diff --git a/tutorials/1-signals.ipynb b/tutorials/1-signals.ipynb index 7639a6f..1519b29 100755 --- a/tutorials/1-signals.ipynb +++ b/tutorials/1-signals.ipynb @@ -41,23 +41,6 @@ "%matplotlib inline" ] }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3\n" - ] - } - ], - "source": [ - "print" - ] - }, { "cell_type": "markdown", "metadata": { @@ -120,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, @@ -179,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, @@ -189,16 +172,16 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -228,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -237,54 +220,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, - "outputs": [ - { - "ename": "ModuleNotFoundError", - "evalue": "No module named 'pytest'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mpyphysio\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtests\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mTestData\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/media/veracrypt1/UniTn/software/pyphysio/pyphysio/tests/__init__.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;31m# noinspection PyUnresolvedReferences\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mpytest\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mapprox\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mapprox\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0m__author__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'aleb'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'pytest'" - ] - } - ], - "source": [ - "from pyphysio.tests import TestData" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true, - "deletable": true, - "editable": true, - "scrolled": true - }, - "outputs": [ - { - "ename": "ImportError", - "evalue": "cannot import name 'TestData' from 'pyphysio' (/media/veracrypt1/UniTn/software/pyphysio/pyphysio/__init__.py)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\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# import data from included examples\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mpyphysio\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mTestData\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mecg_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTestData\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mecg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mImportError\u001b[0m: cannot import name 'TestData' from 'pyphysio' (/media/veracrypt1/UniTn/software/pyphysio/pyphysio/__init__.py)" - ] - } - ], + "outputs": [], "source": [ "# import data from included examples\n", - "from pyphysio import TestData\n", + "from pyphysio.tests import TestData\n", "\n", "ecg_data = TestData.ecg()\n", - "\n", "eda_data = TestData.eda()" ] }, @@ -302,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "collapsed": true, "deletable": true, @@ -317,12 +260,12 @@ "\n", "ecg = EvenlySignal(values = ecg_data, \n", " sampling_freq = fsamp, \n", - " signal_nature = 'ecg', \n", + " signal_type = 'ecg', \n", " start_time = tstart_ecg)\n", "\n", "eda = EvenlySignal(values = eda_data, \n", " sampling_freq = fsamp, \n", - " signal_nature = 'eda', \n", + " signal_type = 'eda', \n", " start_time = tstart_eda)" ] }, @@ -340,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, @@ -350,21 +293,23 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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81Ethub5rhdskg+FvvVmDwbgtTGMkrhsD0Vs5695rcokbr3tRCsTD1NRpj3xf\nuhYpxvhOZRRZXo0QnA8G5wmMvvl6mFVs8aAqqbS8Ypyz4S0Ky51bxTm/zHJlnluqXyVvLJ2sEu0d\ncqWysiqDQUMcymi6YmS1QQFX1mh/D5zVlrzNr9S/6qvR+TvRq743ftulVbX6ZqxvVjahFIgbqW3h\nhT5wRvvQNqa6/2PXm7S85hO5jC35A2eKHM7XWEZ7TmvKtthCWG6jWe+3U5aXCDW2fI2K21HyrCgC\ne9G7kgNINlTay/dl6J63rZgqRwPHrUzuO52v31rw5oQG+Tt1fp2hu2R834zlan5vjmJsVO1Nd/yb\n8DRKgbgRb/GWchW1hg+updb0Twcynb7O4awSAHIciHG0z8s+1u/3nPW0CG2WMCcViC/i7pnoSoG4\nkeo2rkAcqdAVCldhHDtrT7QrE5YQYq4Q4rAQIlUI8aCF48FCiC8Nx7cJIRLdL6V++OLYhUKh8B1a\n8y7UG48pEMPM9teBC4EhwDVCiCFmyW4GCqSU/YCXgOfdK6V+pGaXMuG5XzwthkKhaMM4O7ZnL57s\ngYwHUqWUx6WU1WhRfi82S3Mx8LHh/6+Bc4W3TCe1k/P+/aunRVAoFG2cqlr7IgY4iycVSHfgdKPt\ndMM+i2mklLVAEdDJLdLpzPQBnT0tgkKhaON8uCnNrdezeSa6NyOEWIRhgav4+HiSkpJMx0pLS5ts\ne4r1Ryy7MSoUCoWerF23zhQJoDWcrR89qUDOAD0bbfcw7LOUJl0IEQB0BPLMM5JSvgO8AzBu3Dg5\nc+ZM07GkpCQab3uMlcs9LYFCoWgHzJ41y+a0ztaPnjRh7QD6CyF6G9YWuRpYapZmKXCj4f/LgbXS\nm1aoUSgUinaMx3ogUspaIcSdaMvl+gMfSCkPCiH+DuyUUi4F3gc+FUKkAvloSkahUCgUXoBHx0Ck\nlCuAFWb7Hm/0fyVwhbvlcgUzB3Ym6XCOp8VQKBQK3VAz0d2EMXx3W+aReYPdcp3zBsc32zcgPsIt\n11a0P3zp3eocGezW6ykFomjCD3dM4f8uGADAs5cO44mLzOd2WiZt8Xz+NL2PaXt2L9s6t8O7d7Rb\nxq4dQ5rtO5JVCkCvmDAALhnVzeK5V43raXG/OYmdwuyWy9XERri3cnCGBSO68uh8fRsUfWLDbU77\n451TTf9bel/sIThAi6kV7gOxtaLDAt16PaVA3MTLV42yuN+b5oe89fuxjOwZxZ2z+5O2eD7XTUjg\nD1N6W02vMwXzAAAgAElEQVS/6cHZPL5gCCvvnmbad9/5A1j2l6ncMCSYtMXziTO0iD7/0wRW3zOd\nHY+cZwpyt/Whc/nxL1Mt5m2JxxYM4f45A3nwwkGmfd/cNolvbptkUgwJhop/cr9Yi3kYvRu7R4UC\ncMOkBO6c1Y+H5w1qks7fz/75qhv+Novvbp/cZN+ds/oxNiHa6jn2KIWdj55H2uL57H/yAvY/eYHV\ndP+8fAQAN0/Vnt3InlGmYy9fNYq4yGBG9LBfcbfE+zeOa7L9+IIh3DKtj5XUjrHk1olcPrZHk307\nHz3PYtph3TuY/v/pr9MsprHGSLOyCQrQqsnAgObV5eS+nbiwd9NK+8ZJCay4axpL75wCwAVDtB7z\nOAvvQUx4EE9fMswu+ZYsmshLV43k9xN7sfa+GRZldRdtYh6IL9AtKpRH5w9mfO8YosOCmPliEnX1\nkneuH8ugx1YC8IcpiU0mAv1zeii9Bo3kqne2mvZ9c9tkfv/eNrvXqL5rdj9eXZvaYpq5w7rYlWeg\nv+CPU5sqmL+c2x+ApKPa9re3T+bAmSIm922o0JP/Pteu6xiZ0q8Tg7p0aLJvbEKM6e/zl48gu6SS\nt389zu9Gd2dKv1imLF7bJL3Rh++cxGhenTSK4d2jCArw44ONJwAID4SyGhjdK5pjOWVEhQXavAZI\nz5gwesaE8ev9M1mdnMUzyw8xrHsH/m/OQC56bSP7G4Wy7x8XwdHsUgZ3jWTDUS0IZXCAH1ef05ND\nGSXMGhRHTHggXTqGcuMH25tcJzLEciuzb0c/jhXVc8W4nlxhUKiPLWjeg7xkdHcWvLahyb41906n\nsqaeBa9ttOlezZnWvzMb/jaLWz/dRXJGMR1CNRlvnJTAx1tOWjznjevGsDo5i+92N/Xef/Wa0cSG\nB/FzchYfbU4DYN7wLsSGB/PiFSN5auFQvt19hnMSo4mNCGbFXdOY9+oGrhnfiy+2nwKarn/uZ0Nj\n4OmLhzKhTycGxEdyOLOEOS+v5+lLhnE8p5RF0/tw2RubeXTBEKb0jSU0yJ/hT67i6nN68tTFw0hK\nSmLaqEEM7dahibIGSP77HMKCtGp2R1o+V7y1hQHxERzJKiU2Ioidj55PZlElj31/AIDI4AD+e8sE\nLn59k0U5tz18LvEdtB7VpaM1ZXrkmQtZeTCTu77YTUiAe3tJSoG4kcYtMuNaA0H+foxPjGF7Wj6P\nzBvMRSO78bs3NjM2IZrOYdVM6NOJtMXzSXxQm0cyNiGaWYM6s2K/fWHRF4zs1qICefrioXbfT1xk\n66aBHtFh9Ihu2Rz0j98N56Fv91s9PrVfLP+9ZUKTfY8vGMK4xOYturjIEFOl2T0qlAuGxPNzcpbp\nuLFe8ffzMykfgL5xmp37mkFB3H7JDFOlFmCl8rlsTA8qa+o4b0gcr6w5yn0XDDQdS+gUzh+m9KZf\nXAQzDD3MH/8ylcqaOj7YdIIXVh7mhsmJPPb9AS4e1Z0NR3O5aGQ3XrtmtMVrrbp7OqGBzSuGNffO\noKK6jov+o1X6958TwtAxE5qls0StWcykDqGB9ItreJ7v3TCOT7aeZP2RBsePb2+fTGV1HV/tSudf\nV4zEz0+Y3stAf0HPmDBWmLX2+3S2PH7wp2m9mTe8K/OGdzWV9a3T+3DlOT3pazhnfO8YxveOYUrf\nWDo2Ms2EBwdw/cQE0/aQbh1IWzyfH/eeNSkQgO2PnIufaH35sScuGsL1kxJN2wO7RLL7sfOJCgs0\nKaLND53b5JzDz1zYZPvaCb0s5m1UHgDnJMaQ8vRcggP8+PfqI9xlaGzFRgQxvncMI7p35MbJiaw/\n2tzZ5q3fj2FcYozFHmtQgB/zhnVh+8Re3Dq9byt3qy9KgXiIV68ZzfsbjuPnJ/jk5vGUVdUS4O/H\nmF7R/HzPdLpFhbJzS0Nr8OapvTnf0BV+4fKRdiuQ1hYuavwBuZtrxvcyKZC/zR3ICysPM7VfrGlx\nrZDA5t1y856PNcYlRjdRIFFhQQB06dj0Q5wxoDOr75lOevJOYsKDOGtYA71nTFiz9U0OPDWH0EB/\nk5nL2BJsjL+fYObAuCb7QgL9uXV6X0Z0j2Jq/1iuPqcngf5+XDKqW4szhwd2ibS4v59B6f1t7kD2\npxcRElBCzxjbxm5G94omJbOkQV7D9T+7ZQLrUrI5b0g85w2JZ9aLSZzI1aIohAT4M6ZXdBPz4ItX\njOQfKw5hLUTd5L5a5KGLRnbjx71nmdy3E5//aaLFtA+ZOWEE+Psxb3hXm+4HGhoHRowNnLJWFoCy\nZKaNDg+y+br2EGJoCDRucAT4+/G/WyeZti0t+xAVFtSiuTPA349nLhmuo6S2ocZAPMTCkd34wTDQ\nFxLoT6dGL8eA+Egigpvq9scWDGFiH+1jjAgOYPvD5zazO7eEscdjJMi/4dG3ZE93N7fP7Efa4vn8\n95YJRBrK4NH5tg3kW6LW7L6vm9CLf185kr+eO6BZ2v7xkaaK8Me92kJPu08VsvyuhnGab26bRERw\ngENjJKAplqn9tQo40PAMAvz9bDKzWOP2mf148/dj7TrnyYVD+Omv0+jTOdwkA8CUfrE82sjsZVRI\n107oxeCuzRXZ5WN7sOux861ep398JGmL5/O7MVqYu9mD4pql+XLRRK4d5HyFba2vYan35s0Yx0Uj\nQxrqgA5WzJaeRvVAfJS4DiGc2yGES0Z140xhBTvSCnhg7iCeX5liMX1iCx4s1mzqRn43pjvf/mYe\nZcb1GCvVjqGOfzxGU82tM/pw2ZgepnEKexjStQNPLRzKghFdmyh6XyY4wJ/BXTvw35snsP5IjtUy\nfu3q0WxPyzf1fh1l1sA4/nfrJIsDyRP6dKLilPMVpDUd7Ixy9gS9YsIY1TOKv80dyLXvbgOgb5zt\nHmjuRPVAfJyXrx5t6rpeOKwLOx45j6T/m9ksnXkLxh5/cfPeEOjv7ZG2eD5pi+c32Wf0v7fk/WIr\nY3ppFdbUfrEMiLdsCrLEP68YCcBTC4cihODGyYltRnk0pltUKFePt2y/B+gYFui08jAyvneMSytz\n31zooTmB/n58f8eUJo4nwW4eHLcV1QNpAwzsEtmk8u0cGcyzlw7jg40nKCyv4ZLR5lHy4b4LBnDv\n//balL+l6GOBbmjVvXvDOA6cKbaowGxlav9Y9j15gd0mgBkDOrPlodl06eDcHAKFO2kjGqQRL1w+\ngq93pXtaDKsoBdJGuW5CAtdNSLB6PDjAnzX3zmhiZ7WV+SO68pfZ/ZwRzyaiwoJM4wXO4Kj9uGvH\nUKevrXAfxh5IsIUea8rTcwnwE/R75Kcm+9ffb3vkWk9w5bieXGnj5FdPoBRIO2Le8C4m7y0hGrx4\nWsM4u/uqcT2Z0j+WhSMtz/JWKDyJsf9RZcGLKcTKQHovL4w44EsoBdKOeOO6sTz07X6+2H6KUDvC\nMtw8tTcDukQyvX+sVXdNhcLT2LqIUkN6FwnSjlAKpJ3x6PzBDO4ayUw7Qqj4+QnThDiFwltRbRv3\noxRIOyM8OIAbPDhpUKFwFUYFMk2HcTOFbSg3XoVC0SaoqtHGPloys665tyH44O/GNI8goLAP1QNR\nKBRtguOGkCvZxZVW0/SLi+DGSQlM6tvJ4royCvtQCkShULQJjOt+ZLagQACeuti+8OkK6ygTlkKh\naBPsPlUIYHP4fYXzeESBCCFihBCrhRBHDX8trrgjhKgTQuwx/Cx1t5wKhcJ3GNy1Q+uJFLriKRPW\ng8AvUsrFQogHDdsPWEhXIaW0vJSfQqFQNOLaCb0orKjmD5NtC/WvcB5PmbAuBj42/P8xcImH5FAo\nFG2I22f2s2uSrMI5hLQUKc/VFxWiUEoZZfhfAAXGbbN0tcAeoBZYLKX83kp+i4BFAPHx8WOXLFli\nOlZaWkpEhG0hO7wNJbv78VW5QcnuKdqK7LNmzdolpbR9kSEAKaVLfoA1wAELPxcDhWZpC6zk0d3w\ntw+QBvRt7bpjx46VjVm3bp30VZTs7sdX5ZZSye4p2orswE5pZz3vqR7IYWCmlDJDCNEVSJJSDmzl\nnI+AZVLKr1tJlwOcbLQrFsh1UmRPoWR3P74qNyjZPUVbkT1BSmlXzCJPDaIvBW4EFhv+/mCewOCZ\nVS6lrBJCxAJTgBday9i8AIQQO6W93TIvQcnufnxVblCye4r2LLunBtEXA+cLIY4C5xm2EUKME0K8\nZ0gzGNgphNgLrEMbA0n2iLQKhUKhaIZHeiBSyjzgXAv7dwK3GP7fDAx3s2gKhUKhsJH2MBP9HU8L\n4ARKdvfjq3KDkt1TtFvZPTKIrlAoFArfpz30QBQKhULhApQCUSgUCoVDtFkFIoSYK4Q4LIRINcTb\n8lqEED2FEOuEEMlCiINCiL8a9tsUdNIbEEL4CyF2CyGWGbZ7CyG2Gcr/SyFEkKdltIQQIkoI8bUQ\nIkUIcUgIMclXyl0IcY/hfTkghPhCCBHireUuhPhACJEthDjQaJ/FchYarxruYZ8QYoznJLcq+z8N\n78w+IcR3QoioRsceMsh+WAgxxzNSW5a70bH7hBDSMEXC4TJvkwpECOEPvA5cCAwBrhFCDPGsVC1S\nC9wnpRwCTATuMMhrDDrZH/jFsO2t/BU41Gj7eeAlKWU/oAC42SNStc4rwEop5SBgJNo9eH25CyG6\nA3cB46SUwwB/4Gq8t9w/Auaa7bNWzhcC/Q0/i4A33SSjNT6iueyrgWFSyhHAEeAhAMN3ezUw1HDO\nG4b6yBN8RHO5EUL0BC4ATjXa7VCZt0kFAowHUqWUx6WU1cAStBAqXomUMkNK+Zvh/xK0Sqw7PhJ0\nUgjRA5gPvGfYFsBswBg1wCtlF0J0BKYD7wNIKaullIX4SLmjueGHCiECgDAgAy8tdynleiDfbLe1\ncr4Y+MQQYWMrEGWIWOERLMkupfxZSllr2NwKGNfHvRhYIqWsklKeAFLR6iO3Y6XMAV4C/gY09qBy\nqMzbqgLpDpxutJ1u2Of1CCESgdHANiBeSplhOJQJeOsanC+jvZD1hu1OaPHOjB+Yt5Z/byAH+NBg\nfntPCBGOD5S7lPIM8CJaKzIDKAJ24RvlbsRaOfva9/tH4CfD/14tuxDiYuCMlHKv2SGH5G6rCsQn\nEUJEAN8Ad0spixsfMwQ78zqfayHEAiBbSrnL07I4QAAwBnhTSjkaKMPMXOXF5R6N1mrsDXQDwrFg\nrvAVvLWcW0MI8QiaCfozT8vSGkKIMOBh4HG98myrCuQM0LPRdg/DPq9FCBGIpjw+k1J+a9idZexG\nGv5me0q+FpgCLBRCpKGZCmejjStEGUwr4L3lnw6kSym3Gba/RlMovlDu5wEnpJQ5Usoa4Fu0Z+EL\n5W7EWjn7xPcrhLgJWABcJxsm1Hmz7H3RGhx7Dd9rD+A3IUQXHJS7rSqQHUB/g0dKENqgltcuiWsY\nM3gfOCSl/HejQ8agk2Al6KSnkVI+JKXsIaVMRCvntVLK69Dil11uSOatsmcCp4UQxkjQ5wLJ+EC5\no5muJgohwgzvj1F2ry/3Rlgr56XADQbPoIlAUSNTl1cghJiLZrZdKKUsb3RoKXC1ECJYCNEbbVB6\nuydkNEdKuV9KGSelTDR8r+nAGMN34FiZ2xv/3Vd+gHlo3hHHgEc8LU8rsk5F677vQ1tAa49B/k5o\n3ilH0dZXifG0rK3cx0y0kPugreGyHW0Q8Ssg2NPyWZF5FLDTUPbfA9G+Uu7AU0AK2jo7nwLB3lru\nwBdoYzU1horrZmvlDAg0L8pjwH40TzNvkz0VbczA+L2+1Sj9IwbZDwMXepPcZsfTgFhnylyFMlEo\nFAqFQ7RVE5ZCoVAoXIxSIAqFQqFwCKVAFAqFQuEQnlrS1mXExsbKxMRE03ZZWRnh4eGeE8gJlOzu\nx1flBiW7p2grsu/atStX2rkmuse9M/T+GTt2rGzMunXrpK+iZHc/viq3lEp2T9FWZAd2SjvrW2XC\nUigUCoVDKAWiUCh8msOZJeSXVbPhaA719Wpagjtpc2MgCoWi/bD5WC7XvrvNtD1/eFdev86jy4e0\nK1QPRKFQ+CwvrT4CwMie2npOy/dnkFFU4UmR2hVKgSgUCp9ESsmOtALiOwTzwx1TeNPQ87jq7a0e\nlqz9oBSIQqHwSQ6c0VY8uGSUtmzFhcO7MqRrB07ll7MuxRsDKLc9lAJRKBQ+yepDWQAsGNHNtO+9\nG8cB8I+fDlk8R6EvSoEoFAqfZOuxPACGde9g2tctKpTh3TtyJKuU7JJKT4nWblAKRKFQ+CTb0/Lp\nFROGthxKA/deMACAB7/Z7wmx2hVKgSgUCp+juLIGgBE9OjY7NmtgHNFhgaxNyWb7iXx3i9auUApE\noVD4HMlntQH06QMsh2764KZzALjnyz1uk8kSUkoyiirYeDS3TU5yVBMJFQqFz3E4swSAIV07WDw+\nulc0o3pGsed0IWm5ZSTGuj/Y4YncMma9mGTanty3E5//aaLb5XAlqgeiUCh8jqPZmgLpFxdhNc3D\n8wYD8NgPB9wikzm3froTgNmD4gDYfCyP73ef8YgsrkIpEIVC4XOcyC3D308QEuhvNc343jHEdwhm\nw9Fcth3Pc6N0WoiVI1mlDOoSyQc3ncOGv80C4O4v93A6v9ytsrgSjykQIURPIcQ6IUSyEOKgEOKv\nFtIIIcSrQohUIcQ+IYQKcqNQKDieU0ZCTFir6d64biwAN3+809UiNeG+/+0F4M3fa9fvGRPG/26d\nBMDOk21nYN+TPZBa4D4p5RBgInCHEGKIWZoLgf6Gn0XAm+4VUaFQeCMZRZU2jWuMTYhmztB4Sqtq\n+WZXuhskgzOFFWQUVTI+MYbejWQc3zuG5L/P4dLRPdwihzvwmAKRUmZIKX8z/F8CHAK6myW7GPjE\nsN7JViBKCNHVzaIqbKSuXvLiqsNc+MoGfsuq9bQ4ijZKXmkVAD2iQ21K/4/fjQDgvq/2kms415UY\nFdVts/o2OxYW1Lb8lrxiDEQIkQiMBraZHeoOnG60nU5zJaPwEq55dyv/WZfKoYxi3tnn+g9V0T5J\nztBceMcmRNuUPiY8iMcXaMaNWf9MQlt8z3Us35cBwIz+9q0O64t4XB0KISKAb4C7pZTFDuaxCM3E\nRXx8PElJSaZjpaWlTbZ9CV+SPb2knu0nKogIhD4d/dmXW8erX61hRGePv2J24Utlbk57kX3psWoA\nytIPk1R41KZz+gATu/qzNaOW295ezdWDgkzH6uol/n7C+smt0Fj2eik5nFVOz0g/1q//1eE83YXT\n74y9a+Dq+QMEAquAe60cfxu4ptH2YaBrS3mqNdE9wxM/HJAJDyyT+04XyrOF5TLhgWUy8cFlsr6+\nXtfr1NXpm585vlTm5rQX2f/44XaZ8MAyu9+FyppamfDAMpnwwDJZXlUrpZRybUqWTHhgmXx2ebJd\neTWmsezrj2TLhAeWyX+tSnE4P3fis2uiCy2AzfvAISnlv60kWwrcYPDGmggUSSkz3Cakwma2Gtwk\nh/foSNeOoUzo4o+U8O1v+vm97z5VQN9HVnDLxzupqK7TLV+Fb3E8t4zIkAD87Ow1BAf4c/+cgQAk\nHdbCvb+xLhWAT7ec1EW2nw5kAnD52J665OfteHIMZApwPTBbCLHH8DNPCPFnIcSfDWlWAMeBVOBd\n4HYPyapoASklKZklTaKi3jw8GIBPt+rzYQLc+flupIQ1h7IY/PhKvnaTV43Ce5BSciK3jFGGFQjt\n5bIxmgfUj/vO8uj3+9mRVgBARU2dLmMj+9OLAOjVqXUX47aAxwzUUsqNQItNCEO36g73SKRwlGM5\nZQBM6N3JtC/IX9A/LoI9pwuRUjaLmGovm1JzOVNYwYgeHbljVj9u/XQX//fVXr7Zlc4rV48irkOI\nU/krfIP0Am252gHxkQ6dH99Ba9is2J/ZZF9WcRUn88qdDnmy/0yRzYP7bQGv8MJS+DY/J2sf4/lD\n4pvsnzO0CwBrDjm/OtzzK1MAeOO6McwZ2oVND85m4chubDmex3XvmTvvKdoCyWeLOXCmqMk+Y3Td\nyX07WTqlVYQQ9DJMQLx4VDeW3jmFxZdpbr4bUnOdkBbTWuyDuzqm3HwRpUAUTrPtuPZRm7e8bpyc\nCMDHm9Ocyr+2rp596UX0iQ2nR7T28XePCuXVa0bTLy6Co9mlvLv+uFPXUHgXB84UMe/VDSx4bSMv\nrjpMdW09oPVEwXYXXkt8cNM5PHHREF66chQjekQx0dBzTslwyAnUxFrDMrqzBsY5lY8voRSIwmm2\nHM8jNiKYQP+mr1PnyGDiIoPZmJpLnROhrPemFwJw6ejmU4C+MEQ3fXbFITYfc64FqfAOUjKLuenD\n7QAIAf9Zl8rov/9MSWUNq5OzCAn0IyosqJVcrNMvLoI/TOltGoQPDfInKMCPg2edUyCHDApoYh/H\neke+iFIgCqfIL6umuraeCb1jLB6/Ypw2aPnuBsd7CJtSNQ+vWYOat+w6Rwbz8z3TAbj23W3sPlXg\n8HXaC7mlVXy8OY2yKu+LFlBbV8/clzeQW1rNezeM4/hz87hpciJl1XVM/sdaSqpqme6CCXq9O4Wz\n53Qh247ncbawwqE8thzLIyTQj/Bg35r75AxKgSicYrVh/GPecMsRZu6c1R+At3895vA1UjK1lt2g\nLpZtywPiI/n05vEAXPrGZiprlIuvNbKKKxn3zBqeWHqQC15az97ThZ4WqQlfbD8FwC1Te3PekHiE\nEDy5cCivXTOa7tGhDIyP5MELB+l+XaNX11XvbGXy4rVc8dZmjuWU2pXHsZwyeka3D+8rI0qBKJzC\naPedbaF3AJp5YMaAzhSU13Akq8Sha2w8mktcZDAB/tZf12n9O3PDpAQArn9fDapborC8mhve10xD\n5w2OI6e0iotf38QPe7xnjYo3krSGxn0XDGyy/6KR3Vh593RW3TOdPp2trwHiKI8uGMyj8wfz2IIh\nXDyqGzvSCjj3X78y45/r+GjTCdMYjDXOGHotU/vH6i6bN6MUiMIpDpwpJtBfEBpkfV0G4+Stxx1Y\n2Ke2rp7iylr6x7deafz94mHEhAexI62ADzedcHnMI1/jriV7OJxVwv1zBvLejeew6m7N9PfXJXtY\n+J+N3P7ZLt5ISiWzqNIj8u05XUhGUSVT+nVq8X1yBZEhgdwyrQ83T+3NK1eP5ud7pjNveBdO5pXz\n5I/JXPH2FsqrrZv8VhjjX1lZYretohSIwmFq6uo5U1jBpL4tt7qGde9IQqcwth7P5x8/HbKrYt91\nUhvTsPXD/Pa2yQA89WMy1767jZLKGpuv1Zapqatn/ZEcosMCuWNWPwB6x4az7C9TmdA7hpLKWtYc\nyuaFlYeZ/sI6jyx6dN27WwF4fMFQt1/bnAHxkbxx3VgOPDWHBy8cxN7Thcx7ZYPV9ElHtJ74lH6q\nB6JQtEhlTR2p2SW8Y3Cdndqvda+TH+6YwjmJ0bz963GeXX7I5mutOZQFwLmD41tJqZEYG86uR89j\n0fQ+bDmex7QX1plcP9szrxtCdvxpep8m+4d178iXt05i3f/N5PDTc3n+suFU19Vz4SsbWH8kh3WH\ns1m69yxP/XiQ51YcarEVbqSuXvLJljTu/2ov+9JbH2PJKanipxM1lFXXMXNgZwZaGevyBBHBAfx5\nRl9G94oiLa+cv32912K6TamWPRHbOu3HXUDhNLV19Tz6/QGW7DjdZP9V5/Rq9dyosCA+u2UiAx79\nifc2nmBkzyguGtmt1fOMoSb62DFDuFNEMA/PG8z4xBju/3ov1723jRsmJXDv+QOccv/0VfLLqnl5\njRa19k/T+lhNJ4TgqnN60SM6jJs+3M4NH2xvlmbJ9lPcP2cg109KtJjHybwyrn9/O6cMPZivdqUT\nHRbIkkWTLCqG9zYc55lGDYpXrh5tz625jS8XTWLw4yv53850xiXGcOW4hlhXWWXa+Mh5g9vP/A8j\nSoEorJJXWsVdS3ZTUlnL9RMTeGb5IYoqahjTK4o5Q7uw82QBk/p0omNooE35BQX48fM907nxg+38\n5YvdZBVXcksLFRpodvFBXSIdCoVy3pB41tw7g7uW7OaTLSf57rczfHXbJAZ16dD6yW2Iu7/cA8BT\nC4fa1EKe0i+WFXdN4+VfjtI9KpTRPaOI6xBCdnElf12yh8d+OEiAvx/XjG/ecFj4n00UVdTw6PzB\nXDCkC59sSeO9jSe4/M3N/PiXqaZQIWcKK7j6nS2czq+gZ0woPUNqeOTyiTa/S+4mKMCPLQ/OZvxz\nv/DEDwebKJBvj2rh5a8Y1z4CKDamffW3FDYjpWTK82vZlJrHvvQi7v96H1W1dbxw+Qi+vX0Kt87o\ny7s3jOOPU3vble+A+EhWGeZtPLP8EAfPFllNa7TDj+7lWOA80Hojn90ykacvGUZlbR1zX97A4p9S\nHM7P16isqWP9kRwigwNMkQFsoX98JK9fO4aH5w3mwuFdGZsQzYXDu7LqnulEhgTw0Lf7ufbdrRQ3\nGmN69ZejFFXUMLVfLLdM60OvTmE8umAI//jdcCpq6pj5YhKbDebEy9/czOn8Cm6e2ptf7p3JohHB\nDO3WUe/b15W4DiFcNLIbFTV1XPTaRgCKK2vYlllHgJ9oVzGwjCgF0o54IymVH/acod6GWeGv/pJK\nZU09c4bG8+CFg7hyXA/W3z+rScvLUTqEBPLW78cAcPXbW6269xpDbhtjajnD9RMTWHPvDHpEh/LW\nr8e46u0tJtfLtsxTPx4E4KF5g3XJr3dsONsfPo8/TunN5mN5TFm8ln+uSuG1X47y79VHAHjr+rFN\nzrlmfC++vFWLGHDte9u49t2tZBRVMqpnFI8tGEJQgO9UQ4t/N5we0aHsP1PEBxtPMP9VbWD9iYuG\neFgyz+A7T07hFEmHNQ+bvy7Zw8wXk1ixP6NFb6j3DDPH/3PtGP48oy8vXD5S14i3c4d15f0bx1FS\nVcslr2/ix71nm82MNgZhbBzl1xkSOoWz7v9mcvPU3mw7kc/cl9bz6ZY0p8KseDO5pVV8sV0br7pm\nvHkX6cMAABcRSURBVH7mldAgfx6/aAgf3DSOqLBAXl93jH+tPkKP6FB+uW8GERZmYo9NiOHFK0YS\nEujH5mN5XDKqG1/9eZJuMrmL8OAAlt45FYC/L0vmdH4Fl/YLtDom1NZRYyDthP9u1Wb43jy1Nx9u\nOsHtn/3GhN4xfHlr8484r7SKkqpaLhgS71KvknMHx/OvK0by0Lf7+csXuwGIDAlgdK9oFk3rw69H\ncoiNCNJ1TkCgvx+PLRjCwpHduOWTnTz2w0FeWHWY22f248bJCbpdxxt44get9/HK1aOcDqdvidmD\n4pk9KJ4DZ4o4nV/O7MFxBAdYf1aXj+3BvOFdkBKfDvcREx5Ej+hQ0gsqmD0ojosTyzwtksfw3aeo\nsIvDWcVEBAfw2IIh/PW8/lz+5ma2ncjnvQ3Hmw1kJx3OAWDhqNa9pJzlsrE9OH9oPGsPZXMos5jj\nOWWsTs5i/RFNhvlWQqQ4y8ieUWx5cDZLdpzmtbVHeX5lCv9clcJFfQKZPl3avdqdt5FfVs3y/RmE\nBflz8ajmQSj1ZFj3jgzrbtv4RVhQ26hyvr9jCutSsvndmB5s8IG1z11F23iaihaRUnI6v8K0XkeH\nkEB+uGMqgx9fyX/WpTZTIMmGqKJT3TQpqkNIIJeM7s4laBVdUXkNL605Qk5plW62e0sE+Pvx+4kJ\nXDehFysPZPLymqP8cKyE6s9/4+WrR7XYmnY13+8+w3e7z9AtKoT75wwiJrxl9+ODZ4v4b3IV/z25\ng5jwIJbuPQvAo/Pbp23e1cRGBLdLrytzPKpAhBAfAAuAbCnlMAvHOwL/BXqhyfqilPJD90rp++SW\nam6GfRvFEAoN8ue8wXGsOZTN6fxyesY0BIHbdbIAP4HH5kx0DAvkyYXum40shODC4V2ZO6wL17y6\nip8OZLLpmTW8df1YJrcyy94VfL/7DHd/uQchQEqtR7jhb7OsxgJ7d/1xnl1hnEuhjRt16RDCo1cM\nZsEI1/ciFe0XXQzcQojOQogXhRArhBBrjT82nPoRMLeF43cAyVLKkcBM4F9CiPY3E8xJ0vI0G23/\nuKbxpP4wRXPBfX/jiSb7j2aVkNDJuaU9fREhBH8eGcKr14zG309w7bvbeHLpQbdH933BsPrigSfn\ncM95A8goqmR7Wr7V9EblsXhaKMefm8fGB2ax5aHZSnkoXI5eI6SfAYeA3sBTQBqwo7WTpJTrAetf\nBkggUmgjgBGGtN63iIGXc9wQlrp356ZKwbgs6Mdb0kz7yqpqKauuY3RPx+de+DoLR3bj53tmMLlv\nJz7anMbsF5NYd9j5ZXlt4XR+OWeLKhnTK4rw4ADmDtNcmJOtLHb080EtnP7lY3vQJdwPPz9Bj+gw\nlwyaKxTm6KVAOkkp3wdqpJS/Sin/CMzWId//AIOBs8B+4K9SypbjKiuascew5kM/sx6IEIKFI7sh\nJaxO1mJObT6mLd40ph1OimpM58hgPv/TRF66aiR5ZdX84cMd/O6NTVYrcr14ztCbMIYz72NQ+vvS\nLU+4/NfP2tyLv80ZaPG4QuFKhB4hr4UQW6WUE4UQq4BX0Sr8r6WUfW04NxFYZmUM5HJgCnAv0BdY\nDYyUUhabpVsELAKIj48fu2TJEtOx0tJSIiL0Xz/AHegl+3PbKjhSUM9Hc5ubpYqrJXetLadDkODV\n2WG8v7+KDWdqeWlmKNEhjrcvfLXcLcldViNZeqyaVWla53d4rD/XDwkiLkxfF+faesktP5cT4g9v\nnd/wrP64qozOoYLHJ4USHtjQs6ioldy2ppxu4YLnpoX5bJmD774v0HZknzVr1i4p5Ti7MpBSOv2D\nNhDeERgGrAN2AQttPDcROGDl2HJgWqPttcD4lvIbO3asbMy6deukr6KX7Oc8s1pOe36t1ePXv79N\nJjywTK4/ki37P7xCJjywzOlr+mq5tyT3ydwyed//9siEB5bJhAeWyfv+t0eWVtbodu3FPx2SCQ8s\nk2+sS22y/5LXN5qu+dP+s6b9L68+IhMeWCa/3H6qVdm9HSW7Z2gsO7BT2ln36+KFJaVcZvi3CJil\nR54GTgHnAhuEEPHAQMDxxbXbIVJKskuqmDPUejj05y4dxtTn13G9YbW6C4bYFjq9vdGrUxgvXjGS\nm6f25l8/H+brXel8vSudnjGhjE/sRIfQACKCAzh/SDwjetg/hrTEsJzrn2c0daue0LsTu09pZsjn\nVqQwd5g2N+arXdos88vG9nDmthQKh3FKgQghXkMb6LaIlPKuVs7/As27KlYIkQ48AQQazn0LeBr4\nSAixHxDAA1JKtbiDHeSXaS68LS0D2iM6jEtHd+e73drSpq6ce9EWGNy1A+/deA7rUrJZm5LNzpMF\n/JycSUV1HbX1ktfWptKtYwjzR3TlL+f2p0NI6xFm0wvKKSivYcaAzs0GwO+7YAAJncL479aTHDxb\nTHVtPWVVtaQXVDC+dwz+Pj7pUeG7ONsD2Wn4OwUYAnxp2L4CSG7tZCnlNa0cPwtc4IyA7Z2j2ZoH\nVr9W1pH+95UjuWBIPLGRwfS2Y+2N9sysQXHMMlsLfvOxXNYkZ/PrkWze3XCC9zaeYNG0Ptw/Z2CL\na7q/a1ic688zmg8bBhpCp5dX13HwbDJbj+eZvMKun9i2wq8ofAunFIiU8mMAIcRtwFQpZa1h+y3A\n+vqPCreRalAgra0pbpxMp3COyX1jDZMPh/DrkRz+9fNh3l5/nP9uPcmMgZ2ZM7QLI3pEkRATZgqX\nUlcv+XjLSQAm9omxmvcFQ+J5elkyn287xUqD++6CEeqZKTyHXjPRo4EONMzpiDDsU3iYtFxtEmGi\n6lW4nRkDOjNjQGe+2ZXOF9tPsWJ/Jiv2axW/v58gKjSQ7tGhZBZVAnDT5MQW52/0jAkjMiTApDwu\nHd1dzfdQeBS9FMhi4DchRBLaWMV04Emd8lY4gXFpUVvs8ArXcNnYHlw2tgdlVbVsOZbHsZxS0gsq\nKKqoISWzmOiwIBaO7MYj81sfe7p9Zj+eN8xUf2yBinOl8Cx6KZCPgDrgbjTF8Rjg/CpACqfJKqki\nOkwpD28gPDiA84bEcx6Oe7n9eUYfBneNZGCXyFYDLCoUrkYvBfIGUA+ESimXCiGigW+Ac3TKX+Eg\n6fnl9IgOaz2hwicQQjBzYFzrCRUKN6DXVNoJUso7gEoAKWUBoJpHXkBeWTU9Y0I9LYZCoWiD6KVA\naoQQ/hjmhAghOqP1SBQepLBcmwPSHiPrKhQK16OXAnkV+A6IE0I8C2wEntMpb4WDGOeA9G1lDohC\noVA4gl6hTD4TQuxCCzsigEuklIdaOU3hYg6e0SK4mq8DolAoFHqg24qEUsoUIEWv/BTOcyzHsJBU\nK5MIFQqFwhH0jUet8CrS8soI8BOEBXl05WKFQtFGUQqkDbP/TJGaga5QKFyGUiBtlPp6SWF5DYmd\n1BwQhULhGpRtow2x62QB//r5MAO7RDLbECV2pAPrUigUCoUtKAXSRkjNLuWyNzcD2rrmH25KA2Du\nMBVRRqFQuAZlwmoj3P/1XgC+XDSRd64fS1CAH/3iIugfH+lhyRQKRVtF9UB8iLKqWsKC/JuF8M4r\nrWL3qUISOoUxoU8nAA4/PVeF+lYoFC7Foz0QIcQHQohsIcSBFtLMFELsEUIcFEL86k75vAUpJbd/\ntouhT6zi8re2UFpV2+T4w9/tB+DxRuG9lfJQKBSuxtMmrI+AudYOCiGi0CL9LpRSDkVbKrfd8eA3\n+1mxP5PQQH92nSxgzkvrTQtF7UzLZ9XBLMKD/Dl3sONhwhUKhcJePKpApJTraVjF0BLXAt9KKU8Z\n0me7RTAv4uDZIr7ceZqOoYH8f3t3HlxVecZx/PsQiCxRtmBQ1hAQhVQWAZFam4jgOqCOTmFwGx1x\n1Cp11I7LTLXT6khpFR0XhsGKWIVWtGqdwQoK2opoQWWRRUAjBEEQBAxgEHj6xznBC+Em5obcc27y\n+8xkcs+W+d03OffJ2d536f3DeWx0PzZs38OwR97hiblrGDV5AQDTrjs94qQi0tBEfQRSnZOA1mY2\nz8wWmdlVUQdKt7teCk5PTbt2EI2zGjGiz4ncenZ3ftjvTPj3KgAeHdWX07poBGERSS9z92gDmHUF\nXnf3wiMsexwYQNBJYzPgfeBCd//ssPXGAmMB8vLyTpsxY8bBZWVlZeTkZGZfUN/uLOO2+UZec2P8\nWYc+ELhu53427XJ6tc0iJzt+1zsytd0zNTcoe1TqS/bi4uJF7j6gJtvH/S6sUmCru+8CdpnZu0Af\n4JAC4u6TgckAAwYM8KKiooPL5s2bR+J0JnnwhTlAOdcXn0zRL7pFHadGMrXdMzU3KHtUGnL2uJ/C\nehU408wam1lz4HSgwXQTv+jr4G6rywd0ijiJiEhlkR6BmNl0oAjINbNS4D6gCYC7T3L3FWb2BrCE\nYITDKe6e9Jbf+uaTzftp2awJLZs1iTqKiEglkRYQdx/9E9aZAExIQ5xYWbd1N/sdhhS0jTqKiMgR\nxf0UVoP18selAIw5vUvESUREjkwFJKbeWhE88nKGjkBEJKZUQGLI3Vm6YQcntjCyGsXvFl0REVAB\niaXVm8sAKMzNijiJiEhyKiAxNGvpJgAGto/7Yzoi0pCpgMTQonXfAlDQSr8eEYkvfULF0MKSbXRo\n1YxG6pJdRGJMBSRmtu3ay+69++nbSWOZi0i86SR7HSjft5/xs1axuHQ7P+vQkvML2x8cKbA6Mxet\nB+DCU0+ArTvrMqaISK2ogBxlazaX8esXPmLlpu9okR0MADV1fgkDu7bmjuE9qy0kz87/EoBhvfJ4\n7z+r0hFZRCQlKiBH0Tdl5ZzzcDDq7h8vLuSKwV3YvPN7npy3lqnzS/jV5AV0a9eCm4u6c2n/DpWG\nnV1auoMN2/cwKL8NTbJ0dlFE4k2fUkfJvv0HGPn4ewCMG9qDKwYHXZAcf1xT7h/Rmw/vGcrNxQV8\ntX0Pt7+4mCEPvc3EOZ+xZ+9+AFZs3MkNzy0EDh3bXEQkrnQEcpTc+PxHbNi+h9GDOnPbsJMqLT/+\nuKbcee7JjBt6ElP++zl/e/9LJs5ZzcQ5q2l/XFM27fwegAcuKaSwQ8t0xxcRqTEVkATbdu1l+ofr\nWFK6nTYtsrlmSD492x9b7XZrt5Qxe/nXZGc14sFLKg2seIjsxo24qag7NxV1Z/byr7l+2kK2lJUz\nelBnbvxlAZ3bNq9yexGRuFABCW3btZf+f5gNQONGxr4DzvQP11Pcsx33XHAKPfKSF5Irp3wAwNRr\nB1a6rlGVYb3yKHnowtoFFxGJiApIKLtxI64Z0pVhvfIYUtCWkq27eXTOZ7zyyVfMXbWFfp1bMbxX\ne4b3zqOg3Y/jHz87v4SvdnzPqR1bMqQgN8J3ICKSXiogoZxjGnP/iN4Hp/NzWzBxVD9uHdqDSe+s\nZdbSTXy8biXj31hJ5zbNGXrK8Wza8T2zlgX9Vk27dlBU0UVEIhHpXVhm9lcz22xmVQ5Ta2YDzWyf\nmV2WrmwVurXL4U+X9WHJ/cP5xw1ncHNxAbvK9/HMeyXMW7WFs05qx4K7h9KqeXa6o4mIRCrqI5Cp\nwOPAtGQrmFkWMB54M02ZkuVgUH4bBuW34Y7hPSkr38exTTVWuYg0XJEegbj7u8C2ala7BXgJ2Fz3\niX4aM1PxEJEGL9YPEppZB+AS4Kmos4iIyKHM3aMNYNYVeN3dKz1AYWYvAn9x9wVmNjVcb+YR1hsL\njAXIy8s7bcaMGQeXlZWVkZOTc/gmGUHZ0y9Tc4OyR6W+ZC8uLl7k7gNqsn3cC8gXQMWDFbnAbmCs\nu79Sxc/bAnyZMCsX+OZo5U0zZU+/TM0Nyh6V+pK9i7u3q8nGUV9Er5K751e8TjgCSVo8wm0OaQAz\nW1jTqhoXyp5+mZoblD0qDTl7pAXEzKYDRUCumZUC9wFNANx9UoTRRESkGpEWEHcfXYN1r6nDKCIi\nUkOxvgvrKJkcdYBaUPb0y9TcoOxRabDZI7+ILiIimakhHIGIiEgdqLcFxMzOM7NVZrbGzO6KOk9V\nzKyTmc01s+Vm9qmZjQvntzGz2Wa2OvzeOuqsyZhZlpl9bGavh9P5ZvZB2P5/N7NYdhZmZq3MbKaZ\nrTSzFWZ2Rqa0u5ndFv69LDOz6WbWNK7tfqR+75K1swUeC9/DEjPrH13ypNknhH8zS8zsn2bWKmHZ\n3WH2VWZ2bjSpq+5r0MxuNzM3s9xwOqU2r5cFJOw/6wngfKAXMNrM4jxO7D7gdnfvBQwGbg7z3gW8\n5e49gLfC6bgaB6xImB4PPOLu3YFvgesiSVW9R4E33P1koA/Be4h9u4e9NNwKDAifocoCRhHfdp8K\nnHfYvGTtfD7QI/waS/Q9UUylcvbZQKG7nwp8BtwNEO63o4De4TZPhp9HUZhK5dyYWSdgOLAuYXZK\nbV4vCwgwCFjj7p+7+15gBjAy4kxJuftGd/8ofP0dwYdYB4LMz4arPQtcHE3CqplZR+BCYEo4bcDZ\nQEWvAbHMbmYtgbOApwHcfa+7bydD2p3gLspmZtYYaA5sJKbtnqTfu2TtPBKY5oEFQCszOyE9SSs7\nUnZ3f9Pd94WTC4CO4euRwAx3L3f3L4A1BJ9HaVdFX4OPAL8FEi+Ap9Tm9bWAdADWJ0yXhvNiL3wy\nvx/wAZDn7hvDRZuAvIhiVWciwR/kgXC6LbA9YQeLa/vnA1uAZ8LTb1PMrAUZ0O7uvgH4M8F/kRuB\nHcAiMqPdKyRr50zbf68FZoWvY53dzEYCG9x98WGLUspdXwtIRjKzHIKeh3/j7jsTl3lwu1zsbpkz\ns4uAze6+KOosKWgM9Aeecvd+wC4OO10V43ZvTfBfYz5wItCCI5yuyBRxbefqmNm9BKegn486S3XM\nrDlwD/C7o/Uz62sB2QB0SpjuGM6LLTNrQlA8nnf3l8PZX1ccRobfY9OlfYKfAyPMrITgVOHZBNcV\nWoWnViC+7V8KlLr7B+H0TIKCkgntfg7whbtvcfcfgJcJfheZ0O4VkrVzRuy/ZnYNcBEwxn98HiLO\n2QsI/uFYHO6vHYGPzKw9KeaurwXkf0CP8I6UbIKLWq9FnCmp8JrB08AKd384YdFrwNXh66uBV9Od\nrTrufre7d3T3rgTt/La7jwHmAhUjSMY1+yZgvZn1DGcNBZaTAe1OcOpqsJk1D/9+KrLHvt0TJGvn\n14CrwjuDBgM7Ek51xYKZnUdw2naEu+9OWPQaMMrMjjGzfIKL0h9GkfFw7r7U3Y93967h/loK9A/3\ng9Ta3N3r5RdwAcHdEWuBe6POU03WMwkO35cAn4RfFxBcS3gLWA3MAdpEnbWa91FE0OElQDeCHWcN\n8CJwTNT5kmTuCywM2/4VoHWmtDvwe2AlsAx4Djgmru0OTCe4VvND+MF1XbJ2JuiB+4lw311KcKdZ\n3LKvIbhmULG/TkpY/94w+yrg/DjlPmx5CZBbmzbXk+giIpKS+noKS0RE6pgKiIiIpEQFREREUqIC\nIiIiKVEBERGRlKiAiNRS2KPvTeHrE81sZnXbiNQHuo1XpJbC/ste96BXXJEGI9Ix0UXqiYeAAjP7\nhOChuFPcvTDs6uJign6qehB0fpgNXAmUAxe4+zYzKyB4iKsdsBu43t1Xpv9tiNSMTmGJ1N5dwFp3\n7wvcediyQuBSYCDwALDbg44b3weuCteZDNzi7qcBdwBPpiW1SC3pCESkbs31YIyX78xsB/CvcP5S\n4NSwB+YhwItBl1ZA0CWJSOypgIjUrfKE1wcSpg8Q7H+NCMbw6JvuYCK1pVNYIrX3HXBsKht6MO7L\nF2Z2ORwcm7rP0QwnUldUQERqyd23Au+Z2TJgQgo/YgxwnZktBj4lxsMviyTSbbwiIpISHYGIiEhK\nVEBERCQlKiAiIpISFRAREUmJCoiIiKREBURERFKiAiIiIilRARERkZT8HyUNIKsn0WUXAAAAAElF\nTkSuQmCC\n", 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LgaJCLZ2qKoffVXCwJmdsu1goyNfKWFEhcfFxlLfvRkLH03DkqDH87uoO/JDesC7pZJnkhwyt0ZhTrgnQr29fpjjQA3G2fvR1BTIfuFMIMRdt8LyoNY5/NMYWy4ohjLMVjSU+XpNpNcwtn222Gqa6kYnJXbLai72mK+EmW5c7s8NHsrpFPGFB/Gh1Jsv35HDJiK4A7MgqNBvO0gr65qYk/bzh2EEN0hBP03s3HMrn9wOnm4Wft/lYs3OmeOv78vY03q+AKUCCECILeBwIBpBSvgMsQpvCm4E2jfdG70jq29TbU3r8yPZvwJUfh70KwV5Tj9X0raXn0tTaNgdPaT1M06nRzuKuiRjVTixQlGjTi8/o2d5tjR5zeHsW1lVWrkvgDg+J41Wkya8tYQ3lxEZTrO0JuAFPlWlrj+f0x+/k/Zbkc6mSdF1ULqNZpeYHkxlMZTP97hzFHb2F/60/wu4Txbx1zQhmDu7k+gQs4P1VYwqHaXCr0brbra6sZJz++F0jhkXcUZ+aq7A8XWIs9eQ8oT8c/T4MIluaBeVo79SoiPR4XfEuMk9r40uu7m1ZQykQH0GY/NqCofz6yvhCSzgjoystdMaP1kqcxsrDxU1kd49fgX+YwTylKF0Sr56jrnp3PtzpshulQPwQ04LsDxWGK3BFXW5vHKatTH/8+M09s6eew1J+u9NObxpzS+so7IpXNO0xOPsMporJGTw57tEYX5+F1WZwZgzEHg3y/dbjfL/V8w7ZXFG+bWn5WR0DsdH2bmmCjXAk0xthyY7uykaALyk5a+/MHRWfaZIOm7D034Zeq+sq/NaC6oH4KDZN5zUOoreVPojtWMo/h1ujRnNhQ7XiSlw926tp3G6L2nraVipvV+aiq3WRaXSmyt+XxkDcWX5aQikQH8FSYW0JfzJhuaJ821JBWOsfNHz8tqbZNFFnZ+KYmh99eRaSKzHNbn8aA7GYnmeT80mUAmkFeKv1YYot5gjTDZl8FWna4xBNflxWWblrsL4x3lRSrhp/sC9N98jQTPk7G48Lx0C8hVIgrQBfqYxbUmT2tvxbTMfBa41xuAfhotrYUjS+8i5NcfSxLZmwbB2LcixN22SwNx5TXFUWfPWd24JSIF7GFS1yH+mAtIgltxDuwuWrhd2cx67sRTa31bsgTjvjsD1t98/Gsraew9r9zc47OQbSEL8/9z00lALxMpbKoD2D6P6ES6biOh+FzfnebAzERRW9pTEQT71Sd7c5vNmoae6zynDsGy2thhmXviGPMygF4iM4M4juK9jTpbfP+4o0OW5BBhvjtyRqgEnL2eIKahfV9O54h740UG85nz0nlKtb+q5+Z37YDjSiFIgf42sKxFNjIKZxNpHBddG3iPtWPXsGeysth8dArK4DsS2cM7irpe/oGIiHraNuRSkQL+Mvs5KcxZkxEMu+iFq6xzGsmbDcPoju5kkGDsfp6BiItXAOSWOjDPqvo2Mg1qeCt/av1jpKgXgZZ8ZAfA13TeN1RwvS4rdvYXaQqyUwNS952tzUmsdALGFvOXLXq/DBrHEYpUB8BGNhtceXSRujee/AchhrWWRFf1iXxcVjIC71OOy6qJzG8kwm8ws0fRF/nKziKZQC8VH8WY+Y9yFl+Zor07EV61M0HY/bGdxhwjL7PuyM0/F1ILbF6xJ3HtbScpEJS3njbUApEC/T7AOyaf6um4RxI65YB2KLFypbv21L4Sx9EM0GPp2tRExNZO6YjeWDs6+M192atut8TJmPv2k6juKLZj57UQrEy7SmMRADLX1Xnpo0YC3/7B0AdfsYiBvHedqKCaZh0Nx8Xrp6DMRZZ4q2puPLKAXij7SClosjWFogZg5ns8gWd+/OxOvtRWS+Mohu6wZfjuBsxWx5nMy1M/H8+XP2qgIRQswQQuwTQmQIIR4wc/0GIcQpIcQ2/e8Wb8jpCVrTXgOuHgOxdI8ztn3rUzRtjMhBTCtOd7i18PZ4jpa4ya9OgBtqHlePgSis47UNpYQQgcCbwDlAFrBJCDFfSpluEnSelPJOjwvoIZxphfjTPHRP+cJyNkfqbIzA2aw3emJ1Q4/EFqXkdl9kNibgjla4pbEJb/f6DJiuT3EF3noyb/ZAxgAZUspDUspqYC4w24vy+AQ2Dcz5eEPK5Rv7WIivxbEWB9OqrnPwRidxR1vAVEm1dvLLqgH/ali5Cm+9Ym8qkC7AsUbHWfo5Uy4RQuwQQnwrhEj2jGiew6Gy7uPfR0vP5FhPy4F7nA5gKoNrMt20d+C16cLujt/WMRBfMLPZiKtEtGUMz9E4PY1NJiwhRLyZ0yVSyhon0jaXfab58DPwlZSySghxG/ApcJYZ+eYAcwCSkpJIS0szXistLW1y7GuUlZUCkJOTA8CpXO23sqrK4j319fX6vWVuls4+KisrASgoyG92LVd/rv379wNQV2d7U7+wsBCAkpISAE7l5gLau20mQ0UFAPl5zWUAyM/XzpeVl7eYpkArjEVFRQBU6PEanrG6utpm+RtTXaPdl5OTDcCpU6cAKC933bs0yHokM1NPK6dZGHsVoj3vq3H8hUXauys3ye/SEu3d5eZqz18v63FVO9qQluHXUH4KCwoAqLHx3RmeoaRYK3fFRcUAVFdX6dcdk8+QvqFslRQXOxZRI+r193Mg4yBpdUdtvs/Z+tHWMZA/gGSgAO0txwInhRC5wF+klFscSDtLj9NAV+BE4wBSyrxGh+8DL5iLSEr5HvAewKhRo+SUKVOM19LS0mh87HUWL2xyGBUVBaUldEhMgpMnSNR/w0JDQa+sTBEBAuokkZGRoFeqvkBYWBhUVhAXFw95p5tcMzxXn969IX03gYGBYGOlFBsbCwX5RMfEQFEhHRITIfuklncmH19YeDiUlxPfPh5On2oWV3y8JltERAS0VGnrGqRdu3ZQWEC4Hq/hGUNCgsEBJRISHALV1SQldYTjWSQmdoCcbCIiIsGMQnSE8PBwqCgnJSUVMvYb874xAUJQb0cNaM/7AggIENTVSS3/Cgqa5Xe7mGgoLjI+vxABuKodHRERAWVlRERqabbTy4+hXAaHhECN9XcnhAApidFljWmnlT/jt2loZdhJiJ6+IW8M5doZgoKCoK6WXj17MmVSD5vvc7Z+tNWEtRiYKaVMkFK2B84Dvgb+CrzlYNqbgN5CiFQhRAhwJTC/cQAhRKdGhxcCexxMy29oDfbqFp/BmQe0o8JzVTaattT98f34pMw+KZR5mq3sd3F8rsTT2WqrAhklpVxiOJBSLgUmSSnXA6GOJCylrAXuBJagKYavpZS7hRBPCSEu1IPdJYTYLYTYDtwF3OBIWr6MP9h+XYqXHzinuFIXw85FZcK1YxbudtbYJG4zkXtqDKQ1T5119slaQ97YasLKF0LcjzZTCuAKoECfilvvaOJSykXAIpNzjzX6/0HgQUfjV/guDm0+ZcecT0tBKmrqbI2i5fhdVAO39tlXlqbOBpgqUA+0K3whP9yFtyYj2NoDuRptjOJH/S9ZPxcIXO4e0doGpnsL+HMZt6VV7+0Ol7M74fmyF15fwlqFFmDSo3NluWjmM80k8tKqWhemZj+t6ZXb1AORUp4G/mbhcobrxFHY8iG1NbNXQ0Vg+3iERW+7NqZp6056vkxLSsoPxHcZpr2g6lrbjCamjbqGbY6dlcd9+OQYiBBimRAittFxnBBiSUv3KGzDtAVmz/v3R0Xi1JoOF3wdtprOrAVzNO/dsQbAEr6wxsKS1dF073l30PBNtX516Y7V7bZgqwkrQUppnGcmpSwAEt0jUtvGvrEBP9QgHsKyIzz9us0L3dxT+biqNdtS3K5we+8slp5vU2ZB03BulOFYQctrfixh6hbel3ud7iqn1rBVgdQLIboZDoQQ3fG+OVvhY9hmfnOi2NhSM1rBXt9T7hqbauYLy8NNR0+lZ2sq7vTGe7LI/Hoqe3G5jD6skGzF1llYDwOrhRC/6ceT0Fd+K5zDWJHYdQ/6Pf5bAp2R3JZ7LYWxdRC9WWXh5qx2R3XuDy3nBlyfA6atckdb6ZY2qDIsNPQFjA0dXxwDQVur8QjQD20B4Zloq9IVLsJs4fQz/EFie7PVY+/BjfWQL78Xd5hhD53SVry7qpdlaRKHLzltDAjwjm81W3sgb6Gt94iSUv4shIgDvgNGu02ytobJjBnbpsT6TgEGG01Ybo7fGg47MXRTVrdWZ4rGdGw0AfpWSdYwlVkaf52TtlmeuKAQeKuRYKsCGSulHCGE2AraILrufkThJtR03kaYPKczvQKHZyYJk/sdloAmEbhzVzpfKB82i+ADsppiEMkTM8b8FVtNWDX6qnMJIITogBMr0BUNGAulL9sZXIgrxtANeGMMqGH2lGtrE3eaQ/zBHOrOMSBnMeSfqfNJZ/PVldPTvYWtCuR14AcgUQjxLLAaeM5tUrUhmo/VWjexeGvAzFbcXWEZp+I6UEW4SjZXP6NLV2K7oTYud3CnrYZ3ZR63tuqbNTicjE6a/jomvDu+D281Emxdif6FEGILMA3tPVwkpWz1nnG9gT1+jHytS22LPD4mstfwdj54quxY62BLk193pG3p2BrC5NdVMrpjDMSwG6OnsXlPdCnlXmCvG2VRNMKWMnUg1zX7R3gFFzSYWjJhWcs+e1uPhpk9zmJIt0z3x+TOnQkdmSLuchm8aKI1fcer9jffH6YlmnlM1uNz9lX51/TqlvHmlrYKIPN004rJn9d22IIj3f6NmdougraYrKytNbQ3/S1Hms5Wr6mrdygeY/r679L0HP1YNvl1B0UVzmwc6hnco0Cdw13fYjNvCH6sSZQC8TK19Vop2pmlbW9pqEiyiy2vnq33tv3DCuY+hwwX9JZs8WBryD9rHldPOLg6Oae4SpfBsY++sNx8ZZ5X6noThEHWX/fmujxuW9l2TPeAZKHM7s3WdpQsd4ODXKerZZMI7NnBsSUK9DJgHFfyNVu0HSgF4kFa8gJ6NF/z1/P9H8c9JY7LMUx3PHy6ubkn/aRWUSzdrbW8SyrtrzF2n9DiSNd/CyuaV7rH8rX9wE19LbkaV9mcq2u1ysPRQWpzHC/U8uCrjbbvje1qauqaVoqHzJQJaHhf7iDQdNMRO6nTW2qb9V7o/hytEVSs9+icbcjtPK41GrfrjUd/RCkQD2KuwmtNGHpTBmVoDoM5yhkMYz+OVD57s31nD3mA5XtyvC1CqyUkKNCp++ssaIgqG93BtwWUAvEgVTWtu+DlllR5WwSFwsgevdercB9eVSBCiBlCiH1CiAwhxANmrocKIebp1zcIIVI8L6XrCHCyS61QKBQt4apxGlvxmgLRV7a/CZwHDACuEkIMMAl2M1AgpewFvAK84FkpXUdeaRXXfrDB22IoFIpWTK2HZ9h4swcyBsiQUh6SUlYDc4HZJmFmA5/q/38LTBP+4JfBDA/9sNPiQKJCoVC4Ak+Pz3hTgXQBjjU6ztLPmQ0jpawFioD2HpHOxSzZrQZLFQqFe3n91wMeTc/mlehuwFxPwpZtfJr10YQQc9A3uEpKSiItLc14rbS0tMmxQqFQtGbsqe+crR+9qUCygORGx12BExbCZAkhgoB2QLN5oFLK94D3AEaNGiWnTJlivJaWlkbjY6+xeKG3JVAoFG0Ae+o7Z+tHb5qwNgG9hRCp+t4iVwLzTcLMB67X/78UWCF9aRswhUKhaMN4rQcipawVQtyJtl1uIPCRlHK3EOIpYLOUcj7wIfC5ECIDredxpbfkVSgUCkVTvGnCQkq5CFhkcu6xRv9XApd5Wi53cFa/RFZ40SeRQqFo/USHebZKVyvRPYQltwitiYdm9vNIOqNT4pqdG9ApxiNpKxS+THJchEfTUwrEQ3h6haij/HjHBN7580gAXrp0CE/NHmjTfZnPn8+cST2Nx2d1s60l1Dsxym4ZB3Zu1+xcbb02/71LbDgAs4d1Nntvj4RIs+ejQ5vKO6Rr8zS8TYfoUG+LYDPnDEjig+tGuTTOWUM62Rz2u9vPMP7fLd41lappGfFFnHUgaS9KgXiIFy4ZYvb8OQOSPCyJZd7580iGJccyY1BHMp8/n8tGJXPd+BSL4VfdN5XHZg1g8d1nGs/de04fFvxtItcNCCXz+fNpHxkCaB/00nsmsenhs4n7OmjxAAAgAElEQVQI0ZzcbXhoGsvunWyzfE/NHsh90/vyrxl9jee+vW08390+nvtn9CMmLIi+HaMBmNArwWwcpm7eb5yQwv9dPpQLTRROTFiwzXIZ+P1fU5vkBcDfzurFqO5xhASa/9TGpMbbHP+mh88m8/nz2fXkdHY9Od1iuJcu1craTRNSAU0ZDk2OZVCXGF69YhiJ0aH06GBekTrKa1cOa3J811m9OdtM2XamEn7sggG88+cRTc5tfuRss2EbNwB+/ttEu9IZ2b15DxcgKLB55XxGz/acl9pQViJCArlvel9++fuZxrIwZ1IPi2nFR4bwzEWD7JJv3pxxvHLFUP48rhsr/jGZeP0bA88rEN9Xqa2EzrHhPHJ+f8akxhMXEcKZL64E4M2rR9DnkV8ArTL7eE2m8Z6XJoWT3G8oP28/wRcbNNfc3//1DK54d10zd9nWuH58dz5dd6TFMDMGdbQrzrDgAG6amNrk3F3TegOQpq9n+unOCew6Xtzko0x/aoZd6RgYm9reqCAMjEppqIB3PDGd3JJK3v3tEH8a3oWJvRI44/kVTcJX1zWs1P3u9jMY3KUdIUEBxj0aAgXUSeiVGMXqjNP0SoyyeS+TZL2lm/bPKSxLz+HZRXsY2DmGf5zbl+s/2shv+08RHxlCflk1Q5Nj2X6skNCgBsUSHCi4Zmx30k8UM7VfIvGRwXRsF871H21skk6UhUq4Z7sADhbVc9moZC4bpc2Qf+yCAUgpm+xfctHwLpzzf781uXflP6dQVlXLrDdW2/Ssplw4tDMjusUZy3VKgpYX143vzmeNyl1JIwX+1jUjWLo7mx+3NZ29//pVw0mIDGFpeg6frM0EYObgjiREhjJjUCd2PzmdlftyGdEtjoSoUJbcPYnpr67iqjHJfLVRW5sc1KgitaVOfXr2QMb2aE+fpGj255Rw7iureOaiQRw6VcacST3401treGTWACb0TCA8JJABjy3mmrHdeHL2INLS0pg8vB8DO7djsEnPNf2p6USEBPHQzP5sysznsnfWcenIrny7JYsHzuvHbZN7kl1UySM/7gI0BTRvzngu+K/597DxoWkkxoQBcPHwrgCsf3Aav+w6yd/nbiPYjJJzJ0qBeJBbzmzeEgkOFAzvFsvWo4U8PLM/FwztzJ/eWsvI7nF0iKhmXI/2jE2NNyqQEd3imNYvicW7s+1K+6LhXVpUIE/b2QoCjAW5JbrGRdDVil32338azIPf77R4/czeCXx+89gm5x6dNcDsWEhidBiPztJcqnWODefs/klNXKZP7ZvID1uPc3b/pCZKrZduSrtxUAh3XDTZmL+1deZdQ1wyoivl1bWcOzCJV5cf4J/nNvSKUhIiuWliKr2TopjcpwMAn940hsqaOj5ac5gXF+/j0pFd2X6skNnDuvD7gdNcMLQzb1w13GxaGx+aZrZlufzeyVRU1xkrm/tGhzFwxNhm4Wzx/hMTFkRqI/Peh9eP4pO1maw9mGccv1vwt4kUV9TwzZYs/nPZUAICBCkPLDSmkRwfQebz5zeJ19REObRrO7ZnFfH+daM4Z0ASMwd3MiqQWyf14PLRyfTsoN0zJjWe0SnxTOyVQLuIhlZ+ZGgQs4Y09Bj7dowm8/nzmb/9hFGBCCHY+PA0AoSw+vyPXzCAaxv1tPskRbP10XOIjQg23rv2wWlN7sl4bmaT4yvHdDMbd0RIQxU7OiWevU/PIDQogMl9OjBzsGaSS4gKYUxqPIO7tOOGM1LYatiEqxHvXzeKYcmxZs2YIUEBzBrSmU2Z+dzayIzsCZQC8RKvXTmMD1cfRgjBV38ZR3l1HUGBAYzoFsfSeybROTaczeu0ikEIwc0TUzlXNwm8fPlQFj9unwKxxrXjurs0Pnu4akw3owK5b3pfXlqyj4m9ElidcRrArPnnZpOejyVGp8Q1USCJMdoH2M+kJzO5TweW3TOJrPTNxDUyCfTvFENmXtP9TXY9OZ3w4EBjpW5oCTYmMEAwpW9ik3NhwYHcOqknQ7rEMrF3AleOTiY4MICLhnUmoIVKzpKiNii9+6b3ZdfxIsKCSoy9IGuM7B5n3FcFMKb/xS1jWbk3l2n9k5jWP4kpL600Pn9wYABn9ErgjEbmwa9vHc+CHabrfxsY10PzPHTVmG58tfEoXeMj+OlO8yalB2f2b3IcFBjA+XaMe5jq2MRoLd/KrOxOeeOE5mWpcRlwJWHBmvn2gqENCjAoMICvbx1vPF65r/lszZT2ES2OgQUGCJ65aLALJbUNNQbiJWYP68J8/UMKCw5sYsfskxTdzEzx6KwBjNU/xqjQIDY+NI2PbxztcPphwQ2vfucT5zocj6u5Y2ovMp8/n//dMpYYfUriw+f3t3KXZUy9k/55bHdeuWKo0dTWmN5J0c1aq+3Cg1nQyIb+3e3jiQoNctjWHBggmNhbq4CDdcUYFBjglKv/O6b24m194oOtPDl7IIvvPtM4FmJIf0KvBB6Z1eAU26CQrh7bjT5JzSc8jEmN56nZlnuvvZO03sF5unl0qJnJCfPmjOPqfs5X2Jb2MA8Pdm5jKU8zUVfQjafkhof45jOoHoifkhgTRmJMGBcP70JWQTmbMgu4f0Y/Xli812z4niamhMYfW7SVAePLRnblmy1ZzgttJ4ZKLS7C8cqlVh8rum1yT/40ogvJ8RE2t9JB2656YOcYnrxwILOGdKJ9lP/MhGqJ0KBA+nWM4X83j2XV/lO0CzdfBv571Qg2ZeabHRC3h0l9OjBvzjhGpzSfNDC2R3sqjto/acEUSzrY3/bhSY6PYFhyLP+a0Zer39e2gEjw0XKnFIif88oVw9iXXcL0V1dx3qCOXDpSs81PfimtSTjTWUVJMaHNTDOWiDQzaOvqVp2p7Rw0+/mmzAKCgxzvKBvGOSb00gZIbcUQdnRqPEIIrj8jxWEZfJnOseEW7fcA7SKCnVYeBgw9aHfhnxs9NCc4MIAf75jQ5FyYj/ailAJpBRgGERsI5eGZ/Xl20R7iI0P403BTL/lw77l9ueurrTbFb879WJAHWnXvXzeKXceLLc46soWJvRPY/vi5FlvYlhjZPY51D55Fp3bhDqet8Cx+ulVQi7x46RC+9ULv31aUAmml/GVSD/7SwvzzkEDB8nsn2+T6wFR9nD+kE3ed1XwMwdXERoQYxwucwV7lYUApD//CoD4izIwX7H16BkEBgl4P/9Lk/Kr7pnpAMse5fFQyl49Kth7QSygF0oaYObgji3Y2zN7qZeMqcIN7hCtGJTOxd0KTGSQKha9gmElmbuW5JRNQt/aedf3R2lAKpA3x1jUjefD7HXy18RihdthUb56YSp+O0UzqndAqzQSK1oGhaAZbWPVviifMsK0dpUDaGI/OGsCATjFM0Re42UJAgDAuiFMofBVDD8ScyxFz+Id3Ot9GKZA2RkRIUJNVtwpFq8HQAwlQy9s8hcpphULRKjD0O1pa5Lm8kfNOc7MTFfaheiAKhaJVYDBJrTuUZzFMr8Qorh/fnfE9Ezi7f6LFcArbUApEoVC0CvZll9gU7skWXK8o7EOZsBQKRasgv6za2yK0ObyiQIQQ8UKIZUKIA/qv2R1chBB1Qoht+t98T8upUCj8B0u7TSrch7dMWA8Av0opnxdCPKAf328mXIWUcpiZ8wqFQtGEK8d0I7+82rgTo8L9eMuENRv4VP//U+AiL8mhUChaEX+d0stnHQ+2RoQ5R3luT1SIQillbKPjAillMzOWEKIW2AbUAs9LKX+0EN8cYA5AUlLSyLlz5xqvlZaWEhVlm8sOX0PJ7nn8VW5QsnuL1iL71KlTt0gpR9kVgZTSLX/AcmCXmb/ZQKFJ2AILcXTWf3sAmUBPa+mOHDlSNmblypXSX1Gyex5/lVtKJbu3aC2yA5ulnfW8t3og+4ApUsqTQohOQJqUsq+Vez4BFkgpv7US7hTQePPvBOC0kyJ7CyW75/FXuUHJ7i1ai+zdpZR2+Szy1iD6fOB64Hn99yfTAPrMrHIpZZUQIgGYALxoLWLTDBBCbJb2dst8BCW75/FXuUHJ7i3asuzeGkR/HjhHCHEAOEc/RggxSgjxgR6mP7BZCLEdWIk2BpLuFWkVCoVC0Qyv9ECklHnANDPnNwO36P+vBQZ7WDSFQqFQ2EhbWIn+nrcFcAIlu+fxV7lBye4t2qzsXhlEVygUCoX/0xZ6IAqFQqFwA0qBKBQKhcIhWq0CEULMEELsE0Jk6P62fBYhRLIQYqUQYo8QYrcQ4u/6eZucTvoCQohAIcRWIcQC/ThVCLFBl32eECLE2zKaQwgRK4T4VgixV8//8f6S70KIe/TysksI8ZUQIsxX810I8ZEQIlcIsavRObP5LDRe17/dHUKIEd6T3KLsL+llZocQ4gchRGPPGg/qsu8TQkz3jtTm5W507Z9CCKkvkXA4z1ulAhFCBAJvAucBA4CrhBADvCtVi9QC/5BS9gfGAXfo8hqcTvYGftWPfZW/A3saHb8AvKLLXgDc7BWprPMasFhK2Q8YivYMPp/vQoguwF3AKCnlICAQuBLfzfdPgBkm5yzl83lAb/1vDvC2h2S0xCc0l30ZMEhKOQTYDzwIoH+3VwID9Xve0usjb/AJzeVGCJGMtnziaKPTDuV5q1QgwBggQ0p5SEpZDcxFc6Hik0gpT0op/9D/L0GrxLrgJ04nhRBdgfOBD/RjAZwFGLwG+KTsQogYYBLwIYCUslpKWYif5DvaNPxwIUQQEAGcxEfzXUq5Csg3OW0pn2cDn+keNtYDsbrHCq9gTnYp5VIpZa1+uB7oqv8/G5grpaySUh4GMtDqI49jIc8BXgH+RcMmjuBgnrdWBdIFONboOEs/5/MIIVKA4cAGIElKeRI0JQP46h6cr6IVyHr9uD2avzPDB+ar+d8DOAV8rJvfPhBCROIH+S6lPA68jNaKPAkUAVvwj3w3YCmf/e37vQn4Rf/fp2UXQlwIHJdSbje55JDcrVWBCDPnfH6+shAiCvgOuFtKWexteWxBCDELyJVSbml82kxQX8z/IGAE8LaUcjhQhg+aq8yhjxfMBlKBzkAkmhnCFF/Md2v4S/lBCPEwmgn6C8MpM8F8QnYhRATwMPCYuctmzlmVu7UqkCwgudFxV+CEl2SxCSFEMJry+EJK+b1+OsfQjdR/c70lXwtMAC4UQmSimQrPQuuRxOqmFfDd/M8CsqSUG/Tjb9EUij/k+9nAYSnlKSllDfA9cAb+ke8GLOWzX3y/QojrgVnANbJhQZ0vy94TrcGxXf9euwJ/CCE64qDcrVWBbAJ66zNSQtAGtXx2S1x9zOBDYI+U8v8aXTI4nQQLTie9jZTyQSllVyllClo+r5BSXoPmv+xSPZivyp4NHBNCGDxBTwPS8YN8RzNdjRNCROjlxyC7z+d7Iyzl83zgOn1m0DigyGDq8hWEEDPQdlG9UEpZ3ujSfOBKIUSoECIVbVB6ozdkNEVKuVNKmSilTNG/1yxghP4dOJbn9vp/95c/YCba7IiDwMPelseKrBPRuos70DbQ2qbL3x5tdsoB/Tfe27JaeY4paC73QRtf2Ig2iPgNEOpt+SzIPAzYrOf9j0Ccv+Q78CSwF22fnc+BUF/Nd+ArtLGaGr3iutlSPqOZU97Uv92daDPNfE32DLQxA8P3+k6j8A/rsu8DzvMluU2uZwIJzuS5cmWiUCgUCodorSYshUKhULgZpUAUCoVC4RBKgSgUCoXCIby1pa3bSEhIkCkpKcbjsrIyIiMjvSeQEyjZPY+/yg1Kdm/RWmTfsmXLaWnnnuhen53h6r+RI0fKxqxcuVL6K0p2z+OvckupZPcWrUV2YLO0s75VJiyFQqFQOIRSIAqFwq/Zl11Cflk1vx84RX29WpbgSVrdGIhCoWg7rD14mqvf32A8Pn9wJ968xqvbh7QpVA9EoVD4La8s2w/A0GRtP6eFO09ysqjCmyK1KZQCUSgUfomUkk2ZBSTFhPLTHRN4W+95XPHuei9L1nZQCkShUPglu45rOx5cNEzbtuK8wZ0Y0CmGo/nlrNzriw6UWx9KgSgUCr9k2Z4cAGYN6Ww898H1owD49y97zN6jcC1KgSgUCr9k/cE8AAZ1iTGe6xwbzuAu7difU0puSaW3RGszKAWiUCj8ko2Z+XSLj0DbDqWBe8/tA8AD3+30hlhtCqVAFAqF31FcWQPAkK7tml2b2jeRuIhgVuzNZePhfE+L1qZQCkShUPgd6Se0AfRJfcy7bvrohtEA3DNvm8dkMoeUkpNFFaw+cLpVLnJUCwkVCoXfsS+7BIABnWLMXh/eLY5hybFsO1ZI5ukyUhI87+zw8Okypr6cZjw+o2d7vvzLOI/L4U5UD0ShUPgdB3I1BdIrMcpimIdm9gfg0Z92eUQmU279fDMAZ/VLBGDtwTx+3HrcK7K4C6VAFAqF33H4dBmBAYKw4ECLYcakxpMUE8rvB06z4VCeB6XTXKzszymlX8doPrphNL//ayoAd8/bxrH8co/K4k68pkCEEMlCiJVCiD1CiN1CiL+bCSOEEK8LITKEEDuEEMrJjUKh4NCpMrrHR1gN99Y1IwG4+dPN7hapCf/4ejsAb/9ZSz85PoKvbx0PwOYjrWdg35s9kFrgH1LK/sA44A4hxACTMOcBvfW/OcDbnhVRoVD4IieLKm0a1xjZPY7pA5Morarluy1ZHpAMjhdWcLKokjEp8aQ2knFMajzpT03n4uFdPSKHJ/CaApFSnpRS/qH/XwLsAbqYBJsNfKbvd7IeiBVCdPKwqAobqauXvLxkH+e99jt/5NR6WxxFKyWvtAqArnHhNoX/95+GAPCPb7ZzWr/XnRgU1e1Teza7FhHSuuYt+cQYiBAiBRgObDC51AU41ug4i+ZKRuEjXPX+ev67MoM9J4t5b4f7P1RF2yT9pDaFd2T3OJvCx0eG8Ngszbgx9aU0tM333MfCHScBmNzbvt1h/RGvq0MhRBTwHXC3lLLY9LKZW5q9fSHEHDQTF0lJSaSlpRmvlZaWNjn2J/xJ9qySejYeriAqGHq0C2TH6Tpe/2Y5Qzp4vYjZhT/luSltRfb5B6sBKMvaR1rhAZvu6QGM6xTI+pO13P7uMq7sF2K8VlcvCQwwV9XYRmPZ66VkX045ydEBrFr1m8Nxegqny4y9e+C68g8IBpYA91q4/i5wVaPjfUCnluJUe6J7h8d/2iW7379A7jhWKE8Ulsvu9y+QKQ8skPX19S5Np67OtfGZ4k95bkpbkf2mjzfK7vcvsLssVNbUyu73L5Dd718gy6tqpZRSrtibI7vfv0A+uzDdrrga01j2VftzZff7F8j/LNnrcHyexG/3RBeaA5sPgT1Syv+zEGw+cJ0+G2scUCSlPOkxIRU2s16fJjm4azs6tQtnbMdApITv/3DdvPetRwvo+fAibvl0MxXVdS6LV+FfHDpdRnRYEAF29hpCgwK5b3pfANL2ae7e31qZAcDn6464RLZfdmUDcOnIZJfE5+t4cwxkAnAtcJYQYpv+N1MIcZsQ4jY9zCLgEJABvA/81UuyKlpASsne7JImXlFvHhwKwOfrXfNhAtz55VakhOV7cuj/2GK+9dCsGoXvIKXk8Okyhuk7ENrLJSO0GVA/7zjBIz/uZFNmAQAVNXUuGRvZmVUEQLf21qcYtwa8ZqCWUq7G/BhH4zASuMMzEikc5eCpMgDGprY3ngsJFPROjGLbsUKklM08ptrLmozTHC+sYEjXdtwxtRe3fr6Ff36zne+2ZPHalcNIjAlzKn6Ff5BVoG1X2ycp2qH7k2K0hs2indlNzuUUV3Ekr9xplyc7jxfZPLjfGvCJWVgK/2ZpuvYxnjMgqcn56QM7ArB8j/O7w72weC8Ab10zgukDO7LmgbO4cGhn1h3K45oPTCfvKVoD6SeK2XW8qMk5g3fdM3q2N3eLVYQQdNMXIM4e1pn5d07g+Uu0ab6/Z5x2QlqMe7H37+SYcvNHlAJROM2GQ9pHbdryuv6MFAA+XZvpVPy1dfXsyCqiR0IkXeO0j79LbDivXzWcXolRHMgt5f1Vh5xKQ+Fb7DpexMzXf2fWG6t5eck+qmvrAa0nCrZP4TXHRzeM5vELBvDK5cMY0jWWcXrPee9J00mg9rFC30Z3at9Ep+LxJ5QCUTjNukN5JESFEhzYtDh1iA4lMTqU1RmnqXPClfX2rEIALh7efAnQV7p302cX7WHtQedakArfYG92MTd8vBEAIeC/KzMY/tRSSiprWJaeQ1hwALERIVZisUyvxChunJBqHIQPDwkkJCiA3SecUyB7dAU0rodjvSN/RCkQhVPkl1VTXVvP2NR4s9cvG6UNWr7/u+M9hDUZ2gyvqf2at+w6RIey9J5JAFz9/ga2Hi1wOJ22wunSKj5dm0lZle95C6itq2fGq79zurSaD64bxaHnZnLDGSmUVddxxr9XUFJVyyQ3LNBLbR/JtmOFbDiUx4nCCofiWHcwj7DgACJD/WvtkzMoBaJwimX6+MfMweY9zNw5tTcA7/520OE09mZrLbt+Hc3blvskRfP5zWMAuPittVTWqCm+lsgprmTUM8t5fP5uzn1lFduPFXpbpCZ8tfEoALdMTOXsAUkIIXjiwoG8cdVwusSF0zcpmgfO6+fydA2zuq54bz1nPL+Cy95Zy8FTpXbFcfBUGclxbWP2lQGlQBROYbD7nmWmdwCaeWBynw4UlNewP6fEoTRWHzhNYnQoQYGWi+uZvTtw3fjuAFz7oRpUN0dheTXXfaiZhs7un8ip0ipmv7mGn7b5zh4Vb6VpDY1/nNu3yfkLhnZm8d2TWHLPJHp0sLwHiKM8Mqs/j5zfn0dnDWD2sM5syixg2n9+Y/JLK/lkzWHjGIwljuu9lom9E1wumy+jFIjCKXYdLyY4UBAeYnlfBsPirccc2Nintq6e4spaeidZrzSemj2I+MgQNmUW8PGaw273eeRv3DV3G/tySrhvel8+uH40S+7WTH9/n7uNC/+7mr9+sYW30jLILqr0inzbjhVysqiSCb3at1ie3EF0WDC3nNmDmyem8tqVw1l6zyRmDu7Ikbxynvg5ncveXUd5tWWT3yKD/ysLW+y2VpQCUThMTV09xwsrGN+z5VbXoC7t6N4+gvWH8vn3L3vsqti3HNHGNGz9ML+//QwAnvw5navf30BJZY3NabVmaurqWbX/FHERwdwxtRcAqQmRLPjbRMamxlNSWcvyPbm8uHgfk15c6ZVNj655fz0Aj80a6PG0TemTFM1b14xk15PTeeC8fmw/VsjM1363GD5tv9YTn9BL9UAUihaprKkjI7eE9/SpsxN7WZ918tMdExidEse7vx3i2YV7bE5r+Z4cAKb1T7ISUiMlIZItj5zNnEk9WHcojzNfXGmc+tmWeVN32fGXST2anB/UpR3zbh3Pyn9OYd/TM3jhksFU19Vz3mu/s2r/KVbuy2X+9hM8+fNunlu0p8VWuIG6esln6zK575vt7MiyPsZyqqSKXw7XUFZdx5S+HehrYazLG0SFBnHb5J4M7xZLZl45//p2u9lwazLMz0Rs7bSd6QIKp6mtq+eRH3cxd9OxJuevGN3N6r2xESF8ccs4+jzyCx+sPszQ5FguGNrZ6n0GVxM97Fgh3D4qlIdm9mdMSjz3fbudaz7YwHXju3PvOX2cmv7pr+SXVfPqcs1r7V/O7GExnBCCK0Z3o2tcBDd8vJHrPtrYLMzcjUe5b3pfrh2fYjaOI3llXPvhRo7qPZhvtmQRFxHM3DnjzSqGD34/xDONGhSvXTncnkfzGPPmjKf/Y4v5enMWo1LiuXxUg6+rnDJtfOTs/m1n/YcBpUAUFskrreKuuVspqazl2nHdeWbhHooqahjRLZbpAzuy+UgB43u0p114sE3xhQQFsPSeSVz/0Ub+9tVWcooruaWFCg00u3i/jtEOuUI5e0ASy++dzF1zt/LZuiP88Mdxvrl9PP06xli/uRVx97xtADx54UCbWsgTeiWw6K4zefXXA3SJDWd4ciyJMWHkFlfy97nbePSn3QQFBnDVmOYNhwv/u4aiihoeOb8/5w7oyGfrMvlg9WEufXstP/9totFVyPHCCq58bx3H8itIjg8nOayGhy8dZ3NZ8jQhQQGse+Asxjz3K4//tLuJAvn+gOZe/rJRbcOBYmPaVn9LYTNSSia8sII1GXnsyCrivm93UFVbx4uXDuH7v07g1sk9ef+6Udw0MdWuePskRbNEX7fxzMI97D5RZDGswQ4/vJtjjvNA6418ccs4nr5oEJW1dcx49Xee/2Wvw/H5G5U1dazaf4ro0CCjZwBb6J0UzZtXj+Chmf05b3AnRnaP47zBnVhyzySiw4J48PudXP3+eoobjTG9/usBiipqmNgrgVvO7EG39hE8MmsA//7TYCpq6pjychprdXPipW+v5Vh+BTdPTOXXe6cwZ0goAzu3c/Xju5TEmDAuGNqZipo6LnhjNQDFlTVsyK4jKEC0KR9YBpQCaUO8lZbBT9uOU2/DqvDXf82gsqae6QOTeOC8flw+qiur7pvapOXlKDFhwbzz5xEAXPnueovTew0utw0+tZzh2nHdWX7vZLrGhfPObwe54t11xqmXrZknf94NwIMz+7skvtSESDY+dDY3TUhl7cE8Jjy/gpeW7OWNXw/wf8v2A/DOtSOb3HPVmG7Mu1XzGHD1Bxu4+v31nCyqZFhyLI/OGkBIkP9UQ8//aTBd48LZebyIj1Yf5vzXtYH1xy8Y4GXJvIP/vDmFU6Tt02bY/H3uNqa8nMainSdbnA31gb5y/L9Xj+C2yT158dKhLvV4O2NQJz68fhQlVbVc9OYaft5+otnKaIMTxsZefp2he/tIVv5zCjdPTGXD4XxmvLKKz9dlOuVmxZc5XVrFVxu18aqrxrjOvBIeEshjFwzgoxtGERsRzJsrD/KfZfvpGhfOr/+YTJSZldgju8fz8mVDCQsOYO3BPC4a1plvbhvvMpk8RdHFHrcAABbmSURBVGRoEPPvnAjAUwvSOZZfwcW9gi2OCbV21BhIG+F/67UVvjdPTOXjNYf56xd/MDY1nnm3Nv+I80qrKKmq5dwBSW6dVTKtfxL/uWwoD36/k799tRWA6LAghneLY86ZPfht/ykSokJcuiYgODCAR2cN4MKhnbnls808+tNuXlyyj79O6cX1Z3R3WTq+wOM/ab2P164c5rQ7fXOc1S+Js/olset4EcfyyzmrfyKhQZbf1aUjuzJzcEekxK/dfcRHhtA1LpysggrO6pfI7JQyb4vkNfz3LSrsYl9OMVGhQTw6awB/P7s3l769lg2H8/ng90PNBrLT9p0C4MJh1mdJOcslI7tyzsAkVuzJZU92MYdOlbEsPYdV+zUZzrfgIsVZhibHsu6Bs5i76RhvrDjAC4v38tKSvVzQI5hJk6Tdu935Gvll1SzceZKIkEBmD2vuhNKVDOrSjkFdbBu/iAhpHVXOj3dMYOXeXP40oiu/+8He5+6idbxNRYtIKTmWX2HcryMmLJif7phI/8cW89+VGc0USLruVXSihxZFxYQFc9HwLlyEVtEVldfwyvL9nCqtcpnt3hxBgQH8eVx3rhnbjcW7snl1+QF+OlhC9Zd/8OqVw1psTbubH7ce54etx+kcG8Z90/sRH9ny9OPdJ4r4X3oV/zuyifjIEOZvPwHAI+e3Tdu8u0mICm2Ts65M8aoCEUJ8BMwCcqWUg8xcbwf8D+iGJuvLUsqPPSul/3O6VJtm2LORD6HwkEDO7p/I8j25HMsvJzm+wQncliMFBAi8tmaiXUQwT1zoudXIQgjOG9yJGYM6ctXrS/hlVzZrnlnOO9eO5Awrq+zdwY9bj3P3vG0IAVJqPcLf/zXVoi+w91cd4tlFhrUU2rhRx5gwHrmsP7OGuL8XqWi7uMTALYToIIR4WQixSAixwvBnw62fADNauH4HkC6lHApMAf4jhGh7K8GcJDNPs9H2TmzqT+rGCdoU3A9XH25y/kBOCd3bO7e1pz8ihOC2oWG8ftVwAgMEV7+/gSfm7/a4d98X9d0Xdz0xnXvO7sPJoko2ZuZbDG9QHs+fGc6h52ay+v6prHvwLKU8FG7HVSOkXwB7gFTgSSAT2GTtJinlKsDylwESiBbaCGCUHtb3NjHwcQ7pbqlTOzRVCoZtQT9dl2k8V1ZVS1l1HcOTHV974e9cOLQzS++ZzBk92/PJ2kzOejmNlfuc35bXFo7ll3OiqJIR3WKJDA1ixiBtCnO6hc2Olu7W3OlfOrIrHSMDCAgQdI2LcMuguUJhiqsUSHsp5YdAjZTyNynlTcA4F8T7X6A/cALYCfxdStmyX2VFM7bpez70MumBCCG4cGhnpIRl6ZrPqbUHtc2bRrTBRVGN6RAdypd/GccrVwwlr6yaGz/exJ/eWmOxIncVz+m9CYM78x660t+RZX7B5X+Wamsv/jW9r9nrCoU7Ea5weS2EWC+lHCeEWAK8jlbhfyul7GnDvSnAAgtjIJcCE4B7gZ7AMmColLLYJNwcYA5AUlLSyLlz5xqvlZaWEhXl+v0DPIGrZH9uQwX7C+r5ZEZzs1RxteSuFeXEhAhePyuCD3dW8fvxWl6ZEk5cmOPtC3/Nd3Nyl9VI5h+sZkmm1vkdnBDItQNCSIxw7RTn2nrJLUvLCQuEd85peFc3LSmjQ7jgsfHhRAY39CwqaiW3Ly+nc6TguTMj/DbPwX/LC7Qe2adOnbpFSjnKrgiklE7/oQ2EtwMGASuBLcCFNt6bAuyycG0hcGaj4xXAmJbiGzlypGzMypUrpb/iKtlHP7NMnvnCCovXr/1wg+x+/wK5an+u7P3QItn9/gVOp+mv+d6S3EdOl8l/fL1Ndr9/gex+/wL5j6+3ydLKGpel/fwve2T3+xfIt1ZmNDl/0ZurjWn+svOE8fyry/bL7vcvkPM2HrUqu6+jZPcOjWUHNks7636XzMKSUi7Q/y0CproiTp2jwDTgdyFEEtAXcHxz7TaIlJLckiqmD7TsDv25iwcx8YWVXKvvVnfuANtcp7c1urWP4OXLhnLzxFT+s3Qf327J4tstWSTHhzMmpT0x4UFEhQZxzoAkhnS1fwxprr6d622Tm06rHpvanq1HNTPkc4v2MmOQtjbmmy3aKvNLRnZ15rEUCodxSoEIId5AG+g2i5TyLiv3f4U2uypBCJEFPA4E6/e+AzwNfCKE2AkI4H4ppdrcwQ7yy7QpvC1tA9o1LoKLh3fhh63a1qbuXHvRGujfKYYPrh/Nyr25rNiby+YjBSxNz6aiuo7aeskbKzLo3C6M84d04m/TehMTZt3DbFZBOQXlNUzu06HZAPg/zu1D9/YR/G/9EXafKKa6tp6yqlqyCioYkxpPoJ8velT4L872QDbrvxOAAcA8/fgyNDNWi0gpr7Jy/QRwrjMCtnUO5GozsHpZ2Uf6/y4fyrkDkkiIDiXVjr032jJT+yUy1WQv+LUHT7M8PZff9ufy/u+H+WD1Yeac2YP7pvdtcU/39/XNuW6b3HzYMFh3nV5eXcfuE+msP5RnnBV27bjW5X5F4V84pUCklJ8CCCFuAKZKKWv043eApU5Lp3CaDF2BWNtT3LCYTuEcZ/RM0BcfDuC3/af4z9J9vLvqEP9bf4TJfTswfWBHhnSNpXt8hNFdSl295NN1RwAY1yPeYtznDkji6QXpfLnhKIv16buzhqh3pvAerlqJ3hmIpmFNR5R+TuFlMk9riwhTVK/C40zu04HJfTrw3ZYsvtp4lEU7s1m0U6v4AwMEseHBdIkLJ7uoEoAbzkhpcf1GcnwE0WFBRuVx8fAuar2Hwqu4SoE8D/whhEjTjycDT7goboUTGLYWtcUOr3APl4zsyiUju1JWVcu6g3kcPFVKVkEFRRU17M0uJi4ihAuHdubh862PPf11Si9e0FeqPzpL+blSeBdXKZBPgDrgbjTF8Rjg/C5ACqfJKakiLkIpD18gMjSIswckcTaOz3K7bXIP+neKpm/HaKsOFhUKd+MqBfIWUA+ESynnCyHigO+A0S6KX+EgWfnldI2LsB5Q4RcIIZjSN9F6QIXCA7hqKe1YKeUdQCWAlLIAUM0jHyCvrJrk+HBvi6FQKFohrlIgNUKIQPQ1IUKIDmg9EoUXKSzX1oC0Rc+6CoXC/bhKgbwO/AAkCiGeBVYDz7koboWDGNaA9LSyBkShUCgcwVWuTL4QQmxBczsigIuklHus3KZwM7uPax5cTfcBUSgUClfgsh0JpZR7gb2uik/hPAdP6RtJWVlEqFAoFI7gWn/UCp8iM6+MoABBRIhXdy5WKBStFKVAWjE7jxepFegKhcJtKAXSSqmvlxSW15DSXq0BUSgU7kHZNloRW44U8J+l++jbMZqzdC+xQx3Yl0KhUChsQSmQVkJGbimXvL0W0PY1/3hNJgAzBimPMgqFwj0oE1Yr4b5vtwMwb8443rt2JCFBAfRKjKJ3UrSXJVMoFK0V1QPxI8qqaokICWzmwjuvtIqtRwvp3j6CsT3aA7Dv6RnK1bdCoXArXu2BCCE+EkLkCiF2tRBmihBimxBitxDiN0/K5ytIKfnrF1sY+PgSLn1nHaVVtU2uP/TDTgAea+TeWykPhULhbrxtwvoEmGHpohAiFs3T74VSyoFoW+W2OR74bieLdmYTHhzIliMFTH9llXGjqM2Z+SzZnUNkSCDT+jvuJlyhUCjsxasKREq5ioZdDM1xNfC9lPKoHj7XI4L5ELtPFDFv8zHahQez84lzef2q4RwvrOCcV37jzZUZXPneegA+u3mslyVVKBRtDW/3QKzRB4gTQqQJIbYIIa7ztkCe5oHvNPPUZzeNISgwgAuHduau/2/v3oOjKs84jn8fApFLFIRAUK4xIAIpIiIibW0igooOaEenULwwOuKoVeuorZeZaqfVkVIVO96GwYpahVZq1TKDFhBqKyIF5KICAhoxCIIiYECDhKd/nBNcSDYxG7LnbPL7zGSy58b89mXPPjm39z2rF99WOJNfWwfAw2MHcmqPY6OMKSJNkLl7tAHMegKz3b2wmmWPAIMJOmlsBbwFnO/uHxy23kRgIkBeXt6pM2fOPLisrKyMnJzM7Avqy91l3LzIyGttTDrz0AcCN+2uYOsep1+HLHKy43e9I1PbPVNzg7JHpbFkLy4uXubug+uyfdzvwioFPnf3PcAeM3sDOBk4pIC4+1RgKsDgwYO9qKjo4LKFCxeSOJ1J7nt+HlDO1cUnUfTjE6KOUyeZ2u6ZmhuUPSpNOXvcT2G9DPzYzJqbWWvgdKDJdBO/7LPgbqtLBneLOImISFWRHoGY2QygCMg1s1LgbqAFgLs/4e5rzOxVYBXBCIfT3D3pLb+NzYptFbRt1YK2rVpEHUVEpIpIC4i7j/se60wGJqchTqxs+mIvFQ7DCjpEHUVEpFpxP4XVZL34TikA40/vEXESEZHqqYDE1Pw1wSMvZ+gIRERiSgUkhtyd1Zt3cXwbI6tZ/G7RFREBFZBYWr+tDIDC3KyIk4iIJKcCEkNzVm8F4LTOcX9MR0SaMhWQGFq26UsACtrpv0dE4kvfUDG0tGQHXdq1opm6ZBeRGFMBiZkde/axd18FA7tpLHMRiTedZG8A5fsrmDRnHStLd/KDLm05r7DzwZECazNr2ScAnD/gOPhid0PGFBGpFxWQI2zDtjJ+8fxy1m79ijbZwQBQ0xeVcFrPY7l1ZJ9aC8nTiz4GYES/PN78z7p0RBYRSYkKyBH0eVk5Zz8YjLr7+wsLuXRoD7bt/obHFm5k+qISfjZ1MSd0bMP1Rb346aAuVYadXV26i807v2ZIfntaZOnsoojEm76ljpD9FQcY88ibANw0vDeXDg26IOl0TEvuGd2fJXcO5/riAj7d+TW3vLCSYfe/zpR5H/D1vgoA1mzZzTXPLgUOHdtcRCSudARyhFz73HI27/yacUO6c/OIE6ss73RMS2475yRuGn4i0/77IX9562OmzFvPlHnr6XxMS7bu/gaAey8qpLBL23THFxGpMxWQBDv27GPGkk2sKt1J+zbZTBiWT5/OR9e63cbtZcx9/zOys5px30VVBlY8RHbzZlxX1Ivrinox9/3PuPqZpWwvK2fckO5c+5MCundoXeP2IiJxoQIS2rFnH4N+NxeA5s2M/QecGUs+obhPR+4c1ZfeeckLyWXT3gZg+pWnVbmuUZMR/fIouf/8+gUXEYmICkgou3kzJgzryYh+eQwr6EDJF3t5eN4HvLTiUxas284p3dsxsl9nRvbPo6Djd+MfP72ohE93fcOArm0ZVpAb4TsQEUkvFZBQzlHNuWd0/4PT+bltmDL2FG4c3psn/r2ROau38s6mtUx6dS3d27dmeN9ObN31DXPeDfqteubKIVFFFxGJRKR3YZnZn81sm5nVOEytmZ1mZhVmdnG6slU6oWMOf7j4ZFbdM5K/XXMG1xcXsKd8P0+9WcLCdds588SOLL5jOO1aZ6c7mohIpKI+ApkOPAI8k2wFM8sCJgGvpSlTshwMyW/PkPz23DqyD2Xl+zm6pcYqF5GmK9IjEHd/A9hRy2o3AH8HtjV8ou/HzFQ8RKTJi/WDhGbWBbgIeCLqLCIicihz92gDmPUEZrt7lQcozOwF4AF3X2xm08P1ZlWz3kRgIkBeXt6pM2fOPLisrKyMnJycwzfJCMqefpmaG5Q9Ko0le3Fx8TJ3H1yX7eNeQD4CKh+syAX2AhPd/aUa/r3twMcJs3KBz49U3jRT9vTL1Nyg7FFpLNl7uHvHumwc9UX0Grl7fuXrhCOQpMUj3OaQBjCzpXWtqnGh7OmXqblB2aPSlLNHWkDMbAZQBOSaWSlwN9ACwN113UNEJMYiLSDuPq4O605owCgiIlJHsb4L6wiZGnWAelD29MvU3KDsUWmy2SO/iC4iIpmpKRyBiIhIA2i0BcTMzjWzdWa2wcxujzpPTcysm5ktMLM1Zvaemd0Uzm9vZnPNbH34+9iosyZjZllm9o6ZzQ6n883s7TD7X80slp2FmVk7M5tlZmvD9j8jU9rdzG4OPy/vmtkMM2sZ13avrt+7ZO1sgT+F++4qMxsUXfKk2SeHn5lVZvYPM2uXsOyOMPs6MzsnmtQ19zVoZreamZtZbjidUps3ygIS9p/1KHAe0A8YZ2ZxHid2P3CLu/cFhgLXh3lvB+a7e29gfjgdVzcBaxKmJwEPhdm/BK6KJFXtHgZedfeTgJMJ3kPs2z3speFGYHD4DFUWMJb4tvt04NzD5iVr5/OA3uHPRODxNGVMZjpVs88FCt19APABcAdAuN+OBfqH2zwWfh9FYTpVc2Nm3YARwKaE2Sm1eaMsIMAQYIO7f+ju+4CZwJiIMyXl7lvcfXn4+iuCL7EuBJmfDld7GrgwmoQ1M7OuwPnAtHDagLOAyl4DYpndzI4BzgSeBHD3fe6+kwxpd4K7KFuZWXOgNbCFmLZ7kn7vkrXzGOAZDywG2pnZcelJWlV12d39X+6+P5xcDHQNX48BZrp7ubt/BGwg+D5Kuxr6GnwI+BWQeAE8pTZvrAWkC/BJwnRpOC/2wifzTwHeBvLcfQsERQboFF2yGk0h+EAeCKc7ADsTdrC4tv8JwHbgqfD02zQza0MGtLu7bwb+SPBX5BZgF7CMzGj3SsnaOdP23yuBOeHrWGc3s9HAZndfediilHI31gJS3biysb/dzMxyCHoe/qW77446z/dhZhcA29x9WeLsalaNY/s3BwYBj7v7KcAeYni6qjrh9YIxQD5wPNCG4DTE4eLY7rXJlM8PZnYXwSno5ypnVbNaLLKbWWvgLuA31S2uZl6tuRtrASkFuiVMdwU+jSjL92JmLQiKx3Pu/mI4+7PKw8jwd2y6tE/wQ2C0mZUQnCo8i+CIpF14agXi2/6lQKm7vx1OzyIoKJnQ7mcDH7n7dnf/FngRGEZmtHulZO2cEfuvmV0BXACM9++eh4hz9gKCPzhWhvtrV2C5mXUmxdyNtYD8D+gd3pGSTXBR65WIMyUVXjN4Eljj7g8mLHoFuCJ8fQXwcrqz1cbd73D3ru7ek6CdX3f38cACoHIEybhm3wp8YmZ9wlnDgffJgHYnOHU11Mxah5+fyuyxb/cEydr5FeDy8M6gocCuylNdcWFm5wK/Bka7+96ERa8AY83sKDPLJ7govSSKjIdz99Xu3snde4b7aykwKNwPUmtzd2+UP8AogrsjNgJ3RZ2nlqw/IjhcXAWsCH9GEVxLmA+sD3+3jzprLe+jiKDDSwiuLywhuIj4AnBU1PmSZB4ILA3b/iXg2Expd+C3wFrgXeBZ4Ki4tjswg+BazbfhF9dVydqZ4HTKo+G+u5rgTrO4Zd9AcM2gcn99ImH9u8Ls64Dz4pT7sOUlQG592lxPoouISEoa6yksERFpYCogIiKSEhUQERFJiQqIiIikRAVERERSogIiUk9hj77Xha+PN7NZtW0j0hjoNl6Regr7L5vtQa+4Ik1GpGOiizQS9wMFZraC4KG4vu5eaGYTCHqYzQIKgQeAbOAyoBwY5e47zKyA4CGujsBe4Gp3X5v+tyFSNzqFJVJ/twMb3X0gcNthywqBnxN06X0vsNeDjhvfAi4P15kK3ODupwK3Ao+lJbVIPekIRKRhLfBgjJevzGwX8M9w/mpgQNgD8zDghaBLKyDokkQk9lRARBpWecLrAwnTBwj2v2YEY3gMTHcwkfrSKSyR+vsKODqVDT0Y9+UjM7sEDo5NffKRDCfSUFRAROrJ3b8A3jSzd4HJKfwT44GrzGwl8B4xHn5ZJJFu4xURkZToCERERFKiAiIiIilRARERkZSogIiISEpUQEREJCUqICIikhIVEBERSYkKiIiIpOT/M3yvQtyXYyYAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -378,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, @@ -394,18 +339,18 @@ "Start time: 15\n", "End time: 135.0\n", "Duration: 120.0\n", - "Signal nature: ecg\n", - "First ten instants: [ 15. 15.00048828 15.00097656 15.00146484 15.00195312\n", - " 15.00244141 15.00292969 15.00341797 15.00390625 15.00439453]\n", + "Signal type: ecg\n", + "First ten instants: [15. 15.00048828 15.00097656 15.00146484 15.00195312 15.00244141\n", + " 15.00292969 15.00341797 15.00390625 15.00439453]\n", "\n", "EDA\n", "Sampling frequency: 2048\n", "Start time: 5\n", "End time: 125.0\n", "Duration: 120.0\n", - "Signal nature: eda\n", - "First ten instants: [ 5. 5.00048828 5.00097656 5.00146484 5.00195312 5.00244141\n", - " 5.00292969 5.00341797 5.00390625 5.00439453]\n" + "Signal type : eda\n", + "First ten instants: [5. 5.00048828 5.00097656 5.00146484 5.00195312 5.00244141\n", + " 5.00292969 5.00341797 5.00390625 5.00439453]\n" ] } ], @@ -416,7 +361,7 @@ "print('Start time: {}'.format( ecg.get_start_time() ))\n", "print('End time: {}'.format( ecg.get_end_time() ))\n", "print('Duration: {}'.format( ecg.get_duration() ))\n", - "print('Signal nature: {}'.format( ecg.get_signal_nature() ))\n", + "print('Signal type: {}'.format( ecg.get_signal_type() ))\n", "print('First ten instants: {}'.format( ecg.get_times()[0:10] ))\n", "print('')\n", "print('EDA')\n", @@ -424,7 +369,7 @@ "print('Start time: {}'.format( eda.get_start_time() ))\n", "print('End time: {}'.format( eda.get_end_time() ))\n", "print('Duration: {}'.format( eda.get_duration() ))\n", - "print('Signal nature: {}'.format( eda.get_signal_nature() ))\n", + "print('Signal type : {}'.format( eda.get_signal_type() ))\n", "print('First ten instants: {}'.format( eda.get_times()[0:10] ))" ] }, @@ -443,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, @@ -456,18 +401,20 @@ "(40, 42)" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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WhI87RGSJiJzU7yvNsFOac2/a/gz/2/kT3pqFCbbKDAsd80mX3EKhISz5z9qt3OvKQIPP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\nPIWTt5JxUaDvfnfCR5HHftZ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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -524,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "collapsed": true, "deletable": true, @@ -548,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "collapsed": true, "deletable": true, @@ -571,7 +518,7 @@ "\n", "s_fake_idx = UnevenlySignal(values = signal_values, \n", " sampling_freq = fsamp, \n", - " signal_nature = 'fake', \n", + " signal_type = 'fake', \n", " start_time = tstart,\n", " x_values = x_values_idx, \n", " x_type = 'indices')" @@ -589,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { "collapsed": true, "deletable": true, @@ -609,7 +556,7 @@ "\n", "s_fake_time = UnevenlySignal(values = signal_values, \n", " sampling_freq = fsamp, \n", - " signal_nature = 'fake', \n", + " signal_type = 'fake', \n", " start_time = tstart, \n", " x_values = x_values_time, \n", " x_type = 'instants')" @@ -627,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, @@ -637,21 +584,23 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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Hj7+4h7SPb3SziMhkEamAMLMrgR8CceBWd59XqW0nkilaXu4hufcAj76wO2cgm8YriEi9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\nvBQQIiKSlwJCRETy+v+gEipGhgpNVAAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -665,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, @@ -677,24 +626,22 @@ "output_type": "stream", "text": [ "Instants:\n", - "[ 10. 10.1 10.2 10.3 10.4 10.5 10.6 10.7 10.8 10.9 11. 11.1\n", - " 11.2 11.3 11.4 11.5 11.6 11.7 11.8 11.9 12. 12.1 12.2 12.3\n", - " 12.4 12.5 12.6 12.7 12.8 12.9 13. 13.1 13.2 13.3 13.4 13.5\n", - " 13.6 13.7 13.8 13.9 14. 14.1 14.2 14.3 14.4 14.5 14.6 14.7\n", - " 14.8 14.9 15. 15.1 15.2 15.3 15.4 15.5 15.6 15.7 15.8 15.9\n", - " 16. 16.1 16.2 16.3 16.4 16.5 16.6 16.7 16.8 16.9 17. 17.1\n", - " 17.2 17.3 17.4 17.5 17.6 17.7 17.8 17.9 18. 18.1 18.2 18.3\n", - " 18.4 18.5 18.6 18.7 18.8 18.9 19. 19.1 19.2 19.3 19.4 19.5\n", - " 19.6 19.7 19.8 22.5]\n", - "[ 10. 10.1 10.2 10.3 10.4 10.5 10.6 10.7 10.8 10.9 11. 11.1\n", - " 11.2 11.3 11.4 11.5 11.6 11.7 11.8 11.9 12. 12.1 12.2 12.3\n", - " 12.4 12.5 12.6 12.7 12.8 12.9 13. 13.1 13.2 13.3 13.4 13.5\n", - " 13.6 13.7 13.8 13.9 14. 14.1 14.2 14.3 14.4 14.5 14.6 14.7\n", - " 14.8 14.9 15. 15.1 15.2 15.3 15.4 15.5 15.6 15.7 15.8 15.9\n", - " 16. 16.1 16.2 16.3 16.4 16.5 16.6 16.7 16.8 16.9 17. 17.1\n", - " 17.2 17.3 17.4 17.5 17.6 17.7 17.8 17.9 18. 18.1 18.2 18.3\n", - " 18.4 18.5 18.6 18.7 18.8 18.9 19. 19.1 19.2 19.3 19.4 19.5\n", - " 19.6 19.7 19.8 22.5]\n", + "[10. 10.1 10.2 10.3 10.4 10.5 10.6 10.7 10.8 10.9 11. 11.1 11.2 11.3\n", + " 11.4 11.5 11.6 11.7 11.8 11.9 12. 12.1 12.2 12.3 12.4 12.5 12.6 12.7\n", + " 12.8 12.9 13. 13.1 13.2 13.3 13.4 13.5 13.6 13.7 13.8 13.9 14. 14.1\n", + " 14.2 14.3 14.4 14.5 14.6 14.7 14.8 14.9 15. 15.1 15.2 15.3 15.4 15.5\n", + " 15.6 15.7 15.8 15.9 16. 16.1 16.2 16.3 16.4 16.5 16.6 16.7 16.8 16.9\n", + " 17. 17.1 17.2 17.3 17.4 17.5 17.6 17.7 17.8 17.9 18. 18.1 18.2 18.3\n", + " 18.4 18.5 18.6 18.7 18.8 18.9 19. 19.1 19.2 19.3 19.4 19.5 19.6 19.7\n", + " 19.8 22.5]\n", + "[10. 10.1 10.2 10.3 10.4 10.5 10.6 10.7 10.8 10.9 11. 11.1 11.2 11.3\n", + " 11.4 11.5 11.6 11.7 11.8 11.9 12. 12.1 12.2 12.3 12.4 12.5 12.6 12.7\n", + " 12.8 12.9 13. 13.1 13.2 13.3 13.4 13.5 13.6 13.7 13.8 13.9 14. 14.1\n", + " 14.2 14.3 14.4 14.5 14.6 14.7 14.8 14.9 15. 15.1 15.2 15.3 15.4 15.5\n", + " 15.6 15.7 15.8 15.9 16. 16.1 16.2 16.3 16.4 16.5 16.6 16.7 16.8 16.9\n", + " 17. 17.1 17.2 17.3 17.4 17.5 17.6 17.7 17.8 17.9 18. 18.1 18.2 18.3\n", + " 18.4 18.5 18.6 18.7 18.8 18.9 19. 19.1 19.2 19.3 19.4 19.5 19.6 19.7\n", + " 19.8 22.5]\n", "Indices:\n", "[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17\n", " 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35\n", @@ -735,7 +682,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, @@ -751,16 +698,16 @@ "Start time: 10\n", "End time: 22.6\n", "Duration: 12.6\n", - "Signal nature: fake\n", - "First ten instants: [ 10. 10.1 10.2 10.3 10.4 10.5 10.6 10.7 10.8 10.9]\n", + "Signal type: fake\n", + "First ten instants: [10. 10.1 10.2 10.3 10.4 10.5 10.6 10.7 10.8 10.9]\n", "\n", "Defined by Instants\n", "Sampling frequency: 10\n", "Start time: 0\n", "End time: 22.6\n", "Duration: 22.6\n", - "Signal nature: fake\n", - "First ten instants: [ 10. 10.1 10.2 10.3 10.4 10.5 10.6 10.7 10.8 10.9]\n" + "Signal type: fake\n", + "First ten instants: [10. 10.1 10.2 10.3 10.4 10.5 10.6 10.7 10.8 10.9]\n" ] } ], @@ -771,7 +718,7 @@ "print('Start time: {}'.format( s_fake_idx.get_start_time() ))\n", "print('End time: {}'.format( s_fake_idx.get_end_time() ))\n", "print('Duration: {}'.format( s_fake_idx.get_duration() ))\n", - "print('Signal nature: {}'.format( s_fake_idx.get_signal_nature() ))\n", + "print('Signal type: {}'.format( s_fake_idx.get_signal_type() ))\n", "print('First ten instants: {}'.format( s_fake_idx.get_times()[0:10] ))\n", "print('')\n", "print('Defined by Instants')\n", @@ -779,7 +726,7 @@ "print('Start time: {}'.format( s_fake_time.get_start_time() ))\n", "print('End time: {}'.format( s_fake_time.get_end_time() ))\n", "print('Duration: {}'.format( s_fake_time.get_duration() ))\n", - "print('Signal nature: {}'.format( s_fake_time.get_signal_nature() ))\n", + "print('Signal type: {}'.format( s_fake_time.get_signal_type() ))\n", "print('First ten instants: {}'.format( s_fake_time.get_times()[0:10] ))" ] }, @@ -805,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "collapsed": true, "deletable": true, @@ -829,7 +776,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, @@ -846,12 +793,14 @@ }, { "data": { - "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -883,7 +832,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "collapsed": true, "deletable": true, @@ -898,7 +847,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, @@ -914,12 +863,14 @@ }, { "data": { - "image/png": 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jL0+LoFA0ahqFE90XMKbvbsw8OaOPW66zc8j4OvvS2sfW2l7XZbBbZFE0fnq2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\nM7NC3EDMzKyQ/wD020A8sugN+QAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -938,7 +889,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": { "collapsed": true, "deletable": true, @@ -954,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, @@ -970,12 +921,14 @@ }, { "data": { - "image/png": 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M3ZuBH5lZI3BtkWuTAa6QaTp1B5JI6RQSEPvNLADWmNnVhMNtHFXcsmSgStQ3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\n", 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -991,6 +944,13 @@ "\n", "print(s_fake_time_segment.get_start_time())" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1009,11 +969,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", -<<<<<<< HEAD "version": "3.6.8" -======= - "version": "3.7.2" ->>>>>>> 16b6e9f12717b52b0367fb9f384a14372753c47a } }, "nbformat": 4, diff --git a/tutorials/2-algorithms.ipynb b/tutorials/2-algorithms.ipynb index 2c269e5..ba42e10 100755 --- a/tutorials/2-algorithms.ipynb +++ b/tutorials/2-algorithms.ipynb @@ -62,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "collapsed": true, "deletable": true, @@ -78,7 +78,8 @@ "%matplotlib inline\n", "\n", "# import data from included examples\n", - "from pyphysio import TestData, EvenlySignal\n", + "from pyphysio.tests import TestData\n", + "from pyphysio import EvenlySignal\n", "\n", "ecg_data = TestData.ecg()\n", "eda_data = TestData.eda()\n", @@ -90,12 +91,12 @@ "\n", "ecg = EvenlySignal(values = ecg_data, \n", " sampling_freq = fsamp, \n", - " signal_nature = 'ecg', \n", + " signal_type = 'ecg', \n", " start_time = tstart_ecg)\n", "\n", "eda = EvenlySignal(values = eda_data, \n", " sampling_freq = fsamp, \n", - " signal_nature = 'eda', \n", + " signal_type = 'eda', \n", " start_time = tstart_eda)" ] }, @@ -115,7 +116,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "collapsed": true, "deletable": true, @@ -131,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "collapsed": true, "deletable": true, @@ -145,13 +146,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "IIRFilter{'fp': 50, 'fs': 75, 'loss': 0.1, 'att': 40, 'ftype': 'ellip'}\n", + "{'fp': 50, 'fs': 75, 'loss': 0.1, 'att': 40, 'ftype': 'ellip'}\n" + ] + } + ], "source": [ "# check parameters\n", "print(lowpass_50)\n", @@ -161,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, @@ -175,13 +185,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "#plot\n", "ecg.plot()\n", @@ -190,16 +223,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'ecg'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# check output type\n", - "ecg.get_signal_nature()" + "ecg.get_signal_type()" ] }, { @@ -217,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "collapsed": true, "deletable": true, @@ -233,13 +277,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "BeatFromECG{'bpm_max': 120, 'delta': 0, 'k': 0.7}" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# check parameters\n", "ibi_ecg" @@ -247,7 +302,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "collapsed": true, "deletable": true, @@ -261,13 +316,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# plot\n", "ax1 = plt.subplot(211)\n", @@ -279,16 +357,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'IBI'" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# check output type\n", - "ibi.get_signal_nature()" + "ibi.get_signal_type()" ] }, { @@ -310,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "collapsed": true, "deletable": true, @@ -325,7 +414,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "collapsed": true, "deletable": true, @@ -339,13 +428,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSSD{}\n", + "PowerInBand{'freq_min': 0.15, 'freq_max': 0.4, 'method': 'ar', 'interp_freq': 4}\n" + ] + } + ], "source": [ "# check parameters\n", "print(rmssd)\n", @@ -354,17 +452,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.03269228610345054\n", + "1220.7628626194737\n" + ] + } + ], "source": [ "# apply an Indicator\n", "rmssd_ = rmssd(ibi)\n", - "HF_ = HF(ibi)\n", + "HF_ = HF(ibi.resample(4)) #resampling is needed to compute the Power Spectrum Density\n", "\n", "print(rmssd_)\n", "print(HF_)" @@ -372,13 +479,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + } + ], "source": [ "# check output type\n", "print(type(rmssd_))\n", @@ -401,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "collapsed": true, "deletable": true, @@ -417,13 +533,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PSD{'method': 'ar', 'nfft': 2048, 'window': 'hamming', 'min_order': 10, 'max_order': 30, 'normalize': False, 'remove_mean': True, 'interp_freq': 4}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# check parameters\n", "compute_psd" @@ -431,20 +558,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# apply a Tool\n", - "frequencies, power = compute_psd(ibi)\n", + "frequencies, power = compute_psd(ibi.resample(4))\n", "\n", "plt.plot(frequencies, power)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -463,7 +610,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.0" + "version": "3.6.8" } }, "nbformat": 4, diff --git a/tutorials/3-pipelines.ipynb b/tutorials/3-pipelines.ipynb index 9bcf132..f870f5f 100755 --- a/tutorials/3-pipelines.ipynb +++ b/tutorials/3-pipelines.ipynb @@ -143,7 +143,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 4, @@ -263,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:49.558314Z", @@ -274,10 +274,10 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 13, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, @@ -309,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:49.789882Z", @@ -323,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:49.795710Z", @@ -337,7 +337,7 @@ "120.0" ] }, - "execution_count": 15, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -357,16 +357,20 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using matplotlib backend: Qt5Agg\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ "# check results so far\n", - "%matplotlib auto\n", "ax1 = plt.subplot(211)\n", "ecg.plot()\n", "plt.vlines(ibi.get_times(), np.min(ecg), np.max(ecg))\n", @@ -401,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.389970Z", @@ -434,7 +438,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.395964Z", @@ -449,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.551458Z", @@ -466,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:31:55.665746Z", @@ -487,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:32:00.107134Z", @@ -498,26 +502,38 @@ { "data": { "text/plain": [ - "{'whiskers': [,\n", - " ,\n", - " ,\n", - " ],\n", - " 'caps': [,\n", - " ,\n", - " ,\n", - " ],\n", - " 'boxes': [,\n", - " ],\n", - " 'medians': [,\n", - " ],\n", - " 'fliers': [,\n", - " ],\n", + "{'whiskers': [,\n", + " ,\n", + " ,\n", + " ],\n", + " 'caps': [,\n", + " ,\n", + " ,\n", + " ],\n", + " 'boxes': [,\n", + " ],\n", + " 'medians': [,\n", + " ],\n", + " 'fliers': [,\n", + " ],\n", " 'means': []}" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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beginendlabelIBI_VLF_PowIBI_LF_PowIBI_HF_PowIBI_Total_Pow
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" + ], + "text/plain": [ + " begin end label IBI_VLF_Pow IBI_LF_Pow IBI_HF_Pow \\\n", + "0 0.850098 10.850098 0.0 59.516601 203.751677 391.404224 \n", + "1 5.850098 15.850098 0.0 264.439856 843.781813 394.526680 \n", + "2 10.850098 20.850098 0.0 132.541890 349.282597 590.365659 \n", + "3 15.850098 25.850098 0.0 89.239632 290.723129 409.507018 \n", + "4 30.850098 40.850098 1.0 100.549819 316.695904 514.396912 \n", + "5 35.850098 45.850098 1.0 230.816440 593.825096 750.872661 \n", + "6 40.850098 50.850098 1.0 76.334252 266.728378 662.535907 \n", + "7 45.850098 55.850098 1.0 173.964370 653.045174 523.428901 \n", + "8 60.850098 70.850098 0.0 183.219677 593.111776 390.872019 \n", + "9 65.850098 75.850098 0.0 275.869859 1173.359213 740.084483 \n", + "10 70.850098 80.850098 0.0 64.312217 286.784686 795.383133 \n", + "11 75.850098 85.850098 0.0 222.644422 726.048345 893.153690 \n", + "12 90.850098 100.850098 2.0 256.708599 814.222175 741.991231 \n", + "13 95.850098 105.850098 2.0 99.584297 534.540706 720.614651 \n", + "14 100.850098 110.850098 2.0 239.481419 989.035020 606.820660 \n", + "15 105.850098 115.850098 2.0 125.228110 636.315143 626.826865 \n", + "\n", + " IBI_Total_Pow \n", + "0 1309.709483 \n", + "1 2082.863133 \n", + "2 1687.926380 \n", + "3 1423.139258 \n", + "4 1570.979730 \n", + "5 2177.812320 \n", + "6 1788.202972 \n", + "7 1961.157784 \n", + "8 1769.266383 \n", + "9 2736.346689 \n", + "10 1771.060922 \n", + "11 2401.287011 \n", + "12 2365.930261 \n", + "13 1942.897032 \n", + "14 2410.078054 \n", + "15 1963.559251 " + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import pandas as pd\n", "\n", @@ -601,7 +864,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.958154Z", @@ -617,14 +880,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.958836Z", "start_time": "2017-12-12T13:29:46.506Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/media/veracrypt1/UniTn/software/pyphysio/tutorials\n" + ] + } + ], "source": [ "# BE CAREFUL when executing the above command (uncomment first) \n", "# as it will save a new file in your current working directory.\n", @@ -649,7 +920,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.959612Z", @@ -660,10 +931,10 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 22, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, @@ -700,7 +971,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.960281Z", @@ -715,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.961010Z", @@ -730,7 +1001,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.961827Z", @@ -739,15 +1010,19 @@ }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Using matplotlib backend: Qt5Agg\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "%matplotlib auto\n", "eda.plot()\n", "eda_filt.plot()\n", "eda = eda_filt" @@ -764,7 +1039,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.962596Z", @@ -779,18 +1054,30 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 32, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# check results so far\n", "plt.figure()\n", @@ -860,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.964697Z", @@ -879,14 +1191,27 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:29:50.965429Z", "start_time": "2017-12-12T13:29:46.548Z" } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "## Box-Whisker plot\n", "## extract column with the labels for each window\n", @@ -901,6 +1226,7 @@ "\n", "## create a box and whisker plot \n", "## to compate the distibution of the RRmean indicator\n", + "plt.figure()\n", "plt.boxplot([pksmean_image1, pksmean_image2], \n", " labels=['image1', 'image2'])\n", "plt.show()" diff --git a/tutorials/4-misc.ipynb b/tutorials/4-misc.ipynb index 06d3827..4e602c8 100755 --- a/tutorials/4-misc.ipynb +++ b/tutorials/4-misc.ipynb @@ -46,17 +46,17 @@ "import numpy as np\n", "import os\n", "import matplotlib.pyplot as plt\n", - "\n", + "from pyphysio.tests import TestData\n", "%matplotlib inline \n", "\n", "# import all pyphysio classes and methods\n", "import pyphysio as ph\n", "\n", "# import data and creating a signal\n", - "ecg_data = ph.TestData.ecg()\n", + "ecg_data = TestData.ecg()\n", "\n", "fsamp = 2048\n", - "ecg = ph.EvenlySignal(values = ecg_data, sampling_freq = fsamp, signal_nature = 'ecg')\n", + "ecg = ph.EvenlySignal(values = ecg_data, sampling_freq = fsamp, signal_type = 'ecg')\n", "\n", "# Step 1: Filtering and preprocessing\n", "# (optional) IIR filtering : remove high frequency noise\n", @@ -83,7 +83,7 @@ "label[300:600] = 1\n", "label[900:1200] = 2\n", "\n", - "label = ph.EvenlySignal(label, sampling_freq = 10, signal_nature = 'label')\n", + "label = ph.EvenlySignal(label, sampling_freq = 10, signal_type = 'label')\n", "\n", "# define a list of indicators we want to compute\n", "hrv_indicators = [ph.Mean(name='RRmean'), ph.StDev(name='RRstd'), ph.RMSSD(name='rmsSD')]" @@ -157,8 +157,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[0.5 5 None 0.91645507812500004 0.015074690195319547 0.014550965583196922]\n", - " [15 21 None 0.75897216796875 0.0085281206896286321 0.012043760232400008]\n", + "[[0.5 5 None 0.916455078125 0.015074690195319547 0.014550965583196922]\n", + " [15 21 None 0.75897216796875 0.008528120689628632 0.012043760232400008]\n", " [98.7 110.4 None 0.8412214006696429 0.032466062173435395\n", " 0.021056496090773407]]\n" ] @@ -223,10 +223,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[ 0. 30. 0. 0.84098075]\n", - " [ 30. 60. 1. 0.87795123]\n", - " [ 60. 90. 0. 0.88465074]\n", - " [ 90. 120. 2. 0.84574382]]\n" + "[[ 0. 30. 0. 0.84098075]\n", + " [ 30. 60. 1. 0.87795123]\n", + " [ 60. 90. 0. 0.88465074]\n", + " [ 90. 120. 2. 0.84574382]]\n" ] } ], @@ -291,8 +291,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[ 0.5 5. 0. ]\n", - " [ 15. 21. 0. ]]\n" + "[[ 0.5 5. 0. ]\n", + " [15. 21. 0. ]]\n" ] } ], @@ -323,7 +323,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -332,12 +332,14 @@ }, { "data": { - "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -407,8 +409,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[[ 0.5 10. 0. ]\n", - " [ 15. 21. 0. ]]\n" + "[[ 0.5 10. 0. ]\n", + " [15. 21. 0. ]]\n" ] } ], @@ -469,7 +471,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:32:52.280995Z", @@ -478,7 +480,7 @@ }, "outputs": [], "source": [ - "SAVEDIR = '/home/myhome' # set where you will save the data!\n", + "SAVEDIR = '/home/USER' # set where you will save the data!\n", "os.chdir(SAVEDIR) \n", "\n", "ibi.to_csv('IBI.csv')" @@ -497,37 +499,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2017-12-12T13:32:52.546906Z", "start_time": "2017-12-12T13:32:52.284519Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0,0.5,'ibi2')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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0ynMzYrIU9AFR0azdOzYXM+j2zbqf2clWO1lppklxo+Js7f2fiyj4AkG++PQ5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\nwVPocSIEVE6RVZZolFFIION9hWfWW/DLZk+zwU4qKMocj8nmpmBhvKY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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "SAVEDIR = '/home/andrea' # set where you will save the data!\n", + "SAVEDIR = '/home/USER' # set where you will save the data!\n", "os.chdir(SAVEDIR) \n", "\n", "ibi.to_pickle('IBI.pkl')\n", @@ -541,20 +522,6 @@ "ibi2.plot()\n", "plt.ylabel('ibi2')" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### [TODO]: 4.x Creation of custom processing functions\n", - "\n", - "In addition to the functions provided by pyphysio, you can also define your custom processing algorithms.\n", - "You will need to write a function with the following syntax:\n", - "\n", - "```\n", - "\n", - "```" - ] } ], "metadata": { @@ -574,7 +541,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.6.8" } }, "nbformat": 4,