\nDCAiIiLD9q1atWLYMJn1xrRpk5kyZTwAefPmw8qqB+/fvwNkwdTx456ic7t2FcujBwYGsGHDmux6\nK/B/7d13fE33/8Dx100IIkaiMhRVaouoESs1EooYIUbM0m+KHyqqRo2IUqO22kXsIG2QWEmL1KwR\nQWhTfO2RSNRKRMg6vz/yzeHKdCU3Ce/n49FHb879nM9530+OT+7nnM95f5AB1Ttn8eL53Llzm6FD\n3VLdJWnWrCXDho1Qn1nYsGENrq79sLW14dSpk+qK3JMnT1ATS9jZNePAgaPq2lKff96Wn35K+yRM\nmS5YvXrNnPho+cLHH1fkxYsXnD59ikWLFmBn14ANG9ZQocLHrFq1Dm/vHVhb22jts3btambPTr5t\n37x5S376aRl2ds04ePCg+kVSiLzi1T/qVapk/eLJ9evXtH5O6wHjtEyYMIajRw9jaWkld2aFEO+V\ncuXK4+ExFdBeqgJg2DDttZrWrl1Njx6d+b//c1W3LV68gPv377N798sBRpkyH3LkyEk++aRyDkae\ndSVKlAAgKSkxw3KXLl3SGkCmJEuLjo6iS5f2VK1aAXPz4tSq9Yk62EoxduwESpUqpbVt9uyZ7Nrl\nxx9/HMiW5X5kQPWOSJmLumjRAiwsLPnmm9GpyhQuXJjJk3/g/PlLXL8ezu+/H2Tw4KGEh4fRoUNr\nPvvMVqv83Lk/sW3bLsqXL8/27b9So0YNVq/egIlJ2lm2/vknOfNf9eo1sv8D5hPW1snpPnv27Mq0\naZMJDw+jf39Xfv/9IE5OzmleXT9y5JD6etcuX375ZQsLFy7FwMAAb+/NeotdiKz47beXSVzeJEGE\nt7f2wpMlS5bMdB9FUVizJjm74IsXubcopRBC5JbTp4OA1BlOa9SoSWRkFJGRUVy+fBNv7x0MHz4y\n1cAhKOgkixevUH8OC7ubao2n3FSwYPKMm4yeaUpISKBatWr8/XfqZGjp+fDDsgQFnef27ftUqlSZ\npUtXar0fFfUEV9d+uLh0oUyZt59KLs9QvQPi4uL46qsvCAjYS+nS5qxatZ6iRZMXgo2JieHUqRMc\nP36M4OAg7t0LJzIyUitrVlrWrNmkpjPet+83EhIS6NWrV4YPkIeG/o1Go6Fq1erZ9+HymREjRhEc\nHMSlSxextW3EzJlz1AQX6Zk5cw5ffTWYYsWK0batPaNGuREQ8Ac1atTg/PmQfJk5UVeKojBjxhSs\nrWvg6uqKm5sbN2/eVN+/c+cODRo0YMWKl38cbt++TdeuXfH09MTa2lqrvv379zN27FjOnDmT5vE2\nbtzIihUr1LnURYsWZfPm5EGsj48Pnp6eJCYm0rhxY9zd3bUShryPXp+25+zcPcv7BgTsxdi4KMuW\nrWLixLGMGDEi030uX76kvnZ0lMQMQoj3y6RJ41i/3pPixUswdOjwdMuVLGlKy5YOtGzpQM+efWja\ntL763n/+05fPP2+rVb5Hj85cunTz9WpyRcr3yrSW3Lly5b/4+W1n69bkC3IWFpacPHmOhQvnsnDh\nXK2ygYHH2LbtF9q0aUflylUxMzPTuohtb9+aiIgnuLt/x6pVK7T2/fDDsm/9OWRAlc9FRkYyevQI\nAgL2YmfXjOXLV1OypCkXLoSwZcsmVq/+Wad6X302IiWteOfOnTOM4/TpU9Ssaa0O5t5HhoaGeHm9\n2bo8FhaWWFhYArBs2SoGDhzA1KmTMDQ05MWL5yQkJLwXA6obN64zf/4s/v77AtbWyXc5Fy16+ZDp\n+fPnGTFiBJMnT1a3vXgXE3AWAAAgAElEQVTxgjFjxqS5AOKNGzeYNWtWqkHAq86ePcu4ceNSPZh7\n+fJlFi9ezI4dOyhZsiSjR49m3bp1DBw48G0/Zr72elal9O5Wv+7atSv8808o9evb4ujYAUfHDpQu\nXYz79zNeBHzTpnUAdOrUhRkzcm+uvxBC6FNcXBytWzdXZ/588cWXmJmVymSvZA8fPky1LSVDc4pH\njx5l+LdRnxo3bsr27b/y559HqFmzlrp9xw4fBg/+D5C8vMyQIUMYNGg4xsbGTJjgwbFjRwgKOqmW\nf/jwAZMnZ7xQvEajYfr02Vle1uZNyJS/fCghIYGwsLsEBwdRq9YnBATsAeDo0cNYW1ehXLnSODh8\nluZgysqqDB06ODF27IQMj/HJJ+UYNGgA+/YFEBWVnGDh9Ux/r9q6dRNxcXH06fPFW3wy4eTkTLly\n5Tl4MJCQkBAaNGiYKpviu2r79l9wdOyolZkyRVxcHOPGjWPChAlYWb1ct2jKlCk4OztjamqqVT42\nNpYxY8Ywbty416vScvbsWXbv3k3nzp1xdXVV04EfOHAAe3t7zMzMMDAwwMXFhZ07d2ZY1/sgrYFr\nVvTv3xtIXm4hqx49eoiX10YsLa1YtmwVRYoU0enYQgiRn0RHR/HNN8PUwRRkbYp0io4ds7Y24LJl\ni/PEoOrp06cAbNv2i9ZFu5Qp5e3adSA09CrLli3TupNUrJh2Rulz587qIdr0yR2qfODatSucOHGc\n4ODTnD0bzF9/pc7Xn54ePXrRuHFTrKzKUK1adcqU+VB9LyTkrNbzEK1bt6FNG0dGj06eiuPrux1f\n3+3q+0uWLGH69HlpHufw4eTngDp16vJGn02k1rBhY3V+84QJHrkcjf58+23yWlvBwUGp3vPx8cHc\n3JzWrV8Otn799VcSEhLo0aOH1hRAAA8PD1xcXKhaNfVaaSmePXtGxYoVGTx4MHXr1mXv3r0MHDgQ\nf39/wsPDKVv2ZcdtaWlJRETE237EfO/VQc2BA0eztM8//4Sqac8zu5DzqkWLFvD0aTSjR4+TrJZC\niHdWVNQTgoJOcu7cWWbNmp5mmeHDR2a5PiMjI+Li4jItN2WKO//8c54lS1Znue6c0LNnH3x9t3Hm\nTDABAXvVLIWXL18GoHZtG4oVK55qv+ho7RkO06ZNxs0t6+2U3WRAlc0URSEk5CxBQSd58OABt27d\nJCrqCbGxsRQsWBBn5+4MGzYowzqePo3m9Okgdu3yZceObTx9mvG0mNeZmprSrZsLI0aMxtzcPN1y\ntraNtQZUmzb9gkaj4caN6yxZshArqzK0adOOdes8Adi5c2eaA6oHDx5w4sQxata0pnTp0m8Uq0it\nRo1agDfNmjWTrGb/s379eqZOnar+/Pfff7Nlyxa8vLxSlfXy8qJAgQJ069aNO3fupFunsbExnp6e\n6s+Ojo4sX76cCxcupHnV7vX1MdJiampMgQL6n55ZurT+1n4bPXo0e/fupXnzRlmaihoQkPxHcfny\n5VSuXF7rvbTiVhSFXbt2sWHDGkxNTRk3blSeu0urz/bOLvkxZsi/cYt3X1JSEoGB++jdW/tZ0gsX\n/qt13kZGRhIT8xRFUVCUJJKSFGJinhIeHs7Tp9GZfifcu3c/CQkJWX6Gt0+fL1i7NmuDpJS7Q7mp\nVKlSuLt/T/fuTpw7d0YdUAUFnQBg1qzpPH78iOXLl2jt9/rf6UOHTugn4HTIgCqbxMbGsmrVCry9\nvfjvfy+nWy4wcD/x8c/o0yc5raWiKNy5c5tTp07877+Tb5TFBCAs7CEJCQn8+ecRAgL2EhCwl1Wr\nVrB58yZ27gxQM8+97tmzGPX1X39dUR/eGzfOneDgII4fP0bjxk0ZMOArFi9egINDizTrWbhwLnFx\ncfTu3feN4hZpGzRoCDVq1KBbNycePkz9kOb7JjQ0lISEBGxtX2ah9PX1JSYmhp49ewIpzxKOZuzY\nsezYsYPnz5/j5OREfHy8+nrlypVYWFioddy9e5fAwED69eunblMUhQIFCmBlZUVk5MsMdhEREVha\nWmYa66NH+v99ZeVZpOw0dqwHY8d6ZPnc/Ouv5LtTpqYWWnGmF/ehQ3/QvXvyApaOjh2JiooDMr/a\nqi/6bu/skB9jhuyLWwZlIif06NGFw4f/SLX9jz/2U6vWJ2zZsokRI4a+9XEcHVsB0L17z1SZ6tLS\npUv3LA2oqlWrzvz58zMtpw8pU/08PVdia9uQVq3asG3bbrZu9WLq1En8/PMyFi1aoLXP7t2/c/To\nYRo0aJgnpoTLgCobXL58iYEDB/DPP39TqFAhOnd2pk0bRywtrShT5kM++OADChcuQnBwEJ06tWXk\nyJFMnOhO/fq2XL58kXv3wtOst2DBgrRt256PPqpAiRIlKF68xP/+X1zrisiRI4do2dIBe/vW2Nu3\nZvr02Qwa9CV79uzk8OGD6Q6o9u7drb5+9U6WkZERs2bNp21be8aMGcmffwazfPnqNP+4+fvvwdPz\nZ8qX/4gvvvjP2zSj+B8jIyPs7Vu/F4kosuLUqVM0atRIK1vPxIkTmThxovqzvb09c+fOxdraGgcH\nB3X7nTt36NixI35+fqnqLVKkCAsXLsTGxobatWtz6NAhYmNjqV27NiYmJgwdOpQhQ4ZgZmaGt7c3\nrVq1ytkP+o5Kmb760UcfZan8uXMvMzKmLHIthBB5RUREBJ9+Wj3NtYt8ffeqM0t8fH5Rt1tZlcHe\nvhUGBgZoNAYYGhqkGvRYWZVh/vxFLFu2WGs5lRRZTQLUqFFjDhw4yrp1q9m4cV2q90eN+o7vvkv+\n+5lXLrY0aWJHu3Yd8PffTZ8+PbCx+RR//wO0b9+RqVMnAbBq1Sp69Hj5nL6BgQHNmrXIpYhTkwHV\nW0pISKB7dyfCw8P48suvmDDBQytN9oMHDzh+/BinTwdpZSN59ixGvbLRvn0nbG0bYWvbEE/Plfj4\neLNs2Sq6dXNJ97jLl69myJCvMDY2pnLlKlrv+fpuU1eJrl/fNq3dAZg27Ud8fLyZM2dhqveqVavO\npElTGD9+NKNGDWfDhq2pyvj778HVtR9GRoVYunRVnpuWI94NN2/e5MMPP8y8YBZEREQwaNAg9W7V\nwoUL8fDwID4+HhMTE5YuXYqRkRHVqlVj2LBh9O/fn/j4eGxsbN77DH+6unXrJhqNhrJly2deGNQ7\n9KdOhVChwsc5GZoQQryxJ08ep7sQbNmy5dTp4T//vIYaNSoCyQOGBQuSp6wFBZ2kffuXzwN///10\nzMzMcHbujpGREYUKFU41oKpf35aZM7XThGfE2ro28+YtYt685Ey50dFR2NnZEh4ehqvr4Kx/WD0p\nXLgw69dvVtsmJOQs/v57iIh4ecNh//79ODv3pkCBvDl00Sh5IcVHLnrbkfmffx6lc2dHevToxZIl\nP5OYmEhQ0El27fIlMHA/V69eUctqNBqqVatOgwb1CQj4jcjICD75pDIrV66jVi1rHj58QN26Nfng\ng9KcOhWS6TMbwcFBlC1bTk25neLLL/uyZ89OrasQukhKSqJbt04cPXqYzZt/pVevbmp7zZ49g/nz\nZ1O4cBG2bt2Wp5/1yStXYN7U+xx3fp2ikxu/r7x+ntSrV4uEhARCQi5qbU8v7latmnH58kVu3oxI\ncyHs3JbX2zst+TFmkCl/+vqd5afzI6/EGh8fz7174dy4cZ2uXbWX3dBoNAQHB+PtvU1NMjFv3iKK\nFy/OwIEDtMquX7+Fdu3aa20zN9dOwFCrVm327TuUI7NW8kp7vqp//974+yfPoNq58zf69u1BVNQT\nACZOnMyIEaNyLbaM+pK8OczLR/bu3QWAnV0zJk0ax44d24iMTM4GVqxYcVq0sKd+fVvq17elXr36\nlChRktKlixEZGcXUqR4sXfoT9vZNMTU1JSYmhri4OLp165GlB+Dr1WuQ5vaaNWuxZ89OAgP3vdWA\nysDAgOnTZ9OyZRMmTBiLRpNAWNh9duzw4ejRw1hYWOLpuRFb24Y6H0MI8e6Kj4/n7t07NGiQ9T4i\nPDwMK6syeXIwJYQQkPxIRrly5SlXrjx//PEnLVu+vKisKAp169bVKj9qlFuqOjp0cEo1mAJYt24z\nAwb0Vn/+66/zWFmZcuPGPYyNjbPxU+RNK1eupVy55ARnnTq10XqvSRO73AgpS2RA9RZiY2Px9Ex+\nQHDkyK9JTEykVKlS9Os3gPbtO2Fn1yzddL8ajYbJk3+gSZOmrFy5nEOHXj7Y6OjYMc19ssrOrjmz\nZ8/A1NTsreoBqF69BoMHD2P58sX06tVL3f7ZZ82ZN2+RTMkRQqTr7t07JCUlUb581p6fiouL4/79\nSKpUST/dvRBC5CU1a9YiIuIJV69eoUmTepmWL1CgAHPmLKR3735pvu/o2IHIyCh8fLwZOvTlVPN2\n7ezp39+VTp268MEHH2Rb/HnNiRN/prn9yZMnvHiRdy+0yYBKR4qiYG/fVM1MYmFhyahR39GzZ58s\np7YEaN26La1bt+X+/fvMnTuTokVNsLa2eavYjIySj//6s1W6+v77aTRv3oLIyLvExSnUqfMptWvX\nyZa6hRDvrn//vQ+ApaVVJiWTpSToyerD10IIkRdoNBo++aQy166F8euvW/nuu2+13v/uu4nq9L+u\nXXvQp88XaVWjpVs3FxwdOzJlijtr167mn39CGTduFLt3+7F9++5M98+v7OyaMWGCB0ePHsHIqCA3\nblxn7979FC9ePM9NT3yVDKh0tGHDWvX5qKFD3Rg3zp3ChQvrXF/p0qWZNSvr6Stv3rzBxYv/UKpU\nKUxNTfn440rqNMHz50MAqFw5e67yajQa7O1b58m5tkKIvOvZs+TU6lmdprJ58wYAfvvNX122QQgh\n8gsTExO+/PIrxo4dyf370fTr58Jvv/lrLdg7e/aCNPd98eIFGzasITo6mk8+qYyFhRUFCxagfn1b\nrYyAGSUsexcYGhryzTej+eab0bkdyhvJ8oBKURTGjx9P5cqVcXV1JTExkalTpxIUFARA8+bNGTt2\n7P8Whr3BhAkTePz4McbGxsyaNYtKlSoB4OPjg6enJ4mJiTRu3Bh3d/c07+ikV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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.ticker import FormatStrFormatter\n", "\n", "fig = plt.figure(figsize=(14,6))\n", "aa = plt.subplot(1, 3, 1)\n", "plt.plot(nm12[1][5]['X'], nm12[1][5]['Y'], color='k') #XY plane participant 5, group 1\n", "plt.title('X-Y (mm)', fontsize=14)\n", "aa.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n", "aa.yaxis.set_major_formatter(FormatStrFormatter('%.3f'))\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "\n", "\n", "ab = plt.subplot(1, 3, 2)\n", "plt.plot(nm12[1][5]['X'], nm12[1][5]['Z'], color='k') #XZ plane participant 5, group 1\n", "plt.title('X-Z (mm)', fontsize=14)\n", "ab.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n", "ab.yaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "\n", "\n", "ac = plt.subplot(1, 3, 3)\n", "plt.plot(nm12[1][5]['Z'], nm12[1][5]['Y'], color='k') #ZY plane participant 5, group 1\n", "plt.title('Z-Y (mm)', fontsize=14)\n", "ac.xaxis.set_major_formatter(FormatStrFormatter('%.2f'))\n", "ac.yaxis.set_major_formatter(FormatStrFormatter('%.3f'))\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "\n", "\n", "#fig.savefig(\"paths.pdf\", bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "BuWuybEtQFgV" }, "source": [ "### Calculating velocity in X, Y, and Z directions\n", "Defining and running functions to calculate velocity" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "colab": {}, "colab_type": "code", "id": "Zikl5OdgQMK6" }, "outputs": [], "source": [ "def x_vel(displacement):\n", " \n", " #displacement = displacement.drop(displacement.index)\n", " \n", " vel = np.sqrt(\n", " displacement.X ** 2) / displacement['timestep (s)']\n", " \n", " return pd.DataFrame({\n", " 'Vel X': vel,\n", " })" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "colab": {}, "colab_type": "code", "id": "6O-8TWv4QMnN" }, "outputs": [], "source": [ "def y_vel(displacement):\n", " \n", " #displacement = displacement.drop(displacement.index)\n", " \n", " vel = np.sqrt(\n", " displacement.Y ** 2) / displacement['timestep (s)']\n", " \n", " return pd.DataFrame({\n", " 'Vel Y': vel,\n", " })" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "colab": {}, "colab_type": "code", "id": "PRhKoO8IQMsG" }, "outputs": [], "source": [ "def z_vel(displacement):\n", " \n", " #displacement = displacement.drop(displacement.index)\n", " \n", " vel = np.sqrt(\n", " displacement.Z ** 2) / displacement['timestep (s)']\n", " \n", " return pd.DataFrame({\n", " 'Vel Z': vel,\n", " })" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "colab": {}, "colab_type": "code", "id": "rQHuvLSVEJ-D" }, "outputs": [], "source": [ "\n", "velx = {} #anterior-posterior (AP)\n", "vely = {} #mediolateral (ML)\n", "velz = {} #vertical (SI)\n", "\n", "for groups in range(1,num_groups+1):\n", " velx[groups] = {}\n", " vely[groups] = {}\n", " velz[groups] = {}\n", " \n", " for i in range(1,len(nm12[groups])+1):\n", " velx[groups][i] = x_vel(displacements[groups][i])\n", " vely[groups][i] = y_vel(displacements[groups][i])\n", " velz[groups][i] = z_vel(displacements[groups][i])" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "UrSMGJ1fJtMD" }, "outputs": [ { "data": { "text/html": [ "
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Vel X
Time (s)
0.0100000.799978
0.0200010.999972
0.0300011.699953
0.0400012.399933
0.0500010.199994
0.0600020.699981
0.0700020.699981
0.0800021.399961
0.0900032.399933
0.1000031.399961
0.1100031.299964
0.1200030.999972
0.1300040.799978
0.1400040.999972
0.1500040.599983
0.1600041.899947
0.1700051.599955
0.1800051.799950
0.1900050.999972
0.2000060.799978
0.2100061.399961
0.2200060.599983
0.2300061.799950
0.2400070.199994
0.2500071.299964
0.2600070.999972
0.2700080.000000
0.2800082.599928
0.2900081.799950
0.3000082.299936
......
358.7199920.999972
358.7299921.599955
358.7399920.999972
358.7499933.399905
358.7599932.599928
358.7699931.499958
358.7799942.099942
358.7899941.399961
358.7999941.999944
358.8099942.399933
358.8199951.899947
358.8299952.899919
358.8399951.499958
358.8499961.199967
358.8599960.299992
358.8699960.099997
358.8799960.899975
358.8899972.699925
358.8999972.999916
358.9099974.799866
358.9199974.999861
358.9299985.899836
358.9399986.099830
358.9499986.699813
358.9599995.599844
358.9699996.799811
358.9799995.799838
358.9899995.699841
359.0000005.299852
359.0100004.199883
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35900 rows × 1 columns

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" ], "text/plain": [ " Vel X\n", "Time (s) \n", "0.010000 0.799978\n", "0.020001 0.999972\n", "0.030001 1.699953\n", "0.040001 2.399933\n", "0.050001 0.199994\n", "0.060002 0.699981\n", "0.070002 0.699981\n", "0.080002 1.399961\n", "0.090003 2.399933\n", "0.100003 1.399961\n", "0.110003 1.299964\n", "0.120003 0.999972\n", "0.130004 0.799978\n", "0.140004 0.999972\n", "0.150004 0.599983\n", "0.160004 1.899947\n", "0.170005 1.599955\n", "0.180005 1.799950\n", "0.190005 0.999972\n", "0.200006 0.799978\n", "0.210006 1.399961\n", "0.220006 0.599983\n", "0.230006 1.799950\n", "0.240007 0.199994\n", "0.250007 1.299964\n", "0.260007 0.999972\n", "0.270008 0.000000\n", "0.280008 2.599928\n", "0.290008 1.799950\n", "0.300008 2.299936\n", "... ...\n", "358.719992 0.999972\n", "358.729992 1.599955\n", "358.739992 0.999972\n", "358.749993 3.399905\n", "358.759993 2.599928\n", "358.769993 1.499958\n", "358.779994 2.099942\n", "358.789994 1.399961\n", "358.799994 1.999944\n", "358.809994 2.399933\n", "358.819995 1.899947\n", "358.829995 2.899919\n", "358.839995 1.499958\n", "358.849996 1.199967\n", "358.859996 0.299992\n", "358.869996 0.099997\n", "358.879996 0.899975\n", "358.889997 2.699925\n", "358.899997 2.999916\n", "358.909997 4.799866\n", "358.919997 4.999861\n", "358.929998 5.899836\n", "358.939998 6.099830\n", "358.949998 6.699813\n", "358.959999 5.599844\n", "358.969999 6.799811\n", "358.979999 5.799838\n", "358.989999 5.699841\n", "359.000000 5.299852\n", "359.010000 4.199883\n", "\n", "[35900 rows x 1 columns]" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "velx[8][2] #velocity in the AP direction for participant 8_2" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "HOflmqIz3_OX" }, "source": [ "### Calculating norm of velocity (QoM)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "colab": {}, "colab_type": "code", "id": "TxwnzKDoeRG7" }, "outputs": [], "source": [ "def velocity_norm(displacement):\n", " \n", " #displacement = displacement.drop(displacement.index)\n", " \n", " vel = np.sqrt(\n", " displacement.X ** 2 +\n", " displacement.Y ** 2 +\n", " displacement.Z ** 2\n", " ) / displacement['timestep (s)']\n", " \n", " return pd.DataFrame({\n", " 'Velocity': vel,\n", " })\n", " " ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "colab": {}, "colab_type": "code", "id": "h_UwayJnnGpc" }, "outputs": [], "source": [ "velocities = {} \n", "\n", "for groups in range(1,num_groups+1):\n", " velocities[groups] = {}\n", " \n", " for i in range(1,len(nm12[groups])+1):\n", " velocities[groups][i] = velocity_norm(displacements[groups][i])" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "fZZVQGZZqGYu" }, "outputs": [ { "data": { "text/html": [ "
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Velocity
Time (s)
0.0100004.273053
0.0200015.033745
0.0300018.810543
0.0400014.438345
0.0500016.006496
0.0600025.544212
0.0700026.080949
0.0800026.611926
0.0900037.253073
0.1000035.895597
0.1100035.092991
0.1200034.070513
0.1300044.130260
0.1400044.609644
0.1500041.516533
0.1600042.634315
0.1700051.832979
0.1800052.699925
0.1900051.910444
0.2000060.854377
0.2100062.299936
0.2200062.111812
0.2300063.521265
0.2400073.910134
0.2500076.155314
0.2600074.971783
0.2700082.280287
0.2800084.549599
0.2900082.416542
0.3000084.528671
......
358.7199921.974787
358.7299924.695612
358.7399922.879156
358.7499935.801562
358.7599935.979800
358.7699935.028776
358.7799944.826873
358.7899943.543910
358.7999944.809232
358.8099943.753560
358.8199954.339234
358.8299957.026895
358.8399955.852187
358.8499967.925055
358.8599964.510972
358.8699964.948599
358.8799966.205470
358.8899976.500588
358.8999977.231672
358.9099975.895597
358.9199976.721420
358.9299985.906611
358.9399986.295061
358.9499986.929453
358.9599995.936163
358.9699996.963282
358.9799996.306170
358.9899998.500351
359.0000009.285214
359.01000010.024191
\n", "

35900 rows × 1 columns

\n", "
" ], "text/plain": [ " Velocity\n", "Time (s) \n", "0.010000 4.273053\n", "0.020001 5.033745\n", "0.030001 8.810543\n", "0.040001 4.438345\n", "0.050001 6.006496\n", "0.060002 5.544212\n", "0.070002 6.080949\n", "0.080002 6.611926\n", "0.090003 7.253073\n", "0.100003 5.895597\n", "0.110003 5.092991\n", "0.120003 4.070513\n", "0.130004 4.130260\n", "0.140004 4.609644\n", "0.150004 1.516533\n", "0.160004 2.634315\n", "0.170005 1.832979\n", "0.180005 2.699925\n", "0.190005 1.910444\n", "0.200006 0.854377\n", "0.210006 2.299936\n", "0.220006 2.111812\n", "0.230006 3.521265\n", "0.240007 3.910134\n", "0.250007 6.155314\n", "0.260007 4.971783\n", "0.270008 2.280287\n", "0.280008 4.549599\n", "0.290008 2.416542\n", "0.300008 4.528671\n", "... ...\n", "358.719992 1.974787\n", "358.729992 4.695612\n", "358.739992 2.879156\n", "358.749993 5.801562\n", "358.759993 5.979800\n", "358.769993 5.028776\n", "358.779994 4.826873\n", "358.789994 3.543910\n", "358.799994 4.809232\n", "358.809994 3.753560\n", "358.819995 4.339234\n", "358.829995 7.026895\n", "358.839995 5.852187\n", "358.849996 7.925055\n", "358.859996 4.510972\n", "358.869996 4.948599\n", "358.879996 6.205470\n", "358.889997 6.500588\n", "358.899997 7.231672\n", "358.909997 5.895597\n", "358.919997 6.721420\n", "358.929998 5.906611\n", "358.939998 6.295061\n", "358.949998 6.929453\n", "358.959999 5.936163\n", "358.969999 6.963282\n", "358.979999 6.306170\n", "358.989999 8.500351\n", "359.000000 9.285214\n", "359.010000 10.024191\n", "\n", "[35900 rows x 1 columns]" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "velocities[8][2] #displaying velocity (QoM) for group 8, participant 2" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "colab": {}, "colab_type": "code", "id": "IYCDhMaTqV0q" }, "outputs": [], "source": [ "#Concatenating velocities for all participants in each group\n", "vels_group = {}\n", "velsx_group = {}\n", "velsy_group = {}\n", "velsz_group = {}\n", "\n", "for group_id in range(1,num_groups+1):\n", " vels_group[group_id] = pd.concat(velocities[group_id],1)\n", " velsx_group[group_id] = pd.concat(velx[group_id],1)\n", " velsy_group[group_id] = pd.concat(vely[group_id],1)\n", " velsz_group[group_id] = pd.concat(velz[group_id],1)\n", " \n", " ID_group = list(range(1,(len(vels_group[group_id].columns)+1)))\n", " \n", " vels_group[group_id].columns = ID_group\n", " velsx_group[group_id].columns = ID_group\n", " velsy_group[group_id].columns = ID_group\n", " velsz_group[group_id].columns = ID_group" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "cttAzz9XTGCu" }, "outputs": [ { "data": { "text/html": [ "
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123456789
Time (s)
0.0100001.72622014.4086254.3610715.2257526.2679999.5710451.92348510.8089555.671703
0.0200011.53292814.4127884.2870717.3032216.3653559.3303362.3621377.5416743.925448
0.0300012.14935912.9742303.8909078.5846329.03357411.7648761.15755217.9466463.312007
0.0400011.98992010.8477402.3280252.9596488.8105449.8855740.57444010.8652404.192735
0.0500012.98152711.6932632.8371734.7674677.3822068.1985531.5810959.6444202.580626
0.0600022.17479611.8891612.3451433.1716626.53816710.1259222.07358711.1320764.846514
0.0700023.9936348.0203763.0478656.8896568.4667609.1403152.51985116.1717493.287765
0.0800022.9899008.4454746.6217493.9088557.8349598.8394381.0816355.2837915.120405
0.0900021.4352308.5437662.3853064.1975024.1302616.7095082.4514622.6437874.645299
0.1000032.5670285.1863770.5477071.8192905.2477115.0713482.6645091.6911065.989825
0.1100032.0711744.4146253.7695114.3426904.2730534.9647392.8141713.8130295.086115
0.1200031.9338544.0248116.8591101.7058252.7091685.4816363.1160011.7577915.749623
0.1300042.2044804.6107296.7229083.6151451.0049605.9948311.6762596.6473715.416491
0.1400042.1632715.4651945.3177473.2418231.5555925.7808432.5178662.4919186.126003
0.1500042.6588733.1653503.5692153.2862441.7832066.6788863.5382636.3574967.542999
0.1600040.7279914.3828007.3686492.8981951.1401445.9445802.9680824.4293245.879463
0.1700050.7070873.0082386.3567093.8051543.7160784.8712092.8230404.3645095.155436
0.1800052.5019303.1336014.4293245.1116094.7800356.1227382.3215735.2818985.988156
0.1900052.3494032.1563266.7184447.7940122.9477995.7226033.5565852.7657875.230533
0.2000060.6782142.2758989.0573425.7704552.0049386.0438373.2325562.2890416.502896
0.2100061.4730512.2135336.0562339.8881023.0511457.0411112.8301166.1844877.425425
0.2200063.0674872.3215738.9551972.7820081.5165339.5013151.7747753.2633437.376109
0.2300060.9899223.5340216.6871167.1426302.3790095.6478521.9338543.7174235.894749
0.2400072.3536553.5013314.5352906.1406761.9234858.0458942.3021094.2248095.924361
0.2500071.6672875.2733722.8999195.5225272.3748028.8332141.7832068.5472777.224064
0.2600072.2715004.0754241.6881474.2022644.1580096.1990212.22928811.8596877.203271
0.2700080.7070876.7976053.7959456.6541374.2342658.1490071.2727572.9528836.872218
0.2800081.7145955.1631896.7005604.2800687.3189505.0168322.6190875.5980587.326460
0.2900081.5683957.4085734.4270665.1330838.2156102.5631304.6161473.6289497.117386
0.3000082.8912867.7856682.2022104.0913417.6398140.5999833.7106926.3259616.782879
..............................
359.7199922.81772210.97330010.5699481.8465676.7828799.7208411.3601092.5650805.888809
359.7299921.85736611.73892411.1934374.3919169.09150210.6001772.3684782.9256665.678751
359.7399933.28320011.31958010.5836562.1423697.25651911.5105452.8177224.6966774.162816
359.7499934.99986112.93061111.8026384.0692856.75036810.3191134.1302619.3704394.178400
359.7599932.08080712.65903212.8363101.8054978.62530410.8537304.8248015.5152804.160413
359.7699932.33659915.80177612.7405252.3430107.06592010.7602772.9136804.3576311.208271
359.7799941.78040013.92800113.5554342.7945609.24420110.5500621.5555924.0852263.936895
359.7899941.82751615.39210315.8090522.0468927.7830997.1629013.3748146.8911073.552365
359.7999944.37252114.13679214.0042533.5523657.3175839.4707453.0609614.1011051.643122
359.8099943.45533516.48499025.0809704.2460575.8828639.8643093.6890712.2648870.812381
359.8199952.54551415.68682018.0133833.6495566.6134397.4051982.7312243.7814292.808836
359.8299951.73488716.97892819.2644593.9596885.2008179.4326593.5678132.3172620.927336
359.8399952.98990016.88858118.2568204.5043174.4248069.1708965.0644425.2486642.830116
359.8499961.64919618.17365316.7923895.2572304.68815310.6001772.9982503.0165372.773008
359.8599961.39280017.46433716.9636084.4686563.83264710.2310404.0888962.0903964.564958
359.8699961.60307717.96864120.9967984.1447612.80170710.2851414.2531163.3120073.138384
359.8799963.64132719.20779817.9452533.0560562.7146998.7695914.9737943.0198507.275786
359.8899971.20412617.53690117.2607494.9727892.49191811.4578672.0542071.9722544.348442
359.8999972.50791817.86623319.4079646.1731584.01112311.7304035.9361643.3540093.192089
359.9099971.48656618.72539814.5642791.3152586.41386911.4840184.6107294.3056905.779978
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359.9899992.52579616.65636820.7197043.6618654.9131118.3244311.58109513.3405446.427885
360.0000002.49392417.70289818.9755101.9208843.2341027.6221242.0124055.0920092.707322
360.0100001.06298515.42714418.4499624.2800684.2153318.1397980.8831527.3141663.885764
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36000 rows × 9 columns

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" ], "text/plain": [ " 1 2 3 4 5 6 \\\n", "Time (s) \n", "0.010000 1.726220 14.408625 4.361071 5.225752 6.267999 9.571045 \n", "0.020001 1.532928 14.412788 4.287071 7.303221 6.365355 9.330336 \n", "0.030001 2.149359 12.974230 3.890907 8.584632 9.033574 11.764876 \n", "0.040001 1.989920 10.847740 2.328025 2.959648 8.810544 9.885574 \n", "0.050001 2.981527 11.693263 2.837173 4.767467 7.382206 8.198553 \n", "0.060002 2.174796 11.889161 2.345143 3.171662 6.538167 10.125922 \n", "0.070002 3.993634 8.020376 3.047865 6.889656 8.466760 9.140315 \n", "0.080002 2.989900 8.445474 6.621749 3.908855 7.834959 8.839438 \n", "0.090002 1.435230 8.543766 2.385306 4.197502 4.130261 6.709508 \n", "0.100003 2.567028 5.186377 0.547707 1.819290 5.247711 5.071348 \n", "0.110003 2.071174 4.414625 3.769511 4.342690 4.273053 4.964739 \n", "0.120003 1.933854 4.024811 6.859110 1.705825 2.709168 5.481636 \n", "0.130004 2.204480 4.610729 6.722908 3.615145 1.004960 5.994831 \n", "0.140004 2.163271 5.465194 5.317747 3.241823 1.555592 5.780843 \n", "0.150004 2.658873 3.165350 3.569215 3.286244 1.783206 6.678886 \n", "0.160004 0.727991 4.382800 7.368649 2.898195 1.140144 5.944580 \n", "0.170005 0.707087 3.008238 6.356709 3.805154 3.716078 4.871209 \n", "0.180005 2.501930 3.133601 4.429324 5.111609 4.780035 6.122738 \n", "0.190005 2.349403 2.156326 6.718444 7.794012 2.947799 5.722603 \n", "0.200006 0.678214 2.275898 9.057342 5.770455 2.004938 6.043837 \n", "0.210006 1.473051 2.213533 6.056233 9.888102 3.051145 7.041111 \n", "0.220006 3.067487 2.321573 8.955197 2.782008 1.516533 9.501315 \n", "0.230006 0.989922 3.534021 6.687116 7.142630 2.379009 5.647852 \n", "0.240007 2.353655 3.501331 4.535290 6.140676 1.923485 8.045894 \n", "0.250007 1.667287 5.273372 2.899919 5.522527 2.374802 8.833214 \n", "0.260007 2.271500 4.075424 1.688147 4.202264 4.158009 6.199021 \n", "0.270008 0.707087 6.797605 3.795945 6.654137 4.234265 8.149007 \n", "0.280008 1.714595 5.163189 6.700560 4.280068 7.318950 5.016832 \n", "0.290008 1.568395 7.408573 4.427066 5.133083 8.215610 2.563130 \n", "0.300008 2.891286 7.785668 2.202210 4.091341 7.639814 0.599983 \n", "... ... ... ... ... ... ... \n", "359.719992 2.817722 10.973300 10.569948 1.846567 6.782879 9.720841 \n", "359.729992 1.857366 11.738924 11.193437 4.391916 9.091502 10.600177 \n", "359.739993 3.283200 11.319580 10.583656 2.142369 7.256519 11.510545 \n", "359.749993 4.999861 12.930611 11.802638 4.069285 6.750368 10.319113 \n", "359.759993 2.080807 12.659032 12.836310 1.805497 8.625304 10.853730 \n", "359.769993 2.336599 15.801776 12.740525 2.343010 7.065920 10.760277 \n", "359.779994 1.780400 13.928001 13.555434 2.794560 9.244201 10.550062 \n", "359.789994 1.827516 15.392103 15.809052 2.046892 7.783099 7.162901 \n", "359.799994 4.372521 14.136792 14.004253 3.552365 7.317583 9.470745 \n", "359.809994 3.455335 16.484990 25.080970 4.246057 5.882863 9.864309 \n", "359.819995 2.545514 15.686820 18.013383 3.649556 6.613439 7.405198 \n", "359.829995 1.734887 16.978928 19.264459 3.959688 5.200817 9.432659 \n", "359.839995 2.989900 16.888581 18.256820 4.504317 4.424806 9.170896 \n", "359.849996 1.649196 18.173653 16.792389 5.257230 4.688153 10.600177 \n", "359.859996 1.392800 17.464337 16.963608 4.468656 3.832647 10.231040 \n", "359.869996 1.603077 17.968641 20.996798 4.144761 2.801707 10.285141 \n", "359.879996 3.641327 19.207798 17.945253 3.056056 2.714699 8.769591 \n", "359.889997 1.204126 17.536901 17.260749 4.972789 2.491918 11.457867 \n", "359.899997 2.507918 17.866233 19.407964 6.173158 4.011123 11.730403 \n", "359.909997 1.486566 18.725398 14.564279 1.315258 6.413869 11.484018 \n", "359.919998 0.374155 17.394918 16.752445 6.398260 4.561671 9.899725 \n", "359.929998 1.280589 18.081533 20.741892 2.656992 4.630206 10.780239 \n", "359.939998 1.609303 19.628770 19.779744 1.886744 7.322364 8.820753 \n", "359.949998 1.345325 16.793878 18.107230 2.012405 5.077260 8.344227 \n", "359.959999 2.491918 19.039954 20.893916 4.305690 5.207542 11.942867 \n", "359.969999 3.960950 18.456193 20.620048 2.557271 4.896802 9.613265 \n", "359.979999 3.590165 17.915975 15.609179 0.412299 4.839287 10.008718 \n", "359.989999 2.525796 16.656368 20.719704 3.661865 4.913111 8.324431 \n", "360.000000 2.493924 17.702898 18.975510 1.920884 3.234102 7.622124 \n", "360.010000 1.062985 15.427144 18.449962 4.280068 4.215331 8.139798 \n", "\n", " 7 8 9 \n", "Time (s) \n", "0.010000 1.923485 10.808955 5.671703 \n", "0.020001 2.362137 7.541674 3.925448 \n", "0.030001 1.157552 17.946646 3.312007 \n", "0.040001 0.574440 10.865240 4.192735 \n", "0.050001 1.581095 9.644420 2.580626 \n", "0.060002 2.073587 11.132076 4.846514 \n", "0.070002 2.519851 16.171749 3.287765 \n", "0.080002 1.081635 5.283791 5.120405 \n", "0.090002 2.451462 2.643787 4.645299 \n", "0.100003 2.664509 1.691106 5.989825 \n", "0.110003 2.814171 3.813029 5.086115 \n", "0.120003 3.116001 1.757791 5.749623 \n", "0.130004 1.676259 6.647371 5.416491 \n", "0.140004 2.517866 2.491918 6.126003 \n", "0.150004 3.538263 6.357496 7.542999 \n", "0.160004 2.968082 4.429324 5.879463 \n", "0.170005 2.823040 4.364509 5.155436 \n", "0.180005 2.321573 5.281898 5.988156 \n", "0.190005 3.556585 2.765787 5.230533 \n", "0.200006 3.232556 2.289041 6.502896 \n", "0.210006 2.830116 6.184487 7.425425 \n", "0.220006 1.774775 3.263343 7.376109 \n", "0.230006 1.933854 3.717423 5.894749 \n", "0.240007 2.302109 4.224809 5.924361 \n", "0.250007 1.783206 8.547277 7.224064 \n", "0.260007 2.229288 11.859687 7.203271 \n", "0.270008 1.272757 2.952883 6.872218 \n", "0.280008 2.619087 5.598058 7.326460 \n", "0.290008 4.616147 3.628949 7.117386 \n", "0.300008 3.710692 6.325961 6.782879 \n", "... ... ... ... \n", "359.719992 1.360109 2.565080 5.888809 \n", "359.729992 2.368478 2.925666 5.678751 \n", "359.739993 2.817722 4.696677 4.162816 \n", "359.749993 4.130261 9.370439 4.178400 \n", "359.759993 4.824801 5.515280 4.160413 \n", "359.769993 2.913680 4.357631 1.208271 \n", "359.779994 1.555592 4.085226 3.936895 \n", "359.789994 3.374814 6.891107 3.552365 \n", "359.799994 3.060961 4.101105 1.643122 \n", "359.809994 3.689071 2.264887 0.812381 \n", "359.819995 2.731224 3.781429 2.808836 \n", "359.829995 3.567813 2.317262 0.927336 \n", "359.839995 5.064442 5.248664 2.830116 \n", "359.849996 2.998250 3.016537 2.773008 \n", "359.859996 4.088896 2.090396 4.564958 \n", "359.869996 4.253116 3.312007 3.138384 \n", "359.879996 4.973794 3.019850 7.275786 \n", "359.889997 2.054207 1.972254 4.348442 \n", "359.899997 5.936164 3.354009 3.192089 \n", "359.909997 4.610729 4.305690 5.779978 \n", "359.919998 4.110847 3.355499 6.477474 \n", "359.929998 3.056056 1.256946 6.313302 \n", "359.939998 4.941522 2.083209 3.229461 \n", "359.949998 2.302109 4.240165 5.967246 \n", "359.959999 2.551399 8.092364 5.501665 \n", "359.969999 3.522685 9.165442 3.646815 \n", "359.979999 1.296112 5.030765 3.203035 \n", "359.989999 1.581095 13.340544 6.427885 \n", "360.000000 2.012405 5.092009 2.707322 \n", "360.010000 0.883152 7.314166 3.885764 \n", "\n", "[36000 rows x 9 columns]" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vels_group[1] #QoM" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 454 }, "colab_type": "code", "id": "xuLMstln0cUL", "outputId": "b652d918-1ffc-4863-931d-583600696c73" }, "outputs": [ { "data": { "image/png": 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06dM1fPhw9erVS+3atdO4ceO0adMmzZ07V16vV4MHD653Lwi+w1d3Oby2M4/H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\nRb8uK2eG6mPXdZOZhmrdunVIXmwBAAD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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Box plot of QoM\n", "\n", "figbox, axbox = plt.subplots(figsize=(12,7))\n", "qombox = seaborn.boxplot(ax=axbox, data=vels_group[8], width=0.8) #QoM box plot for Group 8\n", "axbox.set_facecolor(\"white\")\n", "axbox.yaxis.grid(color='gray')\n", "qombox.set_xlabel(\"Participant\",fontsize=18)\n", "qombox.set_ylabel(\"QoM (mm/s)\",fontsize=18)\n", "qombox.tick_params(labelsize=14)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "LSK2-ZGNjv9K" }, "source": [ "### Smoothing velocity\n", "Calculating the envelope of the velocity using a rolling average" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "colab": {}, "colab_type": "code", "id": "lzuYYv7Hi99n" }, "outputs": [], "source": [ "#Smoothing the velocity profile for all participants (envelope)\n", "velenv = {} \n", "velenvx = {}\n", "velenvy = {}\n", "velenvz = {}\n", "\n", "for groups in range(1,num_groups+1):\n", " velenv[groups] = {}\n", " velenvx[groups] = {}\n", " velenvy[groups] = {}\n", " velenvz[groups] = {}\n", " \n", " \n", " for i in range(1,len(nm12[groups])+1):\n", " velenv[groups][i] = vels_group[groups][i].rolling(200,center=True,win_type='boxcar',min_periods=1).mean()\n", " \n", " velenvx[groups][i] = velsx_group[groups][i].rolling(200,center=True,win_type='boxcar',min_periods=1).mean()\n", " velenvy[groups][i] = velsy_group[groups][i].rolling(200,center=True,win_type='boxcar',min_periods=1).mean()\n", " velenvz[groups][i] = velsz_group[groups][i].rolling(200,center=True,win_type='boxcar',min_periods=1).mean()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "colab": {}, "colab_type": "code", "id": "tGhikyntkfZx" }, "outputs": [], "source": [ "#Concatenating smoothed velocity for all participants in each group\n", "vel_env_group = {}\n", "vel_envx_group = {}\n", "vel_envy_group = {}\n", "vel_envz_group = {}\n", "\n", "for group_id in range(1,num_groups+1):\n", " vel_env_group[group_id] = pd.concat(velenv[group_id],1)\n", " \n", " vel_envx_group[group_id] = pd.concat(velenvx[group_id],1)\n", " vel_envy_group[group_id] = pd.concat(velenvy[group_id],1)\n", " vel_envz_group[group_id] = pd.concat(velenvz[group_id],1)" ] }, { "cell_type": "code", "execution_count": 191, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "W3-V0GDnWhO-" }, "outputs": [ { "data": { "text/html": [ "
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Time (s)
0.00500011.5118403.8399478.2698855.2939267.141901
0.01000011.4572673.8217298.2315695.2890357.191979
0.01500011.4253323.7901438.2332195.2744377.144999
0.02000011.4017833.7649968.2076535.2756557.131940
0.02500011.3825343.7653328.2383475.2556967.124901
0.03000011.2931763.7504248.2456005.2532607.089425
0.03500011.2564473.7924008.1715855.2206827.064053
0.04000111.1699383.7999478.1924105.2317037.059715
0.04500111.1054013.7777258.1832205.2351127.031384
0.05000111.0622323.7504078.1833735.2182767.009077
0.05500110.9762113.7399488.1307965.2035646.998085
0.06000110.9349833.7278768.1278155.2071356.949453
0.06500110.8909203.7178068.0945305.1999286.912404
0.07000110.8086993.6972948.0352875.2087776.884860
0.07500110.7507283.6736338.0507655.2209806.884115
0.08000110.6746343.6503848.0207585.1964506.893817
0.08500110.6084733.6327087.9947175.1895836.851629
0.09000110.5673753.6221727.9263865.1589036.832384
0.09500110.4846003.6050357.8897215.1524716.784652
0.10000110.4586783.6268407.8402275.1394246.779738
0.10500110.3881893.6049507.8215585.0999296.754906
0.11000210.3420053.5784637.7750995.0726576.713956
0.11500210.2769063.5606067.7113685.0671436.708104
0.12000210.2616463.5609267.6519265.0291986.720232
0.12500210.2192133.5451127.6386045.0015436.685391
0.13000210.1838593.5263517.5902954.9759316.687907
0.13500210.1538273.4999517.5459274.9507256.634828
0.14000210.1195443.4802677.4943844.9133186.614081
0.14500210.1029853.4608897.4545844.8780576.631158
0.15000210.0603253.4402627.4107504.8510956.593707
..................
359.8549984.8122412.6045798.3537306.5583704.258402
359.8599984.8169872.6092668.3812796.5658004.260406
359.8649984.8139962.5921518.3264476.6139714.260878
359.8699984.7668632.5763428.3290186.6140814.286555
359.8749984.7840612.5428228.3522656.6507014.280893
359.8799984.7823342.4975658.2974856.6655074.284740
359.8849984.8096112.4870628.2966596.6805524.304779
359.8899984.7901772.4812668.2193986.7169804.300753
359.8949994.7966552.4639008.1834936.7425294.296662
359.8999994.8032392.4578178.1288136.7817244.294155
359.9049994.7982672.4766328.0648886.7915724.309940
359.9099994.8318662.4755967.9309826.8402414.317587
359.9149994.8490852.4491197.9134496.8693964.328753
359.9199994.8204462.4615047.7981826.9281094.328145
359.9249994.8361402.4516907.6843766.9636964.353388
359.9299994.8503672.4573577.5790257.0242504.318201
359.9349994.8385292.4754047.5244577.0490254.287660
359.9399994.8371012.4548337.3538807.1114064.322064
359.9449994.8606472.4731807.2052577.1338294.316011
359.9499994.8756082.4486157.1044067.1764774.308048
359.9549994.8726602.4363306.9289957.2217184.292668
359.9599994.8531442.4458386.8916477.2457714.284344
359.9650004.8684512.4240406.6962037.2739734.292533
359.9700004.8354472.4298736.5700027.3326084.263492
359.9750004.7603112.4358156.4621747.3565024.277299
359.9800004.7904102.4590136.2665807.4094214.222798
359.9850004.7960872.4807356.1749147.4268204.217249
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359.9950004.7528752.4254575.9097227.4920534.223471
360.0000004.7484492.4296695.7622967.5147474.164299
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71999 rows × 5 columns

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6.893817\n", "0.085001 10.608473 3.632708 7.994717 5.189583 6.851629\n", "0.090001 10.567375 3.622172 7.926386 5.158903 6.832384\n", "0.095001 10.484600 3.605035 7.889721 5.152471 6.784652\n", "0.100001 10.458678 3.626840 7.840227 5.139424 6.779738\n", "0.105001 10.388189 3.604950 7.821558 5.099929 6.754906\n", "0.110002 10.342005 3.578463 7.775099 5.072657 6.713956\n", "0.115002 10.276906 3.560606 7.711368 5.067143 6.708104\n", "0.120002 10.261646 3.560926 7.651926 5.029198 6.720232\n", "0.125002 10.219213 3.545112 7.638604 5.001543 6.685391\n", "0.130002 10.183859 3.526351 7.590295 4.975931 6.687907\n", "0.135002 10.153827 3.499951 7.545927 4.950725 6.634828\n", "0.140002 10.119544 3.480267 7.494384 4.913318 6.614081\n", "0.145002 10.102985 3.460889 7.454584 4.878057 6.631158\n", "0.150002 10.060325 3.440262 7.410750 4.851095 6.593707\n", "... ... ... ... ... ...\n", "359.854998 4.812241 2.604579 8.353730 6.558370 4.258402\n", "359.859998 4.816987 2.609266 8.381279 6.565800 4.260406\n", "359.864998 4.813996 2.592151 8.326447 6.613971 4.260878\n", "359.869998 4.766863 2.576342 8.329018 6.614081 4.286555\n", "359.874998 4.784061 2.542822 8.352265 6.650701 4.280893\n", "359.879998 4.782334 2.497565 8.297485 6.665507 4.284740\n", "359.884998 4.809611 2.487062 8.296659 6.680552 4.304779\n", "359.889998 4.790177 2.481266 8.219398 6.716980 4.300753\n", "359.894999 4.796655 2.463900 8.183493 6.742529 4.296662\n", "359.899999 4.803239 2.457817 8.128813 6.781724 4.294155\n", "359.904999 4.798267 2.476632 8.064888 6.791572 4.309940\n", "359.909999 4.831866 2.475596 7.930982 6.840241 4.317587\n", "359.914999 4.849085 2.449119 7.913449 6.869396 4.328753\n", "359.919999 4.820446 2.461504 7.798182 6.928109 4.328145\n", "359.924999 4.836140 2.451690 7.684376 6.963696 4.353388\n", "359.929999 4.850367 2.457357 7.579025 7.024250 4.318201\n", "359.934999 4.838529 2.475404 7.524457 7.049025 4.287660\n", "359.939999 4.837101 2.454833 7.353880 7.111406 4.322064\n", "359.944999 4.860647 2.473180 7.205257 7.133829 4.316011\n", "359.949999 4.875608 2.448615 7.104406 7.176477 4.308048\n", "359.954999 4.872660 2.436330 6.928995 7.221718 4.292668\n", "359.959999 4.853144 2.445838 6.891647 7.245771 4.284344\n", "359.965000 4.868451 2.424040 6.696203 7.273973 4.292533\n", "359.970000 4.835447 2.429873 6.570002 7.332608 4.263492\n", "359.975000 4.760311 2.435815 6.462174 7.356502 4.277299\n", "359.980000 4.790410 2.459013 6.266580 7.409421 4.222798\n", "359.985000 4.796087 2.480735 6.174914 7.426820 4.217249\n", "359.990000 4.761099 2.497053 6.029042 7.458149 4.240718\n", "359.995000 4.752875 2.425457 5.909722 7.492053 4.223471\n", "360.000000 4.748449 2.429669 5.762296 7.514747 4.164299\n", "\n", "[71999 rows x 5 columns]" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vel_envx_group[1] #smoothed velocities group 1" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 541 }, "colab_type": "code", "id": "gAeZmoE8wc42", "outputId": "9012c666-b925-4264-d71a-fbf66aa7fec4" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Velocity (QoM) participant 8_2')" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CREREgjR79mxkZmbi6NGjOH/+PACgQYMGCA0NxbvvvovKlStr5pXL5Zg7dy76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\njOqCmNEeM3hsO5ujljfjlOaI4+mutT6ck8SATTzDBMwyyexuM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pvjeXlVwauvvor3v//9\nePzxxw2Pb9iwAQ0NDejs7NQe04/hhg0bsHjxYvC8cvtzHIfFixfjjTfeGL+Lr1DsxlSSJGzfvt1y\nzgI0plZMnz4d999/P0KhkPYYx3Ho6+vLep9v2LABJ554ova3QCCAuXPnTurxBJzHtLu7G729vY5z\nlMY0k/b2dnznO9+B3++HLMtYv349XnvtNZxyyik0T/PEaUwn+jwlozpHuru7EYvF4PP5tMfq6+uR\nTCZx+PDhMl5Z9ZBIJLB79268+OKLWL58Oc4++2zcddddSCQS6O7uRmNjo+H5dXV1OHDgQJmutnK5\n5JJLcMMNNyAQCBgezzaGdn8/ePBgaS+4CrAb071792J4eBhPPPEEzjzzTKxYsQIPPPAAJEkCQGNq\nRW1tLZYuXar9W5IkPPLII1i6dCnN0TxxGtOtW7dCFEV897vfxWmnnYYLLrgAP//5z7Xn0phm5/TT\nT8cll1yCRYsW4dxzz6V5WgTMYzrR56lY7guoNoaHh+H1eg2PsX8nEolyXFLVsXPnTqRSKQSDQdx9\n993YtWsXbrvtNgwODmJ0dBQej8fwfK/Xi2QyWaarrT7s5mgymYQsy7Z/p/lrz7Zt2wAATU1NuPfe\ne7Fp0yYtSfHyyy+nMXXB7bffjnfeeQdPPfUUfvzjHzve5zSe7tCP6auvvgoAmDNnDi699FK8+uqr\n+PrXv45AIIAVK1bQmLrgnnvuwaFDh3DzzTfj9ttvx/DwMM3TAjGPKfNQT9R5SkZ1jvh8vowfl/3b\n7N0irJk1axbWrVuHmpoaAMrNJcsyrr32WnzsYx/DwMCA4fmJRAJ+v78cl1qV2M1Rv98PjuMc/05Y\n84EPfMAwZ2fPno2jR4/i0UcfxeWXX05j6oAsy7jtttvw2GOP4bvf/S5mzZoFn8/neJ/bjWc8Hh+3\n665krMZ05syZWLlypTZGc+bMwc6dO/HYY49hxYoVNKYumD9/PgBgZGQE119/PT7ykY/QPC0Q85i+\n/vrrE3qekvwjR5qamtDX12f40bu7u+H1ehGLxcp4ZdUFM04YM2bMQDKZRGNjI7q7uw1/6+npQUND\nw3heXlXT1NSEnp4ew2P6MWxqaqIxzgOrOXvo0CEANKZ2SJKEG264AT/96U/x7W9/G2effTaA7ONF\n42mP3ZhyHJdheEyfPl0Lm9OYWnPw4EH8/ve/NzzG9qOGhgaap3ngNKYDAwMTep6SUZ0jxx9/PDwe\nj0E0v379esydOxeiSI5/N6xduxZLly41HEw2bdqEaDSKrq4ubN68GUNDQ9rf1q9fj66urnJcalXS\n1dWFgwcPYs+ePdpj69evx8KFCwEACxcuxBtvvAFZlgEoXq/XX3+dxtiBn/zkJzj//PMNj23atEkL\nZdKYWnPHHXfg2Wefxd13341zzjlHe3zhwoWO9/nChQvx+uuva38bHh7Gpk2bJv14AvZjescdd2D1\n6tWG577zzjuYPn06ABpTO7Zt24arr77akBP19ttvo7a2FkuWLKF5mgdOY3r//fdP7HlarrIj1cxN\nN90kr1ixQt6wYYP8wgsvyIsXL5Z/9atflfuyqoYjR47IJ598snz99dfL7733nvziiy/Ky5Ytk3/4\nwx/KqVRKPu+88+Srr75afvfdd+X77rtPXrhwobx79+5yX3ZFYy7/dtlll8mXXHKJ/M4778hPPfWU\nPG/ePPn111+XZVmW+/v75ZNPPln+xje+IW/ZskW+7bbb5FNOOWVS11S2Qj+m27Ztk+fPny/fdddd\n8o4dO+RnnnlGXrRokfzMM8/IskxjasUbb7whH3fccfJ9991nqEd76NChrPf57t275fnz58v33HOP\nvGXLFvnLX/6yvHLlyqqpVVsqnMZ03bp18pw5c+Sf/OQn8s6dO+WHH35Ynjt3rvzaa6/Jskxjakci\nkZBXrVolX3755fLWrVvlP/zhD/Ipp5wiP/TQQzRP88RpTCf6PCWjOg+Ghobk6667Tu7q6pKXLVsm\nP/jgg+W+pKrj7bfflj/1qU/JXV1d8qmnnirffffdsiRJsizL8o4dO+RPfvKT8rx58+TzzjtP/tOf\n/lTmq618zEZ1T0+PvHr1ann+/PnymWeeKf/yl780PH/Dhg3yhRdeKM+bN0/+yEc+Im/cuHG8L7ni\nMY/pyy+/LF900UXyggUL5LPOOkt+9NFHDc+nMTVyxx13yMcdd5zlf8lkMut9/tJLL8nnnnuuvGDB\nAvnSSy+Vd+7cWaZvUjlkG9Nf/epX8sqVK+V58+bJK1askH/3u98ZXk9jas2+ffvk1atXy4sWLZJP\nPfVU+d5773W9H9GYWuM0phN5nnKyrMYrCYIgCIIgCILIC9JUEwRBEARBEESBkFFNEARBEARBEAVC\nRjVBEARBEARBFAgZ1QRBEARBEARRIGRUEwRBEARBEESBkFFNEARBEARBEAVCRjVBEESZ+epXv4rZ\ns2c7/nf33Xdjz549mD17Nn7729+W7Vq/+c1v4u6773b13EceeQT//u//XuIrIgiCqAyoTjVBEESZ\n2bVrF44cOaL9+/rrr0dnZyeuvPJK7bHm5mbU1tZi06ZNmDp1KuLx+Lhf51tvvYWrrroKv/vd7xAM\nBrM+P5VKYeXKlbjppptw6qmnjsMVEgRBlA+x3BdAEAQx2ZkyZQqmTJmi/dvv96O2thZdXV0Zz7V6\nbLy46667cMkll7gyqAFAFEV85jOfwX/913+RUU0QxISH5B8EQRBVgln+8dWvfhVr1qzBgw8+iNNP\nPx1dXV1Ys2YNBgYG8P3vfx9Lly7F+9//ftx6662QJEl7n8OHD+O6667DSSedhEWLFuGKK67A7t27\nHT9706ZNeOWVV7By5UrtsaGhIXzta1/DqaeeigULFuDDH/4w1q5da3jdhz70IWzZsgV/+ctfijgS\nBEEQlQd5qgmCIKqYP//5zzh06BBuueUW7NmzB7feeiv+8Y9/YMqUKfjmN7+JV199Fffffz+6urqw\natUqjIyM4NOf/jRGRkZw4403IhAI4L777sOnPvUpPPPMM4jFYpaf89xzz2H27NkGj/ptt92GdevW\n4Wtf+xpqamrw1FNP4Utf+hKee+45zJgxAwBQW1uLJUuW4Fe/+hWWLVs2LmNCEARRDsioJgiCqGKG\nhobwve99D42NjQCAZ555Blu3bsXPfvYzhMNhnHbaaXjmmWewYcMGrFq1Cr/85S+xfft2PPvss5rh\ne8opp+DMM8/Eww8/jC9+8YuWn/PKK69g7ty5hsfWr1+PZcuWYcWKFQCAxYsXo76+HqlUyvC8uXPn\n4vnnny/2VycIgqgoSP5BEARRxbS0tGgGNQDU1dVh2rRpCIfD2mPxeBz9/f0AFOO4s7MTnZ2dSKVS\nSKVS8Pv9WLJkCdatW2f7OXv37kVzc7Phsfe973144okncMUVV+Dxxx/H0aNHtUomelpbW7F//35Q\nXjxBEBMZ8lQTBEFUMaFQKOOxQCBg+/ze3l689957GV5nAJg6dart6wYGBjLe98Ybb0RjYyOefvpp\nvPjii+B5HmeccQb+8z//E7W1tYbrSafTGBwcNBj7BEEQEwkyqgmCICYRkUgEc+bMwa233prxN6/X\na/s6vbeb4ff7sWbNGqxZswbvvfcefve73+Gee+7Bd7/7XXzjG9/Qnnfs2DF4PB4yqAmCmNCQ/IMg\nCGISsXjxYuzZswdtbW2YP38+5s+fj3nz5uGhhx7CSy+9ZPu65uZmHDhwQPt3Op3GqlWr8NBDDwEA\npk+fjn/9139FV1cX9u/fb3jtwYMH0dLSUoqvQxAEUTGQp5ogCGIS8dGPfhQPP/wwLrvsMnzhC19A\nPB7H448/jrVr1+KCCy6wfd0pp5xi6OQoCAIWLFiAH/zgB/D5fJg+fTo2bNiA9evXG7zUAPDmm29i\n6dKlJftOBEEQlQAZ1QRBEJOIcDiMRx99FHfeeSduvvlmJBIJzJo1C/fccw/OOOMM29ctX74c999/\nP3bt2qWV1bvxxhsRDAZx77334vDhw2hra8P111+Pj33sY9rrjhw5gnfeeQfXXHNNyb8bQRBEOaE2\n5QRBEIQrLr30UixevBhf/vKXXb/mxz/+MZ5++mn88pe/LOGVEQRBlB/SVBMEQRCuuOaaa/DUU09h\nYGDA1fMTiQQeeeSRnIxwgiCIaoWMaoIgCMIVS5YswcqVK/Hggw+6ev5jjz2GJUuWOMpKCIIgJgok\n/yAIgiAIgiCIAiFPNUEQBEEQBEEUCBnVBEEQBEEQBFEgZFQTBEEQBEEQRIGQUU0QBEEQBEEQBUJG\nNUEQBEEQBEEUCBnVBEEQBEEQBFEg/z/Ps3mQb6c8MAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Raw and smooth velocity plot for one participant\n", "\n", "fig, ax = plt.subplots(1)\n", "fig.set_figheight(8)\n", "fig.set_figwidth(12)\n", "ax.set_facecolor(\"white\")\n", "ax.plot(vels_group[8][2], lw=1, label='QoM', alpha=0.2)\n", "ax.plot(velenv[8][2], lw=1, label='Smoothed QoM', color='c')\n", "plt.tick_params(axis='both', which='major', labelsize=14)\n", "ax.legend(loc='upper right', fontsize=16)\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.ylabel('Velocity (m/s)', fontsize=16);\n", "plt.title('Velocity (QoM) participant 8_2', fontsize=16)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 540 }, "colab_type": "code", "id": "GeLPU7Lezmrc", "outputId": "16b7074d-8ec8-48d2-ced3-0f1c37467f30" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Velocities from all participants and reference markers in Group 8')" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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atGkjoqKixL1795zexuvWrRM6nU7cuHFDem3Tpk1i3rx5dv9uW8fUl19+Kb1vMBhEnTp1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\noAcwuZJTp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aURnKQMwVDI6eQJOTmP8A7jeFlI2XhFc1NKURldgzq5QNa+5HEFh3Y9i+JY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orR11INyGL+dMSLxrOo/lucSWhucL6yUKJpAoXZ+WOaZM92NVSUgh5kPYjBh+990/cPYkjCmf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pVBsN6lrTqHR4AtJAHJeZPBcBY5UsPKc7DyHOYNzsP88jyNo6YejQOtd0LzeFeNXFIcioLF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\nYpJFB/zw2N5oqP5dc1V78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86e91GH9yrJjcH6P5R3cWFFPoqyojH3Kf99d8GcwbjHoE2p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\nYVi0aBEcDgeAjvvkypUrMWXKFBQXF2PWrFnYv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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting all smoothed velocities for one group\n", "ax1 = vel_env_group[8].plot(figsize=(10,8), linewidth=2, fontsize=14)\n", "ax1.set_facecolor(\"white\")\n", "plt.xlabel('Time (s)', fontsize=14);\n", "plt.ylabel('Velocity (m/s)', fontsize=14);\n", "plt.legend(loc='upper right', fontsize=9)\n", "plt.title('Velocities from all participants and reference markers in Group 8', fontsize=16)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "bU-qRk4OTrYl" }, "source": [ "### Mean of Norm of the Velocity (mean QoM)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "colab": {}, "colab_type": "code", "id": "VVipYRiwibKe" }, "outputs": [], "source": [ "#Mean of velocities\n", "\n", "for groups in range(1,num_groups+1):\n", " \n", " for i in range(1,len(nm12[groups])+1):\n", " velocities[groups][i].loc['mean'] = velocities[groups][i].mean()" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "i5R-OQcn2Anp" }, "source": [ "## Segmenting data by conditions and stimuli\n", "Presentation of stimuli was fixed for all groups. All sessions started with 3min of silence followed by 3min of music." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "R-kvpadJ38OT" }, "source": [ "### Segmenting group data based on the order and duration of stimuli" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "colab": {}, "colab_type": "code", "id": "holMkq9_35wB" }, "outputs": [], "source": [ "def segments(data):\n", " #First segment was always Silence - 180s\n", " #After that:\n", " #1 - Lento (#3) from György Ligeti’s Ten Pieces for Wind Quintet (20s)\n", " #2 - Allegro con delicatezza (#8) from György Ligeti’s Ten Pieces for Wind Quintet (15s)\n", " #3 - Adagio from Joaquin Rodrigo's Concierto de Aranjuez (40s)\n", " #4 - Winter movement from Vivaldi's The Four Seasons (20s)\n", " #5 - Left & Right by D'Angelo, featuring Method Man & Redman (35s)\n", " #6 - Salsa (20s)\n", " #7 - EDM (30s)\n", " \n", " #Total duration of recording 360s\n", " \n", " segments = {}\n", " \n", " segments[0]= data.iloc[0:18000]\n", " segments[1]= data.iloc[18000:20000]\n", " segments[2]= data.iloc[20000:21500]\n", " segments[3]= data.iloc[21500:25500]\n", " segments[4]= data.iloc[25500:27500]\n", " segments[5]= data.iloc[27500:31000]\n", " segments[6]= data.iloc[31000:33000]\n", " segments[7]= data.iloc[33000:36000]\n", " \n", " \n", " return segments" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "4-1yXg-P4KaY" }, "source": [ "### Segmenting raw and smoothed Velocity (QoM)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "colab": {}, "colab_type": "code", "id": "U2HkdNJ-4J7p" }, "outputs": [], "source": [ "QoM_segmented = {}\n", "QoMX_segmented = {}\n", "QoMY_segmented = {}\n", "QoMZ_segmented = {}\n", "\n", "for group_id in range(1,num_groups+1):\n", " QoM_segmented[group_id] = segments(vels_group[group_id])\n", " QoMX_segmented[group_id] = segments(velsx_group[group_id])\n", " QoMY_segmented[group_id] = segments(velsy_group[group_id])\n", " QoMZ_segmented[group_id] = segments(velsz_group[group_id])\n", " \n", "QoM_smooth_segmented = {}\n", "QoMX_smooth_segmented = {}\n", "QoMY_smooth_segmented = {}\n", "QoMZ_smooth_segmented = {}\n", "\n", "for group_id in range(1,num_groups+1):\n", " QoM_smooth_segmented[group_id] = segments(vel_env_group[group_id])\n", " QoMX_smooth_segmented[group_id] = segments(vel_envx_group[group_id])\n", " QoMY_smooth_segmented[group_id] = segments(vel_envy_group[group_id])\n", " QoMZ_smooth_segmented[group_id] = segments(vel_envz_group[group_id])" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "kJPGjUn97RlM" }, "outputs": [ { "data": { "text/html": [ "
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1234567891011
Time (s)
0.0100000.4242524.2730531.9874054.5715242.69065010.1908895.4816350.7810037.0347171.37836610.481120
0.0200010.6164245.0337453.1795344.3276961.2688229.1282725.7383072.1724966.5442811.18740110.802477
0.0300012.0049388.8105434.1700163.9810952.77481010.4289956.7474042.5999286.7451811.2529629.159439
0.0400011.3564284.4383455.5116525.2410371.7028918.3142143.4495422.5099106.5159523.6026768.675011
0.0500011.3190546.0064966.0089922.9949125.1583448.0607932.5138911.3963857.8125924.3426898.440144
0.0600021.3076335.5442127.1977165.8350754.2824037.8413382.6551103.5155818.4383673.0429409.950602
0.0700021.2569456.0809497.0261834.0619065.4376797.6404683.8339512.4061755.4211033.6261927.752203
0.0800021.5394386.6119265.2885204.4394714.0803276.7184447.6319561.8137856.5564933.8130298.115807
0.0900030.9695097.2530736.2887043.3029374.2212576.0702516.1974081.5842549.0258225.1544666.888930
0.1000031.3928005.8955973.7012485.2989091.8247787.3781417.2860861.9518686.6247686.0206306.017307
0.1100030.9899225.0929916.4774738.4950563.2816767.8871126.2199552.60377110.1918704.8927167.481770
0.1200031.2569454.0705135.6540445.3692081.8275166.5929955.9496242.2404738.3184226.2094975.171896
0.1300040.6082594.1302609.2198306.4418700.8185127.4957907.0630893.2953609.8795023.1127906.020630
0.1400040.2828354.6096448.6397826.1145662.5786887.8775985.9939973.4784098.4667595.5685074.095005
0.1500041.9823681.51653311.2246595.4496193.0082387.9313623.8586491.17470110.1962843.5439103.343558
0.1600040.0999972.63431510.9294716.9525044.1193519.2889825.1902312.0148889.8961883.7133853.029767
0.1700050.4898841.8329799.5233894.9727884.0310178.4425133.5790062.3344588.2562832.0808075.131134
0.1800051.9823682.6999259.7516516.1788254.6966779.3490711.8329792.98990010.6246750.6480563.437927
0.1900052.9680821.9104449.3045788.4027425.6043068.7923661.3999613.3435588.1955022.6925072.529752
0.2000062.1747960.85437710.5457967.3849145.1921578.6415182.0639192.6494547.3168990.4122993.421892
0.2100061.1789502.2999366.9345026.6721454.3172868.2768464.1483783.1063585.9150700.6402953.567813
0.2200061.4730512.11181210.6795905.0058572.4061759.3811032.9965814.2987176.1162012.3344585.296078
0.2300061.2844873.5212658.9003147.3271423.4291907.7875942.7385373.9571627.6037352.6475673.395491
0.2400070.6782143.9101348.3633795.2762153.4291907.4757534.9617166.6488755.5234325.4266344.801949
0.2500072.0024436.1553146.0504514.0272942.9136797.7850264.2022633.9810956.4286623.6358314.305690
0.2600072.0024434.9717837.4570048.7181291.5842547.4657157.0005194.8392877.6345768.8467875.220008
0.2700081.4212272.2802875.5252426.5159523.8780366.7924546.9489075.4715935.3196267.0637964.917179
0.2800081.1747014.5495993.3614548.1311942.8878256.1593748.1618805.1921576.6968288.1275044.027294
0.2900081.3601092.4165422.3536558.8371744.2589896.7147227.6476628.1176554.05204710.3587654.592257
0.3000081.7087534.5286715.5864359.6402713.6795713.4262736.2054705.1670603.1526899.3394406.513650
....................................
179.7150060.83063911.40187512.8250086.5496274.24958711.6915522.8981954.5187246.8889303.6109932.293405
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179.7350061.41770511.62594012.0913969.0357874.47759810.3239562.4697491.4352306.7295972.0124056.880215
179.7450072.07117412.89343811.86895711.3350274.95566710.9568841.7520931.1090237.1419301.2569458.861469
179.7550070.98485812.32889011.7376468.8179175.5460159.7249541.7999501.9924309.7249542.4061757.747687
179.7650071.02953415.4196879.61534411.3323806.4635658.1071780.9848581.7691318.6073153.1905228.088038
179.7750081.79438618.9691847.33328111.8360556.9128399.2328352.5553151.6155049.6319696.33464811.107346
179.7850081.79159718.6341265.7695888.9401097.9345136.1650532.4082520.9486579.9078024.68815311.622929
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179.8950112.92224617.6443383.4262738.8162165.8658409.5553605.3308932.0321842.2225492.3494038.800323
179.9050112.08800317.7096736.5458094.8845346.5458096.6893586.1528772.4677241.7492371.0487807.606364
179.9150111.48992516.9989386.0173076.2815453.8443697.9307313.2154972.8722010.9273360.8999757.286086
179.9250120.71412319.3517223.4654485.2438985.7704545.9260485.2438982.4737941.1045052.7091687.654850
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179.9750130.92733626.5217052.3365995.8359324.1604132.4103273.2832000.8999754.3184440.6708026.297443
179.9850130.78100327.8762752.8652306.8152342.8194963.9798392.2560404.1387255.0762752.6626318.854695
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180.0050141.92088425.6231037.2537623.4072502.5572713.4538871.8814360.7873795.0792292.4124009.270125
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18000 rows × 11 columns

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5.319626 7.063796 4.917179 \n", "0.280008 8.161880 5.192157 6.696828 8.127504 4.027294 \n", "0.290008 7.647662 8.117655 4.052047 10.358765 4.592257 \n", "0.300008 6.205470 5.167060 3.152689 9.339440 6.513650 \n", "... ... ... ... ... ... \n", "179.715006 2.898195 4.518724 6.888930 3.610993 2.293405 \n", "179.725006 1.104505 3.745560 5.669057 1.805497 4.901904 \n", "179.735006 2.469749 1.435230 6.729597 2.012405 6.880215 \n", "179.745007 1.752093 1.109023 7.141930 1.256945 8.861469 \n", "179.755007 1.799950 1.992430 9.724954 2.406175 7.747687 \n", "179.765007 0.984858 1.769131 8.607315 3.190522 8.088038 \n", "179.775008 2.555315 1.615504 9.631969 6.334648 11.107346 \n", "179.785008 2.408252 0.948657 9.907802 4.688153 11.622929 \n", "179.795008 3.125613 1.363780 7.334644 5.044659 8.802595 \n", "179.805008 4.712617 1.849273 8.612541 4.148378 11.164813 \n", "179.815009 4.846513 4.940510 7.269598 4.902924 9.976696 \n", "179.825009 5.529765 2.603771 6.174777 4.442848 9.439017 \n", "179.835009 3.832647 2.780210 6.964000 4.673198 9.623141 \n", "179.845009 5.678750 3.319546 2.861738 2.282479 8.931156 \n", "179.855010 5.017828 2.808836 3.781429 3.343558 9.530212 \n", "179.865010 5.976455 3.023159 3.056056 2.002443 9.432128 \n", "179.875010 4.320759 2.917109 2.308615 1.272757 10.779774 \n", "179.885011 6.748886 1.029534 1.754944 2.537645 7.831129 \n", "179.895011 5.330893 2.032184 2.222549 2.349403 8.800323 \n", "179.905011 6.152877 2.467724 1.749237 1.048780 7.606364 \n", "179.915011 3.215497 2.872201 0.927336 0.899975 7.286086 \n", "179.925012 5.243898 2.473794 1.104505 2.709168 7.654850 \n", "179.935012 3.818270 0.591591 3.717423 1.208271 6.762208 \n", "179.945012 2.947798 0.860209 4.301043 1.627837 6.392005 \n", "179.955013 3.689071 0.299992 5.234355 3.182677 7.220602 \n", "179.965013 4.509863 0.812381 3.270994 2.688791 9.056789 \n", "179.975013 3.283200 0.899975 4.318444 0.670802 6.297443 \n", "179.985013 2.256040 4.138725 5.076275 2.662631 8.854695 \n", "179.995014 2.935902 1.131339 3.562203 1.048780 6.376342 \n", "180.005014 1.881436 0.787379 5.079229 2.412400 9.270125 \n", "\n", "[18000 rows x 11 columns]" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "QoM_segmented[8][0] #Displaying QoM data for group 8, segment 0 (silence)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "L5qLeVgU9z4X" }, "source": [ "### Grouping data into silence and music segments" ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "colab": {}, "colab_type": "code", "id": "zAj1oSv69jtP" }, "outputs": [], "source": [ "#Odd segments are silence, even segments are music\n", "QoM_segmented_mus = {} #creating empty dictionaries for data during music - raw\n", "QoMX_segmented_mus = {}\n", "QoMY_segmented_mus = {}\n", "QoMZ_segmented_mus = {}\n", "\n", "QoM_segmented_sil = {} #creating empty dictionaries for data during silence - raw\n", "QoMX_segmented_sil = {}\n", "QoMY_segmented_sil = {}\n", "QoMZ_segmented_sil = {}\n", "\n", "QoM_smooth_segmented_mus = {} #creating empty dictionaries for data during music - smooth\n", "QoMX_smooth_segmented_mus = {}\n", "QoMY_smooth_segmented_mus = {}\n", "QoMZ_smooth_segmented_mus = {}\n", "\n", "QoM_smooth_segmented_sil = {} #creating empty dictionaries for data during silence - smooth\n", "QoMX_smooth_segmented_sil = {}\n", "QoMY_smooth_segmented_sil = {}\n", "QoMZ_smooth_segmented_sil = {}\n", "\n", "for group_id in range(1,num_groups+1):\n", " QoM_segmented_mus[group_id] = {} \n", " QoMX_segmented_mus[group_id] = {}\n", " QoMY_segmented_mus[group_id] = {}\n", " QoMZ_segmented_mus[group_id] = {}\n", " \n", " QoM_segmented_sil[group_id] = {} \n", " QoMX_segmented_sil[group_id] = {}\n", " QoMY_segmented_sil[group_id] = {}\n", " QoMZ_segmented_sil[group_id] = {}\n", " \n", " QoM_smooth_segmented_mus[group_id] = {} \n", " QoMX_smooth_segmented_mus[group_id] = {}\n", " QoMY_smooth_segmented_mus[group_id] = {}\n", " QoMZ_smooth_segmented_mus[group_id] = {}\n", " \n", " QoM_smooth_segmented_sil[group_id] = {} \n", " QoMX_smooth_segmented_sil[group_id] = {}\n", " QoMY_smooth_segmented_sil[group_id] = {}\n", " QoMZ_smooth_segmented_sil[group_id] = {}\n", " \n", "\n", " QoM_segmented_sil[group_id] = QoM_segmented[group_id][0] #filling a dictionary with silence\n", " QoM_smooth_segmented_sil[group_id] = QoM_smooth_segmented[group_id][0] \n", " QoMX_segmented_sil[group_id] = QoMX_segmented[group_id][0] \n", " QoMX_smooth_segmented_sil[group_id] = QoMX_smooth_segmented[group_id][0]\n", " QoMY_segmented_sil[group_id] = QoMY_segmented[group_id][0] \n", " QoMY_smooth_segmented_sil[group_id] = QoMY_smooth_segmented[group_id][0]\n", " QoMZ_segmented_sil[group_id] = QoMZ_segmented[group_id][0] \n", " QoMZ_smooth_segmented_sil[group_id] = QoMZ_smooth_segmented[group_id][0]\n", " \n", " \n", " \n", " for i in range (1,8,1): \n", " QoM_smooth_segmented_mus[group_id][i] = QoM_smooth_segmented[group_id][i] #filling dictionary with music segments\n", " QoM_segmented_mus[group_id][i] = QoM_segmented[group_id][i] \n", " QoMX_smooth_segmented_mus[group_id][i] = QoMX_smooth_segmented[group_id][i]\n", " QoMX_segmented_mus[group_id][i] = QoMX_segmented[group_id][i] \n", " QoMY_smooth_segmented_mus[group_id][i] = QoMY_smooth_segmented[group_id][i]\n", " QoMY_segmented_mus[group_id][i] = QoMY_segmented[group_id][i] \n", " QoMZ_smooth_segmented_mus[group_id][i] = QoMZ_smooth_segmented[group_id][i]\n", " QoMZ_segmented_mus[group_id][i] = QoMZ_segmented[group_id][i] \n", "\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "colab": {}, "colab_type": "code", "collapsed": true, "id": "pQ5K7lLL2Gmw" }, "outputs": [ { "data": { "text/html": [ "
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1234567891011
Time (s)
180.0150560.06.9370994.57405511.1038256.0757726.8074396.0927138.6361797.4628565.1713937.431872
180.0250570.06.9252644.58145711.1240036.0597626.7934716.0874218.6217697.4118755.1481017.376520
180.0350570.06.9224394.59460311.1508346.0452126.7797986.0750238.6197697.3787125.1223687.309360
180.0450570.06.9206254.57853011.1595496.0313196.7552746.0797608.6200917.3322325.0864747.260781
180.0550580.06.9435494.58244611.1659026.0258886.7477836.0794668.6344137.2873065.0436477.192199
180.0650580.06.9794724.60564811.1573216.0224106.7360256.0733358.6442977.2424405.0088777.102051
180.0750580.07.0051604.61516011.1769676.0157616.7329476.0681988.6449297.1976224.9585837.024785
180.0850580.07.0090724.62120111.1625686.0141746.7459836.0706578.6576627.1572714.9088766.953963
180.0950590.07.0170104.62336011.1513466.0163206.7718676.0616318.6811327.1078084.8608426.914972
180.1050590.07.0061624.64022111.1400206.0221316.8139506.0639528.6948877.0683964.8391236.890209
180.1150590.06.9842454.64747111.1385406.0372476.8497016.0610638.6939087.0342814.7874826.871420
180.1250600.07.0007274.62650011.1311746.0536826.8727816.0659428.6948017.0079824.7517046.880698
180.1350600.07.0064014.61110111.1229776.0782776.8934646.0731168.6967056.9883784.7218696.875307
180.1450600.07.0102184.58548411.1127246.1074386.8993976.0687098.6968036.9642214.7031446.896004
180.1550600.07.0081674.57549111.1136596.1393436.8933076.0791318.6926506.9406254.6736236.914011
180.1650610.06.9991094.54805011.1153976.1696846.8757346.0745328.6773466.9151584.6604296.919752
180.1750610.06.9995774.52837911.1125036.1877636.8429966.0606428.6791776.8913634.6516396.934327
180.1850610.06.9980094.51254611.1284546.2159176.8008406.0477428.6861216.8797444.6487716.937679
180.1950620.06.9895104.49757811.1492586.2187136.7640066.0491848.6847266.8511974.6371696.963391
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2000 rows × 11 columns

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7.246208 \n", "180.265063 8.748346 6.772793 4.632363 7.280426 \n", "180.275064 8.760394 6.770442 4.614550 7.309050 \n", "180.285064 8.775223 6.772397 4.614945 7.338349 \n", "180.295064 8.783898 6.771438 4.602854 7.355028 \n", "180.305065 8.803772 6.778873 4.571691 7.376313 \n", "... ... ... ... ... \n", "199.715610 6.241330 6.885133 4.988933 7.182962 \n", "199.725610 6.275260 6.879979 5.029641 7.216100 \n", "199.735610 6.275885 6.871715 5.072359 7.222480 \n", "199.745611 6.308324 6.863941 5.103744 7.230951 \n", "199.755611 6.320558 6.859359 5.147208 7.242633 \n", "199.765611 6.339631 6.860617 5.183184 7.256796 \n", "199.775612 6.357320 6.842467 5.204749 7.275614 \n", "199.785612 6.373500 6.837702 5.249510 7.285340 \n", "199.795612 6.398479 6.829030 5.283577 7.319598 \n", "199.805612 6.417990 6.829927 5.313011 7.333599 \n", "199.815613 6.430405 6.832600 5.336087 7.327779 \n", "199.825613 6.446948 6.822934 5.361313 7.334794 \n", "199.835613 6.469884 6.815621 5.384385 7.311148 \n", 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"execute_result" } ], "source": [ "QoM_smooth_segmented_mus[2][1] #Smoothed QoM, Group2, first music segment - Ligeti" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "Abv-1dG82nRW" }, "source": [ "### Mean QoM for each segment for each participant" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "colab": {}, "colab_type": "code", "id": "T-KdEZDl2LTF" }, "outputs": [], "source": [ "# Mean QoM for each participant in each group for each segment\n", "\n", "Mean_QoM_segm = {} \n", "\n", "for qoms_group in range(1,num_groups+1):\n", " Mean_QoM_segm[qoms_group] = {}\n", " \n", " for i in range(0,len(QoM_segmented[qoms_group])):\n", " Mean_QoM_segm[qoms_group][i] = (QoM_segmented[qoms_group][i].mean())\n", " " ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "colab": {}, "colab_type": "code", "id": "M6tfE3UA2vgz", "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "1 2.086325\n", "2 8.136296\n", "3 11.181882\n", "4 6.478199\n", "5 5.578051\n", "6 5.293612\n", "7 6.394808\n", "8 7.072496\n", "9 7.009064\n", "dtype: float64" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Mean_QoM_segm[1][0] #Displaying mean QoM for participants in group 1, segment 0 (Silence)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "rwF9LYuF45xd" }, "source": [ "## Plotting segmented QoM" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 723 }, "colab_type": "code", "id": "Ll-uRm2F4-qW", "outputId": "4ec7a591-6fe4-4bf5-9307-e88545afd866" }, "outputs": [ { "data": { "image/png": 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kj3nz5sHT0xMff/wxvv32W/Tq1YtJFDFv3jz4+Pjgiy++wGeffYbKlStjxYoV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tg4wNUGr5T76tfHX0sn1u8JMYoZqSj4O0egQYPWKxpF/trGxCA5Ohp7S22NR4kwV2XBUSdp9uzZ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paYC43sD7qjDKDPWqGGck71mjKnl6k7AaEc/VbrGxrgmJrWTSjLZXfq6V1wLcJww1HZNkobtd\na50AWg7gnJmnMyaZJEVRNGX3xZsC+4U2hDwBqqdiIPJNCb2uimIVy99LSzWBuRxkyZmpZ44cwZAd\nOzQTxxoF/vIYP28mbJ2gU9zLjFm2Vbyp85hOb4lB8fEBvRntawySgkjOJBmN1SkqKqpyJslo3iAz\nHTp0AHCxoSxXeAOA/v37u/6fmZlp+Dpyw7ky86vo0WvsDRs2zPX/2NhYn4zhMCJ+fuB/jVmzcTib\nNm0CYD6XjZX9Y7SOPK9OWFgYYoTB5vKYJ0+ZGbN9ptew1evOBgB79uwBYBwgb9++3VI2qTKZJF+U\nAJeJxSCaNGmC2267DePHj0fXrl0xatQot+p23333Hf7zn//ovlZUVJRbdkQMTouLi1FQUIBly5bh\n66+/1v1c3rDZbJogDPjftS6+p3hDIjo6GjabzbS7nVx5UqR3bVjJJEVHRxueU6KQkBDX/igvL3f7\nLtXrbmcUJKmqip+Ez94owHdB5aBMvAterqrarJiHIMlobM/ZSgRJA+LjcVu9ekiPisLfDKaBsCIj\nJga/dO+O/3brhlY6x7aZyZic1Wlppq/taYB4VbrW6THKDDm72ZllZPTWB7zLJInnsJUKYkZBohwU\nRdhsmqBY5Bw/tyI/H8uF78EIu90t2NPrbic25s9JQZJexqG/NMfY6dJSFJaVYZHQdVzvs4vntXhT\nQOzWJp9/njLGcvdKva6K4racLSszHTslnx8nSkrws/TbbhT8TJXaZN0sdmcFgOleXL9XhISY3lxo\nIh2zMlXVnAdLKlkRtLpgkBRE8jxJ4g+73EjyVybJTHZ2Nm677Tbce++9mtK/Tl26dMG1116LW265\nBVdeeaXh68hBg6cgwGrXK71Gohh8iFkTm83msbyyt+Lj4zX7xXn8zApTfP755wCgeV7Hjh01x6Iy\nE9w6/S5N3te5c2fNe8nFA8TshlFjVK4k5qS3/+XsmsysIpqVgh6VCZLMuojJy6oSSNerVw8DBw50\nZYSsVirUy4jJWajPPvsMO3fu1MwBVJXM6MiRI1GvXj00bdoUU6dOhd1u12Qcly1bppn41vl9ZBYk\nmV1fznWNgiSj76Jx48ZZ+TgAtNkkea4kMZPkqbvdlrNnXUUBYu32oJSvVKYoYAAAIABJREFUrSsc\nWzGzMF8qahGis8/lCney4vJy1/giO6yX0g612fBWq1bY1rkzMi1UUTQTZrPBrihumY2XU1JcDdU/\nCtnyPrVr4/eePTFEp2urSK72Vy801JWdaBMZ6fvudjr7P0RRXPMnXRkejrsqejcMNBkvIr5OoReZ\nJPEctiuK2+cXtYyIMAzq5OeF22xY0LIlxgtZESfnuXOnNHmoQ1HcMkl63e0cNpur4VmiqpqsiV6Q\n20s6134rLUX0v/+ND4Qy/XoZHbFohniTJE34nZMb+J6uBXn/6b2vGEidLy93q6wpMurGJjKaHPb6\nhAR8mJaGKY0b43TPnrrfBUZiQ0IsBUp/TEzE6rZtDTOgwMVxh6IdZ89qjrvVmzDVleVvjKFDh1pa\n79dK1Pi/XJllkqKjo12NZTlIstqQEwMt53HxJpNkt9s13Yj0Hs/IyPC4HfIYG09BktXueHqNZKOG\ns6+72onv52yQOY+fuP0xMTFu2RtVVbFr1y7X3ykpKSgsLMTevXsBWAuSxEZgs2bNXKWtw8LCXPvX\nOZ+TnMnbv3+/q0KYeGzkggFOrVu31mQwnPT2aYuKyfz0vPHGG4aPARf3m6cudJUJksy6iAHWg6R6\n9eq5Cl/oVTyUGXWJlMldGgG4TdqqNwatKud0o0aNMH78eM0y+bOvWrXKbXvMAk6z69ZTJkmvO0a7\ndu0Mz0k9MTExrhsjp0+fRpxwB1ov+xJnECTtEK6Jdl68vy9F2u1AxT4TGxz/+OUXj8/1NCZJru4V\nzK4wDaTrfbzQDeiF5s1xoqQE3WJjMdlimW45I5IQFoYP09Kw8uRJDK9Tx+efVW/eI7mi3WupqXhN\nKB6jRw4uzBgFScDFCoxyIYQ9nTujZWSk6WfXG/fSOioKL7dogReaN8eK/Hz8oaI3gPP8kbuoRlSU\n1g+32XChIjgQsyLOfaVUlM12jin6RVindkgIHrjySrxQUV3TuWzIFVfgo4ICAMAPOhVg9cbjbBWu\n4xd//hl3VXwfV2WeJDmTpBcAiAHv6dJSVzbXrvN8K5lNo0ySoigYVqcOhnm4cWDkkUaNdLvHieZb\nqEgpV7gTqylG2+0eJ7et7iwHSW3atLmk+xVWR/KYJHm8RWhoqKtxId6Bt5pJEu+sFhUVQVXVSmWk\nfM1TkGT1Drw3jUR/BklOzmMlj/OJjY11Nd5q167tdiMhPDzc6/lnxHXErlPivu1aMWmifId/xYoV\neOSRR9zW12usA94Fnna7Hd26dXN1KxR5qmpoJTj2dSbJm2uiZ8+eWLZsGUJDQzFq1CiP79vIYmlh\nvcBQ3LdLly7VfZ6vz2mz13Nuo3guOYvAOJeZXbfOY+vNzZ4BAwZ43miB2K1UvjGjGZOkk0kS7zT/\nInyOYFVlMhqjUipkhozGjcjVw2SVGY/kL1lxca5G9VCpC3KE3Y4VHrrXyeR9kl9cjGYREVUq821G\nL5NktRCG0et4MybJ01iilW3aWJoo11PBgiwhC1YoVa1zracosCsKmkdEYGdFDwVx/I/Y2NcEScL1\nViskBFMaN3YLksQMzH6d30e9bO9u4UaiOCnzWZMgKdRDG9etu51ekCQsyxM+W0xIiFsbWq+7nswo\nk1RVITYbPmnbFtkVRaT+2rQp8oqLMa8iWy0HP2av0zYqyrWPxXmh9PbPpcZykDRz5kx/bsdlySyT\nFBYWBofD4WpciJmDyoxJAi7eXfVV1yJv9OjRA998843rb09zAVkNkowatAMHDsRnn32mWebrrnZO\nYkP9zJkzqFevnqaBFhYWhqysLFdDVx4nBVzs5uZtkCRmm+TxJU5GQY/4+p6q2wHGjWej5ZU9r/wV\nJJllkuRKj2bnSVpaGpKTkxEWFmbpBoPNZkNKSgr265RxFumd73Kpdj2+vn7NgiTnuaQoCkJCQjTd\n57wJkszme7PZbK7j0aNHD90uvmbkOdJEemOSxIaVWClLbNjIE30GitjQEge/1w0Lw48V1++bBtkJ\nT4UbzBqJgVY3LAxfpKdj4++/4w6LmVczcnetvCoUCbLCyrxHVojP8aa7ndxNTi4M0NzDnEtOIR6C\nAzE7VlhWpjsBrDMISgwLcwVJYiZJDpKcxExSLbsdCdL3ekxIiGb+nVePHXN7b6O5nvJ1jn+hSVcw\no2DRWcHNSiZJXEc8/4yqz/25USM8m5ur+xjgXUEGbw2Mj8cbqan4vbQUf2rQABfKy/FLURF+LirC\nBgu9hJySwsNdQdKxyzVIMhuUq8eo4eaNjz76CJMmTdIsu/rqqzFv3rwqv3Z14ClIMpo7xGoGSL5r\n8eOPP2rGDgUqSOrZsyeOHTvm6hL2008/obS01PD9q1L9DgBatWrlFiTpTb7qC8eEL+x33nkHjz/+\nuCYgPH78uOYOd2lpqVtjsk6dOl4HSeJriK8v8jThrfw6Ro1kb4MnK90F9QQiSJIzSd7eNLCyT71d\nX2/yVCvXeDAySQA0QdLPP/+MNWvWIC4uDvV0ytI6WQmShg0bhg8//BC1atVCr169vN5+ueS6SK8E\nuPgDLs65It4J9TQPir9oJuUUGnXidhqV1RUbVf1yclz/L+rdG2E2m2kjMRgya9Wq8hgnJzlI8nfR\nDd1MUiUatT7rbif9bbWan6cgyTmOqBwXxxHdXtE1XOQ874yyr1aCJOfnGXrFFVhdUIDUyEh0iI5G\nm6goHDT5XdHLJM1LScENu3e7/j5VUoL40FDz7nbSfnjgyisRoih4smlTAO7dKz1lksTvEqOxjTOb\nNUP76GjcUtGdUeavTBJwsY04Rug6Hm2zYaWHuSP1iOehWBk0GOM5fc3yJ+jevbtXL7zH4IB7Y//+\n/cjKysKTTz7pWuZNqenqzqxwgzOTpMeb4CYsLMz1ulu2bNE0ZALV3S48PBxXX321K0gCLjaumlZ8\n8cjE/dCwYUNcuHABBRX9kUV65aYB46DBH+x2u6bht3DhQrdGr9xIFxtwzZo1A+B5nhdRWVmZ67Mr\nimLYEBcbjWlpadi5cyeAi9ksJyuZJG+DJCuFN7p06YI6depg165drm54n3zyCcaOHWvarVfcd77o\nbufvzKrRsYmPj3cV0dArcd2jRw8sX77c9LWDGSQ5ff3118jLy0NeXp7h3F2A58INAJCeno7mzZsj\nIiKiUplfuVBNYWEhTp06hYYNG2oLN1Rsv9jAOWOQSaoXpCDJqPuV2SBwJ6NG1YMHDuAfLVpUq0yS\nr8mf/WBFl2N/0ZtMtjL71F/d7ayW8vYUJCmKgii73XX+/VsqEATAlQEyahgbBUni/FvOIPe91q2x\n/rff0DkmBqE2G26qWxerdNoATnrXQgspE33kwgXEh4Zqz3/p+MnH7rnkZM2YGivV7cR1xO6xRter\nTVHwh3r18NIvv2CTzs3cM9JvVnUkHtuVQsVDXxdKCQbLn8DZ8ElNTcXAgQNN7xr6ysGDB9GyZUsk\n6MylUBPIY5LkiSKNGoHeBDddu3bFv//9bwAXu/B8//33rscClUkC3BtgZl1z5GBx6NCheOWVV9zW\nMyoSoNfIbqUzQ7UvDB06FMuWLXP9rZcVkIMkvWyIOEDdm+6IcsZRJO6HrKwsV5AkBpdWMkneLu/R\nowe2b99umBmaPHmyq2vUvn37XMuPHj2Kffv2mVbIE7NURt0JZWbd7fwdJOl1GZs8eTJyc3Px7rvv\nAtAfe5OWllatgiRxX4v7SbzxYTTPG2AtkwQYV1i0QgySfvvtN/z973/HhQsX0C4zE8XOiaTxv7vB\nYmNuu9BFVhzLUC9YY5IMMgtWgiSj7jnzjh7FnYmJ1WpMkq/Jc0qF+vEuPKDfPUsvcPJE092uCpkk\nebyO1a5aVs4CMUjSU0vn5oPRthidd87XCLfbkS2MUfN0nupVxasrXbvny8uhqqppJinSbscjjRph\n4fHjeLRxY7eiA94WbhB5muzVqDLhST93GfWFjUJwJ2bP5MIslyLLrYL169djzZo1+Oyzz/DSSy8h\nPT0dAwcO9GvAdODAAQwcONAvr10dWBmTpMebxpxcvlmsqhbIwg1ylSq97pvHjx/H6tWrNYUNQkND\ndfdDjx49NBkR2YgRI7BixQrX38OHD6/MZnuUlpaGjRs3arrdifr27WspSDKby0gmB9NGjVtnlgrQ\nNnKdgYaqqn7JJMXFxWHixIkoLCzEhg0b8KNcKtYgKwEAhw4dQsuWLfHbb79hyZIlsNvtuPHGG1Gr\nojuOmGWzGiRVp0zSww8/jPDwcKSkpOCJJ56Aqqq6WRMrRXKClUmyks3v0KEDtmzZ4vp7//79yMzM\n9Ov+Fs+HHKGb2Xfffgv06AEoChoJd8DFxtyP58/jfFkZQhRF0ygJ1o+82NASB8mL3e2M7tibNSgH\n5OTgGaFiqXwn/VJnHl74nk1REKIomoxBZQo3REiZJFVVDb8DfjcJkuTuYlaLbVkpIGB2rmwS5lkz\nCpLEcteegiRZFw+9Q/QCjPrStVtQUoKi8nLXORImlGoXzUpOxiyDqr5WCjfoVTwEPO9jo+u5R5DG\nRXpj2BVXuMahiRKDlIn3JcvfkA0aNMAdd9yBpUuX4osvvsCAAQPw6aefol+/frj55puxaNEiS4ON\nrSouLkZubi6+/PJLZGVl4ZprrsHs2bMtD+q/FHgzJsnoeZ6kmVQHCmQmSW4sfvrpp1i2bBlUVcXp\n06fx7rvvYv78+Th69KimIexwOHQbw2afC7hYPtjZ6OvSpYvlrlmVcdtttxk+lpGRYSlIkisRmpGz\nP3qN27p162qWh4aGun4wS0tLUVZWpum2Z7PZDM8rb4Mn4GLQV79+fbcGdXZ2tuaHW972oqIilJaW\n4rvvvkNeXh6OHj2K9evXax53qkom6bfffsPSpUvx0Ucf6a7nK3IAJGaWFEWpUkGRYAVJVvZ7UlIS\n+vXr5/r70KFDyMvL02QxfX2Txih4Cy8rwx927kRmbi7GCJleuYHz/ZkzOCjdibc6psPXIqRM0uYz\nZzB0xw7XvEchimKYsTALkgpKS/G9cBOmpmWSrgxCUOuQApHKDLQPtdlczyuHe/GG0orrprS8HN8J\nx08OKhYIWfgxXty8/pMwH9IDBnMeGnUjfLVFC3QVblgaNfbrCr8XeuedAuMAq77DgTtNpl0w2ue3\nCfugoLS0UpMoi+QASC+oq3QmSXotG4CbEhJwSwB6bVXVfQbnTIMaECRVqlWQmJiI22+/HbfffjuO\nHTuGNWvWYM2aNXj22WeRlpaGQYMGYcyYMVXasMOHD6O0tBSRkZGYO3cujhw5gunTp6OwsFAzRulS\n5mlMkl4jNESnjKSZkJAQdOnSBd99953uY4EkzucDADt37kTbtm2xePFiw+cY7Qcrla+mTJlSuQ31\nUmRkJBISEpAvTG7nFB4erhmjc+7cOd0gSS/TY0S8G28UJMnZXUVREB4e7gpAL1y4oDn/zBrIevs/\nISHB0nkoP9c5P5OTfA5u3boVW7du1UwKvH37dlx99dWIjY2tVHc7vUzSunXrXPNSGW2rL8jdx3w5\njYKvgySz7wMxiLey38PCwty278svv9QsC1SQBAAtT51Cy1OnkNmzp2uZ3OBRoC3wEMwAQh6jMvbH\nH7FN6BIYazK/kacxMWJ3rZo2JunO+vUx4/Bh5JWU4FWTOdt8ySEVw6hMdzvg4viNoxW/DadKSxFd\ncT0O3r4dn1SMX5SrLcrz7DSLiEBR794oLCtzlbq3onNsLBalpuLQhQu438sgKVG67vQCnReaN9d0\nTdS7tmI9zKnzz9RUjE1MRObWrW6PtTGaCF34TisoKanyeDw5ANKbDNbo+HsqYiBnw37s0gXNvazw\nGSxGYzflc+NSVOVWsjNgysrKwpIlS/D6668jJyenykFSSkoKNm3a5JoQMDU1FaqqYtKkSXjssccC\n3sD3h8p0t6vM5+7UqZNukOSvuYOMxMfHa4Ik4OIdZjMOh0P3brtZV7tg0AvaFEVBaGioW4GJL774\nwvV/Z8NcHnSu190iNzcXW7Zs0YzFMgqS9MZ2iBm6M2fOaBq+ZgGCXqN4xIgRhuuL5HNYfi29yV0B\nuBXqmDNnDp588kmfjUkSu50abasvJCUlITw8HBcuXPC6+I0ngcwkiee3lYp9YWFhbt9VcrdLX3+H\nWzl+4vdGM+n8OVNWhjLhhkavIHZzkcckbZPmfTJrcHkK7nYJ3WLqBClT5i8xISE42K0bThQXI8nL\nSpSVJReLqGyQdEVoqCtIKigpQePwcBwtKnIFSADwtVQwQW9gfJjN5nFSVD2jPUyQrVdUAHCvACln\nTD5o0wbXSePK9c5Ro652Ir3KeVs7djQceyYGkceLizWl/q28n942Ng0Px6ELF5AaGakbaIXYbAhV\nFJRI4+OMxhw5yb/3waqs6UvyuLBLUZV+pX766SesXbsWa9euxe7du5GQkIAbb7wR/fv398nGiTOm\nA0BycjJKSkpw6tQp1K1b1yfvEUxmk8maZZK8ZdR48HYekqrKzMzEDz/8oFlWqNOPVaS37f4qwlAV\nehXdHA6Hxy5VzmNss9k0lQiLioo0QcCuXbvwwQcfAAC2bdvmWu5NkCSaP3++5SBJ77WsVhCUz1f5\neDZu3Bjbt2+39FoHDhzwWSZJjz8ySQ6HA3/6059QUFCAJk2aePVccb6v1q1bo2HDhvj8889dj1fn\nICkkJMTj/vT1/rbyemKQFGqzoW/t2viyYnzk2bIyTWUx+S59IIkN7fM6A/nNGlyegiRxYk2r8+hc\nSqLs9oAFSIBvgyQnZ0Zzt4ffx5AAjikzqlkql1mXx97IZcmBygdJ8vP+nZGBDIu/Rc/m5mKY0EPB\nU/c3PTZFwRfp6Vh18iSG16ljmM2NtNnwu3QD0FOlwd+k36boGpAIqEwgWt14/Qn27t2LNWvW4PPP\nP8eBAweQmJiI/v37Y8qUKejQoYPPupOsXbsW06ZNw4YNG1w/frt370ZsbGyNqXYnZ5LE8RYOh8Nn\nmaTqEiTFxcWhT58+2LBhg2uZXhc1kV7Dp4HQf7q6yNWZDM65382uCbGhHx4e7gqSLly44HqspKTE\nFSDJYmNjdfeRla5MYmbJrIEsB3CA9SpkcvAo74uMjAzNuCAz77zzjub8r0wmqbS0VBNoiPw1bi0m\nJqZSZem7dOmC+vXro1atWqhduzYOHjyoedzX22t2DoiFV6wESeHh4R6DOF8HeVb2h3zeNhHOoTNl\nZZqGSjDL14rden7WGaNolknyphhDTQySAk0ek2Q0cN8TuWvY1jNnMNtkktHJFROcBlO7qCjNWCPA\nvbudXkCkV3LcSrly+bU8dSkMld7nJ+EmW2Xn8GkWEYEHPOz7CLvdLUiSS5LLalYJlYsqE4hWN5aP\ny6xZs5CVlYURI0bg448/Rp8+ffDee+/hyy+/xF/+8hd07NjRp/3tO3fuDFVV8cQTT+Cnn37Chg0b\n8Mwzz+Cuu+7y6fsEk6cgyVeZJKPGQ6CDJADo3bs3unTp4vpbnOQ1KioKkydP1qzvDDQGDRrkWpaZ\nmennrfSeXtAgNuKnTp2q+zxx0mWjcUlmQUTt2rV1M1WtW7d2W9ajRw/D1/HUwJS7DFq9Bo3msnKy\n2+14/PHHLb0WoM0EWQ2SbDabZns3btyou54/i3tUhqIoaNKkiesckT+vr78HzaoYysG8mVatWqFO\nnTqGXSmdfD0myUrQJQd4mrmSSkvxqzifUhAzSWJ3uzeOH3d73Gwme7kh+WjjxobrpjBIqjK5aIAv\nMkn/+u039Ni6FWuESq+izNhYzDSowBYo5VddhZzOnd2Wyw1jvSCpt/C752Ql6yBXDvTUCJ/QsKHm\n79HCOFR/NuD1ijcYjZtyekgIvGYkJfl8m/ztEZ3A8bKaTPb111+HzWZDhw4d0KpVK1y4cAGrVq3C\nqlWrdNf3puGjJy4uDv/85z8xY8YMjBw5EtHR0bj55psxbty4Kr1udSIXbvBXJklRFLdMAGDtjrCv\nKYqCtm3busZIid3t4uLiDLNeXbp00QRX1c2wYcNc8944iZ/FZrMhIiLCbaJYsduoUZBk1h3N2YBu\n3749tlYMaB06dKirZLbI7Hh7Gs9R2QZ58+bN8fXXXwMA6tSpo7tOZRrLISEhXj0vJCTEcN4mp+o+\nUXW9evUQGxuL06dPI9kPDaSYmBi3yZHDw8Nx3333adbTqzDavn17DBs2DEVFRa792FBqoMjk7tRV\npRckZWdn45NPPnH9LQd4YrDxoJSp0+smFChGFbKc5K45InmcRPvoaIxNTMRrOtMUBLNLYU0hBwGV\nDZLERvs8nfn2RItSUyv1HlXx50aN8GxFZitMUQx/E+TudnrjdrrqjCnWG28ksykKOkZHY/PZs2ji\ncHgsMR0TEoKra9fGFzpTjvizAa93DngKylpGRuKb9u1x+MIFjLwEe0s91KgRnpEynzUhk2T5LHF2\ncTp27JjhnDBOiqJUOUgCLt4Nf+utt6r8OtWVPCbpuHDHMDw8vNLdqPQ4HA63xk0wMkmA8R3fiIgI\nVxU2Z5AQiEmLfaF58+Zuy+RGd1RUlFuQJGag9IKk0waDZZ2cDc1rrrkGtWrVQv369Q0nYzXLAHjK\notStWxe//PILAO+6OzZu3Bi9evXCsWPHkJWVZbheaGioxyBGZDWL5GS32z2+fnXLJMlCQkIwZswY\nHDp0CKl+aCTZ7XYMGDAA33//PTp16oS6deviiiuucAuuW7RogXXr1rn+7tq1qytLKZ7zcXFxGDBg\nAA4dOoSDBw9qsoBxcXE+//6Rv1ciIyPdtt0sSJIFNUjy8D3vTSapVkgIkg2ul5rSKyOY5KCgMiXA\nAfPAVxaMqmePNm6MX0tLoaoqXjapHCifm0bdP0fVq4e3hGljrHZvXZmWhg/y8zH4iissjclqaHDz\ny6+ZJL3qfRY+X2atWsi8BOZF0lMvLAypkZHYK0zGHcgxc/7i1WSy5FtKxd0Yo0H/ene2K9uP3+Fw\nuE1SWt2CJGcD5tprr8W6devQsmXLajn+SI+za9Thw4ddy+QGmby/xXlk5PWdQdKmTZtM39eZSYqM\njMRVV11lum5VgqQBAwZg4cKFAC4GZFYpiuL2OfW0bNkSO3fudFuemZmJX3/9FXv27NEs9zZIsjIf\nUXUPkoCLFSLlCaJ9qXPnzuis04VGlJCQgOHDhyMvLw+ZmZluE0WLunXrhm7duuGTTz7B999/r1nu\na/IxDg0NdVsm32QyK3JgZYyEv3h6b6N5SQD3O/cNwsLwH51ur38x6YZH1vkqkzSmfn38U6drZXUR\nHxqKVw1uwInkbnNG57IcpFgtWX5leLjHMUEivfFPQGAzSVE2G+yXwQ2Jcp227KXu0u8weImz2+26\nFbd8OSYJ0G9UBitIMmqMOitPpaam+uVOub/J45LkIFfe3/JgfnF9Z8bJbFyHoihelUI3627nKfhu\n1KgRnnjiCZSVlfml/P7gwYN1g6SwsDDdc9fbIMnKJNSexk/R/6Snp3u1vnxt+KOrr5wVcXZxNSNn\nAUTBDJKMSnM3djjwf0lJGGQSKMvPbehw4K7ERPxVuIEDwK0sM1WOW5BUyQyFPAfSpcquKJjVrBkm\n//e/eD452TCbIAcpnkpkV1apQcM9kJmkmlDlzYqaNu8aUDMLalxSjLrPhYSE+GxMEuC5sEAgGTXI\na+sM5ryUeAqS5AabHDSJd+SdWT8xSJLHcBjNIWXE7HiblcZ2UhTFb/OThYeHY+rUqbjttts0y30V\nJFn5fP4Y50MXiZMDA4EZD2mz2dC4cWPXdaNX8MWs21plu035glGAdrBrV4yqX9+0m1wzad/Gh4ai\nUXi4W/Akl26mypGzBp7GkxlRKsbb1ASPNG4MtU8fPGiS8ZGvPX/dlGhgcJ77M3CRz4maUMDACrHE\n+tWXeHvOiUFSkJmNMfJnJikiIsKrBrYvVadqe74kdzuSgyRPQZOYFTpbMXnkr0J1I3n+MW+Pn1lg\nUR3K6ttsNiQnJyMlJcW1rGnTpj4JkmRpaWluy/SKXZBvyOdXIG7QKIoCu92O8ePHY9y4cbrdRI0C\noSibDalB/D7SC2A+a9fOch//squuwv4uXVAqdMG9VgpUrQyUJ89OSmMd5SDVG0aZzabC9XJLDZgj\nEgDkMN9fQdL9DRsiQuemgj8zScWXaa+EqU2b4u7ERGRER+OpS7BCn57LI7ytxs4Jg9xkvswkyQ3q\nYGZtjO6CBqPani/JQZLcEJSDQ3lCZPH5ziDp5MmTrmXy3XhvB13rNUxDQkIQHx+PjIwMr17LnwYN\nGoTo6GhceeWVSExMxM8//+y2TlUa2TExMbjuuuuwb98+TTe86l7d7lImn7uB2NfO6yMsLAz169fX\nXadf7dpoHRmJ3dL38Edt25p2xfO30IogTRwE7c28TTZFcRvcL096yqINviGXUU+vQjZIL7PZPjoa\n69PT8dfDh3HowoUa0/iUuyn6awLg+g4HfureHfWlqR/8md05JnXv/tGknVeT2BUFCyyMW7uUMEiq\nhjp16gRAPyCq7LiJxMREV4loAKaVxgIhJSUF+/fv1yy71IMkT93tEhMTXf+vW7euaaapuLgYpaWl\nrup2iqIgPj4eCQkJrgl4jUpqG4mIiEB8fDxOnToFAHjooYcQEREBu91erRpMcXFxGDZsmOtvvfOi\nKkGS88aElXFK5BshISFISkrCTz/9hJiYGJ+X/66scLsdWzp1wu+lpShXVXx35gyujourFn3rk8PD\nNUFSVct1P9SoERYcO4ZSVcULOtU4qXLuTkzEiz//jMLycjzRpEmVXksOHP7WtCmmNm0KAJhTw46Z\nXAbcnxMb1wsLQ5/atbFBKAXuz0xSVlwctlTc6ASANIuTr1P1wyApyGrXro3fhAu3d+/e6N27N4CL\nDeOMjAxs27bN9bizgestec6SYI//GThwYI0LkuRMkvx5UlNTceutt+Lo0aPo3r272/PFsVrnz59H\nrjDnQHR0NOx2O3r37o1ly5YBAPr06ePV9imKgj/84Q/49ttv0byOOJAZAAAgAElEQVR5c7fCEdWV\nXjdMbwNEUVLFndgWLVpg3759AIArTaqFkW+MHDkSu3fvRrNmzfw2tk1kNfB32GyoW5HlHVaNsokf\nS9/13mSS9CRHRGBn5874uagIfWrIeIHqoGlEBLZ26oT/XrhQ5XEYcibpLuHGWk3TISYG7aOjsfXs\nWdxRv75bptPX/lC3riZI8ueYpEcaN8Ys4ff747Zt/fZe5F8MkoJs0KBBWLx4sevvjIwMzTila6+9\nFsePH3fNodSxY8dKvY/b/CBBbiDrlTG+1MckyeMu9IK+5s2b686pBGi74506dQpvvvmm62/neJk2\nbdogJiYGoaGhlSqPXqdOHQwePNjr5wWT3n5s166dV69x0003YenSpQD+N7YrKysLR48eRWlpKQYO\nHFj1DSVT0dHRAZ0QWm9qhUvJ88nJeEiY4NYX3YNaRkai5SX+PVsdpURGIsUH+1UuE13/EpiWoLLs\nioL/dOiAvefOoU0Azsnb6tXDuIqbYgDQxI/jIuNDQ1F+1VUoKi+Hw2arVj01yDsMkoJMLuGsV4Xu\n9ttvx2effYbQ0FDdAedW1KpVC1FRUSgsLESDBg0CcifXW5WdA6q6CAsLQ+PGjXHkyBHExMR4PRGu\n2ed3Vmdzzsd0OZGD5/j4eK9/dFJTU/HnP/8Zdrvd1a2xTp06eOCBB2Djj1iNYbPZXF2Sg30jqKom\nNGyI53Jz8UtxMealpMDGc7TGK5CKQNT0Y+6w2ao0hssbkXY7nmraFM/m5uKhRo08TthcVYqiILwa\ndNulqql+LeXLjPxDrtdQdjgcuPbaa6v0Pna7Hbfccgt+/PFHr+/C+8u4ceMwf/58ANDtfnYpGjNm\nDI4ePYo6dep4HfSZTWZ6vBpPMuhv8o2Eyk76qpepNKsuSZeeESNGYNmyZVAU5ZLPDobabPhZp2w5\n1Vw9a9XCexVjTrOqybi9muTxpk3xWJMmvClGljFICrKoqCh06tQJOTk56Nu3r18v3gYNGlSqi5a/\n1K9fH0888QQKCwvdxvNcqmw2W6XHt5gFVdnZ2ZXdpEuefE1czgEjmUtLS0N8fDzCw8N1u/QSVWdj\nExOx5tQp7Dt/HtNrSBW76oYBEnmDQVI1MHjwYGRnZ1+WF6+iKDUmQKoqm80Gu92umUAWuBhId+7c\nOUhbRXRpqU43goi8EWG346Nq0tODiDiZbLVxOQZI5E4uC96uXTtMmjQpSFtTfSQnJ7v+L0+qS0RE\nRORrzCQRVSPyPFhDhgxhAA2gV69eOHPmDBo0aICuXbsGe3OIiIiohmOQRFSNXLhwQfP3pV7xz1ea\nNGmCe+65J9ibQURERJcJdrcjqkbEsuGX+rxRRERERJcqBklE1UhbYWbu6667LohbQkRERHT5UtRL\nfVpyohomPz8f0dHRiIiICPamEBEREV2WGCQREREREREJ2N2OiIiIiIhIwCCJiIiIiIhIwCCJiIiI\niIhIwCCJiIiIiIhIwCCJiIiIiIhIwCCJiIiIiIhIwCCJiIiIiIhIwCCJiIiIiIhIwCCJiIiIiIhI\nwCCJiIiIiIhIwCCJiIiIiIhIwCCJiIiIiIhIwCDJT4qLizF16lR07twZPXr0wKuvvhrsTbpsfPTR\nR2jZsqXm35/+9CcAwC+//II777wTGRkZGDRoEP71r38FeWtrnuLiYgwZMgQbN250Lfvtt99w3333\noUOHDujXrx9WrFihec7evXtx0003IT09HSNHjsT27dsDvdk1kt6xmD9/vtv1MX36dNfjPBa+c+TI\nEYwfPx6dO3dG7969MXPmTBQVFQHw/F20adMmDB06FOnp6Rg1ahQOHz4cjI9QY5gdiyeeeMLtmnjj\njTdcz+Wx8K2DBw/i9ttvR/v27dG3b1+89tprrsd4XQSW2bHgdQFAJb946qmn1CFDhqg7duxQP//8\nc7V9+/bqRx99FOzNuiw8//zz6r333queOHHC9e/3339Xy8vL1WHDhqkPPvigun//fnX+/Plqu3bt\n1CNHjgR7k2uMCxcuqPfee6/aokUL9ZtvvnEtHzdunDpq1Ch179696vvvv6+mpaWpmzdvVlVVVQsL\nC9UePXqo06dPVw8cOKD+3//9n9qtWzf1zJkzwfoYNYLRsZg0aZL61FNPaa4P577msfCdoqIiddCg\nQerEiRPVAwcOqN9++6169dVXqzNmzPD4XXT06FE1IyNDXbBggbp//371gQceULOzs9WysrIgf6pL\nk9mxUFVVvfnmm9XXXntNc02cO3dOVVUeC18rLi5W+/btqz766KPqoUOH1PXr16vt27dXP/zwQ14X\nAWZ2LFSV14WqqiqDJD8oLCxU27Ztq2mY/OMf/1BvvvnmIG7V5ePee+9VX3rpJbflGzduVNu2batp\n8I0ZM0Z9/vnnA7l5Ndb+/fvVYcOGqUOHDtU0zA8fPqy2aNFCPXTokGvdKVOmqJMmTVJVVVXff/99\ntU+fPq4v1/LycjUrK0t97733Av8hagijY6Gqqjp8+HB12bJlus/jsfCd77//Xm3Tpo169uxZ17JV\nq1apmZmZHr+LXnjhBc3vxblz59T27dtrjiNZZ3YsVFVVu3Tpom7atEn3uTwWvpWbm6vef//96vnz\n513L7r33XvXxxx/ndRFgZsdCVXldqKqqsrudH+zduxfFxcXo2LGja1nHjh2xY8cOlJWVBXHLLg8H\nDhxAUlKS2/KcnBy0bt0a0dHRrmUdO3bEtm3bArl5NdZ3332Hrl27YunSpZrlOTk5SEhIQJMmTVzL\nxP2ek5ODDh06wGa7+HWkKAo6dOiArVu3Bm7jaxijY1FeXo6ffvpJ9/oAeCx8qVmzZliwYAGioqJc\nyxRFwenTpz1+F+Xk5KBz586uxyIiItCmTRseh0oyOxb5+fn47bffTK8JHgvfufLKK/HCCy8gPDwc\nqqpi8+bN+P7779G9e3deFwFmdix4XVzEIMkP8vPzUatWLTgcDteyOnXqoKSkBAUFBUHcspqvuLgY\nubm5+PLLL5GVlYVrrrkGs2fPRnFxMfLz81G3bl3N+ldccQWOHz8epK2tWW655RZMmTIFERERmuWe\n9rvR43l5ef7d4BrM6Fj88ssvOH/+PN577z307dsXgwYNwmuvvYby8nIAPBa+FB8fj8zMTNff5eXl\nePvtt5GZmclrIsDMjsWBAwcQEhKCF198Eb169cKwYcOwfPly17o8Fv7Tu3dv3HLLLWjfvj0GDBjA\n6yKI5GPB6+KikGBvQE10/vx5hIWFaZY5/y4uLg7GJl02Dh8+jNLSUkRGRmLu3Lk4cuQIpk+fjsLC\nQhQVFSE0NFSzflhYGEpKSoK0tZcHo+uhpKQEqqoaPs5rxfcOHjwIAKhXrx5eeeUV7N6921W0YezY\nsTwWfjRjxgzs2bMHH3zwAV5//XXT7yIeB/8Sj8V3330HAEhNTcWoUaPw3Xff4YknnkBERAQGDRrE\nY+FH8+bNw4kTJzBt2jTMmDED58+f53URJPKxcGaQLvfrgkGSHzgcDrcTxfm3fGeXfCslJQWbNm1C\nXFwcgIsXuKqqmDRpEm644QacPXtWs35xcTHCw8ODsamXDaPrITw8HIqimD5OvtWnTx/N9dGyZUv8\n+uuveOeddzB27FgeCz9QVRXTp0/H4sWL8eKLLyIlJQUOh8P0u8joONSuXTtg210T6R2L5s2bY/Dg\nwa59m5qaisOHD2Px4sUYNGgQj4UftW3bFgBw4cIFTJ48Gddddx2viyCRj8WWLVt4XYDd7fyiXr16\nOH36tOYEys/PR1hYGGrVqhXELbs8OBuATsnJySgpKUHdunWRn5+veezkyZNISEgI5OZddurVq4eT\nJ09qlon7vV69ejwuAaR3fZw4cQIAj4WvlZeXY8qUKViyZAnmzJmDa665BoDn/czj4HtGx0JRFLeG\nXbNmzVzdhngsfCsvLw9ffPGFZpnzNzohIYHXRQCZHYuzZ8/yugCDJL9o1aoVQkNDNQPYNm/ejDZt\n2iAkhMk7f1q7di0yMzM1Aeru3bsRGxuLjIwM7N27F+fOnXM9tnnzZmRkZARjUy8bGRkZyMvLw88/\n/+xatnnzZqSnpwMA0tPTsXXrVqiqCuDi3d4tW7bwuPjBokWLMHToUM2y3bt3u7pW8Fj41syZM7F6\n9WrMnTsX/fv3dy1PT083/S5KT0/Hli1bXI+dP38eu3fv5nGoAqNjMXPmTIwbN06z7p49e9CsWTMA\nPBa+dvDgQUycOFEzPnvXrl2Ij49Hx44deV0EkNmxWLBgAa8LgPMk+cvUqVPVQYMGqTk5Oeq6devU\nDh06qB9//HGwN6vGO3XqlNqtWzd18uTJ6n//+1/1yy+/VHv06KG+/PLLamlpqZqdna1OnDhR3bdv\nnzp//nw1PT1dzc3NDfZm1zhy2ek777xTveWWW9Q9e/aoH3zwgZqWlqZu2bJFVVVVPXPmjNqtWzf1\nr3/9q7p//351+vTpavfu3Tk3j4+Ix+LgwYNq27Zt1dmzZ6uHDh1SV61apbZv315dtWqVqqo8Fr60\ndetWtUWLFur8+fM184ycOHHC43dRbm6u2rZtW3XevHnq/v371QcffFAdPHhwjZuDJFDMjsWmTZvU\n1NRUddGiRerhw4fVt956S23Tpo36/fffq6rKY+FrxcXF6pAhQ9SxY8eqBw4cUNevX692795dfeON\nN3hdBJjZseB1cRGDJD85d+6c+sgjj6gZGRlqjx491H/+85/B3qTLxq5du9TbbrtNzcjIUHv27KnO\nnTtXLS8vV1VVVQ8dOqTeeuutalpampqdna3++9//DvLW1kxykHTy5El13Lhxatu2bdW+ffuqK1eu\n1Kyfk5OjDh8+XE1LS1Ovu+46dceOHYHe5BpLPhYbN25UR44cqbZr107t16+f+s4772jW57HwjZkz\nZ6otWrTQ/VdSUuLxu2jDhg3qgAED1Hbt2qmjRo1SDx8+HKRPcunzdCw+/vhjdfDgwWpaWpo6aNAg\ndc2aNZrn81j41tGjR9Vx48ap7du3V3v27Km+8sorln+jeSx8y+xY8LpQVUVVK/pVEBEREREREcck\nERERERERiRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERER\nERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERER\nCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgk\nERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERER\nERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERER\nCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgk\nERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERER\nERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERER\nCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCRgkERERERERCQIe\nJB05cgTjx49H586d0bt3b8ycORNFRUW66951111o2bKl5t+6desCvMVERERERHQ5CQnkmxUXF2P8\n+PFo3rw5lixZgoKCAkyZMgUA8Oijj7qtv3//fsyZMwedO3d2LatVq1bAtpeIiIiIiC4/Ac0kbd++\nHUeOHMGMGTOQnJyMLl264P7778fq1avd1j179izy8vLQrl07JCQkuP6FhYUFcpOJiIiIiOgyE9Ag\nqVmzZliwYAGioqJcyxRFwenTp93WPXDgABwOBxo0aBDITSQiIiIiostcQIOk+Ph4ZGZmuv4uLy/H\n22+/rVnmdODAAcTGxuLBBx9Ez549cf311+Nf//pXIDeXiIiIiIguQ0Gtbjdjxgzs2bMHDz/8sNtj\nBw8eRGFhIfr164fXXnsNV111FcaPH4+cnJwgbCkREREREV0uFFVV1UC/qaqqmD59OhYvXowXX3wR\n11xzjds6ZWVlKCwsRGxsrGvZ+PHjERcXhxkzZgRyc4mIiIiI6DIS8ExSeXk5pkyZgiVLlmDOnDm6\nARIA2O12TYAEXBzTdOLEiUBsJhERERERXaYCHiTNnDkTq1evxty5c9G/f3/D9e677z5MmzZNs2zP\nnj1ISkry8xYSEREREdHlLKBB0rZt27Bo0SLcd999SEtLQ35+vusfAOTn5+PChQsAgH79+mHZsmVY\nvXo1Dh06hJdeegmbN2/G6NGjA7nJRERERER0mQnomKRZs2Zh4cKFuo/t2rULbdq0wYwZMzBy5EgA\nwNtvv41Fixbh+PHjaNGiBR599FHNxLJERIFw6tQpnDt3Dg0bNoSiKMHeHCIiIvKzoBRuICK6VBQU\nFODvf/87gIvTGEycODHIW0RERET+FtQS4ERE1d3KlStd/z916hTOnz8fxK0hIiKiQGCQRERkwuFw\naP4+duxYkLaEiIiIAoVBEhGRCXkqgpKSkiBtCREREQUKgyQiIhPysM2ysrIgbQkREREFCoMkIiIT\neXl5wd4EIiIiCjAGSUREJuQxSCwISkREVPMxSCIi8kJ5eXmwN4GIiMjvSktLMW/ePGRlZSEtLQ29\nevXC1KlTUVBQAAAYNWoU5syZAwB49NFH8fDDDwdzc30uJNgbQERUnaWmpmLv3r2uvxkkERHR5eC5\n557DV199hWnTpqFp06Y4duwYnn32Wdx9991YtmwZ5s6di9DQ0GBvpt8wk0REZEIOili4gYiILgfL\nly/HxIkT0aNHDzRs2BCdOnXC7NmzsWvXLuTk5KB27dqIiooK9mb6DYMkIiITpaWlmr+ZSSIiosvF\npk2bNDcHGzVqhE8++QSpqama7naydevWYfDgwUhPT8eIESPw1VdfuR4bNWoU/vGPf+Cuu+5Cu3bt\nkJWVhX/961+ux3/99VdMmjQJHTt2RPfu3TF9+nTXb/GZM2cwefJkdOzYET169MDUqVNx9uxZv3x2\ndrcjIjIhZ46YSSIioqpYu3Ytdu/eHdD3bN26Nfr37+/Vc0aPHo2XXnoJ69evR+/evdG9e3f06tUL\nycnJps/bu3cv/vznP+PJJ59Ehw4d8M0332DChAlYunQpWrVqBQBYsGABnnzySTz55JN47rnn8Pjj\nj2PDhg2w2+2YMGECysrKsGjRIhQXF2PSpEmIj4/HPffcgylTpqCoqAjvvPMOSktLMXPmTPzlL3/B\n3LlzK71vjDBIIiIywUwSERFdju69914kJSXh3XffxfLly/H+++/D4XDgvvvuw9ixYw2f989//hPX\nXXcdhg8fDgBo3Lgxtm/fjrfeegtPP/00AKB3794YOXIkAOCee+7Btddei7y8PBQWFuKHH37A2rVr\n0aRJEwDAtGnTkJ+fjyNHjuDzzz/Hpk2bULt2bQDArFmz0K9fPxw7dgyJiYk+/fwMkoiITDCTRERE\nvtS/f3+vszrBkp2djezsbJw+fRobN27E0qVL8eyzzyIpKcnwOQcPHsS+ffuwbNky17KSkhK0a9fO\n9XejRo1c/4+OjgZw8abkgQMHEB0d7QqQAOCqq64CAHz55ZdQVRV9+/Z1e89Dhw4xSCIiCiQGSURE\ndLnZu3cvPvjgAzz++OMAgNjYWAwcOBADBgzA9ddfj2+++cbwuWVlZbjrrrtcmSKnsLAw1//1quKp\nqmpaLa+srAyRkZFYuXKl22MJCQkeP5O3WLiBiMhAeXk58vPzNctOnDgRpK0hIiIKjLKyMrz11lvY\ntm2bZrmiKIiJiUF8fLzhc5OSkpCbm4smTZq4/n344Yf4/PPPPb5v06ZNcfbsWeTm5rqWvf/++xg9\nejSSkpJw7tw5lJWVuV4XAGbMmOGX4g0MkoiIDHz//fduy3bv3s1xSUREVKO1adMGffv2xYQJE7Bi\nxQrk5uZix44dmDNnDvbs2YPrr7/e8Lm33347PvvsM7zxxhs4fPgwFi9ejFdeeUXThc5I8+bNkZmZ\niSlTpmDv3r344Ycf8PLLL6Nnz55ITk5Gr1698MgjjyAnJwd79+7F5MmTUVBQgLp16/ry4wNgkERE\nZOizzz7TXX769OkAbwkREVFgvfDCC7jxxhsxf/58DB48GHfccQf27duHd955B/Xr1zd8XkZGBmbP\nno333nsPgwcPxhtvvIGnn37aNbbIk2eeeQa1a9fGzTffjPvvvx+DBw92FYp45pln0KRJE9x55524\n7bbbULduXcybN88nn1emqKqq+uWViYguceLcDKKJEyeadjUgIiKiSxszSUREBrp376673F8T1xER\nEVH1wCCJiMhASIh+AdD169cHeEuIiIgokBgkEREZMOqNzAp3RERENRuDJCIiA0ZV7DiUk4iIqGaz\nPJlsXl4eNm3ahF9++QVnzpxBXFwcEhMTkZmZiSuuuMKf20hEFBRGwVDbtm0DvCVEREQUSB6DpHXr\n1mHhwoXYunUrVFVFrVq1EB4ejtOnT+P8+fOw2WzIyMjA2LFj0a9fv0BsMxFRQBgFSZGRkQHeEiIi\nIgokwyDp8OHDmDJlCnJzczFgwAA8+OCDaN26NaKiolzrnDlzBlu2bMHGjRvx2GOPoXHjxpg5cyaS\nkpICsvFERP5k1N2urKwswFtCREREgWQ4T9KAAQNwzz33YOjQobDb7R5fqKSkBCtXrsSrr76KtWvX\n+nxDiYgCbe3atfjPf/7jtrxbt24YMGBAELaIiIiIAsEwk7Rq1So4HA7LLxQaGoobbrgBw4YN88mG\nEREFm1F3O70JZomIiKjmMKxu5ylAOnHiBHbu3OnW7cSbwIqIqDozCpLY3Y6IiGq60tJSzJs3D1lZ\nWUhLS0OvXr0wdepUFBQUAAAKCwuxfPly1/r9+vXD+++/7/PtmDt3Lv7whz8AAJYvX47evXv7/D30\nWCoB/vvvv2PSpEl48803AQArV65Ev379cMMNN2DQoEHIzc3160YSEQWDOCYpMTFRdzkREVFN9Nxz\nz+Hjjz/GtGnTsGbNGsyZMwf79u3D3XffDVVV8frrr2uCog8++ABDhw716zZlZ2dj5cqVfn0PJ0tB\n0qxZs7Bx40Y0aNAA5eXlmD17NjIyMvDmm28iLi4Os2bN8vd2EhEFnJhJCgn5X+9kZpKIiKimW758\nOSZOnIgePXqgYcOG6NSpE2bPno1du3YhJyfHrbdFfHw8wsPD/bpN4eHhiI+P9+t7OFkKkjZs2IC/\n/OUvuOaaa/DDDz/g5MmTGDt2LDp37ozx48dj06ZN/t5OIqKAMwqSmEkiIqLLwaZNmzQ3Bhs1aoRP\nPvkEu3fvxt///nds2bIFLVu2BKDtbjdq1CgsWLAAd9xxB9q1a4cbbrgBR44cweOPP4727dtjwIAB\n+OGHHwAA3377LVq2bKkZ7/voo4/i4YcfdtueQHa3szSZ7Llz51xdTTZs2ACHw4Hu3bsDAMLCwvy3\ndUREQSQGQ2KVT2aSiIiosv588CDeP3EioO95Q926eDY52avnjB49Gi+99BLWr1+P3r17o3v37ujV\nqxeSk5PRsGFD5Obm4ocffsC8efN0n//yyy9j+vTpeOyxx/CnP/0J1113HcaMGYMPPvgAs2bNwtNP\nP60Z01TdWMokJScnY926dTh58iQ++eQTdO/eHQ6HA2VlZXj33XeRkpJi+Q2PHDmC8ePHo3Pnzujd\nuzdmzpyJoqIi3XX37t2Lm266Cenp6Rg5ciS2b99u+X2IiKqKmSQiIrpc3XvvvZgzZw4aN26M5cuX\n46GHHkLPnj3x2muvITw8HJGRkQgJCUFCQoLu83v37o3s7Gw0b94c/fr1Q3R0NCZMmIDk5GTccMMN\n+O9//xvgT+QdS5mk++67DxMnTsSbb76J0NBQjBs3DgDQv39/FBQU4OWXX7b0ZsXFxRg/fjyaN2+O\nJUuWoKCgAFOmTAFwMa0mOnfuHMaOHYvs7Gw8/fTTWLJkCcaNG4fPP/8c0dHR3nxGIqJK4ZgkIiLy\ntWeTk73O6gRLdnY2srOzcfr0aWzcuBFLly7Fs88+i6SkJI/PbdSokev/DocDDRo00PxdXFzsl232\nFUuZpKuuugofffSRq8pF+/btAQDjx4/HypUrXV3vPNm+fTuOHDmCGTNmIDk5GV26dMH999+P1atX\nu637ySefIDQ0FI8++iiSk5MxZcoUxMTE4NNPP/Xi4xERVR4zSUREdDnau3cv/u///s/1d2xsLAYO\nHIiFCxciLS0N33zzjcfXELupA4DNph92KIritqw6zEdoGCRNmDABS5YscZX3bty4MbKzszVR4Q03\n3ICmTZtafrNmzZphwYIFiIqKci1TFAWnT592WzcnJwcdOnRw7VBFUdChQwds3brV8vsREVWFGCSJ\nX+75+fmGcygRERFd6srKyvDWW29h27ZtmuWKoiAmJgbx8fG6wU1lhIaGArg475LTzz//7JPXrgrD\nIKlLly5Yv349hg0bhgEDBuCpp57C+vXrce7cuUq/WXx8PDIzM11/l5eX4+2339Ysc8rPz0fdunU1\ny6644grk5eVV+v2JiLwhZoycX+LAxS/yxYsXB2OTiIiI/K5Nmzbo27cvJkyYgBUrViA3Nxc7duzA\nnDlzsGfPHlx//fWIjIxEfn5+ledLTUlJQXh4OObPn4/c3Fy8/vrr2L17t48+SeUZBkmjR4/GggUL\n8O2332LatGlwOBx44YUX0LVrV4waNQrz58/Hrl27qvTmM2bMwJ49e3RL/J0/f96tcl5YWFi1779I\nRDWHGCSJ3e0AYP/+/Zq7XkRERDXJCy+8gBtvvBHz58/H4LSS+C4AACAASURBVMGDcccdd2Dfvn14\n5513UL9+ffTv3x82mw1DhgxBQUFBpd8nOjoaTz31FD799FMMGTIEO3fuxOjRo334SSpHUb3sM5KX\nl4eNGzfi66+/xjfffAObzYbu3bvjueees/waqqpi+vTpWLx4MV588UVcc801buv88Y9/RHJyMiZP\nnuxa9uyzz2Lfvn149dVXvdlkIqJKWbx4Mfbt2wcA6NOnDzZs2KB5/IEHHkCtWrWCsGVERETkT5aq\n24nq1auHESNGYMSIEVBVFTt37sTXX39t+fnl5eV47LHHsHr1asyZM0c3QHK+T35+vmbZyZMnDcsM\nEhH5mlkmCQDHJREREdVQloOk48ePY9euXThz5ozbY86JZq2YOXMmVq9ejblz56Jv376G66Wnp+Pl\nl1+GqqpQFAWqqmLLli24++67Lb8XEVFVGI1JcmIpcCIioprJUpC0YsUKPPHEEygpKdF9XFEUDB8+\n3OPrbNu2DYsWLcKkSZOQlpamyRQlJCQgPz8fMTExCA8Px8CBA/Hcc8/hqaeewi233IL33nsPhYWF\nyM7OtvjRiIiqRgyC9DJJhYWFyMvLQ1JSEiIiIgK5aURERORHlsYk9evXDykpKXj88cdRu3Zt3XVi\nYmI8vtmsWbOwcOFC3cd27dqFNm3aYMaMGRg5ciSAi/MqPfnkkzhw4ABatmyJadOmIS0tzeP7EBH5\nwsKFC11Ve0aOHInly5drHncWk7nyyitx1113BWMTiYjo/9k78/AmqvWPf5OuUFrKDmVr2aFsZZVN\nqiggXhUQQfCKyEXEBUQREEWQ5V5FBeHKqtcFRQRENhdWsYBlL0uxFCi0UMpSoCzd6ZL8/iCT35mT\nc2ZJJk1Kz+d5+jzJZJKcJpOZ8z3v+35fgcANaIok3bp1Cy+++KKsR5IzTJ48WWbEQHP69GnZ/dat\nW2P9+vUuvadAIBA4i1pNkuS2mZaWBovFwm2UJxAIBAKBoHSh6Yreq1cv7N69291jEQgEAq+CTLdj\n1STx9hUIBAKBQKLIYsG5vDxPD0OgE02RpA8++ACDBg1CYmIiIiMjERgYKHvcZDLhtddec8sABQKB\nwFOoGTfw9hUIBAKBAAAsVis6xMXheE4Optevjw8iIjw9JIFGNImkb7/9FufPn0dqair+/vtvh8eF\nSBIIBPcjaul2JCKSJBAIBAKajTdu4Lit8fiMCxeESCpFaBJJK1aswLBhwzB58mQEBAS4e0wCgUDg\nFYhIkkAgEAhcYWBCguz+jYICVPX399BoBHrQVJNUVFSEPn36CIEkEAjKFGoW4Lx9BQKBQCBgUW3v\nXk8PQaARTSLpsccew6ZNm9w9FoFAIPAq9KTbiUiSQCAQCLRwMT/f00MQaEBTul29evWwbNkyHD9+\nHK1atUJQUJDDPlOnTjV8cAKBQOBJSOGjZu8tIkkCgUAg0MLk5GSsbNHC08MQqKBJJP34448ICQlB\nbm4uDhw44PC4yWQSIkkgENx3kMJHTSSJSJJAIBAItLD+xg1PD0GgAU0iaefOne4eh0AgEHgdpPDx\n8fFR3FdEkgQCgUBA42cyodBqlW2LLF/eQ6MR6EGTSJLIzs5GZmYm87GwsDBDBiQQCATegp50OxFJ\nEggEAgFN8/LlEW+zAJcIE0ZopQJNIunEiROYNGkSzp8/7/CY1WqFyWRCYmKi0WMTCAQCj6In3U5E\nkgQCgUBAQwskAHiscmUPjESgF00iadq0aSgqKsKsWbMQGhrq7jEJBAKBx7FarbASKRIikiQQCAQC\nPdwsLGRuP5OXV8IjETiDJpGUkpKCzz//HD169HD3eAQCgcAroFPtTCaT4v4ikiQQCAQCkk0cg4b5\naWn4rFGjEh6NQC+a+iRFRkYiLS3N3WMRCAQCr0FPPRK9v0AgEAgEL54+zdzevWLFEh6JwBk0RZJm\nzpyJ119/Hbdv30ZkZCTKlSvnsE/Hjh0NH5xAIBB4Cr0iSUSSBAKBQKCFZsLdrlSgSSQlJyfj6tWr\nWLBgAfNxYdwgEAjuN/SYNgAikiQQCAQCbVy+e9fTQxBoQJNImjNnDlq2bImXX34ZVatWdfeYBAKB\nwOOweiQFBwcjKyuLub+IJAkEAoFAC7/fvOnpIQg0oEkk3bhxA7NmzUKXLl3cPR6BQCDwCljpdgMH\nDsSKFSuYgkhEkgQCgUAguH/QZNwQFRUl0ukEgjLGpUuXsGHDBiQnJ3t6KB6BJZLCw8Px5ptvMptn\ni0iSQCAQCAT3D5oiSc899xymTp2KtLQ0tGrVCkFBQQ779O7d2/DBCQQCz7F+/XpkZGTg+PHjeO+9\n9+Drq+l0cd9Aih4p3Q4AgoKCkMfocSFEkkAgEAgE9w+aZj2vv/46AGDlypXMx4Vxg0Bw/5GRkWG/\nnZ6ejtq1a3twNCWPkrvdrVu3FPcXCAQCgYAkPDAQ5/PzAQCVy9iiY2lF07f0xx9/uHscAoHAizl0\n6JAQSSqISJJAIBAIeHzdtCkePn4cAFBstXp4NAItcEVSZmYmQkJCAEDX5Ih8nkAguD+wlsETelFR\nkf22llRDEUkSCAQCAUmDwEAk26JHFYnriFhSKx1wl0cHDhyIb7/9FgUFBZpeKCcnB19++SUGDBhg\n2OAEAoF30LRpU08PocTh1SRp2V8gEAgEAnLpzM9kst8WkaTSAVck/fDDDzhw4AC6deuGyZMnY8eO\nHbhy5Yp9RbmwsBAXL17EL7/8gnfeeQfdu3fHgQMHsGLFihIbvEAgELgLEUkSCAQCgSuQYkiIpNIH\n98pfo0YNLFmyBIcOHcI333yDN954wz4J8Pf3t0eYfH190bVrVyxbtgydOnUqmVELBAK3cvbsWdn9\nsphupxRJ6tOnD7Zu3crdXyAQCAQCC3Ht9CdqW8WSWulAdXm0Y8eO6NixI7KzsxEXF4e0tDRkZ2cj\nNDQUNWvWRIcOHZiW4AKBoPQSFxcnu19aRFJhYSEsFgsCAgJcfi2lSFL79u1hsVhw6NAh3L59G4CI\nJAkEAoFADrl0JiJJpQ/NHoQVKlRAz5493TkWgUDgJTRq1AinTp2y3y8NIunOnTtYtmwZCgoKMHz4\ncNSrV8+l11OKJPn5+aFr164wm832iJKIJAkEAoFxWK1WmAhhURqxcNLtrLg//r/7HXVfW4FAUOYg\noyhA6RBJe/bsQV5eHoqLi/Htt9+6/HpaapJIa/Di4mIhlAQCgcAAPk1NRdXYWMw+f97TQ3EJMr/A\nx2SSTbpFNMn7ESJJIBA4kJKSIrvv7SKpuLgYFy9etN83Yrxa3O3I7XFxcZg9ezauX7/u8nsLBAJB\nWWZicjJuFhXh/fPnUVCKU5lJIWQ2meBDptx5YkACXQiRJBAIHDh9+rTsvjfX2xQVFWHp0qW4du2a\n4a8rwRNJ+bb+FyQrV640dBwCgUBQliiirjd5Xnz9UYNMt/MB5CLJyxcfBUIkCQQCDXhzJCklJQU3\nbtww/HXJSBIv3Y7VOFsychAISKxWK3bfvo0ckZIpEChyh/qNxGdne2gkrkP+J2aTCeRymxBJ3o8Q\nSQKBQBVvFUkWi4UbuXF1zFoiSVr6JwkEAGDetQs9jx1DhT17kC+EUplk/507MMXEwBQTg5uFhZ4e\njtfyAVWH9OCxY54ZiAHIIkl0up2XXlcF/w/3Cv/EE09ofhGTyYRNmzbpeuOCggIMHDgQ7777Lrp2\n7crcZ9q0aVi9erVs25QpUzBixAhd7yUQCLSTnp7usM1bRdLhw4e5j928eRNVqlRx+rW1RJJY4qlG\njRpOv6egbPD8qVP4KTLS08MQlDBdjh61364SGwtrdLTnBuNFvJucjA9TU7GwcWO8Vrs2Fl665Okh\nGYasJgkQNUmlDK5ISkpKgslkQtOmTdG8eXND3/Tu3buYMGECkpKSFPdLSkrCpEmT8OSTT9q3VahQ\nwdCxCAQCOUuXLnXY5q2ubRcuXOA+lpWV5ZJI0hJJ4m0XlF202PpGieuYQAAASM3Px4epqQCA15OS\nkMGJsN0qLEQlP7+SHJoh0O52IpJUuuCKpI8++ghbtmxBbGws8vLy0LdvXzz22GNo1qyZS2949uxZ\nTJgwQdPKdHJyMlq2bIlq1aq59J4CgcA1aEvw0sDly5cRHh7u9PNPnjxpv80yaADYIsmvFF7IBcbw\nbEICVl+/jh+aN8cwIqKYRy0yVBXHSJnjfcoxVHCPH6jMhekcy+/KsbE42r492gYHl8CojMMhksR5\nTOCdcGuS+vfvj6VLl2Lfvn149dVXcebMGQwePBh9+vTBZ599Jms0qYeDBw+ic+fODml0NNevX8ft\n27cRERHh1PsIBALj8FaRVKiQ11+rVi2XXps0YIiPj2fuQ/ZJkgguZRdxgTEcz87Gapv9+3OJibLH\n9mZmyu4XiclRmeJoVhZmK0S9yzKNy5XTvO/Dx4+7cSTuQUSSSjeqVccVKlTAU089haeeegrZ2dn4\n448/sG3bNgwZMgQ1a9ZE37590bdvX80pecOGDdO039mzZ+Hr64sFCxZg9+7dqFSpEkaMGIGBAwdq\ner5AIDAOJTHiSQoKCriPuVpH5evraxeHHTt2ZO7DiiR5a2qiwL1kKiwk0I8Jh7uyxS6G46VwzbpH\nBR0py7e8dLGOh4W6BplEn6RSh67fqSSYFi1ahL1796Jv37746quv3CJckpOTAQDNmjXDl19+iUGD\nBmHatGnYvHmz4e8lEAiU8dZIkpIgcVUkNWjQwH6bl/LLEkne3FNK4D5CKXOPbOI38yc1SS5tkz2B\na/gyatTEWeIeuffx+dJCpdoBok9SaUO3f+3Ro0exbds2bN++HWlpaWjUqBF69+5t+MCGDRuGxx9/\nHKGhoQDuiaULFy7gxx9/xGOPPWb4+wkEgnsEBwcjKytLts1bJ/5NmjRBWlqaW147JyfHfluPu52I\nJAkAYNzZs/jaVsNbnkrL/DA1Ff8hRLjg/saPkZYLAKdzc9G0fPkSHo13kXsfny/J/0wSR6ImqXSh\nKpIsFgsOHDiA7du3Y8eOHbh27RqaN2+Op59+Gr1790bDhg3dMjCTyWQXSBINGjTAX3/95Zb3Ky1Y\nrVbcuXMHFStWVHVQEgicgWU84K0TfyV3OVciSVarFZcIG1qeSMxmNDn0VkEpcC/00fbN1at2kTTn\n4kWH/bOLilDBS/pszbt4EV9duYKp9etjqLCwNxx/zrU6LiurzIukvPv4fElGkgptt0UkqXTBPUPH\nxMRg27Zt2LlzJ+7cuYOWLVti+PDh6NOnD+rWrev2gX300UdISUnBsmXL7NsSExNlKTBlkV9//RVH\njhxB8+bNMXjwYE8PR3Afwprknzt3zgMjUcddtVLXbQX4Eunp6WjSpInDfpUqVXLY5q2CUlCyzFG5\nVmUXF3uFSLpVWIgJtt/3sMREIZLcgJkjko5mZ8tcEMsCU5KT8VFqKg61a4dQX1+kK9SVAsBjlStj\n882bAIDIUiYoLzBcUc/k5dlvJ+bmollQUEkOSaAT7hl6zJgxMJvNiIqKwqOPPoqwsDAA94RKIuXc\nA8CQlLubN28iICAAQUFBeOihh7B8+XJ89913iI6Oxu7du7FhwwZ8++23Lr9PaebIkSMA7n0Pubm5\nKF/KThoC74clku7cueOBkahzTKETu5ENcFu1asXcTke7ARFJKqvQR1uwSkG6t9RiXKcWGt5LTsa/\ny/hipNHc5XzXn168iE/clI3jjRzKzMRHtp5IHW1zGTUm1q1rF0mSK2R6QQFeSExEdX9/LG/WzGuz\nao4TKdssBiYkiIbCXo7iMpbFYkFcXBzi4uIUX8RkMjGFk14GDRqEAQMGYOzYsejcuTPmzp2LxYsX\n45NPPkHdunUxb948dOjQweX3Ka3Qk77s7GwhkgSGU5om+bcZrlESrogk2qiCJYZ4iEhS2YR2srqs\nskLuLWlG9Lj/k5qK/6SmwtKzp9dOPksb+QrfdcytW4hmRKS9nbziYsxPS0NlPz+MrlVL07HSSaMw\nIgkiFhuklLXex48j3iZAQnx8sJAR5fcGavv7e3oIAhfhiqQ//vjD7W9++vRp2f2dO3fK7vfr1w/9\n+vVz+zhKC/Tk68iRI+jbt6+HRiO4XylNIqly5cq4aVtlNBIl8UUzaNAgrF+/3v77FCKpbLIpI0N2\nf/aFC5hevz58zWa0KF8eJ3NzZY97S8F6OidldeGlSxhbp04Jj+b+hBdJAoBV166VSpEUdfgwTttS\nx8acOaMpIhJVoQKOMuo4lSBNTySRFE9EaBZdvuy1Ionsh1Y3IMCDIxE4C9cCvHbt2sy/SpUqwd/f\nH9WqVZNtF7gfenX71q1bHhqJNs6dO4d169bhPKeDtsA7KU0iiWw2/cADD8gecyWSdETHimdkZCTG\njBljv1+aPj+BcRyhHCEBIMqWhVHAOBa9Jd3uKifiNe7s2RIeiXfy07Vr+Dg1VbEPlhpKImnZlSu4\nyKhd8XZOE7U1WhlZs6bu55RjRJJo6Giot0BGEJuLrJ9SieY+SbGxsXj66afRoUMHPPjgg2jTpg0G\nDRqEXbt2uXN8AgJ6hVprA19XuXHjBtPFSwmLxYIVK1bgxIkTWL58uZtGJnAHpWmSTwqhKlWqMM0V\nnIEUX1ogXfZEJKls0qdyZYdtf+fk4NmEBJxlTCi9JZKklApWWiiwWDDq1Cn0P3ECl+/eNex1D2Vm\nYvDJk5icnIx2hw87/Tp3VSbxzQ8exPKrV5F1n/fPynbimCcjSQWcY9Vbfks0ZEptOY4NvMC70fSt\nxcbGYvTo0fDz88M777yDuXPnYvLkyfDx8cErr7yC2NhYd49TAMdIUknki588eRKLFi3C3LlzceHC\nBc3Pu0tdqLy1GanAEZ5IMtIIwSjIMZlMJtlvwpXxBgYG2m9HRUWp7k+KpNIkMgXGwZuoraacEu37\ne8lxcj+IpO/T0/HV1avYmJGB2vv2Gfa6vePj7bfPuRDtISNJ79ev7/B4jsWCEadO2V0GSyNazreL\nLl/W/brlqHS7DEZ6KCtS6w2QIilQiKRSiaZvbf78+XjkkUewatUqDB8+HP369cOIESOwevVq9O7d\nGwsXLnT3OAVwFBolsWL9008/2W/rcRZMSkqS3b/sxMlR4Bl4k3x32W27Ai2SeI/phfwMzBoubuQ+\nIpJUNrmtcyEoz0uOE55Iqsrol+aNFFksGEXVN98uLDRkUUfvd8qDFEmVfX1Rj1Of8uWVK4a8n7s5\nxXBt46XCkaQ5EeXzp0TSD+npDvukeGm6Ihn5ChAiqVSi6Vs7c+YMBg0axHzs6aefxqlTpwwdlIAN\nPfnyRHRG6wRwH7Wax2pQKvA+rFYrVyTlqNiZehojI6t6RZKIJAnu6BQ93hJJ4om1LiEhAID47GyY\nYmJgiolBihN1KO5m1bVrDtsqxcaiQ1wcCl34jI2MnOdTk+Unq1Ytkfd1F80PHXLYpsWtsWm5crrf\ni2zEW2ixoAnjNTrExWE8tTDrDZDGDb7CKbJUokkkVa1aFVevXmU+duXKFZRz4sAX6IcWRZs3by7x\n/jVaU+7oiaI3RiEEjpBOcbToWLx4cUkPRxU6kkQ6Zl5jTJ60IiJJAr3ojTp4Sx1FDmdyK03w2hC1\nOA0OHCiRMenhGKde9kh2Nr5nRB208reBi0J3KZHkrzBhVjJ58Ga0REabO9E41Yf4rIoB7M3MZO63\n4NIl3a/tbkiR5CNEUqlEk0jq3bs35s2bh71798q2x8bGYv78+Xj00UfdMjiBHFYvqo0bN7rt/ViT\nzBs3bjj13AKVniECz2OxWGQplbRI8sa6MqV0u5iYGKdfV0SSBHrR61DGc5UraXiubbz0qeWcBVNP\noTT5PMRwHNTK/wxMfVtOiLU8i0WWQkbDE61GEp+djTgXPpsXGS51WmrbNqjMH0bXqoVIygXOZDLB\nj/iOZyks1HpbFI407NBSk7T/zh1EHjyIoSdPeq1jX1lDk0gaO3YswsPDMXLkSHTo0AF9+vRBhw4d\nMGrUKNStWxcTJ0509zgFAP766y+HbSkpKW57v3zGRf/48eNOvZaIJHk/tIuhFnHgaZREUrNmzdzy\nuizoSJK3XawF7meXzqj+vLQ0N41EH5lEBKABYVhSxDmGR5w6hWIvOr6V0piWulAL+183RSYOZWYi\nQGHM7rYD33fnDtocPowOcXHY6mSPuTBGk1QjmiP/kJ6OBKqfGACZSFLC20xI8hnGDUrHa5ejR3Ey\nNxerrl3DF6KO2yvQNAsqX748Vq5cicWLF2Pw4MHo2LEjhgwZgkWLFuHHH39EhQoV3D1OgZfg7MQz\nISFBrLB7OfTEvjSKpNatW9vv161b1+nXdSXdjh6XQCDRl7AJr+zL7eVeonxLRIb6Valiv80TSQDQ\n6MABpsuYJ+Cl27mDIgOuYaPDwhQjSWY3p2UNOXnSfrsv4d6nB1b9nREiiRdF0yqSsrwkhVWCJZJi\n2ra1bwtVOAe84oU1VmURzbMgk8mEDh064KWXXsLs2bMxceJEPPzwwzCbzbh69SryvLCg836DTOnx\nFCkpKU7VXCQkJDgdhRKUDCyRRIoOb4QWScHBwfb7rtQG6Y0k0YjIqYBFf6JgnxQknoLuKVSJmLQV\nWa24zTmOz+fnY7aOlhDu5HeVaIiRaUv19+936nl1CTe7MH9/xUn/OTfPpS4a0EfqDiNFU00kaRGY\nXW1mITR+GhfscrxMJJF1WpKVeRXiN3a7qEgsqHk5qkfeqVOnMGHCBLRv3x6dO3dG165d0a5dO7z+\n+uuIt61CTJw4EYsWLXL7YMs6jRo1KtH3Y030UlJS8Ouvvyo+7+LFi8ztmzZtMmRcAvfAEkldu3b1\n0Gi0QY/ZqKaueiNJNKxUVcH9C51+trlVK+Z+WhpjliR0tKgC8fsptFgU62NOMdKivJG9Tpgb8Sau\nlwsKnEo1JJuoVvDxQczt29x9ByYk6H79koYpklTOtx9z5gUkS5s0wfg6dRy2a40kZXqZSGJFkuja\nJCMNQgTGoxjvX7t2LT744AMEBgaiW7duqFOnDsxmMy5evIj9+/fjzz//RK9evZCYmIi5c+eW1JjL\nLCWdrsYr1D927Bieeuop7vO+/vprdw1J4EZYx5c/kXtesWLFkhyObkwmk2EiiZwkOSOSRGpp2eLV\nM2dk9ztxVsTJCZI31E/QURbSda3AapVN7mmOl2Cam8TeO3fQITjYnq6mZRXemciJ0v99p6gIlXW2\ntCCdDIN8fEqNwOTBSmtTiyTV4fSGIgnx9cW8hg0x31avN8mWMq1VJP1x6xbaeFH5B0sk0f2SvKm+\nzxkScnLQ8tAhdA0JQWy7dp4ejuFwRdLff/+NDz74AE888QTee+89h7qj3NxczJw5Exs3bsT48eNR\nvXp1tw+2rMNL4SkuLnZLKp5IGSpb0A6Eubm5MoFQUFAAi8XiVbVKdFqcOyJJWtPtqlSpgoyMDJff\nW1D6+IJyQmM1jmwZFCTbftcLJkevUXUPIUQqUL7FggMcu2UAuMJw57Narci3WFDODdcjE+FWeatb\nN4T6+eF1DXUbryclYWiNGrreS8lU49urV/GWjnrHYqvVweUsLCAAyQrR5pS8PER4cWsVlk25mkjS\nUoMXZDbDZDLBGh2NQovFnmanVMNFUsELShIkdt++jWXEeUESSZWozyHYdp8VWS62Wr3eOrylrWfW\n3sxMzL14ERNUfht/3b6NmNu3MbJWLYRpEM6ehnvkffPNN4iKisKHH37INGYoX748cnJyHHqTCNwH\nL7Lz888/u+X9fvvtN7e8bmmloKDA6xuqusJdxoorKYjy8vIwa9Ys7Ny5sySHpQhpi2+xWOBLXIBK\nOt2OfG9vtEsXlBwsu9+/c3LkIskLIkl0PU844W6XXlCAF1QaxccT0aSrd+/CvGsXyu/Zg8oMJ1ZX\noCNGlWJjAQCLNTiA3SwqwlmdkZuVCv2VfrMthGiFjCaUs4mATxo0kO3TiBJEP7jQ30kJVkqcM5EM\nlj28WmRUi/tjECFyyDokrZEkpf5TWjGqRmgwlTYp1SQFUkJOqqNiRWa19J7yJuappFTeKixEj2PH\n8P758/hXKdEN3Kt/XFwcnn32We4TT58+jZ07d+LNN99EXFycWwYnkMObeLH6JxmBs3UVgcSF9n4g\nMzMTM2bMwIcffohPP/0UJwl3oPsJVuSQFaHcs2cPZsyYoblnVklx/Phx2Xj1ChWr1Wo3oXHGuMEo\nkZSbm4u1a9di06ZNQmyVEspRooi3+ktO4pRSujxFc6JHjZb6jlvE8dns4EHZ9ngD0/HSqagVr8Cf\nxyWdPakKFCbKvSpV0vVaZKqdFG15gEpdpi213RU9ePzECYdtzjQ1ZkU91I7nTzXUJPF6CSVqFLmu\nOux9dOECzLt2YWpyskuvAwDp1PWU/N9aEk112xw+jKTcXOZ3boRjoDuhjTIuq/zOtt26Zb+9xUn7\n+ZKGK5Ju3bqFGgoh6saNG2PdunWIiorCbYUiRIFxeNOESanm4n4rWv/ss89k93/66ScPjcS9sCIv\nSlGURYsWeZUzT3h4uEvpdgcPHsSyZcvw8ccf4++//7ZvdyaS5Eqq6ieffIKEhAQcPXoUu3btcng8\nKysLGzZswPbt20Xtk5dATmZGMBptSpBpQ/sUUtlKgoOM92elCSpB9vuhbaHbHD7s3MAY0I13G9gi\nL+001p8o9aZh8Tw19wkmzit6U7qSNLjV0WfRtm6qq/mTMVdzJqLJEpF6xZY1Otrht+KMkyiJK3V+\nhRYLptj6Tv47NRX5rmQiMD4fUiTRZg1NDh5kCsRcLz+/sww8lPDuxEE23DNizZo1FRuVms1mNG3a\nFMnJyYpiSmAcSiLJqMmqxWLB+fPnkZ+fj1YchyYAOHfunO7X9vWSviACNnpFEuC+KKYzhISEuJRu\nt2XLFvttsqmu1gu3H1HMbdSCBquB9B9//IHjx49j7969mDVrFs6fP2/IewmMQeo79BTD4tvd9s56\niD52zGFbiE4BIP3CjLTZZvE8lfa3wpaOVo/IWjCyiMqsgwAAIABJREFUUpKcsL5Vpw5eDguz39c7\nEV997ZrqPtX9/GT28CUZQXBGWLAEkTNHQD0na1Jq+/sjt0cPh+3ZxcV49cwZ9D9xAhd0LtZ+lJoq\nu68UTVTjFuP8r1anxxqvt6fbbdYZDaIj7qUB7oijo6Px1VdfKUYFcnNz8fXXXyM6OtodYxNQkBOv\nxx57TPaYK9GboqIiHD16FKdPn8bvv/+O5cuX4/PPP1ec6LHqV1iMHj3aflusens3tKh45513VEXS\nHSfsdd1FRESELJJ0iwjtu0JJ1iRpWeyg+40tX77ckNcVGMOmli0BAO/Vr+/wmNbaipKAnogPqlYN\nvgrH+pBq1Ry2fWmrCYplnAe0Rnm0wLJJvpifL5vgK322O3WeC8jPJsTXVza5W3jpkubXib1zBzs4\n770uMhLAvWjcvEaNZO/hzSJpcEICLjCu/2oRqSjieFhua0o/LTzcvm0gIRLV6BwSwhQd086fx5LL\nl7ExIwMjVerpWM8lcaVJ8R+M75yXSijRj5UK6eVzplFUXVEDlVILMoX32VJi9sb91kaOHIk7d+7g\nhRdeYNZgxMfHY/jw4cjMzMS//vUvtw5ScA9ydZs203AlvScuLg6bNm3CqlWr7PVlubm5sigBHVVS\nmjhWJrrKk6vrkkjKysoydNJ29OhRbN68GZluSF8pSy5l5P8aERGBgIAAVYHgyQbBZOQHuHesZWVl\n2e9funTJkOOsJEXSZQ2F6Ho5cuQIZs6cif/973+GfB4XL17Ezp07DROhpR06L7+9raExXWPwZp06\n6OolNvq3GNeLOTYzgQjORKdOQAASOnaUbVtui+iwJnPd3Py/PnDkiGylXamOh54Aq0E2yj2Xl4ej\nxLVXq6X4H7duofvRozhJ1NNUJ66HA6pVw+lOnXCxSxfUCwyUiyQd153YO3fQ/OBBDD15El9cvozX\nz5zBJcYYCzkTbj0i6WxuLn66fp352FwFR0BALvzq244xH5MJxT174sIDD+Bn2+KCFtbZ6mFrUrVc\nJDtdLAPpyYi0aoVlvOFMWqO31yTRKDk2AsAhYo7mDS0QtMC9+teoUQNLlizBtWvX8PTTT+PBBx/E\ns88+i2effRY9evTAkCFDcOvWLSxdulSk25UAtD1zgIHWifRkk0WkbdVLItg2EWBBRozowv9169Zh\n3rx5mD17tiETttTUVGzatAkHDx7EZ599ho0bN7r8mhJ3797F7NmzXX6d0iK0yHGG2dJL1FLNQkND\n3TomJQ4cOCC778foXTJ37lysX7/epffRmm5HinRnBXuGTucsNYqLi/HLL78AuCca1RpBq1FYWIiV\nK1diz549Ln+uLPbv34///e9/pcoxdQU1Iaplm7jRF9fo0FCH9KIizkQhLT/fral5uxgTSKnO5znO\n9XxuWhpaEAXnahg5wXuQIbgyi4tljmlKdsKuRLVWpqfjshO9lh5hLCDRrnBNypdHNdvx4mwPrZdP\nn8ap3FysunYNL585g0WXL6P70aMO+7G+c73vtUnh/HRbYWGowGKR9YYia7zMJpMsbZLF67VrM7dv\nb91a8XmeghWFohs3ayH62DFc02k64mmuK4x3ARGF3eBlxk88FJdI27Zti19//RXTpk1DixYtkJOT\ng5ycHERGRuKDDz7AL7/8gtZeepCWViwWC3bv3o106sJ7yOZFL9GAshB1dyqb2Wy2T5zV3o+2TyZX\n4k/YQsoWiwVJGnpcqPHNN9/I7h87dgzXODngt27dwsqVK5Gs0blmzpw5zO21atXSPL6jR49i9uzZ\nmDFjhuYURU9BRiMlcasmEGoqFKm7E1akxmw2owpVB5KTk4P4+HicPHkShw8fxk0nHHW0RpJSiZz2\nBMr+VSshDNcuVxYTUqk8+yNHjjj9WgBw8+ZNe2rvxYsXDYsIW61WJCYmYuvWrbh06RJWr15tyOu6\niwKLxf6/0/UZ0m+Gjmz4mUwwmUwIUkirKrZaYYqJQd39+9HowAH8zFm1dwWr1YprVCTpiyZN7Ld5\nEQclWBMjI+spWBNM2k1tRni4XWisadEC04h0xwd0uOHRlthzGjY0rOCcJ0ABcNPt1l67hr7Hj+NX\nzqQygeH8dp6xou/HOY/pEUkTnKhFBoDtVNQ5WGft2zhKJEmpeS0rVMALHl6kZ9Xj/ZMxpod1uiIC\n94775bYaR3dwMDMTv964YWhD2+p79xr2Wt6AaiV9UFAQhg4diqFDh5bEeMo8s2bNAgD8+eefePPN\nN+2TpmNU6NdkMqFSpUr2lBd3iySr1Qp/IrStVySx9k9MTEQT4uKsF16EZt26dXaROWXKFPu4//vf\n/wIAkpKSMHHiRJQn7G5Z8CaAehr3btq0yX77o48+wvTp0zU/t6QhRZK/QhoDiaecLbdt28bczotw\nko6EU6dOdfgOlQSsVpEUHh5uN1GoU6eOpueQLFiwgPl5xsfHo02bNorPZTX5TUhIwNq1a3WPQwk6\nol1cXGyIIcu+ffuwfft2+31vrqHacfMmBiUkIKJcOeyLikJtIoJBCiAzQyQB9yIGObbzYXZxsb2Z\nJAB8TqUsDUpIgNXgml8zwzHxISIivIiT8rlNYUH0W8ZEzsh6Ci126e2Dg5H6wAO4WVSEpuXLI4to\n5EmnRCrxFdUYuHvFisguLkacAZbmTRQaxAYyRFKRxYJnbOUOW2/dgqVnT6cd4Fi23YC+psZ1AgKQ\npnCutFitDsc9AAc7eL0iqRqVJfAfYpG4c0iIPe3TWXgRXTVWpqfj5TNn0Cs0FD+3bGlfGFGLGi1s\n3FhTI2QAmJOaion16jk1PiU+Tk3FZNuCcf+qVbFeR7qjEaxp0aJE389ZSp/VRBli1apV9tusnjTk\npIglGCwWC3bt2oUdO3Y4TALz8/Px5ZdfYsaMGZrGcvXqVdn76RFJvPqMY8eOudRrh46uSZBROOkz\npP//n3/+GcXFxZgxYwZmzJiBg0SPDzW01pt480SPhTO9gTxVk3TmzBnmdi2pv2vWrHHYphRh0fp9\nR0RE2G/rTYeNiYnhCs4NGzaopu/R4uX27duGCyTA8XdklIsfKZCMfm2jeTQ+HneKi3EsOxuLLl+W\n1auQdTh0ROaGbREig/i/xlDHMcsVy0h4KXyNiAWjiowJ7NT69fGordb0bOfOssesVqusCa2Ekel2\nWno2NbWlrjW1/S+kVXeOnvQ16jup4OPjEMlQg2eNfEUhFYk0IpA+O/r/1mu5TMLrYaM1kmS1WvES\nlUVBHyusCBbw/ymoEsE6F1Zoa3ryfXsqpHz31Xh9yuIcX6+eOSOLFCXm5GBlerp923OJicguLsbG\njAx8TYhruq9XNDXG12rXxuUuXTSNLcMN54TMoiK7QAKcS33TO7/ZQ13flNJjvQkhkrwYtfQsUhix\nJhRxcXGIiYlBbGysg5Xw7t27dRWJh4SEOCWS1CbbixYtws8//6x5HCRbt25V3SclJQVWq9WhxiE5\nORmbN2+239+8ebPmaJzWGiOpFsSZ53oCZ0SSp4iKipLd78Gwg+VBmjtI0CKDROtknayJUno9Fqx+\nSCR0ry4a+v1OMJySADikI+qFfh8jhEwOw7kM0O6gWZLcoD/n7GyZdTB5BqEngk8w3LvoGo+ZhGGA\nkVitVmy7eZPptDaYcq1rRkXY/9uoEWYRCwD05Ci9oIApYpxpUspDLXWP5ZQlE0nU8/VM8Cr5+jpE\nPq4qHJvHsrIQyrDuB5SbopI9p6SoDz1uuheVHl7jLCxpidKZYmJg3rUL0ykDjPmNGsnuswwjAEdn\ntyCdkSRaJJHRqkoKgmurRnOZo5wo4ZLLlzHfFt2Ny8pCi0OH8FxiIhoeOIBs6tw3mvh86cjW102b\nOrx2rYAAtNFR42ckCZxzrh6UomWsqOWDVDZUXSGSBEpINTlKFsrkJIFMaalqu9iSK890Oh4A/P77\n7/bbtEjat2+frvFGRkbKIjRKESA6kqQG2bgTuPd/LVmyBDNmzODWF+lhwYIFzCJzyclPIltjOsV1\njXUCRxnFsxfcNAkyAq0iqXnz5iUxHAD3fgMs8UpP1sk2BGo1Y+3bt3fYVlHBiUursCVTFMk+Ylar\nFfv378e2bduQq7FzPI89e/Ywt9OfBy8l1FVRQ7toGuFwR6akknz66adeF439ikor+56aDDUkIioN\ny5XDO7Y0mS+bNNE9MQSADgoGOXrYcOMG+sTHO0SuAMdUpleIqIm/yYQxRC0qIBeCwL1UO5bjmZGR\nJDIlrDJjUuzPOF+RnzfZz2XD9euovW8fXkhM1HR81fT3d7BG7xMfz93/XwqmI1UUJvSkELhLpGOS\nhO/f7/A8nkig/zfeWUzNGEApevU8VZNKT4QlyNRLpWbLPOgUPrJ+q7pKaniGBuffXgoRpwnnzmH7\nzZvoQMwXzufnI5ghhFn1fH0qVUIEJ81ynBNp2WrcKSrC1ORkLFZwd1VygtSKklufFtMZNbMOb0GI\nJA+xZs0arFy5EvPnz2eubAPyFVZyBfjxxx932FdPupgz+Pr6ysbJqwkB5CdnrfUcJL/99ptdHC1Z\nssQle3NAey+fkli51hL98hRaRFLv3r0dzFrcVQ/3xx9/4KOPPsKsWbMc3oP8bfTu3Vt2nF2hagpo\nWEJBqc+YM/9fRkaG/bhNSkrC1q1bsW/fPvz555+6X4tk586dzO30b4Q3ZqNFEr3AoZeCggJu6iTA\nT6v0FJFUlIX+lNtSLmofNmgAa3Q0RhFC4xlGvyEeh7OyDGnUOlDBSKQ8Jd4GVK2KWeHheDUsDGld\nujgU/DemJnx1OCvChzjXNWcgJ2QhLJHEuM5kco71AQkJuFJQgO/S07FVg5ELs8ZGYSX+iMJi2yKF\nGlyZSLJ951cZAoae9PPqreiVfp7BwbizZ7ljAvipWFPr19c82SYFc3knG4r+OyICgWYzxtWuLYvS\n+phM+FLhc/2vijX51yrXCwDorSCKSbYxFo0mK9QTDdDYG0rPYtGnFy/i36mpeC0pCa9y6p5Yx5Ve\nwxYyTZNepPiRWtz+gspa+oeLGQ0liRBJHoJM/5o3bx53P8mNi5ycsIrTlVbCWdStW1fX/nrSr/RG\nkmjOUidt+j7gniamShNluk+Us3jK6EALWsSt2Wx2sP1OS0sz1OlMgox+kqLcarXKaqHoFDK15tas\naMzhw4e5+2v9bdHpq1Lk9ccff9T0Pq5Aixc6Ssrbz9X3qcaZ8KempmLr1q2qboJ7VZyQvKlZMaAe\nHdFSa0HXZ0j8zZlc622KqRd6wmI2mTA1PByLmjSx21OTmEwm/IuIBtxUEN689Cu9kCKJVfQfwLg+\ntdMQhXubcmvTeg4LcnKiT6eNkfgz0u3+x5jAXyCuU0UWCwo4Y6a3O7uUxetFdNE2DqV0N4k/CfHg\nbITx3fr1kdujBxY0buzw2Cgq2kky88IFxXRNpcifXo5kZSGNmkfUUIh0VfLzQz+irySPlRoyaixW\nKzrHxcl6fC3llFSsZUR+9RqtfEikGdPHWhS1WETX+f1MtZTxZrhHt97+MFOnTnV5MGWZxMREZhpT\nfHw8oqOjZZMTqfahbdu29jQ7LSlQVqvVLnZCQ0Nx8eJFp8erVCBPi6S3334bn376qdPvxarvmD9/\nvtOvxyOPCBHTF8v+/fvL6jyuX7/OnSAqYWR/K6PREkkqLCx0sP0mbdgHDBjglrYAZJrizJkzZY/R\nLoXdu3dHTEwM97VYNTBK/YlaaHThadOmjcwAIiMjA7U1FnzzHCBpevTowRR5p06dQj1ixTIoKIgp\nyAsLC2XnAb3Qv0VW9DU/P99+TOzfv5/r6Hjnzh3VWqzNmzcjKSkJzz77rKqrZGZmJn766SeYzWYM\nGTJE1b3SGViTCxK6YJsFq7j9+6tXMZwjhpanp+NbN6a4nsrNxYM6+52RRddKZgRxWVky9z9nKLJY\nZBN8ViSCFUmqTqURso572j6bdhybRCwmVvTxsdcEPakxAqAHVrodbdUOyMWU0sT2rsUiSznkmRMA\nQH5xMQI5vy9eJFNqHNq7UiWsVvld/ExEo9Zev46vmzVT3J+H0nnLGh2NY1lZiGIsEJXfswdXunRB\nTepYzDe4Rnja+fMOx4Zamu1vrVvDRF2vkjp1QmMiO2jSuXOK9vEA0CEujltbRRPJqIXKLS5GRR2G\nGvNoJ85q1eznx7isLAxQmB+xfq/eCnekO3fu1PznagpJWYM1eVmzZg3TaU6alJCTEUkkkX2L6BVe\nVloNuSrLK+xm8fTTTwMA+vXrZ9/Gm/xZrVaHyXYQ4wfZvXt32f3CwkIUFBQwP4MNGzZoHqsrkCv+\nSr2eAGDx4sWKkSfeiiQvtdIb0GK4ITUVZjVuBYD169cb8j/Sn58U+WR9rrRduR6Ldh5StGzYsGGa\no6H1qLSKuLg4B0HHwmq1ak7p4xlC0DWGvCa/VqvVJfMQ+jyTR+We79ixg9tfjEay5Ffj7Nmzmmoo\nV69ejbS0NKSmpuLzzz/X9Np6sFqtWKMyGQzRcOwto1KDrFYrVyCVBKxGrWqQ0YO5CottN12MXALA\nJeqYP8A4v7Bqkug0QbqRK4vF1Mr7tPBw++3PCJMCI2o6aEiRtPr6dXyamso02iDrs5TMMejiebK+\n6RUq8rJLIWLbjzNXkCbteutq3GkJVIlzXQLuNWalYUXqXOU3asGNdWzSPE0Iq4dDQx1SSrU4EGoV\nSIBjLzBAW+2WEuQC0r+p/nylGUNE0h9//FGSYy716Klx2LdvH4qKimSTI2mCSk4O6ckLy7luwYIF\neocK4P8nxqz3s1qtOHbsGA4cOICioiIHgSRNtitQ4ddevXrJ7ufm5uo2k2BRr149jB071uXXISeS\nvEm30mRQzbLZG+FFkiZNmoTo6GiMGDEClWwN8ZQm2krpo1qhIztSSh2r3sjoiEG/fv0wbtw4TJky\nBY0ZqR1KkGmsWiO1vDohaXECgH2hQUmYkygJRVdS7ngiyWq1YunSpYiNjXV4Du98p+c8qBZxAuTn\nvPz8fKxZs8bQejmliIlEfw0RBno1W6kA2gjUXr+xE78f0q1MSXzwei5dvnsXQ0+exPikJNUeNVka\n6ui0rExrqT9yeF3iPEhOXPdxRMVZBWOWDwjBxYJOxZvIaXpOfp88W2/AMQWKFFRPUimWh5y4XkmG\nH22oazsr8kT2h/qMcsQzEjp6SHKaYSbgDnttuv6Gl65IsqBxY0SWL49m5cvj62bNHBZblFJa1WAJ\nInqMgP4awoc1Rp/dfX5zN6Un5nUfwZpIKEGLB2kCpGQ5TKZAuUJUVJR9wkyKpISEBMyYMQMzZ87E\nxo0bsWXLFsTFxXHrkR566CHF91m/fj1SDVh9GD58OCpryPHlIU3OtYgkJdzd3NfdkCKpXLly6Nmz\nJ+oTHezd/f/RToPS9xHIcMRhNb5tqdIYjx5/dcJCOCwsDCaTSXNDXRJnUlh50aFGxGRCElJ05IYH\nefx2795dtkjhinkD3U9KGk9CQoLM/ZJET10RL1VTbcws8ZiYmGhvzm0EWiIRVTUeM2RdjZZVYmeb\nXQLqIsOZqIjWdJnD1MRLyjRodegQVl27hgWXLuETld8MKU7DOJ+vUq2PxHspKThJpdrSJhQ0vsRn\nQ35K5/LzmXUujSkDpVvdumFR48ZY3aIFpquIJK11TuSKPW2q0IA4P9KRJLIWiK6dO+WE66YklOl0\nMlbN0RnivFVVQci4SjmFa/XLtWrhQn6+TMQZMQFuTWXK0DV+WlKbawcE4ETHjjjZsSPqBwY6HM/l\nXEhPO8u4ZlxgpEmPPH1aV11xC+L/flMhmviljlYz3ojiJ2+1WrF7926Zw9ClS5cwZcoUDB48GO+9\n955LdS1lkdjYWMXGlSxoRyuWaNHbl0UrpI01+X6sSfKWLVtkEyJyouarkut64cIFrisZbelMp3cG\nBwdj8uTJmDZtml3Q8CZb1Rn9NEjy8/Nx8+ZNfPzxx/Ztzogkpeiqt9kaSxjZJ8lVEUULlNzcXJlj\nHAnr2GI5QJLQvxfydVlCzEjoRRJePRT5f0njI8/FZPNaGvK3V6tWLdmCirORpFOnTjmIFUkkKTUV\nvkrZZivRpk0bDB48mPmY0jkuJSVF9bU/vHAB9fftwzInL9pqYmaSDjMcchJUScOi2XUXon/pCs/9\ns00bp16TZZSgxvikJJh37YJ51y7Zyvi7KSl4PjGRme5zLCtL5izGi5xoqQU7kZODSKoBOZk2+DMj\nlZI8D9I1PV9rOK5D/fzwau3aGKxy3QGAUI31IJ8RtSAbKZGUTCwW/EqdV/4mBCJtfvEDxxggTiG6\nQE7cyeautDijRXqKxmi4szzNieZ+eeUKwvfvx0CbI6fVajUk9Y+2ICcbF49SaUdBQmbe0Nffli70\nU6KPA4BvHmPetYsZeWJBLhI0V4hG/6JQ71sa4IqknJwcDB06FC+//LK9CDozMxNDhw7Fr7/+iurV\nq+Pvv//GM888g0uXLpXUeEs9O3bsMOy1eCIpiWP7CNw7MeiZJJFNOrWsrC9cuJC5XU2cAHzzCR8f\nH6Snp9sn8bt375Y9PmbMGAQGBspOLAMGDHB4nf79+6u6+mVmZjrUMyjVpPDc6pT6x9CNbb0FMkXQ\nVZHESjekxaHVasW8efMwY8YMJFOpJfRkPDY2FgsXLmSaFrC+n8DAQDzwwAPc8dETbjIS4YpIktIR\nldixY4fs/2BFfZs3by4T5xaLxUF4Rio4BJH7+vj4GCKSVq9e7bBNEklKRi70dwvwFwrq16/PPQ+w\nXkfilEpNT3ZREd5NSUHq3bsYc+aMUwsVaiKpso4Vcr0iI8oFV8SWlDAgidZwvLJQitzQzla3bcfb\nAoV5wor0dFS1iUWr1YpDmZnILCpiFuGvYBwfzjqmkfbZgxRs0gHgKSpCQJs8AK41yNTijEij1Efr\nTcK5L6+4WCby1GrnpGhLB45LJiBPuSTrv+g0P/r+aRd7xamxtmVLFPfs6bBdOkI2ZmQgPjsb5l27\n8D7VHBcAZoSHY4sO8yE6vfBbQjxfcEEQziQij67Y6dMOjjnFxYqpwzMYnwkLsgaKbhZMEkPNkTap\nZHl4G9z/7IsvvsD58+exdOlSjBw5EsC9i/n169cxc+ZMLFy4EOvWrUPTpk25E2MlCgoK8I9//EPR\nAvbSpUsYOXIk2rZti8cee0xTXnpZgieSVq5cyX1OcXGxg6itXLkyXnvtNeb+pJ0yr1hfCzVr1kS3\nbt1QvXp1PPfccwCAzp07y/bhRdjS0tKwdOlSroGD1poUPz8/h6hDGFXAumbNGofnSUYEDz74oMNj\nK1asYL5XVYXaBCUnNU9Crsa7ar1MW1AvWrQIM2fOlEUBN2zYYP9sv//+e9nEnpdelaAykSFREnqk\niLVarYaJpOHDh2vab+fOnUhLS2MKlnfffReDBw+GyWRiRpMkGjRoILtPCgU6XdRVkcT7PqTPTckI\n5vDhww6ihFe3JglD1m9aKeVOqcGz1Wp1SC/RkuLm8B4q0QpWl3keSpMKAMgjFqcA5WiQJ0jkTHRP\nduzokFZWKTZWs415ekEBau3di05HjqAio1ln38qVMVTDgptWlMTV29SCWih1/esWEuLwnD5EqndD\nnecRpXoamlGnTsFitcoiDC9SrqMTifF/RWVp8ARZbnExTDEx8Nm1C9NVorNkJIms3aL77dAiojPj\nczMas8mEWQrpjW04iw5LmzTBu/XqOfRDU+IJhZ4/211oth1N1fwo9THSuuhTbLWiAqchuYSSEQsJ\n2Q9MKdJNi+Qn3OAM6U64Z+pt27ZhzJgx6Nmzp/1CvXXrVoSEhOCpp54CcO+CNmTIEFk/Ey3cvXsX\nb731lmrE49VXX0VoaCjWrl2LAQMGYNy4caU6vc/oNCuWSFJ7j7S0NAexM3bsWFStWhXvvPMOXnj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8fMmTOxZs0afP7557L6FFpYt2/fXtEMgYWvry8iIyMRFhamqeGwGnRko0OHDrIIIABERUXp\nfl06RVDqJ0Z+N3rT3ZTw9/fXFaVkHcu845tMHVT7DZvNZt2mKzNnzrTf3rdvn8Pjap8T7/dPi3JX\no7gs/Pz8ZJ/bbgXHT6XeIzykhqHlfXywNyoK/2vaFAs0pHWR0BPOCSoLYMD/r8LThdVxLjSadJUP\nGzTAI5UqoUfFilio8zMAgI7BwbAyam95aKl7oOlbpQpSH3gA5zniJo2RehumcFzW5izODFZJA9UK\nHa2QamP6UlGJ/166JEuz8jebZZ/PyZwc/GSreWTVJAH3nA61kKJyTSDd4MjaufSCAow/e9Z+Xyll\nzJ0kdOrkEImTaFKuHD5t2NDhc6ejiRarFSaTCctti8NzGjRAA1s0Zhuj+awRLn4soT3zwgXMvnAB\n9ffvZ5o5zLZF2l+h0iOj4uJQjbg+hxG3ebVCbTVkgpAuiVNUMjGcXTjwJF6VInrz5k37RbRTp04I\nCwvDO++8g6SkJHzxxRc4fvw4nnnmGQ+PUjuffPIJt2miMyKJNTFRWt0hJ4WsyE5AQIBLPWEk6tat\ni06dOsm2GVHsTbtUsdAbBWLh7+9vtxz28fHBM888gypVqmDs2LF46aWXmGmDLGdC8n8mRRLdxLao\nqAhff/217LmLFi1CXl6eQ72Fq6Jjw4YNmDNnjmzbd999Z7/97bffyh6jjVn0ojd9kwUtkvbv3+9w\n7DvzudDHipS2dY7oSG6kSNKLHpFEjlMt7VBCi9kGyYwZMzBjxgzmY7woXg0iokL2PZKgnfOM+P3S\n0CLJcv06ep4/j7p37uBFKq9eSySJPpfFEgK9eVAQ/lWrllOpVfEdOqBDcDCGVKumyfp5ic2haipl\nwiGNLqe4GLtv37Y7ahVRE9J5Biy40FT288P2Nm2wOyoKtSlhQX+ztxmmJNLn31FjAXkjJ23LTSYT\n6gcGwhodjQKqKfhzjLrP5i66/+mxkKahV9v/JibrrIijBB1JullUhMEnTzpEnEiRpLWPj1r9Eikw\nJFv1sUlJqLl3r8xWnHa+KylqBwTgByp1uZa/P7K6d8fpzp2ZixT0MSlFTIbXrAlrdDQmEYKArlUy\nCl7apwQrDe5ftgU0Vs3kMWJRlOzLFalzEY2EPF6dNSvxZrxKJA0aNMg+efTx8cHixYtx8+ZNDBw4\nEBs3bsTChQsVTQi8DSX7ZqNEklZYK8lGruLSKVpqdQ5aGDhwoGLjVX9/f8MmWZGRkZg+fTqmTp1q\nnwBWqlQJYWFhzPdguZWR/zNZT0f3qUlLS2P2vPn4448dtiUmJjrUKWVnZ+PAgQOKjmHAvUafx48f\nV9yHdnPTG3GguWybyLmClmOHFDZGwjKxKCn0iCRyO6v/FwulFDm9+Pv7M9MyyUUso6L+LHMXCZbp\nCqsh8EMXLuBfx46hfmYmahICW4tIoh2q6hpUF9uqQgUcat8eqyIjuWk5ZPpKk3LlMIIxoe91/DhG\nnTqFCnv2oOexYwiwOf2dpsw6XtDZ585V6P+IJRykSdshDdEwP5PJkMJvtQLz8XXquHxdUYpEqUGv\ntpPH6ySFlXo/s5lZ83E0O1vm3EeKJKOcDkmRlGOxwGq1YqHOXmTuplWFCuhnM50xAbjctSsqKBxP\ntFCermCoQR8vcximW+7gGUb0UnKsq6dyniJ/jyaTyR4h18PLVG+kWgqvcVVnaYe34FGRdPr0aVlN\nzM6dOzF27Fj7/fr162PFihU4ceIEfvvtN7fY43oKLSKJvtCzJkJahRMr/cVIkUSfJPQ2nmXh4+OD\ncePGOfRL6dWrF8aPH8900SopWBdRUnDQzTzJ2hy1wnOaX375RXZ/9erV2LJlC7744gsUFRXZV7qt\nViuSk5Nx5swZWK1WewpfSeKMsQqZrmkymRxE0rhx45BFTaJq6KwBkSCFQnh4uINYrerGuoqhQ4cq\nPq6nJonezku5o/dz1fKfbEvQuXNn9OnTR/Z4FSIlyGQy4f3333fp/YD/r79iQbsDAvc+R6V0X3I1\n+7WkJMX3Pp+Xh+dLwGGSR08ixfpIdjaWUzWMEl9RbQlmnz+Pb6i0ZWfd1pyFtBduFRTk0oR8cePG\nKHCDQRQL2jCDxZcqZgBJGnu08Zhqa0Jaw88PTxLnpDCFCLqfycQUSf4mE7cmSQu9NDgikiIpu7jY\n5f/fXfzWujWs0dGwaEjxfD883C4kvmnaVFVcSzU+gWYzxpfgYv556rOWokL1Va7FdMTSGXtu2smQ\nl07Xs2JF1DAgFd8TeFUkqSyhZcWanjSxJlGSIQGNloibWiRCL5Jlea1atXRNlqVUNwlWkbnkRBcW\nFobu3bu7tR5OK3SK4cKFC5n7ZWRkcN3UtHDs2DEUFBTg5MmTuHz5st0lrKioyN5Qc8aMGdi9eze+\n//57/Pjjj9i7d69iVCcxMdEhjYjlNKgXpT5Dr732GtMKmjRjMZlMDilZlSpVcohw0Z+9Vkhb/fPn\nz2PJkiWyx41wt+PRpEkTTJ8+HY899hjzcdZvRku6HcAXEnQPMC1ueErQtWAPPPCAfYysFFSz2cxs\naK0Xul+SErRtOAldXxhz+zZS8vKw8cYNh8aPtwsLEXHgADZlZOgfsEE4Gzl5//x5Wb2KJ/imWTNU\n8PFBkNmM711s2u3MKrcStH02CauRKM2osDBkdOuGM06eh9SYFRGB0506IbVLF9nEk2e7DtyrWaPr\nagBg440bOEgYAtETW7JWK9TXF2/XrYvTxP/1jYJBkwRpjHCnqAhNVcxVSgM1/P1xoUsXJHTsiBFU\nxITFhLp1kdSpE25162ZIPZJWIg4ckN1vQFxH8qnUUhJaUCc40bie1R+qN5X980mDBviNUbNVWrj/\nEghLCWoNRQHH6A9rdZS3ou6KcYKzDB48GOfOnUNERISudIXmzZujf//+KCoqQtu2bZkTnPbt2ztl\nMuFO+vbtK3PaysvLw8WLFx1cCCMiIuzW1s7y4Ycfqu4TExNjv71jxw7FfdesWeMQ2WCtyuulSZMm\nOHXqlMP2V199FVWrVsWkSZMc6lzIiCbPAr1Vq1bYuHGj/b6zYoZlolLS8BYQWHVWvEgS/RsJDg7G\n+PHjkZqaiuvXr9sb+NIpdkpueMOHD0d6erriscoa49SpU7n7854DAP369VN8Hkm5cuXg6+vrYA0f\nEhKChg0bytIvK1SowBVJ1apVAyjR0/bwYWQWF+PtunXxScOGuGuxYOjJk1jvgUgszRknJi4S3xDR\npfY6bHqNonlQEK506QIL9Im9RuXK4Sy1Os5r1uksq1q0QBCjyTXtXqZEZT8/t0bnmjDqj2hbahqT\nyYRAs1mWXreASnuje4NJtVo0FlvkTsu1nLSd/oaKapJsVjE88jaq+PnJbNXVaORiLRvN4saN8apK\ntJuGjBTy+n0B+nuOmXGvF9fP16/b3fwGMNymN7VqhUBbyu+/IyLwthsXHksCEUlyE2rGBc6s2usR\nHqzIhbtNLwICAtCiRQvFxpEszGYz2rRpg/bt2xtiJFFSsL6P1atXA5BPYoOCglxewXcH69evl9li\nG2Fa0KdPH+b3T5qIkH2DJk2apOm49vHxwbRp0zBlyhSH9Es9eEOfNbKxMAmrUTbv98BK161YsSJa\ntWqF7t274/HHH8fw4cNl6W88JAfIiIgIVWdDPfb8Ss+pWbOmblHOOj5r1arlIMJYNUkSAQEB+J5a\nGZf6unxqc40bf/YsVyDpnVi4SmODJl2syUxJUMHXV1EgSYYV64mI525GLZvRIqm8j49dBJBEOHF+\nqFmCaURVOb+/OGIBMU8hegA4iiQeJpNJ85wjQON+tEOfQJlXatfGIgMi8Sz0zCe3tm6N4uhovBQW\nZrc9f6ZaNXRm1GYHmM33Uhp79sS7trTR0owQSW6CNeEB7lk6d+nSBU00Njgj4RW0v/HGG5qer8Ut\nTuAaOTk5yM7Otn9XJpMJvr6+qO+FJ4v8/HzZMWVE9DE0NFRWVyhBTnBr1qxpn5jrEdQmk8lltz+l\n3527er7R8GoBqzN6TPCEq1LTYX9/f3To0IFpagDcS3sE7n1X7777ruwxk8nkkJJG4swxYpRjIEts\n8cbDitTXrl0blSpVQjMF4fGvU6ewVCFNdVoJ/46HGCRuaEc8T3GMSA9vFRRkT+XqX60arNHRsEZH\nM4u/9dbRaIE1SXTGpfAyoyeYM3boWuClcbWjnNjohQCSrm5IVT+qITNG4Byv1q6NrzgLa1rw0yiG\nDrZrx32st83wArh3rFmjo7FGpceWO5xLPYFIt3MTf//9t8O2yZMnu7SSzav3CA0NRWhoqMwcgFeA\n7ufnZxdwWlaZBfpZvHix/bbV1lsBuDehU5rcSrRv3x6FhYWIj4932xglSAdGo6J4rhiM0KiZHehF\n6X8MV3Avcjc9evRg/mZ543VF0FatWlUxGteqVSusW7eO+ZgzF74ERiNCLb8DGl4U6xLDRess0ZtF\nQormKk24v1ZIFQJcaz7rDEa5j3kLbSpU0NUXScJd060RNWviW+I73+yEuyXrN2GUuNUCK7rUUGHx\nqZNGu3U9vFq7NqYRZkUs1BqNCvi8ULMmxiUlIUflvHmXEUX8KyoKnY8ckW1rw3Cx7RgSgmAfHwc3\nz+UaatLuZ+6vM7AXQRfNT58+3eVUHyU77HHjxsnusyyqAeC5554DcO/EThsmCPTD+gzzOM4+LLOJ\nLoxVyK5du2LAgAGGOq0111A4bVQdG2ti7+xrOxNxdQal35Y7IFPNJk2axO1hxBOX7l7gYNU6dnXS\nwpX1e2BZ4KvBE2hae3NJ599yLhznKQb0AfMES9wU2XAXYykXRmect7TwtEHn2BXU+dUdkS8e8xs1\nctimFD1wxwq/lrqdlS6ad5RlfEwmzGN8zzSsSGOnkBBZOisAHObUd29t3Rov1KiBTxo0QLeQEIyu\nVQv/dNJJ9n5BiCQ3keEGRyQly26TySRznuKlzNSvXx9vvPEGxo8fb4hNd1lHTwojq06N1Uumsi20\n/dprrxnW20aLIDYqksS6CDtzYR41apQRw3GAlbKnRUQaSb9+/fDmm2/ivffeU0w55NU2ujuVYeDA\ngfDz84O/vz9eeeUVTJw4EY8++qhhr//EE0/ofg59Tm1kmzSwznXPP/+87H7Hjh3tgpPlAKaVWxrr\nOdzNwKpVcbR9e7xeuzYaBAaqNnEcHRZWQiMzhk+pxrdGF8RL0MYLWmtraJ4jJpJVfH1RvgQjgCxB\nVNIRTyV+a9UKlp4975v0K08xwAVBT9rIV/b15Uaou1SsiG+bN8fb9erhr3btsKxpU5jL+Pcm0u3c\nROvWrWW9cpwlKCgIObauy2qi5sknn0S/fv3g4+OjeEIK1dD3QKANk8mEsWPH4vPPP2c+TjrdkemQ\nErTwpSMKDz/8ME6fPm1feX/22WcREREBq9WKPXv2IDY2VtM4zWYznnnmGfz000/cfYwUSd27d8df\nf/0FgG3pTjNhwgSZ9XdoaKjLPX14tGjRAseOHZNt84SlPC/aS+JMWpoRVK9eHRMmTADgej+1iRMn\n4pNPPrHf79ChA9op5L9rZdiwYQDuRRuDg4ORlZWFESNGAIDdYdNqtcJsNsts11lNTbXieots1znR\noQNa2tzqPg8OxueNG+N6QQG+S09H15AQdD16VLZ/kNlc6iY6/mYz7j74IA5kZqKTht+Js9CpZ7+7\nYFV8rnNn/Hz9OvpXrVqiguBJRlT5Ac5nVr2Ee2UBQO2AACGQDKCavz/+iorCgcxMDKhaFQ0o628l\nUxmzyYTEjh3xS0YGnvGQiUtpRYgkNxEVFYUtW7agoKDApbqKgQMHYseOHWjcuDHCNKwGGlUkLdBO\nZaKokYaXegcAb731loMlMyuyNGjQIOzduxeNGjWSOaP16tULWVlZqrVLUh+iFi1aYPr06Q4W3BJG\nXsh69eqF6OhozcKL/hx4DnBGwPqNXFWpRfEUSseWuzGq2XT58uUxbdo0AMYeY9JrmUwmvPXWWw6P\njRw5EsePH0fr1q1l70s3UdTDfzQ0GjWa9ZGRGEDUdbVk2HlX8/fHBKr1gIRaE0xvxd9sRg83L+gZ\nWfPVoFw5TCwBu+PlzZrhBVubhTfr1GH2deL9zg65sY2GNToaJqINhUQLN0UByyLdKlZEN86CntqZ\ntVlQEJoxapEEypTOs2cpQbIrdqWuokGDBhg9ejQeeughA0cmMBpe3x6ytoNu/BscHAyTyYRHHnkE\nANCuXTuZJbdEtWrV8NRTTzk0BjWZTBgwYIDq2OimwSNHjlR9jhF4q5374cOHHbadPHnSAyNRR2u9\njbejx06Yh/Q7AYAxY8ao7l+nTh08/vjjDn3LzCYTdrdti1G1auGvqChYo6PRkzPx6EuI1ECzGVFu\nKHpXo3+1atjfrh1+b9UKxQzbapouVBThtoebypYmcjkOst7E8Jo1caR9eyR27KipTkViU8uWqOfm\nFgjDGOYMpVWklzZ+UnGbEziHOHoFAgN48cUXmdtbEc3z+vbti06dOqF+/fp49dVX7du7deuG6dOn\nO1WnAfx/2hEATT2E6Emjt/CgzZnHZDKp9usxmpYtW5bo+2mFVdsopZSVNTp37oz+/fvjhRde4DbR\n1kqP0FB82bSpfVX2D0YEFwA2t26NI+3bY21kJHINqg90hs4hIXisShVNaXM727SR3W8lVo8V6U/U\nazxcwgYuzhIVHKwaFaDTr/5RAm62j1PvsayEjHfKIsnENXJdZCSeEG7FbkHkZgkEBjFs2DCsXLlS\ntq2BrfEacC+yQtZGGEXjxo1l4ui5557DDz/8oPicHj16YA+j47wn6d69OypXrowqVaq41W2OVZtl\npCmBkbBsyb2x51ZJ4OvrizaUADAKH4b4OGSrm4oKDvZIBMlZAn188E3Tpnjx9GkAYqKqxtImTdCz\nYkU8VKmSS6mY3kb3ihURQ9TBlkRd0FOUucBzZdwZzZ1ElCvnlJ2+QB8ikiQQGAQ9oR0zZgy3t4s7\naaQhBeNBla7snsDPzw9t2rRBnTp13Po+LCc7V5vUugvavIJMORMYC20H3aQU11KMqFULuT16ILN7\nd3TxgClJaaKGvz/G162LNoxar9LMx8QC3YYSipQH+fggt0cP/NC8OS536eKSk6RA4A0IkSQQGISf\nnx9efvlltGzZEm+99ZbLKUGu8Mwzz3DLM+kAABCJSURBVCg+7uvrW+K2196CURblJYHJZMKTTz4J\n4F4NG6uvlsAYvqd73ZTyWopyPv/X3p3HRHW3ewD/UpVFaUVU0NpXFCvQsg1QF5aqWK1FkFit1VDR\nxphipaLGN2IVvRrhFVtjVSoFqhGjxqrYKmJStVWbVgMYUDQiFVA2FxZ3NgeY5/7hdTIji957ZynD\n95PMH/M7v8M85zw8h3k4Z850w+u8kU+XNeKNN3DlvfeQ7e3d5h3w9MWqWzeE2dtjoI5u/EJkTGbS\n3hdxEFGnlpWVhevXr+PTTz9t805lNTU1SEpKQktLC+bMmYOhRrhzl7Hk5OQgIyND/fxVPstFpu+/\nbt7EdxUV+Pe//oU1bVzqSEREXQebJKIurK6uDiqVqs276pkyEUFiYiJqamowc+ZMuLi4GDsk+ocQ\nkX/smUUiIjIcNklEREREREQaOvdF10RERERERDrGJomIiIiIiEgDmyQiIiIiIiINbJKIiIiIiIg0\nsEkiIiIiIiLSwCaJiIiIiIhIA5skIiIiIiIiDWySiIiIiIiINLBJIiIiIiIi0sAmiYiIiIiISAOb\nJCIiIiIiIg1skoiIiIiIiDSwSSIiIiIiItLAJklPlEolVq9ejREjRsDf3x8//vijsUPqMjIyMuDs\n7Kz1WLhwIQDg1q1bmDdvHhQKBYKCgvDHH38YOVrTo1QqERISgvPnz6vHHj58iKioKHh7e2P8+PH4\n5ZdftNYpKCjAzJkz4enpiWnTpuHy5cuGDtsktZWL5OTkVvURFxenXs5c6E5ZWRkWLFiAESNGYMyY\nMYiPj8fTp08BvPxYlJmZiSlTpsDT0xPh4eEoLS01xiaYjI5ysWbNmlY1kZqaql6XudCt4uJifP75\n5/Dy8kJgYCB27NihXsa6MKyOcsG6ACCkF+vXr5eQkBC5cuWKnDp1Sry8vCQjI8PYYXUJmzdvlsjI\nSKmqqlI/Hj16JCqVSkJDQ2Xp0qVSWFgoycnJ4uHhIWVlZcYO2WQ0NjZKZGSkODk5yblz59TjERER\nEh4eLgUFBXLo0CFxc3OTnJwcERGpq6sTf39/iYuLk6KiIomNjZXRo0fLkydPjLUZJqG9XCxbtkzW\nr1+vVR/P9zVzoTtPnz6VoKAgWbRokRQVFUlWVpZ88MEHsmHDhpcei27fvi0KhUJSUlKksLBQlixZ\nIpMnT5aWlhYjb1Xn1FEuRERmzZolO3bs0KqJ+vp6EWEudE2pVEpgYKCsWLFCSkpK5PTp0+Ll5SVH\njx5lXRhYR7kQYV2IiLBJ0oO6ujpxd3fXemOyfft2mTVrlhGj6joiIyNl27ZtrcbPnz8v7u7uWm/4\n5s6dK5s3bzZkeCarsLBQQkNDZcqUKVpvzEtLS8XJyUlKSkrUc1euXCnLli0TEZFDhw7JuHHj1AdX\nlUolEydOlIMHDxp+I0xEe7kQEZk6daocPny4zfWYC925cOGCuLq6Sm1trXosPT1d/Pz8Xnos2rJl\ni9bfi/r6evHy8tLKI726jnIhIjJy5EjJzMxsc13mQrfKy8tl8eLF0tDQoB6LjIyUmJgY1oWBdZQL\nEdaFiAgvt9ODgoICKJVK+Pj4qMd8fHxw5coVtLS0GDGyrqGoqAhDhw5tNZ6Xl4d3330X1tbW6jEf\nHx9cunTJkOGZrOzsbIwaNQoHDhzQGs/Ly0P//v3h4OCgHtPc73l5efD29sZrrz07HJmZmcHb2xsX\nL140XPAmpr1cqFQq3Lx5s836AJgLXXJ0dERKSgp69eqlHjMzM8Pjx49feizKy8vDiBEj1MusrKzg\n6urKPPwfdZSL6upqPHz4sMOaYC5056233sKWLVtgaWkJEUFOTg4uXLgAX19f1oWBdZQL1sUzbJL0\noLq6Gr1794aFhYV6rF+/fmhqasK9e/eMGJnpUyqVKC8vx5kzZzBx4kRMmDABmzZtglKpRHV1Nezs\n7LTm9+3bF3fv3jVStKYlLCwMK1euhJWVldb4y/Z7e8srKyv1G7AJay8Xt27dQkNDAw4ePIjAwEAE\nBQVhx44dUKlUAJgLXbK1tYWfn5/6uUqlwt69e+Hn58eaMLCOclFUVITu3btj69ateP/99xEaGoqf\nf/5ZPZe50J8xY8YgLCwMXl5emDRpEuvCiF7MBevime7GDsAUNTQ0wNzcXGvs+XOlUmmMkLqM0tJS\nNDc3o2fPnkhISEBZWRni4uJQV1eHp0+fokePHlrzzc3N0dTUZKRou4b26qGpqQki0u5y1oruFRcX\nAwDs7e2RlJSE/Px89U0b5s+fz1zo0YYNG3Dt2jWkpaVh165dHR6LmAf90sxFdnY2AMDFxQXh4eHI\nzs7GmjVrYGVlhaCgIOZCjxITE1FVVYW1a9diw4YNaGhoYF0YyYu5eH4GqavXBZskPbCwsGj1i/L8\n+Yv/2SXdGj58ODIzM9GnTx8AzwpcRLBs2TLMmDEDtbW1WvOVSiUsLS2NEWqX0V49WFpawszMrMPl\npFvjxo3Tqg9nZ2c8ePAA+/btw/z585kLPRARxMXFYf/+/di6dSuGDx8OCwuLDo9F7eXBxsbGYHGb\norZy8fbbbyM4OFi9b11cX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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting segmented QoM in the three directions with color-coded conditions for one participant\n", "f = plt.figure(figsize=(14,12))\n", "hfont = {'fontname':'Helvetica'}\n", "\n", "axX = plt.subplot(3, 1, 1)\n", "axX.set_facecolor(\"white\")\n", "\n", "plt.title('Segmented QoM from participant 1_2', fontsize=16)\n", "\n", "\n", "axX.plot(QoMX_smooth_segmented_sil[1][2], 'gray', lw=3, label='_nolegend_') #plotting silence segment participant 1_2\n", "for j in range(1,8):\n", " axX.plot(QoMX_smooth_segmented_mus[1][j][2], 'c', lw=3, label='_nolegend_') #plotting music segments participant 1_2\n", "\n", "\n", " \n", "plt.plot([], label=\"Silence\", color='gray') \n", "plt.plot([], label=\"Stimuli\", color='c')\n", "plt.tick_params(axis='both', which='major', labelsize=14)\n", "plt.ylabel('AP QoM (mm/s)', fontsize=16);\n", "plt.legend(loc='upper right', fontsize=14)\n", "\n", "\n", "axZ = plt.subplot(3, 1, 2)\n", "axZ.set_facecolor(\"white\")\n", "\n", "axZ.plot(QoMY_smooth_segmented_sil[1][2], 'gray', lw=3, label='_nolegend_') #plotting silence segment participant 1_2\n", "for j in range(1,8):\n", " axZ.plot(QoMY_smooth_segmented_mus[1][j][2], 'c', lw=3, label='_nolegend_') #plotting music segments participant 1_2\n", "\n", "\n", "plt.plot([], label=\"Silence\", color='gray') \n", "plt.plot([], label=\"Stimuli\", color='c')\n", "plt.tick_params(axis='both', which='major', labelsize=14)\n", "plt.ylabel('ML QoM (mm/s)', fontsize=16);\n", "plt.legend(loc='upper right', fontsize=14)\n", "\n", "\n", "axY = plt.subplot(3, 1, 3)\n", "axY.set_facecolor(\"white\")\n", "\n", "axY.plot(QoMZ_smooth_segmented_sil[1][2], 'gray', lw=3, label='_nolegend_') #plotting silence segment participant 1_2\n", "for j in range(1,8):\n", " axY.plot(QoMZ_smooth_segmented_mus[1][j][2], 'c', lw=3, label='_nolegend_') #plotting music segments participant 1_2\n", " \n", "plt.plot([], label=\"Silence\", color='gray') \n", "plt.plot([], label=\"Stimuli\", color='c')\n", "plt.tick_params(axis='both', which='major', labelsize=14)\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.ylabel('SI QoM (mm/s)', fontsize=16);\n", "plt.legend(loc='upper right', fontsize=14)\n", "\n", "plt.subplots_adjust(hspace=0.5)\n", "\n" ] }, { "cell_type": "code", "execution_count": 147, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 541 }, "colab_type": "code", "id": "ZiQaI9nk5MxN", "outputId": "88e27850-991d-43c1-e6b5-aac9cbc72fcc" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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lV//88w/Tp0/n7NmzFC9enPr16yvZ77Rj1X9vq1SqFz4Rq1mzJjVr1qRly5ZYWloyd+5c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C4jEPqdB8BDqrUBFd15/rBw4WRHISFStjUyOgrRF3hvUAoFhaXbFyhkk/WEScLJiCR2ME3nCUJO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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting segmented QoM (norm) with color-coded stimuli for one participant\n", "\n", "fig8, ax8 = plt.subplots(1)\n", "fig8.set_figheight(8)\n", "fig8.set_figwidth(12)\n", "ax8.set_facecolor(\"white\")\n", "\n", "ax8.plot(QoM_smooth_segmented_sil[4][2], 'gray', lw=3, label='_nolegend_') #plotting silence segments\n", "\n", "ax8.plot(QoM_smooth_segmented_mus[4][1][2], 'magenta', lw=3, label='_nolegend_') #plotting stimuli1\n", "ax8.plot(QoM_smooth_segmented_mus[4][2][2], 'salmon', lw=3, label='_nolegend_') #plotting stimuli2\n", "ax8.plot(QoM_smooth_segmented_mus[4][3][2], 'khaki', lw=3, label='_nolegend_') #plotting stimuli3\n", "ax8.plot(QoM_smooth_segmented_mus[4][4][2], 'teal', lw=3, label='_nolegend_') #plotting stimuli4\n", "ax8.plot(QoM_smooth_segmented_mus[4][5][2], 'orchid', lw=3, label='_nolegend_') #plotting stimuli5\n", "ax8.plot(QoM_smooth_segmented_mus[4][6][2], 'tan', lw=3, label='_nolegend_') #plotting stimuli6\n", "ax8.plot(QoM_smooth_segmented_mus[4][7][2], 'seagreen', lw=3, label='_nolegend_') #plotting stimuli7\n", "\n", "\n", "plt.plot([], label=\"Silence\", color='gray')\n", "\n", "plt.plot([], label=\"Lento Ligeti\", color='magenta')\n", "plt.plot([], label=\"Allegro Ligeti\", color='salmon')\n", "plt.plot([], label=\"Rodrigo\", color='khaki')\n", "plt.plot([], label=\"Vivaldi\", color='teal')\n", "plt.plot([], label=\"D'Angelo Hiphop\", color='orchid')\n", "plt.plot([], label=\"Salsa\", color='tan')\n", "plt.plot([], label=\"EdM\", color='seagreen')\n", "\n", " #1 - Lento (#3) from György Ligeti’s Ten Pieces for Wind Quintet (20s)\n", " #2 - Allegro con delicatezza (#8) from György Ligeti’s Ten Pieces for Wind Quintet (15s)\n", " #3 - Adagio from Joaquin Rodrigo's Concierto de Aranjuez (40s)\n", " #4 - Winter movement from Vivaldi's The Four Seasons (20s)\n", " #5 - Left & Right by D'Angelo, featuring Method Man & Redman (35s)\n", " #6 - Salsa (20s)\n", " #7 - EDM (30s)\n", "\n", "plt.tick_params(axis='both', which='major', labelsize=14)\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.ylabel('QoM (mm/s)', fontsize=16);\n", "plt.title('Segmented 3D QoM (participant 3_2)', fontsize=16)\n", "plt.legend(loc='upper right', fontsize=11)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text", "id": "W77Tlg-cADvB" }, "source": [ "## Visualizing the stimuli" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 727 }, "colab_type": "code", "collapsed": true, "id": "lWjZKn2HACMJ", "outputId": "b459f3c2-7a03-40b7-aa1e-6e9536e04edd" }, "outputs": [ { "ename": "NameError", "evalue": "name 'librosa' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m#Plotting segmented QoM (norm) with color-coded stimuli for one participant AND stimuli waveforms\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0my1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msr1\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibrosa\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'drive/My Drive/UiO RITMO/2019 NM/DRUMS90bpm.wav'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0my2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msr2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibrosa\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'drive/My Drive/UiO RITMO/2019 NM/DRUMS120bpm.wav'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0my3\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msr3\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibrosa\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'drive/My Drive/UiO RITMO/2019 NM/DRUMS140bpm.wav'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'librosa' is not defined" ] } ], "source": [ "#Plotting segmented QoM (norm) with color-coded stimuli for one participant AND stimuli waveforms\n", "\n", "#Loading stimuli files with librosa\n", "\n", "y1, sr1 = librosa.load('path_lento')\n", "y2, sr2 = librosa.load('path_allegro')\n", "y3, sr3 = librosa.load('path_rodrigo')\n", "y4, sr4 = librosa.load('path_vivaldi')\n", "y5, sr5 = librosa.load('path_hiphop')\n", "y6, sr6 = librosa.load('path_salsa')\n", "y7, sr7 = librosa.load('path_edm')\n", "\n", "\n", "\n", "fig = plt.figure(figsize=(16,12))\n", "grid = plt.GridSpec(20, 7, wspace=0.5, hspace=0.5)\n", "\n", "\n", "plt.subplot(grid[0:6,0:2])\n", "librosa.display.waveplot(y1, sr=sr1, color='magenta')\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.xticks(fontsize=14);\n", "plt.yticks(fontsize=14);\n", "plt.ylim((-1,1))\n", "\n", "\n", "plt.subplot(grid[0:6,2:4])\n", "librosa.display.waveplot(y2, sr=sr2, color='salmon')\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.xticks(fontsize=14);\n", "plt.yticks(fontsize=14);\n", "plt.ylim((-1,1))\n", "\n", "\n", "plt.subplot(grid[0:6,4:6])\n", "librosa.display.waveplot(y3, sr=sr3, color='khaki')\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.xticks(fontsize=14);\n", "plt.yticks(fontsize=14);\n", "plt.ylim((-1,1))\n", "\n", "plt.subplot(grid[7:13,0:2])\n", "librosa.display.waveplot(y4, sr=sr4, color='teal')\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.xticks(fontsize=14);\n", "plt.yticks(fontsize=14);\n", "plt.ylim((-1,1))\n", "\n", "plt.subplot(grid[7:13,2:4])\n", "librosa.display.waveplot(y5, sr=sr5, color='orchid')\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.xticks(fontsize=14);\n", "plt.yticks(fontsize=14);\n", "plt.ylim((-1,1))\n", "\n", "plt.subplot(grid[7:13,4:6])\n", "librosa.display.waveplot(y6, sr=sr6, color='tan')\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.xticks(fontsize=14);\n", "plt.yticks(fontsize=14);\n", "plt.ylim((-1,1))\n", "\n", "plt.subplot(grid[14:20,2:4])\n", "librosa.display.waveplot(y7, sr=sr7, color='seagreen')\n", "plt.xlabel('Time (s)', fontsize=16);\n", "plt.xticks(fontsize=14);\n", "plt.yticks(fontsize=14);\n", "plt.ylim((-1,1))\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 585 }, "colab_type": "code", "collapsed": true, "id": "mWEnzNAW6piL", "outputId": "f1f1e5af-a54f-477a-d612-3f28ea991408" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light", "tags": [] }, "output_type": "display_data" } ], "source": [ "#Generating spectrograms for all stimuli\n", "\n", "D1 = librosa.amplitude_to_db(np.abs(librosa.stft(y1)), ref=np.max)\n", "D2 = librosa.amplitude_to_db(np.abs(librosa.stft(y2)), ref=np.max)\n", "D3 = librosa.amplitude_to_db(np.abs(librosa.stft(y3)), ref=np.max)\n", "D4 = librosa.amplitude_to_db(np.abs(librosa.stft(y4)), ref=np.max)\n", "D5 = librosa.amplitude_to_db(np.abs(librosa.stft(y5)), ref=np.max)\n", "D6 = librosa.amplitude_to_db(np.abs(librosa.stft(y6)), ref=np.max)\n", "D7 = librosa.amplitude_to_db(np.abs(librosa.stft(y7)), ref=np.max)\n", "\n", "\n", "fig = plt.figure(figsize=(12,8))\n", "\n", "plt.subplot(3, 3, 1)\n", "librosa.display.specshow(D1, y_axis='log')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('Lento - Ligeti')\n", "\n", "plt.subplot(3, 3, 2)\n", "librosa.display.specshow(D2, y_axis='log')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('Allegro - Ligeti')\n", "\n", "plt.subplot(3, 3, 3)\n", "librosa.display.specshow(D3, x_axis='time', y_axis='log')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('Rodrigo - Aranjuez')\n", "\n", "plt.subplot(3, 3, 4)\n", "librosa.display.specshow(D4, y_axis='log')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('Vivaldi - Winter')\n", "\n", "plt.subplot(3, 3, 5)\n", "librosa.display.specshow(D5, y_axis='log')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('HipHop')\n", "\n", "plt.subplot(3, 3, 6)\n", "librosa.display.specshow(D6, x_axis='time', y_axis='log')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('Salsa')\n", "\n", "plt.subplot(3, 3, 7)\n", "librosa.display.specshow(D7, x_axis='time', y_axis='log')\n", "plt.colorbar(format='%+2.0f dB')\n", "plt.title('EDM')\n", "\n", "\n", "plt.tight_layout()\n", "\n", "fig.savefig(\"spectrograms_stimuli.pdf\", bbox_inches='tight')\n" ] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "name": "NM19_2", "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 1 }