diff --git a/.github/workflows/gitlab-mirror-actions.yml b/.github/workflows/gitlab-mirror-actions.yml index 8660f7d..d92163d 100644 --- a/.github/workflows/gitlab-mirror-actions.yml +++ b/.github/workflows/gitlab-mirror-actions.yml @@ -3,7 +3,8 @@ name: Mirror and run GitLab CI on: push: branches: - - main + - main + - 'dev-*' workflow_dispatch: {} # manual dispatch jobs: diff --git a/.gitignore b/.gitignore index c0fbe86..66d80e0 100644 --- a/.gitignore +++ b/.gitignore @@ -4,6 +4,7 @@ __pycache__/ *$py.class .DS_Store .idea/* +.vscode/* # C extensions *.so diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml index b210048..e9770e2 100644 --- a/.gitlab-ci.yml +++ b/.gitlab-ci.yml @@ -1,6 +1,18 @@ stages: + - test - build +tests: + stage: test + image: python:3.11-slim-bookworm + environment: production + before_script: + - pip install pytest + script: + - pip install . + - pytest -W error test/ + + build: stage: build image: python:3.11-slim-bookworm diff --git a/README.md b/README.md index ed03ed3..f6df5c1 100644 --- a/README.md +++ b/README.md @@ -34,23 +34,23 @@ normalizer = rlign.Rlign(scale_method='hrc') ecg_aligned = normalizer.transform(ecg) # You can set different configuration like median_beat-averaging or the template_bpm -normalizer = rlign.Rlign(scale_method='hrc', median_beat=True, template_bpm=80) +normalizer = rlign.Rlign(scale_method='hrc', agg_beat='median', template_bpm=80) -ecg_aligned_80hz = normalizer.transform(ecg) +ecg_aligned_80bpm = normalizer.transform(ecg) ``` ### Configurations * `sampling_rate`: Defines the sampling rate for all ECG recordings and the template. Default is set to 500. -* `seconds_len`: Determines the duration of all ECG recordings and the template in seconds. +* `seconds_len`: Determines the duration of all ECG recordings and the template in seconds. Default is 10 (sec). * `template_bpm`: The desired normalized BPM value for the template. This parameter sets the heart rate around which the QRST pattern is structured, thereby standardizing the R-peak positions according to a specific BPM. * `offset`: The offset specifies the starting point for the first normalized QRS complex in the - template. In percentage of sampling_rate. Default is set to 0.5. + template. In percentage of sampling_rate. Default is set to 0.01. * `select_lead`: Specifies the lead (e.g., 'Lead II', 'Lead V1') for R-peak detection. Different leads can provide varying levels of clarity for these features. @@ -62,11 +62,11 @@ ecg_aligned_80hz = normalizer.transform(ecg) * `neurokit_method`: Chooses the algorithm for R-peak detection from the NeuroKit package. Different algorithms may offer varying performance - based on the ECG signal characteristics. + based on the ECG signal characteristics. Default is 'neurokit'. * `correct_artifacts`: If set to True, artifact correction is applied exclusively for R-peak detections, enhancing the accuracy of peak - identification in noisy signals. + identification in noisy signals. Default is True. * `scale_method`: Selects the scaling method from options like 'resampling' or 'hrc'. This choice dictates the interval used for resampling @@ -77,10 +77,16 @@ ecg_aligned_80hz = normalizer.transform(ecg) set to True, the problematic ECG is excluded from the dataset. If False, the original, unscaled ECG signal is returned instead. Default is False. -* `median_beat`: Calculates the median from a set of aligned beats - and returns a single, representative beat. +* `agg_beat`: Calculates the aggregated beat from a set of aligned beats + and returns a single, representative beat if using 'mean' or 'median'. + 'list' returns the additional dimension of aligned beats without per-lead + aggregation. 'none' disables any aggregation and returns as a time-series. + Also works with a lambda function, such as 'np.std'. Default is 'none'. -* `silent`: Disable all warnings. Default True. +* `detrend`: Detrend each beat individually using the robust median of slopes. + This is only computed if using `agg_beat`. Default is True. + +* `silent`: Disable all warnings. Default is True. ## Citation Please use the following citation: diff --git a/examples/agg_modes.ipynb b/examples/agg_modes.ipynb new file mode 100644 index 0000000..33e35f5 --- /dev/null +++ b/examples/agg_modes.ipynb @@ -0,0 +1,158 @@ +{ + "cells": [ + { + "cell_type": "code", + "id": "initial_id", + "metadata": { + "collapsed": true, + "ExecuteTime": { + "end_time": "2024-09-15T20:41:49.719467Z", + "start_time": "2024-09-15T20:41:48.865034Z" + } + }, + "source": [ + "from rlign import Rlign\n", + "from neurokit2.ecg import ecg_simulate\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ], + "outputs": [], + "execution_count": 1 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-09-15T20:41:49.756293Z", + "start_time": "2024-09-15T20:41:49.720367Z" + } + }, + "cell_type": "code", + "source": "X = ecg_simulate(sampling_rate=100, heart_rate=60, noise=0.35, heart_rate_std=15).reshape(1, 1, 1000)", + "id": "6e27cdfb17609688", + "outputs": [], + "execution_count": 2 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-09-15T20:41:49.759494Z", + "start_time": "2024-09-15T20:41:49.756918Z" + } + }, + "cell_type": "code", + "source": "X.shape", + "id": "3b09640d4d0afebd", + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 1, 1000)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 3 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-09-15T20:41:49.813622Z", + "start_time": "2024-09-15T20:41:49.760051Z" + } + }, + "cell_type": "code", + "source": [ + "plt.title(\"Input ECG\")\n", + "plt.plot(X[0, 0], color=\"black\", alpha=.8)\n", + "plt.xticks(range(0, 1001, 200), range(0, 11, 2))\n", + "plt.ylabel(\"mV\")\n", + "plt.xlabel(\"time [s]\")\n", + "plt.show()" + ], + "id": "2b75056f4519b0d0", + "outputs": [ + { + "data": { + "text/plain": [ + "
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5/KZNm7B//34A9WGtMWPGCM+/6aabsHv3btxzzz3Yvn07Xn75ZSxatAh33HGHHc2PecgRIgh74B0hyoORh46Ns+Bz9WjVmEbWrVuHvn37om/fvgCAKVOmoG/fvpg2bRoA4MiRI4IoAoD27dvjf//7H5YvX47evXvj6aefxuuvv05L502ChBBB2AN/7cXa9iFGQqExZ8ELIaojpJGhQ4cqnrxSVaOHDh2KjRs3mtgqwslQZ0fEG7G2Is5IyBFyFhQaIwgLICFExBt0zstDjpCzcIojREKIMAwnhsYIIh7gB3VyPeSh4+QsKEeIIEyCaoUQ8QY5Hdrg+wYSQvbD/wYkhAjCQEgIEfEGnfPaIEfIWTihqjRAQogwEKeExmhQIOIZGuDlob7BWZAQIgiT4OPO1NkR8QCd89rghRCtrrMfJ2yvAZAQso377rsPl1xyCb766iu7m2IYTnSECCIe4Ad1Ov/loVwqZ0GOUJxTVlaG4uJiVFZW2t2UmIMfFJwizgjCTCjkow3KEXIWJITiHPbDkz1rPE5ZiUC4g1gQDhQa0watGnMWTthwFSAhZBtsgI6lcvhOcV+ogyP0EAvnCw3w2iBHyFkwAW/3hJWEkE3EoiPkFCFEs2NCDf5cjYUBkXKEtEEhRGdBobE4JzGxfps36rSMh2bHhB5i4RyhAV4blCztLCg0FufEiiPkxM7E7ceUMB/eEYqF84WEkDZICDkLCo3FOUwIuT1HyImzaXKECDViLTRG57w2SDA6CwqNxTmx4gg5sf00KBBqxLIQogFeHvGxoWNlLySE4pxYFEJOTJYmCDViQQjRaihtiI8NCSF7ocrScU4sCiGnQIMCoYdYOEfIEdKG+LeOhd/ezZAQinNiRQjxHYlTHCEaFAg1+PPC7dcgQEnAWqHQmLNgx9/usYOEkE3EihByYrI3CSFCjVgTDm7KiwsGg9i7d68tx52EkLNgx58coTglVoSQEztgCo0RasTaLuRuEnbPP/88Ro4ciQULFlj+2ZQj5CwoNBbnsIKKbu+E+fY7xR0iR4hQQnxOxIJYdpMQevfddwEAzzzzjOWfHYu/vZthx59CY3EKU8CxJISc0qm4aVAgrEd8Trj9GgSc6cw6EXKEnAWFxuKcWCmo6EQhRIMCoUSsDX5uy3tJS0uz7bPddqxiHXKE4hwmhNw+UPNCyCkzawqNEUrE2hJqt4V7mjdvbttnkxByFrRqLM6JlRwhJ7ovJIQIJWJtMHSbsLPTEXLbsYp1KDQW58TiqjGnfBcSQoQSsSaE3NZ+O9vrtmMV61BoLM6JlRwhJwohWj5PKBFrroDbQmN2Emu/vdshRyjOiZVVY04UHeQIEUrEmnCgwV07tGrMWVAdoTiH5Qi5vdNyuiNEHR0hJtbOCRrctRNrYVG345Txj4SQTcRKjpDTHSGntIlwDrHmoNDgrh06Vs6EHKE4JVZyhJzovlBojFCCQmPxCx0rZ0GhsTgnVhwhJ4oOJ4qzWObzzz/HokWL7G6GZmItlEQuh3boWDkLp6waS7T10+OYWBFCThQdYnEWCoVsv9Bimfvvvx8AMHDgQLRr187m1qgTa4NhrDlcZhJrItjt0KqxOCdWhJAT83Gos7OHo0eP2t0ETcSacHDz+W51W2Ptt3c7TnGEXCeEXnrpJeTn5yMlJQUDBw7EmjVrFJ//7LPPomvXrkhNTUWbNm1wxx13oKqqyqLWyhOLQsgpHTB1btbB/+ZlZWU2tkQ7bhYOUrjN4bLTRXbbsYp1yBGKgA8++ABTpkzB9OnTsWHDBvTu3RvDhg3DsWPHJJ+/YMEC3HvvvZg+fTq2bduGN954Ax988AHuu+8+i1vekFgRQk4MjdGszzr4Y11eXm5jS7QTa+eHmxOAre4zYk0Eux3aaywCZs+ejYkTJ2LcuHHo0aMH5syZg7S0NMybN0/y+T/++CPOPfdc/OMf/0B+fj4uueQSXHPNNaoukhXEihCi0JhxOOX46SEWhJBbzg853Hq+A+QIxTsUGtNJIBDA+vXrUVBQINzn9XpRUFCAVatWSb5m8ODBWL9+vSB8du/ejaVLl+Lyyy+X/Zzq6mr4/f6wPzOIFSHkREfIjQPD/fffj7/97W+orq62uym64I81hcbswc0Ol9VtdbN7FotQaEwnJ06cQF1dHXJycsLuz8nJQVFRkeRr/vGPf+CRRx7Beeedh6SkJHTs2BFDhw5VDI3NmDEDmZmZwl+bNm0M/R4MpoDdfiE6MUfIjQPD559/jgMHDuCHH36wuym6cKMjFGuDoZtdDrtDY4S9UB0hC1i5ciUef/xxvPzyy9iwYQM++ugj/O9//8Ojjz4q+5qpU6eipKRE+Dtw4IApbWM/vJs6LSmcKIRibcbvZPhj7RYhJMbt54ebz3erhYlbJkmvvPIK7r77bse2zyicEhpzTR2hZs2aISEhocES3aNHjyI3N1fyNQ8++CCuu+463HDDDQCAXr16oby8HDfeeCPuv/9+SRWanJyM5ORk47+AiFgRQjxOuWjdPEN2yjHUitvaC7hbOEjhlsFdCsoRkuaNN94AAGzcuBH9+vWzuTXmQaExnfh8PvTr1w8rVqwQ7gsGg1ixYgUGDRok+ZqKiooGB5jl5th9AcRiaMwpuDn0Yfd5qRc3HVuGm88PKdz8fezOEXL69eam3zISnLJqzDWOEABMmTIFY8eORf/+/TFgwAA8++yzKC8vx7hx4wAAY8aMQatWrTBjxgwAwPDhwzF79mz07dsXAwcOxK5du/Dggw9i+PDhgiCyC/bDO/1CVINWjRmLm9oKOOc314NbXAGtuK39dm7U7Ibfnl9Ak5SUZGNLzIdCYxEwatQoHD9+HNOmTUNRURH69OmDZcuWCQnU+/fvD3OAHnjgAXg8HjzwwAM4dOgQmjdvjuHDh+Oxxx6z6ysIxEpozIm7z7uhs5PDTW0F3NdewN3nhxRudoTsTpZ24rEKBALC/xMTXTVE68YpoTHXHeXCwkIUFhZKPrZy5cqw24mJiZg+fTqmT59uQcv0EY+hsVAohPLycjRu3NjEFjUsSeCmY+ymtgLuay/gjsFQD27OESJHqCHxJISc4gi5Jkco1ohHR2jmzJkYOnQoXnrpJcvaJHXbybiprYD72gu4+/yQws3fx25HyInHym21xKLBKY4QCSGbiEVHSK1T+fDDDwEA8+fPt6xNgDM7Ox6nt08JJ+aIqeFmB0UKtzlcTtprzInHineEnNg+I6E6QnFOLCZLK32XkpKSsNtmznrcNkN2Yp6VVtwohNwmlNVw2/ex85xxQ98QT0LIKcefhJBNxGJoTOm77N27N+z2vn37zGqS62bITixKqRUnbrGihhsGQz247fvYec64QTTyk0Sn913RQqGxOCcWQ2NK3+XEiROKt81qE+DMzo7HzUIoFhwht7RbDrd9HzvPGTf0Dbwj5MT2GQmFxuIc9sM7vdNSQ+vs7uTJk4q3zWqT1G2n4UZXheHGtrshT0QPbjvfnRQac+JvzztCbt+UWw1aNRbnxEqOkBOFkNtmyHxn5/S2inFj291+zYlxmxByUrK0E4knR4hCY3FOrAghrbM7coTkcaOrwnBjorfbhLIabvs+TgqNOfFY8UKIHCFrICFkE/EWGisuLgYAtGvXLuy2GbghD4DHzeeAG/Ob3BAe0QMJf+24oW/gQ2NObJ+RkCMU58TKqjGtA2FpaSkAoHXr1mG3zW6T1G2n4UZXheHGZGm3CQc1IjnfA4EADh48aFaTFLFTPLtBCMWTI+SUTVdJCNmMWwYPObR2an6/HwCQl5cHACgrK7OkTWrtcgJ8Z+f0topxY1jPbeeHGnq/TygUwl133YURI0bgl19+MbNpktgpnmtra8NuO/G3d3N/oBcKjcU5seIIaXUzmANEQqgh5AhZS7yHxnbt2oUff/wRALBs2TLT2iWHneLZDfsQurk/0AuFxuKcWBFCWi9UsSNkZmjMbQMd3z63WeFu7LRjLTSm93zfs2eP8P8dO3aY0iYl7BTP4uvLib+9GycXkUJ1hOKcWCmoqGUgrKmpQVVVFQCgZcuWAMgR4nGzEHJjsrTbcsjU0Pt9+NygI0eOmNImJewUz24QQm6cXEQKhcbinFhcPg9Ifx/e/cnNzQUAVFZWNojXG0UkM/5jx45hxowZWLx4sSltUiJWhJBbOu1Yd4TUvs+hQ4eE/584ccLyc85O8eyG0Jgbr6loIUcoTomV0JiWTpi5P40aNUJGRoZwf3l5uSltimTG/9577+G///0vHnnkEVPdKincLIQoWdp+9H4ffnubYDBoak0vKShZWpl4EkLkCMU5sRgak7oNABUVFQDqhVBiYiJSU1MBmJcnFMlA9/vvv0v+3wr49rlNCMVCZWm3tFsOvd/n1KlTYbePHTtmeJuUcFKytBOFEIXGrIeEkE3EiiOkRXQwIZSWlgYAaNy4MQDz8oQiCX3s3r1b+P+uXbsMb5MSfOfsNiHkxk471kJjeoX/6dOnFW+bjZNCY0787ePJEaJVY3FOrDhCWsJQlZWVAM4IofT0dADWOUJqx7i2tjZsVlxUVGRKu+RwsyMUC8nSbmm3HHodISZ82ApOtqLTKpyULO3E/teN4eZIIUcozuF/eDef7FrazhwhFhIz2xGKdoZsZ86E24SQGx2hWFs1psfhCgQCwvXYtm1bANYLISc5Qk7Ezf2BXsgRinP4H97NQigSR4gJIafkCIn3PeOTSa3AzR2fGx0hMW5tN0PP+c5Ev9frtc0RclIdISeK4Fi4prRCQijOiVVHSClHyCpHSG+oQCyEyBHSjhvzGWLNEdLzfdg1l56ejqysLADxHRpzet/rtv5ALxQai3N4BezmjjiSZGmWI+SU0BgTQmxpv9VCyM05Qm7MZ4j1HCGl78OuucaNGwvXYTyHxpz428ejI0RCKE6JFUdIy6AiFxpzihBi4YL8/HwA8RUqiJZY6LTd2m6GnvOdhaPT09ORmZkJACgpKTGvcRKQI6SMmx1ivdAWG3FOrAghLWEoVjiRhcYaNWoUdr/ZbVI7vkyQse0/AoEAAoGAKW2Tgj9mZlXbNgtKlrYfPaFg3hFiDqiZ+/5JYad4Fl9fTvzt3eiyRgqFxuKcWAmNaREdYkeI/ctCZkajNyGSDQQ5OTnCBWlldWk3uypudLNiXQhpdYSYELLSEbK7mCU5Qs6CkqXjnFhdNaYlWZoJIau22NDqCGVmZgpuFQkhbbix7W5pp1YiSZbmHSErQ8F2F7N0gxCKJ0eIcoQIATfPSLXM8MSOEBMbVjlCap0JmyXzCaRWhgvc6Kow3Nh2u10Jo9HzffhznXeErBpw7U5Ud4MQcuM1FSmUIxTnxKMj5NTQGL+k2OwaR1K40VVhuLHtbgqNVVZWNijvIEZP+5kL26hRIyFZOhgMCpMVs7H72LutjpAT22ck5AjFObEihCKpI2R2srTbHCE3W+FuTJa2OzyjlVAohMmTJ2P48OHYuXOn7PP0iAt+UpKcnAyfzwfAujwhu904NzhCbrymIoWSpeMc/od388muZ/k8E0BWO0Jac4QaN25s+tJ+Kdw8A3Rj2+0Oz2hl8+bN+OWXX1BdXY233npL8+u0CCF2LVp9vtt97N0ghNx4TUUKJUvHObEqhKS+i93J0mrHl89hsjtHyIkdsxJudLPsdiW0smXLFuH/e/fulX2eHnEhDlNbLYTsPPbBYFBIDE9KSrL887USj44QCaE4hokhtwwgUmhpu1yydCAQMGV5qLhWiFobWftSU1PJEdKJG9vultDYrl27hP/v27dP9vgaIYTMmpSIscsRqqmpwY033ojDhw8DOCOEnIgbr6lIodAYERNCSM194RMxxY4QYE4HrMf+DoVCqKqqEtpn9vYfcm2Q+r8biMTNKi4uRk1NjVlNUsXuhF2t7NmzR/h/VVWV7GbAelwWsRCyulyEXcd+/fr12LRpk3A7MTHR0s/XQzwJIQY5Qjp56aWXkJ+fj5SUFAwcOBBr1qxRfP7p06cxefJktGzZEsnJyejSpQuWLl1qUWuVYT++m092tU64urpaeA7rfJOSkoQZmRl5Qno6W759KSkptoTGeOHmNiGk18Z/++23cckll+CGG26wtHo3j1scoUOHDoXdlhNCelwWftUYYL0jZFdoTHwsmRBy4m8fj6ExcoR08MEHH2DKlCmYPn06NmzYgN69e2PYsGE4duyY5PMDgQAuvvhi7N27Fx9++CF27NiB1157Da1atbK45dIwIeTEi1ErWsNOHo8HycnJwv1mJkzrCbfxn5+SkmLL8nk3d3x6Zq9+vx+vvvoqAGDr1q347LPPTG2bHG4QQlVVVcKyedZfyW0GrEdciN1Zs1dwirHr/D5y5EjYbScLoXhyhEgIRcDs2bMxceJEjBs3Dj169MCcOXOQlpaGefPmST5/3rx5KC4uxieffIJzzz0X+fn5OP/889G7d2+LW66Mm092NfeFT5TmT3YzO2A9+wmxsFhKSgq8Xq8tobF4SZZes2YNqqurhduff/65ae1Swg2hMZbL0rhxY7Rr1w4AZOsJaXWEQqFQA0fI6tCYXY6Qm4SQmydGeqFVYzoJBAJYv349CgoKhPu8Xi8KCgqwatUqydcsXrwYgwYNwuTJk5GTk4OePXvi8ccfV3QMqqur4ff7w/7MIhYdIfFtcU4Cw0xHSM9AJ54hU0FFffDXklqnvWHDBgDAgAEDAAC//PKLLZvMusERYqGcVq1aoWnTpgC0O0Jy36empkb4vexaNWaXCC0qKgq7TTlCzoAcIZ2cOHECdXV1yMnJCbs/JyenwUnO2L17Nz788EPU1dVh6dKlePDBB/H000/j3//+t+znzJgxA5mZmcJfmzZtDP0ePLEghNRmo2pCyIpkaSXkQgVm1TiSws0dnx5HaMeOHQCAK6+8EhkZGaiqqgpbGWUVbhBCBw8eBAC0bt0a2dnZAOQdIa0uC39Oi8/3WK8jxDtC2dnZaN26taWfrwdyhKzHNUIoEoLBIFq0aIG5c+eiX79+GDVqFO6//37MmTNH9jVTp05FSUmJ8HfgwAHT2sdUsJtPdq1CiHW8DDMFh54y+kwIpaSkADC/xpEUbnaEtIq4UCgkiJ4uXbqgU6dOAOonK1bjhtAYL4TYVhhyLqVWccGuteTkZCQkJACIj2Tp2tpaIdF80aJFWLx4sfC9nfjbkxCynkRbP10HzZo1Q0JCAo4ePRp2/9GjR5Gbmyv5mpYtWyIpKUm46AGge/fuKCoqQiAQEMrL8yQnJ4cl9ZpJLCyfV+vYxDWEGFYmS0eaPBoKhSyxbGNl+bzScT5x4gTKy8vh9XrRrl075OfnY8OGDYqFAs3CbY4Qa59WIaTmCLFzHLA/NGbFsT927BiCwSCSkpKQn58Pr9fr6L7XzQ6xXig0phOfz4d+/fphxYoVwn3BYBArVqzAoEGDJF9z7rnnYteuXWEn086dO9GyZUtJEWQ18RQak3OEzAyNaZll8DWE+HbV1dVZVutGT54Nzy+//IIPPvjA1s5Sq4hjOS+5ubnCgAQoV0w2CzdUluaFkFoCv1ZhJ3UtWr1qzI5jv3//fgD1+VasT3By3+tmh1gvtOlqBEyZMgWvvfYa3nrrLWzbtg2TJk1CeXk5xo0bBwAYM2YMpk6dKjx/0qRJKC4uxm233YadO3fif//7Hx5//HFMnjzZrq8QRiyExtQ6YTscIXY8tSREih0hfpCwY3DQ2vH5/X6MHz8eTz31FL788kuzmqaK1tkrn/wL1Lu1ABo4vFZg935XagSDQWHVmBYhpPX7iFeMAfY7Qlb0fawwZfv27YX7WN9rRmX7aOF/Pye2z0icssWGa0JjADBq1CgcP34c06ZNQ1FREfr06YNly5YJCdT79+8PO6Bt2rTB559/jjvuuANnn302WrVqhdtuuw3/+te/7PoKYTh5VqIVrcvnrUyWZiuREhMTEQgEdAkhr9eL1NRUVFZWory8HE2aNDG8fWIiscJ/+ukn4f/Lli3DJZdcYni7tKDXEcrLywMAIZwtt9DBTJweGisqKkJNTQ0SExORk5MjJEnLhca0uizicx2wv46QFcf+t99+AxAuhFi6hNN+eyC+HCGnhMZcJYQAoLCwEIWFhZKPrVy5ssF9gwYNChs0nEQ8OEJyQsiKZGkt+wlJhQvS0tJQWVlp2cqxSBwhPsnYjvASQ0+OEABh0sKE0MmTJ2Xz9czC6cnS27dvBwB07NgxrLZVtELICY6Q1SJ0yZIlWLx4MQDgnHPOEe53ct/r5pxBvTglWdpVobFYw8kJe1pxe2hMnCMEWD9LjmSLDV4IHTx40La9u/QKoWbNmgEAsrKyBPFz/PhxE1vYEKfnCP36668A6hd2AOEru6TaqrX9UpMSdq7X1NRYsuWJlSK0vLwcjz76KACgXbt26N+/v/CYk7c3iqdkacoRImIyNOakZGkt1WOVwgV2OEJaOz4+t4bPKbEarbNXJoRYcUCPx2NbeMzp19uPP/4IAOjbty+AM0KIrwzNI55Vq60akxJCgDXC30pHaMOGDUJfMH/+fKE/ANwjhJx+rkaLU3KESAjZiJPtWa2ozfDscIT4HCFAvxCyupZQJDPAU6dOhd222lVhaF3xxqoiM0cIOBMeszph2smhsU8++QQ7d+5EYmIizjvvPAD1K2aZeyYVHtPqgEoJIa/XK9y2Ijxm5bH//fffAQCXX345MjIywh5zshCKx9AYOUJxjJMvRq2oXahyjpCZYiOSVWOsoCJgfwKpGqFQSBAWbPWV3PYLZqOl0+bbKyWExPtAmY1ThdDy5cuFqvf/+Mc/hEKKABRXjoln1WrL5+Xy9aw4361MlmaTgxYtWjR4zMlufDyFxpySLE1CyEZiIUco0lVjViZLOz00prfjq6ysFDYv7dy5M4AzoSer0dJ2v98vuHRsuwjgTOK0HUvoeZxy/bGK91dddVWDBSFqCdPAmZVQaqvGxNeilQnTVuZnsWuiefPmDR5zy/J5p5ybZkHJ0kRMCKFIk6WZ8DBTCGkJjUklSzs9NMbCYikpKcJeeHYJIS35TaxtmZmZYSv52ABldVjPiXWEDhw4gH379iEhIQGFhYUNBgYlIcS+j9qScHY+O8kRskII8S4kwy2OkBPbZySUI0TERGjMyXuNRVJQkW+bXdV21WB1ZbKzs1V3JjcbLZ02axtrK4OFLI4dO2ZS66RxYmhsy5YtAICePXuGJTAzjBBCTnSEzBzotQghJ/z2YuIpNEY5QoSjZyVaibagYm1treHLdqNdNWZmIrcUerfYYEKoSZMmQhKoUsjETLQIIbkBiQkhuxK9nXT9serHbDNaMUysSP3OrP1qobF4c4TYseJzrRhO+u3FUGjMekgIOQA3q36tBRXlkqX550SC0garWoSQ0/Zf0iOEsrOzBSHk9/vNaZwKWmb4LJQnrtLNQmPFxcWW1kESOyhOuP5YXagOHTpIPq7k2uh1hMTXopWOkFVhyWAwKHwf5qbxODlHKB5DY+QIxTFOnpVoRWkgDIVCQucrtvsTEhKQnJwMIHIhtHDhQgwZMgQfffSRcB/fsWlJllYqqGhHsrSWc4EJi+zsbGG2a5cQ0jKwlZSUAGg4M8/KyhJ+IytznLQKBythK+fYXmxilMSK2BFSWzUmvhbZ7VgKjVVWVgq/Mzt2PE7ueyOpK+ZWSAgRjr4YtaI0EFZVVQmPi2ehQHTOSzAYxKxZsxAIBLBgwQLhfl4IRZojZHVoTK8Q4h0hNttlYsNqtKwCYiItKysr7H6Px2NLwrTYjnfC9ae01BsIry4tRm9BRSc5QmYN9Oy7JCUlSW7f4pYcISecm2ZCoTEiJgoqKg2ETGR4PB5JIRSN4OATbPfu3SssJ9cTGguFQoqrxuzYkVvPqrGsrKwwR8iOTlPLwMaEkLioHXAmPGZlwrTWnBqrqKmpEcStVGIvoDxp0OpwyeXrKYkso7HKEWL5Qenp6ZJug5OFUDzlCJEjRDh++fyPP/6If/7zn0KFVimUHCHWsaampkqe6NEsUxdvNLpv3z4ACMs1UQuNVVdXC4/xBRXZwODUTVf53AcmLmprawXhaSV6QmNSQsiOlWNOC42xsGBiYmID14yhJIS0CLtgMCiIfjckS3/11Vf48ssvI/4cdo1IhcUA9wghJ7bPSMgRIhxlzUsxc+ZMrF+/HmPGjJF9jpIjJJeTwIgmF0e8txYTQswZ8nq9ghBSKzAHhAshp4fG+E4+JSVFcL7sWDmmZWCTyxEC7Kkl5LTQGCsvkJ2dLTsgRJsszZ/rdi6f13K+nDx5Evfccw/uvfde7N+/P6LPYdeCnBByshtPoTHrISFkI06+GAHg0KFDAMKdEzFaHCFxx8uIRnCwUAKDdZhsKX5KSoqq48YGh+Tk5LAL0ekFFVm7GjVqBI/HIzgtduQJaXGElEJjTnCE7L7+2O8m5wYB0YfG2DXm9Xob5MxY6QhpCY2xTWcBYMWKFRF9Dn+NSOEUESxFPAkhCo0Rjr4YxYOqnNugNBDK5SQwoumAWZ4Mu4DEjpDP51M9vlL5QXy7qqurLVleG40jBMDWlWNakqWVHCE7aglpXWVlFXqEkNKqMaVwD38tigcdpzlCv/32m/B/NhnTi1ypAAaFxpwBFVQkHO0IiQemoqIiyeeJBxFeOKgJoWgcISaE+vTpA6A+Z+ijjz7CAw88AKBeCKkdX7Vij4D1eRNazgWxEGIrx+wQQmoDW21trXAMlUJjsZYs7ff78cILL2Dx4sWqzz19+jQA6ePDUEpo1rLJsNK16DRHiN+EN9J96NwshNziCJ08eRILFy6Maq9Ap2yxkWjrp8c5ThZCTGgwjh49ii5dujR4nhZHSM6ejiYExQaPPn36YOPGjfj111/x66+/Co/rCY3x+UHAmSW3gUAAFRUVkiEdI9HT8YVCIeF4iR0hO0JjagMb7yRKFbbjQ2OhUMiSmaEVydJz5szBokWLAADdunWTvHYYSo4Zg0/gDwaDYQOHlpwnLUKorKzM9N9ASyiVd4EiHWTl3F6Gk/teN6waC4VCuOWWW7Bz5058+umneOeddyISMxQaI2xXwUqIhRATHmK0JEurhcaicYR69+7dQMgA2kJjSrNGKxOm9QihyspK4Tns+Nm5zYaaI8QG+fT0dMnznTlCgUDAsvabnSwdDAaxdOlS4fayZcsUn69FCLHfmi9SytAS6lO6FpnI4leWmYWW0BjvPkfqFGp1hJwoNNyw19iePXuwc+dOAMCOHTuEvfIixe6x0LkjcRzg5FmJWAjJ5Q8oCSEzk6VZ+5o1a4YePXo0eJxVrRa3iUdp1mhlLSE9OQGsPXxlbicnSyslSgP1gpUJAKvCY2aHxnbt2hV23mzdulXx+ewYKQkhn88ntFfsoGpJ/pbbcBWoP//ZQGT2+a7mINbU1ISFeMvKylBbW6v7c7QKIdpiIzJ++eWXsNvff/89gPrj/sgjj2DatGmats0hR4hwdJxavCpLroNUmuEpdb5A5LkJoVBIcKiaNGmCESNGNHgOvxIsEkfIylpCejo+Pj+IdR4s5GRVAUgetWRppRpCDKtXjpm9aozNjps2bQoA2L59u+LvKg51SuHxeGQTptl7KxUQVZqU8O9tdp6QmiMknoABkTmd7LqVcosBZztCbgiNsU2CWYI/E0ILFizA4sWLsXTp0rCtj+RwSo4QCSEbcXJBRXHirVxnZIcjxM8SmzRpgssuuwxPPfUULrnkEuE50Qohp4bGpArFKe1MbjZqAxs7B6Tygxg5OTkA5BPyjUbsCBkNK0BaUFAAj8eD8vJy2dAyoL7UmyG3uks8mCg5QnIOiVVCSE04s+OUnZ0ttCmSRQByxSMZTp6EuiU0BgCjR4+G1+vFzp07UVRUhM8++0x4zqpVq1Tfh+oIEREJoe+++w733Xef6YMe62yZXa/VEbIiWZrNGtPS0oTVYRdccAEGDBggPIevlaJWUFFq1mhlLSE9HR/7Hfhj6iRHSHxbrcIvALRp0wYAcPDgQYNbJ43Wvbkihe0k361bNyEHSmkZuFouHUNu5ZhYCCk5QmrFTc0+h9RCqfw+etGUhVATfk5OS3CDI8QK2p511lno1asXAGDevHlhFf9/+eUX1fY75fiTELIRvR1xWVkZ7rjjDnzxxRf473//a2bTBKHVsmVL4bOlEHfCfMxdzRGKdABns0Zx3ZXs7Gzh/9E6QnYtKXabIyTOsZBzhJTcjtatWwMADhw4YHDrpDE7NMa+R7t27YTvpiTypMStFGrnpFJoTE0YWLXfmJqDKLWhsBlCyCnFNKVweo5QKBQSVvPl5ubiT3/6EwAIobDzzjsPQP3vppa3SI4QoTtOzbL0gfq8AzNhnXNubm7YbTFK+QlqM91Il30zR6hJkyZh9/MbVmoRQkrJ0tGsaNMLLybUzgWpfBI2YNghhNQcIS1CiDlCVgkhMwsqBoNBIdcpNzdXuH6U8p+05Ajxj8uFxpQGd63b3Zh9DqmdL/y1HU1ZCCW3F3C2I+T00Fh5eblwfJs3by4IIcbw4cM1OaEACSGCQ+vJzu+vpbQRqhFoFUJKxdy0CqHS0lJdFzzbm4klozJ4R4jtMyZuE49S+6wMjUWyakxKCNkRGlOb4WtxO3jXxIoZsJZQUqScOHECwWAQCQkJaNasmSDO2caqUmgNjck5Qnq22JBzSJi7avbKQ63J0tnZ2VFVvHbz8vloQ2PBYBDr1q2LqtChEkzUZ2RkIDU1Fe3bt8eFF14IAOjYsSOGDh2KVq1aAVAXQrRqjNB9MfJCSKljNQKtoTGl2bXaLJQN4MFgUPb9t23bJggfBm+f8/C3mzdvrjk0JjVrtNIRijZZ2k5HSGuytJIQatmyJbxeL6qqqhr81mZg5vJ5lvDNzj81IRQIBIRlxpGGxqItqAiccVfFq0Uj4dNPP8X48eOFbW+k2ip3m31+kyZNoroG3ZwjFG1o7LXXXsNNN92EG264wZTvx85l3oH/97//jVdffRVz585FQkIC8vLyAKgvgCBHiNAthPiTqrS01NTiZ2zA1ZojxAYVPsyjtgO0z+cTOiqpPIBXX30V1113Ha655pqw0IKcEPL5fDj77LPRokULXH311YasGnNasrRUGIX9v7q6Wth01iq0hsaUwj5JSUnCeSY1eBqNluXmkcJm4WwlnJoQ4s8vrUJILjQW6RYbwJlryQgh9Oijj+KXX37Bbbfd1uAxtWRpPjQWzcpNN+cIRbvX2DfffAOgfqsSft82o5BKTfD5fOjXr5/g8rPHpMoh8JAjROielYiX4JrlCgWDQaGD1hsa4y9iJoSUlk7LrQwpKyvDm2++CaC+c3777beFx+SEEAC8/vrr+Pjjj8OK00VSUNHKZGmjls/zj1uFEY4QAGELim3bthnYOmm0LDePFD6JFFAXQnzISm1WLBcqMtIRUlrmrwU+zM072Aw9ydLRXINudoSiCY1VV1dj165dwu2ff/7ZsHYx5Bar8GhxGPnv5iohNHLkSCxbtsyRcVU3otcREneAZgkh3mlixe4CgYCi2yCeYfHuhFIxPbmqyKtXrw6rTPr5558L760khLxer1Bx2YhVY04NjfHCwuv1WloJm8eIZGmgfhkugKhL9WvBzC02xI4QGyzkBIbaykoeuZVdWkJ9ap9jlCPEL58OBoMNrh+1OkK828CuS/GWImoEg0FUV1cDcGeOUDShsaKiorDXq+XoRILcYhUedj4pOUL8d3NVaOzUqVO44oor0LZtW0ybNk2ol0FEht5Zidg1MWu3cdbxeL3eMLEhNcjKrVhhbhA/SEshtzJk3bp1AICrr74aaWlpOHXqlLBSTkkI8WjddNXu0Fi0ydKAfQnTRiRLA2eEkNp2FEZgRWiMOUJqCwK0Hh/+OZFsscGuR7lJiVE5QsePHw+7LR6ItYbGonGE+IlctLvPh0IhfPHFF5aEbPnPZOh1rI4cORJ224zaXFqEkNoEAHCxI7RixQrs3r0bEyZMwLvvvovOnTvjwgsvxIIFCwQFTmhHb0FFcWdmVnKs2K5XchvkOmEm0vitIKRg30Us6pgz0LdvXwwcOBAA8OOPPwIwXggpJUtbIYT4vKpIcoQA+xKmjQqNde/eHR6PB0eOHDE9YdrMOkIsj485Qux3CYVCktcPu9bUls4D8jlCWipls+tLLkzNh8aiEYZil1q8cknJEaqsrBSuyWhyhNh7eDyesD0HebQKoa+//hr33XcfxowZ00DkaeXDDz/EwoULNR/XaBwhJoTY93OyI8R/T1c5QkB9kbCHHnoIu3fvxvLly5GXl4eJEyeiZcuWmDx5MtavX29GO2MSvfas1pVc0SLeI0zJbRDPrsWOkFJYDJB2hGpra4Ukv7POOguDBw8GUC+E+E0Z1YSQWmfnlC029HR2ao6Q1ULIiGRp9jjLE2KC1yyiWT5/5MgRrFq1SvY1YiGktiDAiNCYmrDjw9pqQigQCER1zouFkHggVHKE2HN9Ph/S0tKiFkIpKSmykzCtQujTTz8FUH/Mv/vuO13tAIAffvgBTzzxBGbNmoUvvvhC02uiEUJsUQmr9mxG+oQZOUKuE0I8F154Id59910UFRVhxowZWLhwoTB7N4uXXnoJ+fn5SElJwcCBA7FmzRpNr1u4cCE8Ho/kBp12oSc0VldXJ3QIbGmiFY4QoFx+X66Gidqu4wypZOn9+/ejtrYWaWlpaNmypXBObd26VUjA9Hq9qu+t5gg5MVk6ki02AGc6QnV1dcIx1hL6Of/88wEA3377rYEtlEdvQcXi4mJce+21uOWWW/Duu+82eDwQCAgdPxNCgHLhUK2OGf8cvUKInRP85qpiUlNThesgmvCYXiHE3+adBo/HE7UQkguLAdr7Xr5w7aZNm3S1AwBWrlwp/P+DDz4AUJ8/qVUg6HUr2THs3LkzgHrRwvZlNAo9Qqi6ulo2x4v/bq4KjUmxZ88ezJo1C48//jhKSkpQUFBgRLsk+eCDDzBlyhRMnz4dGzZsQO/evTFs2DDVXav37t2Lu+66C0OGDDGtbZGgRwjxA5zZjpB4hYlS4rDYlmdhHrWl8wypZGlWLLJjx47weDzIy8tDXl4e6urqhFlV06ZNVWcRSkIoFAo1cL542HeurKw0fWWJno5PzmGxa5sNpRk+P2BrcTyYEFq1apWpofZIQ2PLly8XztP//Oc/Dc4rFjrx+Xxhg4TcggAgMiGkFhoTt4sPUytdM1qXPCvBviMTIeIcESUHURzyjjRPT62qNKDNEfL7/WHhsEiK2PLJ/7/88gv27NmD6667DpdccgkWL14s+ZpoHCH227Vr1074jtH8nkqfoRQaS01NFfZ7lPt81wuhqqoqvPvuu7jwwgvRuXNnvP3225gwYQL27NmDZcuWGd1GgdmzZ2PixIkYN24cevTogTlz5iAtLQ3z5s2TfU1dXR1Gjx6Nhx9+GB06dDCtbZGgxw5knVlaWprQyZo16IkFgtLMTM4R0hsa4ztM1uHwv9cf/vAHAMDHH38M4Ew1YiWUOrvq6mqhrUqbroZCIVPrNQEN9+uSgw9xiAfOaKrwRoPSDJ8NYD6fL6zStxxdunRBTk4OqqqqsHbtWmMbKtFGvaGx1atXC/8/fPhwgwRaFhbLzc0N69iVNg/VI4TYb1xRUSE5WMp9Hy1lLIAzAiSacAo7/9i2KXpCY0x0sO0Z2DWod9WYktPL0CKE+BVwQL1TrUeYBINBYZd21pc98MADwiKj5cuXS74umuXz7Hg3bdpU+D2NzLkLBoOC2FUSQh6PR1VYuzY0tmbNGtx0001o2bIlJk6ciNzcXCxbtgy7d+/GtGnThJPfDAKBANavXx/mOHm9XhQUFGDVqlWyr3vkkUfQokULTJgwwbS2RYoeR4h1MOnp6aYPenKhMamZmVwxN7XkTAbbJoO/WHlHiMGEEHP/tJxrSo4Q37lKCaHk5GRB3JktLrQ6QrwQFTssdq0aU0p+1ZofxPB4PMK+RUrXdLREWll6x44dYbd//fXXsNvipfMMuQUBQGRCCAg/F7SGxtQmJSzkHk2CLfssOSGkdL6IKxZH6wgpuZBaRDATtj179oTX60VlZaUukXjs2DHU1tYiMTERN9xwA4Dwc2jLli2Snx/NXmN82Ir1rUYUyWT4/X6hTUqhMUA9Ydq1q8b++Mc/YvXq1Xj00Udx+PBhLFiwAAUFBZZ8iRMnTqCurq5BJ5OTkyNbxvv777/HG2+8gddee03z51RXV8Pv94f9mYWegm58zo3ZYRA9jpDcUmSts1AlIdSpUyfhPiaEGO3atVP9HlqEEL85q/i1SjN5I1FbUsxgxz8lJaXBCiGn5AhJhca0DPKMvn37AqgPI5hFJJuulpWVCULnyiuvBNBw42NxojTDqByhpKQk4TrjxYHa99F6LbL9oaQKIWqFCXF2fYoHYSUHUewIsWMSCAQ0u6aA+r5qgLZJKPs927RpI/ym4uXpSrDj2LJlSwwdOrTB8S8tLZXsW6IJjfFCKJpNa+Vg79WoUSPhXJRDbQm9a1eNrVu3Dhs3bkRhYSFSU1OxZs0aLFmyBIsXLw77cwKlpaW47rrr8Nprr4XtiaLGjBkzkJmZKfyZ6XLpWT7Pd2Zmz/7FHYnSzExuiw2ts1D22xQXFwuF0FjtC94Ratq0KXr27CncFgsjKZSEppZZo9JM3ki0CiGlFUZmCaEvvvgCgwcPxldffSX5uNFCiK122bFjR1hBTSORC+cqwcIkzZs3R58+fcLuY8g5QkaFxvhkZ/5aVHOEtLqzWjfKVEIcGhMPgnpCY7yQ0ZMwbVSOEB/qZIVl1fJReZgQysvLg8/nwx133IHWrVvj5ptvFkSC1JL8aEJjfL9rRv+ldREMoDwBAJzlCClLOhHnnHMOgPoqv9dee61k7NHj8ehS71pp1qwZEhISGtSlOHr0qFC8jOf333/H3r17MXz4cOE+PoyzY8eOsIGWMXXqVEyZMkW47ff7TRNDThdCkSRLi1eNaclL8Hq9CAaDOHXqlLB7d0ZGRoPl8ePGjcPUqVPRrVs3dOvWTfV7KB1fLTt+KyW5GoleR0hq0DRLCN13330AgHvuuUcocsmjFOrQUyyQkZubi0aNGqG8vBz79++XvEajRZxTo8WRZYNiXl4e2rZtC6A+Z0TqOeL+yKhkaaA+PFZSUhJ27as5Quy5aoNXtEIoGAyq5ggpnS9iIeTz+ZCYmIja2lpUVFSo9iUMo3KE+PYwcatHCDE3jLnef/7zn/HnP/8ZQH1+0OnTp3H8+PEw51vcJj2hMX4D38aNG5sihLS6i4C6EHJ9snRhYSGuvvpqHDlyBMFgMOzPDBEEnNnUbcWKFcJ9wWAQK1aswKBBgxo8v1u3bti8eTM2bdok/P35z3/GBRdcgE2bNsmKm+TkZEFN86raDPR0xPwJ6MTQmFxlabULhq9effToUaF+UKdOnRpcHOeffz6+++47vPHGG5qsVC2hMSc6QnLng5IjZEbemJZK5kY7Qh6PRxA/kazS0UIkOUK828PCPocPHw5zrdQcISOEEHsef+3LubIMvY7Q4cOHI1opya+wZGKxsrIybAWgkhsnFkJAZHlCWpbPa8kR4oUMc4TEE3ElmBsmlVTMnHAjHSHxKk0zhZAeR0guNMa+m8fjcacQOnr0KKZMmdLggjebKVOm4LXXXsNbb72Fbdu2YdKkSSgvL8e4ceMAAGPGjMHUqVMB1NuiPXv2DPvLyspCeno6evbsKSztsxM9q1bkHCEz9sphF5SeZGnxoMLcQrWih8CZJM0jR45g586dAICuXbtKPjchIUHzRaOUByD+jlJYJYTUihIylAZNM8SxuDw/WwHDY2SyNCM/P1/y841CfM5qgXd7srOzkZaWhmAwGNZG8fYaDKOSpQHpMJtcUVOGViGUk5MDr9eLmpqaiFaOMRGelJSEJk2aCCsFeVdIToTW1tYKz+NTGSJZOaZHCCkJPn45fySOkNIyc/YdpaIqkeYI8RMlvs6aXaExFv5Tc4TsFkFAhEJo5MiRYYWirGLUqFGYNWsWpk2bhj59+mDTpk1YtmyZcJLu379fVzKbU9Ay++JDOWxgqampUdwINVKiSZZm30VsCyvB6iIdOnRIWFXBqgxHg5JrxL6j0gBklRASz+DlzgctoTEjHSGxEJHaW1CLI6RXCLHzIZqkXSXkVjoqwbs9Ho9HcIVYeKyiokIQoeIJolLYMlIhxA8u7Jgz4SE+n7SGxhISEoRJiTjspwV+sia3fFpp4hQKhZCQkBC2GsksR0hLsrSUENLjCCkJIaVzItLQmPhccnpojHeE7EZXjhDjxRdfxFVXXYXvvvsOvXr1alAj5NZbbzWkcVIUFhaisLBQ8jE1cfbmm28a36Ao0OMI8eKE7QHGYvJy++lESiTJ0vygEggEhAtGixBilvzBgwdVHSE9KHV2WlaWWJUjpNcRUkqWrqioQF1dnS63Qw6xEJGaZGipI6QnNAaccQjNFkJ6QmPiFWFt27bFtm3bhFpC7Nikp6frqvqt9xhJnZOs/awfDgaDCIVCwvnPQhNaZvEdOnTAwYMHsXv3bvTv319TmxjiIqpNmjTBsWPHJIWQeJLCjm/z5s3DHlPKT5RDixBS++0DgYDw22RnZwvfzShHSMu2ReL/qyEnhIzsv8xIlrZ7xRgQoRB6//338cUXXyAlJQUrV64MU3Qej8dUIRRL6BFC4o1QGzVqhNLSUpSWlmoSG3oQO0JKnZFUzJ91AImJiZpmDiwU8t1336G0tBSJiYlo3759dF8C2oSQUo6Q05bPawmNAfWdK2t7NIiXPkuVqVASQpEkSwNnHCGz3F3mmOjZfV4c9mI5MAcOHABwJsGYiXoeOSEUCoUUXT4ppMIN4skIu49dk+L6PEp06NAB3377raT7p4Z4HzwpR0guNMYEJTuuDCZmjA6NqTlCLGSVlJSExo0bCzlCx48fRzAY1DR4s+8tVW9HLqcvFApFLITE15sZm3NrDbMC6jlCrg+N3X///Xj44YdRUlKCvXv3Ys+ePcJfJBdQvKKnoKL44o5kpqQVsUjQmyzNOt7s7GxNJzlbAcYSB7t27aqpErEaSp2VFiHELnanJEsrDZqJiYnCuWFUeIx1YCxMKRUWMDpZGjiTLGvWLvR6l88HAgGhLcwRYostWAiJCSHmZvGw84ivDA7Ur25ibdGyBQmgLTQGhIfH9AohQDoMqoY4bMLyA3lBLReWZKUI2KSIEUmOkBa3Vy6xnCHe96xZs2bwer2oq6vTfF4q7cmlJI55jAiNGekIRRoaUyoc6QRHKKIWBAIBjBo1yhFfwM1EGhrj/zVjU1CtlaX52QsvhNhMns3s1WjXrl3YhWXUxr2x6gjJtdnohGk2GDChKiWEtCRL6xVCzOGsqKgwRejrzRGS2kNMzhGS2volLS1NOBd5kcqOj8fjURy0eaTyPqQcITbA88fQbCHEV78HzggAqdCY2I1jq0XFTnAkG69qyU1jn19TUyMphpjYYeei1+tVXOklJhAICG3WmyPEY0RorLS01LBFNZEkSwcCAcltipwUGouoBWPHjhV20iUiR48jJJe3E8lA8euvv+K+++6Trd6rNVmav7j4QYUvJKaFhIQEXHrppQDqLwpWuTdaohVCblo1BhhfS0hKCKm5V3zbxaESrbA8OMDY7QEYcoOxHOJEaeCMI3Ts2DFUVVUpnvNer1dSpPIOn9bwgJIjxAuhvXv3Yv369YIblJqaqsl1ys/Ph8fjwenTp3Ufe/HvLbXFgjgsyUqu/PzzzwCA3r17h70nOw8iEUJKApytGi4uLsbQoUPxzjvvhD0uld+jJ2GauUGJiYmS579caEzrpEgKsWPM+q+amhrD9kvU4wilpqYKv7OUKxVJiQaziChHqK6uDk8++SQ+//xznH322Q3CGLNnzzakcbGOnoKK4tBYpEKotrYWd911F44dO4Yff/wRX375ZYNS6XKiq6amBjU1NcLvzbebDzPodYQA4I477kCLFi3Qvn37BnkCkaIlNKY0EzejRL0UekNjVjtCXbp0gcfjQU1NDU6fPh1WEsEMRwion4kfPHgQJ0+e1LTBrh6kBmMlpLbOyMzMREZGBvx+Pw4cOKCYIwTUDxziLRUiyaGS2rZASgjdfvvtOHnyJEaOHAlA+6QkJSUFrVq1EhKmtZS/YIgHSakcIfGx37FjB4YMGYJAIIDMzMwGxQUjCY3pEULsvV977TVcd911wn1iRwiArurSfH6QlMiVm7Ro7QukEJ9PqampSEhIQF1dHUpLSzW7jkroqSPEtik6efIkSkpKGpSVcL0jtHnzZvTt2xderxdbtmzBxo0bhb9NmzYZ3MTYJZrQWKQ5Qhs3bhQu5LKyMmzevDns8VAoJPtZ4s+TEkJ1dXXYtWsXgIaJj0r4fD6MGzcOQ4cO1fFtlFFyhLQsn2dCqLy83JQyBQy9BRXVHCEjcoT4pPfmzZsLA4I4YVoc5zdKCJmxczZDb46QXH0g5grt27dPVQhJidRIjo+USykWF8CZ4/bhhx8C0LY3HyPS8JicEFLKEaqqqhKurfHjxzcYFCNxhLQITHEdOfH7R+sIKa0YA+QnLVrdYSnE55PH4zE8T0hPaAxQnkw6SQhF5Ah9/fXXRrcjLjEiNKY3R+inn34Ku81ELSMQCDRI4ExISIDP5xOWlLKTm283G1RqamqEXbn5vcHswIiCiqzEf3FxseRWLkagddZnZWissrJSGKCaNGmCnJwcnDhxAkePHkWPHj2E5/Gigi3bZkS6agxQL8YWDXpDY3Kbqebn52Pr1q349ttvUVVVBZ/PJ+u8SIlUvSvGgDMDS1lZmVAmgf8+rKyGGHESshJs5Zjeyt5Sy+eBcPdKSrQBwKRJkzB69OgG76nXEQqFQppyhKQK6vKrwYxyhNSEEEugZ+2JJjQm9b3T09Nx6tQpQ/qEYDAofIbW7U6UNl51/aoxwhi0CiEplybS0BhzgNigLq4WzL8fv2mhlAMllSO0bt06VFdXIysry7AQV6RoKaiolDfh8XiEjjCSSrtaMTo0ZoQjxDoun8+H1NRU2dmw3HLoYDAY0UDPMDMsqbeOkNzWGazW1dKlSwHUbxIstyO3lEiNxhECzhwb3pWTqx/Vr18/zZ8RqSMkt3xeyRFiXHzxxZLvqbef43eq1yuEePdRSshEGhqTQlzugmHkqjH+c4zoE/hzV6sQ0uIIkRCKc7RagjU1NcIFEU2OUDAYxPbt2wFA2IxW3NnxOzfz7ZP6PClHiCWNnn/++bZbntEmSwPKpfCNwoi9xgBjHSFxjgMTzuJBQBwaY50bP4PXmywNWCOE9CZLix1B3hkDgO7du8u+h1RNFzY4aV06D9RfZ+x4smNTW1srPCYlhNq3b6+rOCK/15seR0LsCLHwZlVVlXA+yAkhOWdWb2iMX4mntPu8lBDiV4MpOUJ6kqXlhJDX6xV+d16kGOEImSWEWFgsLS1NVvCLUbqOmWC1e5wASAjZilZHiO8EoqkjdOTIEVRUVCApKQlDhgwB0LB6r5xAkFpCL5UjxNCyO7zZRLv7PABbHCG1VWNywsIMIcRmxMwNkcsREices7YmJCREVBPKzKrerAOONkeoZ8+eYb/FueeeK/seSqvG9ApFcciJd7j46/DCCy/E8uXL8f777+uqNN6uXTt4PB74/f4Gu8crIV4+n5qaKvQb7BjKhcbkrkO9oTFeXCoNsFKP8ZMdfnsNBu8IqZ0zaqExQDpcGo0QkhLWZjhCWt0gQFkIRbLnn1mQELIRrbvPsw4zOTlZeE0kjhCL+bdv315I6jx16lRYIrDcaio1R0jcsRm90icSlJLRtawaA844QmYKIS0JknV1dcIu3lasGmMdORsI5EJjciuw+DBJJNa3FTlCWkJjFRUVwkxYHBpLTEzEtddeC6DeRRk0aJDs+xgVGgMarsaSC42lpqaiSZMmmmfvDLZyDICuPCGxEPJ4PA22S5ETQkY5Quy3iqSyOrvG6+rqBJHJCyFW6JOtnlRCixCSul6dHBrTU1WaoUUIkSMU52hdPs9qQPCdRSTJ0mw1V6dOnZCRkSHsUcaHO+RyZ6Q+T0kIya2esRI5x43PuVIbhJwSGuMHAitDY6wjlwsLiJdus9uR1hBimFnDSU9ojDlgUnuIAcCECRPw9ttv480335QMtzCkZv/RFpxk5yQfYhALoUhheULiHEI5QqFQg9AY0HC7FKnQmM/nkx0M9TpCelc18TAhVFxcjFAoBK/XGyZkkpKSBGGklifEhFK0jpAepMYJM4SQnmOrJVmahFCco1UISYVxInGEmBDq2LEjPB6PMMPlL2o5p0QtWVp8Mhu9/1kkyB1ffmsDJzhCWuxwdtwTExNlB1ypLQ0iRZzjwOcI8e2Vc4SiWToPnOnAzaicrqeyNBNCcisGPR4PevTooXoeKTlCenKEAHlHSBwai0YIMUdXan85KQKBAGpqagCEOwZyjhB/Diu1U28/x5yHSIQQE5b8FkHifk3rEno7HCEmhPjcKDeExkgIxTl6Q2NSjlAkQogVLZOa5csJISmLmi9NL84DMaJ4V7TIHV92QSckJFgihILBoKKjpEUIaREWYqcgGsQzWrbXkvi7yDlCWpYwK8G+p1H7pvFIhWfkJiNMCOgpDiqF1L51kR4jseCVc4SUkoXV0JMYDJz5nbxeb9g1xYSQ2BHi26Z0DeoNjbEBN5rQmNLebOy4qAlEtVVjgPTkMpqCilYJIT0ik4QQoYrWgorsBOdnjnqTpWtqaoQdntmqEKnOTq5zlkqW5jtg/mRWsrqthLVBvJcQb/Gq5a/o2V9IjptuugnDhg2T3ZZGyyxQjxAqKysT8okiRTyj9Xq9Qo4Ef76IE4/FOUKROkJy+9sZgVSSptw1yAbwaGtIGVVQEZAXQkY6QnqWigNnvlejRo3Crn0mIMWOEN82LY4QvyxeCSNCY0pCiDllBw8elH2furo6oR1ahJARobFgMChc82YJoUiOLa0aI1TRu2osmhyhffv2oa6uDo0bNxbsXakl0XKds1KytFgIOcENAuSTYfUk/bEZ7fHjxyMSF8XFxdiwYQMA4Msvv5R8jriDj3SVW+PGjYWQQ7SukNbKumJHSBwai9QR4kNjRm0YyZDKU1FzhKIVQko5QnpDY+I9vORCY9E4QnqqKAPyYRNxaEwqJK3FEQK05QlF4gix80CLEGIVuvfu3avaBo/HoyiEpMK/kYbG+AUvThRCpaWlsv0crRqLc/TmCEUTGtu5cyeAM/lBgD5HSKoOCj8T5Z0VvR27WaiFxrRc0JmZmYIoZNso6IHVbQLqQ5NSv7VRjpDH4zEsp4m5DWpCSG4perQ5Quwcqq2tFXJPjEJKCMkNOEYLIX4n8GgdITOTpVnfcPz4cU2DsVxyfJs2beDxeFBcXIzi4mLdjlBSUpLwnbT0dVpyc8SwHe9PnjyJUCikSQjt379ftQ0ZGRmKboeU6yl1rLVMBPhNVZ0ohPjXM9i5QAUV45xoQmPs/3zirxLbtm0DEF4ETsr+luuclfY4SkhIcKQjpCU0pobH49Fkh8vBF6wsLS2VrMtiVI4QYFyekFQdFT2OULShMf5cNzpPKJLQWLQ5QvxO4Gz2bsTy+VAoZIoj1KxZs7CNdtWQWjEG1P+OTGhs3bpVtxDyeDy6Vo4xEaNlscY111wDAHjwwQcBnFkWr0UIHT58WFagaxVjarXZlO4Tw8YIcVqC3UIoISFBmASI+z5yhAgA0YXG+M5TSwfB9v/iq99KLQ1XE0J8rFcuNBZNB2wkcqExvasf2OaakQghcVKlVK6RnlVjVlTCrqysFDpWKSHEfyc5Ryja5fN85V2928ioIW4zIH3Mq6qqBNEXbV2s1NRU4Rph518kdVmAM79JaWlpWEjESEdIz1JxoGENIR42+dq6datkaEyt4KaehGkm4LUIoSlTpuC7775Djx49hPy3I0eOCEKI3cfTtGlTpKWlIRgMyvYHWpbOA8Y6QvyOADx21xECzhxHsUtNjhABQLsjJCWEeMtYLU+orq4OO3bsACAvhNRm8nocIaeFxqJxhABtCZJyMEeBITWoaFkpojWfxIhK2GwwSU5OllwBxFcjV8sRitQR4l9rdMK0VGhMKhF33759CIVCyMrK0hVqkcLj8YQlTLPNNgH9ib3p6enCtc8LXiOFEKAvT0hpkDzrrLMA1E/GpFaNqTkCehwhdjx4AS+Hx+MRjhFf74hNVqQcIY/HI+yhKFdjKRpHSOra1+L4S60YA84IoYqKiqhqFAGRF6tkQkhuex5yhOIcrY6QVGjM4/FoXjm2a9cuVFVVIS0tTbB2gfrOwuPxhFVSlRvA2MnvptCYEcnSwBkhdODAAd1tYEKIHZ9IHSGtycdGhMb4fZb42ZpYEIZCIdlNV6NNlgbMEUJ8m3knQuqYs7AmC+1EC58nxFwhPvSjFb7QHy94ExMTDRVCcjN5KZhTLJUczITQli1bhH3R+AFbbdWQVmcwEAgIx1VvHTMmhPbu3Stco0z4i2GTya1bt0o+rmXpPKB8fvPXnZ7QmJwQkvscPUTqCEnVqwNo+Tzx/xNNsjR/W62DYKuV/vCHP4SddImJicLFyjo7LcnS/A7jQP2JzKpUS7XTLuSSpfU6Qvn5+QD0bTfAYGGkXr16AZAeVLRssaE1NCa3J5gexNtrMFi18NLSUvj9/rB2ylWWjsYRktqUMlqk2gxIO0Jsxm+0ECorKwsLz0YyELDfhhfWRoeo9YhqpU1GO3XqhKSkJPj9fmEywYtQtS1AtPZzzLlKSUnRPVgzl+eHH35AKBRCWlqarJDp2bMnAGDz5s2Sj6ttuMpQcoS05K/xyAkhn88nHOtorqPa2lrh+BvtCJEQinOiCY0ByjOKuro6vPDCC7j66qsxf/58AMDll1/e4HniVUZqOULBYFB4Du8IaS2QZiVGhca6dOkCj8eDY8eO6XJa+H2qunbtCkBbPY1oQmMsn4nVjAKAxYsXY+LEiZg7d64me1wuvJCSkiKcLwcPHgw7rkYvn+dfa6QjJFcElNVh2bZtm+BamCWE/H6/cF5EenykHCGv1xsmKqIVQnpWICoN/j6fTyjiyoQbP/hpdYTUQmN8zSe9eSdsS5FffvkFwJnVblKwSc22bdskBbQRoTH+mEQTGgOMyRPiVwvrFZlyNalICBEAoguN8belOoh33nkHb731lmDvX3jhhbjwwgsbPE+rEPL5fMJFxjpxXgg50REyKlk6LS1NcIXY6jst8PtUMTdFSgjJVWfm0Zpzw0KfR44cQSAQwE8//YRHHnkEGzduxNy5c/Huu++qtltqxRiDD48pOUJOzRGS2x8vGAzi5ptvxnXXXYcnn3wSwJmSE2yQjBap0Fgkhf+AM24N7wiJy1hEex0a5QgBDROP9QghrY5QNKUOWJFZBhNuUuTn56NRo0aorKwUqvXz6BVCZWVlwnUj7gv4+5SwSgg1btxYt3Bhv704LYCEEAEgulVjgHxRxWAwiPfffx8AMHHiRCxatAgzZ86UnOGIVxkphTTEK8f4E9mJjhATQtE6QsCZvAC2+k4LfMcst4moVJ6NUmhMTVg0adIEGRkZCIVC2LFjB5577jkAZwao119/XXUvMq1CiD+uRleW5l9r5Kox/lrjQ0lHjx7Fzz//DAD46KOP8Msvv+DQoUPwer1CKCRa+GTpaIWQnCPEL+m2UgipFTIUCyQ+9KMWGtPrCEVS6iA/Pz+sjWeffbbsc71er/D4pk2bGjyuVQix84GvCm10aIz/nGiEUDR7uMlt10JCiACg/QTQsxEqUB+7PnnyJDIyMjB+/Hh06NBB1ublVxnxNU6kBjBxwrRbQ2ORbB7IlgDL5QVIwZKKW7VqJRw7cU0WvpOTc7AA7aExj8eDPn36AABmzJiB3377DY0aNcKHH36I7t27o6KiAu+8847ieygJIeZsHTp0SNJdYXVt2DlpRLK0kTlCfJv5ujsbN24Me95dd90FAOjWrVtUYo6HzxGKNjTGfhsmhDwej1D3h8G7tJFgpCMkFgV836d11ZiaIGbhYJbvowev14sLLrgAQL37fd555yk+v2/fvgAanjeA9uXzKSkpQr/Mrm/WHzg1NBaNEDp16lTY+UlCiAAQfWiMCQ6xI8Rmtv3791et0cGHxviORskRcosQkhIWwWBQc0fF84c//AEAsH79+rAqrkqwStS8EBI7QuKBGZCeAeqpyzNgwAAAZ0I7Y8eORVZWFv75z38CAP773/82aAcPm7lJ1VFhydjiisN829XOI62YERrjRbHH4xE6YXFyORODBQUFhn02L4bZ7xmtI8TCDez483WFoq3PwgshJVdCy95aSo4QvxO9FKw/UXOE2LYX/MpYPdxxxx0YP348Zs2aJZzncjAhtGHDhrBjEwqFNCdL87Wy2Dkei45QkyZNkJaWhlAoFLbyloQQAUD77vPsIpFzhMQdxJYtWwBAk6XPCyH2OSkpKZKzNPFgzl+0TswRknKETp06hWAwCI/Ho6nWCKNDhw7Izc1FIBDA2rVrNb1GyhES5whJiQmp80GpYJ2Y4cOHC7OwLl264NprrwUAnHvuuejcuTMqKiqwaNEi2dez7QNY4jUPvwJEyhEKBoNCW5OSklQHOSXMzhHiHSEmhEaOHCk4ChkZGfi///s/wz6bDYynT5+OeCkyQ1wvyozBhH1GIBBQHET5vbXkBkopIXTjjTciLy8PY8eOVWyHltBYXV2dIIRYPp9e0tLScPPNN2Pw4MGqzz3rrLOQlJSE4uLisMGd31NLTQgBDc9xPfvg8TjZEfJ4PMKCA77SPgkhAoD2VWOsA5BLlhYPFGy1S5cuXVTbwAshtbwOcY4Qv9qJvwDVYv5WISUsmM3fpEkTXYW8PB4Pzj33XADA119/rek1zBFq3bq1ZPkBQHo5d7SOUKNGjfDuu+/iiSeewBtvvCGIEY/Hg+uvvx4A8P7776OiogL79u3Diy++iJdffhnFxcXw+/3C7ytVTZmvCSIn4oxIlOZfb5YQ8ng8QrvZipaWLVvi5ZdfxuTJk/Hmm2/qXiqsBC+EIgnP8jBHiP1W7HuwsKgRJCcnC+ebUniMtYEv9ChGfBy9Xi9uvPFGLF68WHVCoqWMwu+//45AIIBGjRpFXQVcCz6fT5ho8uExdpzS09M1TQLE4V+nhsaicYSAM8noJIQIWZROdD7fQiyEpHKE6urqhBmKFotYjxASz0J5R0hPgTSrkHLclPYRUoOVH1i2bJnk6i+eUCgUJoTkNh+USjgWCyG+CrHWgTM7OxsFBQUN3LmCggK0bt0aJSUlGDlyJK666iq8+eabmDdvHm644QZh+XCLFi0k85GYI+T3+wWBzoeYQqGQIUvnAX0VhbXCd758u1k4sFmzZsjNzcW4ceMiyjVRgt8jLNpkabF4YN9j0qRJaN++Pa677rooWnoGLXlCWkJB4j5FzySEX20nB7+FkFX9DwuPsVQE4EyoUiqsLIX4u0mJAyc5QpEKd7bykq/FJi4bYif2tyCO0eII8fkocjlCvBA6fPgwamtr4fP5VOPcwBlBUF1dLQzcch2auOQ+nyPEu0BO2DsGkA6NKZXPV+Pss89G165dEQgEhFV5cpw6dQqVlZXweDzIzc1FQkKCMBjwQkhLsjTrwCKpQiwmISEB06ZNg8/nE1ydwYMHo2nTpti/fz9uv/124btK0bhxY+G3ZoMjExWs7UasGAP07TGlFXZsWXvZMWc5QVrCGZHChJARoTE5YZGVlYX//Oc/uO2226Jo6Rn0CCEl90x83uoZ/ORWXPIwIcRvKm02zBFiqQiA/okW7xIC4Y6Q1ogBYL4QinR7DYaUIyTlftmF/S2IY7Sc6GwQEFdvBqRDByzXoWXLlppOML4K6/bt2wHIJxGLl0Hyip4XP04RQlLCgom9SJbYejwejB8/HgDw9ttvh13UgUAAP//8s5CnwP7NyckRLHKplWNacoTYbKxRo0aGdBrnnHMOFi1ahOnTp+PDDz/E888/jwceeCDsOSzhWozH4xHODyYexJ22UULIDEdIvOGquMSCmfltbNArLS0NC6FEgridZg0mWooqatnxXXwuGC2EmBhh23lYARNCe/bsEfrgaIWQUwsqRivcO3fuDKB+ZR/rz5zkCDkjmSNO0bJqjA+LiQWG1EDBRIoWN4iRm5uL0tJSYVYlF7NnQoiJLblN85SKkVmJlCPEh6si4cILL8TgwYPx448/4uabb8Y///lPFBUV4eOPPxaEwZVXXim8Pz9DzczMxOHDh1UdITHR2tJStG7dOuwYDBkyBMOHD8enn36K9u3bS1YhZ2RlZeH48eNhjhAfhjQqNGaGIySehYo7YTM3DM7IyEBSUhJqamqEPL5InEmgPp/M5/MJIVOzNq7U4gix/CrWP0ghFkJ68gjVhNDRo0exc+dOeDweIVxlBdnZ2WjZsiWOHDmCrVu3YsCAAbpDY+JFFLxj6fV6EQwGY8IRatasGdq2bYv9+/djw4YNOP/88xvUT7MT+6VYHMPvNRYKhbBw4UKsWbMm7DlKe0xJJUszIaSnuipzR9gmgnJCiJWdLykpwcmTJxvMrhctWoQXXnjBMUJIymHhV3JFgsfjwSOPPIIOHTrgxIkTeOyxx/DGG2+guLgYWVlZ8Hg8WLJkCebMmQMgPHlVauWY0jYVDD2J0tHw4IMP4t1338U777yjuD2DlCNkRmjMTEeICSBxJ2ymEPJ6vQ0GyEiFEBDuCtkphLRMvowIjZWXl0tuafHNN98AqA/n6lkJagTMFWJ9Z6SOEOsTnBoa4xPiI4W5zKtXrwZw5lp0QgTBdULopZdeQn5+PlJSUjBw4MAGwoHntddew5AhQ9CkSRM0adIEBQUFis+3Gn4W/cMPP2DWrFm4+eabw2qBKAkhqWTpSB0h1g5AXgilpqYKCdjbt29vMKh06NABgwYN0vy5ZsM7QiUlJfD7/UKyXqRLbIH6zmvevHmYMGECevfujT/96U94/PHHsWzZMjz33HNCKMzn8+HSSy8VXidedQec6eRYQTwg+i1BIsXr9aJbt26qe1SxzlsuNGZ0srQZOUJyQija/bnU4K/LhISEqHKS+D7BrPCCFiGkxQVJSUnRta0GD3/eSyVMr1y5EgAwdOhQze9pFOI8oUgdIXFojBcHTgiNyW3ErAcmhFj5EbmIgh24KjT2wQcfYMqUKZgzZw4GDhyIZ599FsOGDcOOHTskbdmVK1fimmuuweDBg5GSkoKZM2fikksuwdatWyN2BIyEF0KrVq0S7l+zZo1Q2VRJCEkVVIxkvx1xvRgli7tXr17Yu3cvvvnmGyGh1gknshT8Kqy//OUvgr3L7x0WKY0bN8akSZMa3D948GDMnTsXixcvxuWXXx7WcYjzAYCGVrgUVjlCWpESQryIUzpn9cDO76qqKgSDQUMGe7F4tzI0BoRfW02bNo3qO/GOkJ1CSMvkiyX6s3NZT5+RkJCAtLQ0YRNjXjz6/X6sX78eAHD++edrfk+jYDlJW7ZsQSgU0r0YQ84REq/EVMNMIcQmkoC+IrRi+vfvD4/Hgz179oQVZCVHSCezZ8/GxIkTMW7cOPTo0QNz5sxBWloa5s2bJ/n89957DzfffDP69OmDbt264fXXX0cwGMSKFSssbrk0vGPB9skBwjPrrXCExBsOKi27Z7kjn3/+uSDAnC6EgPD8gn79+pmaoNezZ0/cd999DWq6SIXGxMu5+fsY/IaHToC1gx1Ts5OlAWiu5q2GeBYqPnfNLgbKX1vRTsasCI2pJUuHQiEhR0jNBYnGwWLXjtgR+uGHH1BXV4cOHToYXu5AC926dYPX68XJkydRVFQkHKdoHSEzQmMVFRWa3CUxJSUlCIVC8Hg8UTmYGRkZQm27zZs3O8oRco0QCgQCWL9+fVjJe6/Xi4KCgjA3RYmKigrU1NRYHkeWg89h4dU62zMHUN5jilnGVVVVqK2tBWCMEFJKJO7Xrx/y8vJQXl6OH3/8EYAzsv6lkGqX1+s1rMaKXtSEkFylcT1Vpa2Adazse5iVLO3z+YT3NSo8Jrd8nn2e2Z1y165dhf9369Ytqvfi+wSzc4ROnz4tW/GcDcJKTjIQLoz1tped++L6XXaGxYB64cFWRH399deorq6G1+tVPRYMcZ/AO0IMo0Jj4u1vtMKXloi2r2cVpg8cOEAFFSPhxIkTqKurazDA5+TkNNgnSI5//etfyMvLU9w/qLq6Gn6/P+zPLHhHiJ/psC0OAPmq0kD4QOP3+1FRUSEMmnqEUNOmTYUOr0WLFooVUb1er+B0sL2snKDopRBfYCNGjMDnn3+Oc845x5b2SO03JuUIiWeATguNsUGJd4SkQmPROkIej8fwlWPiWSh/jpidHwTUh5bZZ0d7HloRGmvSpImweonlifAwNygjI0P1+PHt1bshLF+ZnREIBITJmF1CCDgTHluyZAmA+lQDtT0eGcxh8fv9qKurMyVZ2ufzCQsxIgmPMSEUTViMwdIwDh48SELIDp544gksXLgQH3/8seIFO2PGDGRmZgp/UvstGQXvCPEXOB8mU3KEvF6vMDiWlpYKgjA9PV13rsOMGTMwaNAgvPjii6rPZQ6SeMNHpyFuV05OjiEXc6Qo1RFSEkJWJUtrRTw7l0uWNiLfxuiVY3J1hPjPMpPs7Gz897//xYsvvhj14G2FI+T1eoXBWipPiPVVWiZevMuh91yWWmiwZs0aVFZWokWLFujevbuu9zMSljDNJobM9dCCuOI8n8NmlBDyeDxR5QkZkSjNYNGGQ4cOkRCKhGbNmiEhIUEI/TCOHj2qmhg8a9YsPPHEE/jiiy9kK+Yypk6dipKSEuGP31DPaPhwAn+CHjt2TLgglBwhILzGRiRhMcY555yDF154QSiFroQ4Fu+EE1kKcbuidSiiRZwYCUgnS7slR4gv9mnG8nnA+FpC1dXVAM7seG61IwTUDwZ//OMfo04StcIRApTzhFj/qGXCyA/oejfjlXKEvv32WwD1SdJ2Jtz2798/7Lae/d4SEhIEUXjq1KkGQh1QD43V1tYKr5M7h9k1G8m+fcwRMkIIsXOpuLiYhFAk+Hw+9OvXLyzRmSU+Ky3ZfvLJJ/Hoo49i2bJlDU5YKZKTk5GRkRH2ZxbsBKitrQ07QYPBoNDpqM2ueUcoGiGkB6mdpJ2I1YmwakjlCPFFxeQcIfZ8IzcAjQbxbD4hISFs9spEixHCzWhHqKamBsCZgZg/R/SGa+zGimRpQHnlmB4hFEmiLkPOEQKgabd4M8nLyxPGIK/Xq9vpY4nVR48eFQRNYmKiZkeIX0igJoSicYSMcNP5PtBJlaXtb4EOpkyZgtdeew1vvfUWtm3bhkmTJqG8vBzjxo0DAIwZMwZTp04Vnj9z5kw8+OCDmDdvHvLz81FUVISioqKo6ikYCTsB/H6/cLKzi4KFudTyLXhHiL3GbCEkHpCdKoTEs0S7HSF23KqqqoRaUbwjpCaEzNwHSw9igSN2s4zafR4wvpYQO+6xIIT4yZGZbhZzAqIVQlpCPHKIXanDhw/j4MGDSEhIQL9+/SJ+X6N4+OGHcfXVV+Ppp5/WXbWePZ/tEwk0nFwowYSQ1+uVzU2KRggZ6QjxQshJq8ZcVUdo1KhROH78OKZNm4aioiL06dMHy5YtEwb+/fv3h6nLV155BYFAACNHjgx7n+nTp+Ohhx6ysumSsLaykzMxMRFt2rTB8ePHUVRUhN69ewsDgJybwQuhw4cPA6ifoZiJeEB2gqKXgi9TD1iTA6IE2yssGAzi9OnTaNGihaZVY1o2tbQS8XHk3SxeCBlxvI0OjYmFEH/ukhCShjlCbEDkYQs7tCxdj8YRYhNElpzNqhP36tXL9usaqBcJ99xzT0SvZf31oUOHhKr8/BYkaseNzw+SCxEaIYSMdIQCgYBwTTuhjpCrhBAAFBYWorCwUPIxtpSSwTa+dCpMCTPbPzk5Wch30uoIMZVeXFws7KNlthAShwudoOjlcJIQ8ng8yMzMxKlTp1BSUiIrhPgZIJ9I7xRHSHwceUeIr1VipCNkVGhMSQjpzVuxG178mCmE5HKEampqhGRpLS5INEKITXbFQkhuc2A3wUTk77//LhR6jcQRUjoHohFCeotEKpGamirst8cElhPGD2dO5eME8aagPp+vgRBis2s5R4i3rZkjFOmGolpJTEy0ZMWKEfADnd2hMUC+bojcbtN82NTMfDU9iM9F3hFiHS2/9N2IzzLKERLnCPEzb3KEpJHLETp8+DCCwSBSUlI0FRBk5QK0Li3nYe9//Phx1NbWCvlBf/zjH3W/l9Ngy+83b94shMYiyREySwgZmXvKJoPAGaeJHKE4RywgeCHEZlrMDZAbBJlKP3LkiKDczXaEgHp3gl815FSsXh6tRnZ2Nvbu3St0AvzGg1IdHxNMjRs31rVjt5l4vV4kJycLK7D4trPzNS0tzZAOjgkhoxwhpVVjJISkkRNCe/bsAVC/b5+W37qwsBDZ2dm4+OKLdbehRYsWgpPwxRdfwO/3IyMjQxARbqZLly5ISUmB3+/Hhg0bAOhbNcauDTOEUCAQEPoqrUUi1WjcuDFOnDgR0XYrZuHcESwOEAsIKUeIFa2TE0LMEWK7H6elpVmSS8K7K5HM8KyC76Cd4AiJwwxqBdSclh/EEDuCYiFk1LE2Olla7Ai5OTTGO252CCG2FZCWkhtA/TkxceLEiPb5S0hIEOrzvPnmmwDqV4s5YRCNlqSkJFx00UUAgC+++AKAcxwhNrn2+XyGhebZNc3a4oSJtP0tiGPEJ0BSUlKYEAqFQqrF9NjAyp6Xl5dnidXID3R2L0tXgg18gDPayVv8gPpeY05bMcbgjyW/4s3oKthmJ0tTaEwdJoRKS0uF4wfoF0LRwhKJ2eeyjaljARY2ZNe+U4QQHxYzalxh1zQJIQJAQ0uQT5YuKysL26FXzhESr9awIiwGhAshqwrRRQIvhJzQTmYvs6RPtcrSTnWExDVsxCsgjXaErEiWdpsQ4sWmmed2enq64PryrpDVQmjIkCHC/zMyMmzZbd4s2H5lDD2hMSuEkFFhMeDMNc3yX0kIxTlihZ2UlIS0tDRB9LCS7T6fT7aTzsjICKvvEO1GjlpxiyPE44SkPPEyYLVVY0wIOc0R4t0I3hFiQsOofCyz6wi5WQiZXS+M4fF4GoTHgsGgsCpXz5YS0XD++eejX79+SExMxJ133umafkcL4gUuTnSEjIL9bk4qqOiM7Ms4RcoRAoDc3Fz4/X5BCKnty9OhQwchoY3te2M2Vs1GYw3W4bFCdLEQGuMdIYZRosLoZGkmhJjDId593k3w1yC/f50ZNG3aFEVFRYIQOnToEAKBAHw+H1q1amXqZzN8Ph/mzJmDqqqqmBJBQP1v6fF4wirNO0EIsQmb2jZWehBPkpwghOxvQRwjlSMEnDnpduzYAUA9LDJq1CgA9YJIyzYiRuCW0JjTYELoxIkTqKioCEuWdmtojF81xjBKVJjlCDGhxgshN5/HVggh4IwjxK8Ys3IgM6osg9Pwer1hE95ICyrKEakQYhO2li1b6nqdEmIh5ITVsCSEbERq+TxwRght2bIFwJlOSI4LLrgAc+fOxdy5cy2b1bpFCDltVUlGRobg7uzdu1d1+TxbXWZEMTMj4X9zvo4Qw6jz0KxkaTbp4AdxJ69+lIPts/WXv/zF1M9h5x9L8v/9998BWJcfFA/wkx2zHKHy8nJdW50wwWtk+FMsZJ1w3ZEQshG5WTQTQiw+q2UQPOeccywNn7glR8gJF5mY7t27A6gXulKOED8DZAOPloJ1VsKHvqRCY0Y7QmbVEXJanSm9zJ49G4sXL0bfvn1N/RzmCLDq9b/++isAoGvXrqZ+bjzBL4gxK0coGAxqvpYqKyuFMi6RlDyQQ3ydOaGPJiFkI2pCiOE0NwAIT55zsiPkxLyP3r17A6jfJoBPGHSrI5SUlGSaI2R0aIztjcWuMd6Wd7KglyMxMdGSlaLt2rUDAOzbtw/AGbfaqpzEeEDsCDGMCI0lJycL7ykVHtuyZQsWL14cJpLYb52VlWXoJFt8nVFoLM5RC40xnDYIAghLkHTyAMKW3Fq1wkYLF1xwAQDg+++/F4ROYmJiA0eorq4Op06dAuC8c4DvdH0+n+mhscrKyqh2LwfqSymwkA5zMnhn042OkFWw3eX379+PY8eO4fjx4/B6vYK7SUSPOEfISEfI4/HI5gnt3LkTEydOxCOPPILbbrtN6H/MCIsBlCNEiNDqCFm1KkMPVtUripa7774bhYWFeO211+xuikDHjh1x1llnoa6uDkuWLAEQLoRYx3fy5EmEQiEkJCQ4btUYHxrz+Xymh8aCwWBYMb9I+OKLLxAIBJCdnS2cvySEtNGuXTskJiaitLQUy5YtA1Bf4NDJbrDb4M9FPUJIyxYbgHzC9MKFC4V6axs2bMA333wDIDwh3khICBFhyDlCzZo1C7sorKoNpIf09HS0atUKmZmZwmzRiTRu3BjXX3+944Tb0KFDAQA///wzAOmOj7lFTZs2dcQSUx5eCPEijmG0IwREHx7bvHkzAODyyy8Xjie/BN3Jzqbd+Hw+dOnSBQDw6quvAjhTDZkwBr7PjyQ0pnb+SgmhUCiEb7/9FgDQp08fAMAbb7yBUCgkXC9Gu36ULE2EITd4eL1eYe+Z7OxsR4V1eD788EN8+umnritE5wTYLIvlCEmFxliitNPCYkDD0JhZjhDb4BWIPmGa7dvHV8klR0g7/fr1A3Am4TyWKjs7gUgdIS2hMeCMEGLbMQH1eUCnT59GcnIynnjiCSQnJ2P79u346aefhDwwltNoFJQsTYQh5wgBwG233YZ77rkH8+bNc0RFZClYJWxCPyz5lCElhJgj5LQVY4B1oTHAuJVjbADgV+eQENLOlVdeKZyjHTt2FIQRYQxiR0ivEFJzhJo0aQIAQt4hcGb1X48ePdCsWTNceeWVAIBbbrkFlZWVaNGiheE5QpQsTYQhV1ARqF9BcPXVVzcovU7EBuK9e/gZIIOVT3C6EDIzNAYYV0uIOUK8EHL78nkr6dixI2bOnIk///nPmD17tuPCtW5H7Agx1EJjWnOExEUxAWDXrl0Azux1Nnr06LBr4rLLLjP8dyZHiAjDrG0JCOcjlTAodoTYUm8n5mBZFRoDjHeE+NU5fLudWGrBaVx44YWYNm2aIxdwuB2zHSElIdSpUycA9Zt433777fB6vejUqRPGjh2r81uo48RkaftbEMeIQ2NOUMaENXi9XqSlpQkuh5QQYptaGr1qwwisWj4PGFdLiDlCvBDiQ5RODUET8QEvEMxYNaYkhDp27Cjcd8011+DKK69Eo0aNTHH9nJgsTULIRsycRRPOp1GjRmFCiD8fgsGg4AiJ84mcgLigopnnshGhsVAoJBkaa9WqFV5++WXHlScg4g/eEeJFuVGrxsRCqLS0VNhUlRdCgPpG39GQnJwctsEsOUJxjlKyNBH7NGrUSFgZJnaEioqKEAgEkJSU5Lil/0D4snOzhZARobHKykphQBF38gMGDIi8cQRhEHxSclpamiZHqLa2FrW1tQC0O0LFxcUAgN27dwOoLzbLX89m4/V6kZqaGjYJtBvKEbIRM8MJhPORWy4bDAaFsFibNm0cmZTKiwmzQ2NKjtD+/fuxYsUKoQyBHCw/KDExkYoAEo4kPT0dr7/+Oq677jqce+65moQQc4MAfaGxYDAoGRazCt69otBYnMN2HGczVRJC8YVYCLHzIBQKOTo/CAjfF6murs4WR6i2thY333wzioqKcM011+DOO++UfQ8+LEa5QIRT6dOnj1DYkKEUGmPXhNfrVRUUbPl8XV0dSktLhe1mWKK0laSlpQkhOnKEiLBOmYRQfMHb0eItNtiGh04VQvyMrrKysoG4MHKWJ5csvXbtWmF37I8++kjYJkAKqRVjBOFk9DhCKSkpqgI/KSlJmMCcPHkSO3bsAGCPEHKaI0RCyGb4PCEnnBCEdWgJjTlVCPGdblVVlamlIORCY9u3bxf+X11djS1btiAYDOKZZ57BLbfcEvZ8qURpgnAyWoSQ1hVjDBYeKyoqwm+//QbAni2cxIst7IaEkM3wAwjVEYov5IRQXV0dDh48CMCZNYTEVFZWKhYHjRa50BjryBnr16/HypUr8d5772HVqlX45JNPhMekls4ThBtQCo1pXTHGYAV6f/rpJ1RUVMDn89myKpWPflBojAgbQJygjAnrEIfGmDtYU1MjrCZz6j5zAITVbEOHDm1gy1vhCDGxOGjQIAD1O2evWLFCePzHH38U/i+1vQZBOBm9oTEttG3bFgDwxRdfAKivKC1evWwF/FjnhHHPfikW5/AnITlC8YXYEWLnwokTJxAMBuH1eh254Srj/fffx6FDh9ClSxesX78+7DErHCGWH3T55Zdj1apVWLduXdj1xJYHA+QIEe5DjxDS6ggxIcT2MezatWs0TYwYtnEvQI4QAXKE4hm50NiRI0cA1O8678Sl84xGjRqhS5cuABqWgjBS1EslSwcCAaEeysCBA5GTk4NgMIiamhrBdj927BjKysoAULI04V60rBrT6gj16tUr7LZdG+cyNxdoWFjYDuxvQZzDq2FaNRZfyIXG2GarTnaDxJiZIyQVGmMzWp/PhyZNmgi7ZgPAtddeK6yOYa4RJUsTbsMMR6hjx45hk4HBgwdH0cLIYXvVOWXMIyHkILSezERsIOcIlZeXA4Cl1V6jhRdCHo/HULtbKjTGBE5OTg48Hg/Gjx+PP//5zxg5ciQmTJiA5s2bAzgjmEgIEW6DL6chh15HyOv1YubMmejVqxdmzpxpm0P64IMPYtiwYXj77bdt+Xwx9gfn4hz+JHeKOiasQS5HiDkfbsoZ40NjSUlJhhYtlHKEmGvWokULAPXHatq0acLjzZs3x65du4SkcxYio9AY4RbEmzBLodcRAuq3lLF7W5m2bdviscces7UNPOQIOQiqeBtf8O5EIBAQhBATx27aCoJ3hIwW9FKOENssUm5VHQsrkiNEuBUz6ggR0pAQIgib4DdZTE9PN7UoodmYWSGdCaFAICBsMMkcITkhxEJjzBGiVWOE29ASGtO7fJ6QxnVC6KWXXkJ+fj5SUlIwcOBArFmzRvH5//nPf9CtWzekpKSgV69eWLp0qUUt1YbSSU7ENh6PB4sWLcLNN9+Miy++uEE9Dzd1bmY6QvxxYDNg5gix0JgY3hEKhUJUR4hwHVpCY+QIGYOrhNAHH3yAKVOmYPr06diwYQN69+6NYcOGCZ2imB9//BHXXHMNJkyYgI0bN2LEiBEYMWIEtmzZYnHL5SEhFN906NAB48ePR1JSEgkhGfhjwzp+FvKSW1nHC6Hq6mphHzJyhAi3YMaqMUIaVwmh2bNnY+LEiRg3bhx69OiBOXPmIC0tDfPmzZN8/nPPPYdLL70Ud999N7p3745HH30U55xzDl588UWLWy4PCSGC4ebQGI/RQsjj8TSoJaQmhPjQGAuLeb1e4X0IwulQaMw6XCOEAoEA1q9fj4KCAuE+r9eLgoICrFq1SvI1q1atCns+AAwbNkz2+QRhJ252hPi6QWa0m185FgqFcPLkSQDaHCE+P4gWJBBuQY8QIkcoOlyzfP7EiROoq6trkByZk5MTtgs1T1FRkeTzWQ0SKaqrq8PKf7NO1CzIESIYbnaE+I7YDCHErxzz+/1CqIvtpi2GCaGamhqhii3lBxFugvUHlCNkPq5xhKxixowZyMzMFP7M3v3bTUXzCHNxsyPECyEz6mHxoTEWFsvIyJD9rKSkJDRp0gTAmT3HKD+IcBPkCFmHa4RQs2bNkJCQICybZRw9ehS5ubmSr8nNzdX1fACYOnUqSkpKhL8DBw5E33gFnnjiCbRu3RpPPvmkqZ9DOJ9YEUJmvn9lZaVqfhCD5Qnt2rULADlChLswo7I0IY1rhJDP50O/fv2wYsUK4b5gMIgVK1Zg0KBBkq8ZNGhQ2PMBYPny5bLPB+rDERkZGWF/ZtKjRw988sknuPDCC039HML5iENjburczN4wmFXhLisr0y2EduzYAQDIzs42sYUEYSxaQmPkCBmDa3KEAGDKlCkYO3Ys+vfvjwEDBuDZZ59FeXk5xo0bBwAYM2YMWrVqhRkzZgAAbrvtNpx//vl4+umnccUVV2DhwoVYt24d5s6da+fXIAhJ3CyEzE5CZhMSv98vfJZWIbRv3z4AJIQId0GOkHW4SgiNGjUKx48fx7Rp01BUVIQ+ffpg2bJlQkL0/v37wwaTwYMHY8GCBXjggQdw3333oXPnzvjkk0/Qs2dPu74CQcgiDo25KVmax4wFALwQYonSWoUQg4QQ4SZo+bx1uEoIAUBhYSEKCwslH1u5cmWD+6666ipcddVVJreKIKLHzTlCZpOVlQUAKCkpEWoJ6RVCLHmaINyAWmgsGAwKK5ypr4gO1wkhgohV3Lx83mx4R+j06dMAyBEiYhs1R4jfhJhWH0eHa5KlCSLWIUdIHiaESkpKNCdLi/chM7sUBkEYiZoQKi8vB1Dfb5i9WCHWISFEEA7BzcnSPGInxggyMzMBAKdPn9YshPLz88Nut2rVyvB2EYRZqIXGysrKANSvqKSK6dFBQoggHILbk6Vnz56NP/3pT7jlllsMf28menbv3i2EBOR2nmckJyejS5cuAOrzg8THlyCcjNqmq8wRorBY9FCOEEE4BLeHxv70pz/hT3/6kynvLXaZmjVrpun4TJo0CR9//DFuuukmU9pFEGbBXJ66ujrJx5kQYjW2iMghIUQQDoEPjXm9XiQm0uXJSE9PR3JysrBKRmuYa8iQIRgyZIiZTSMIU2ATIzVHiIRQ9FBojCAcAu8IpaSkUNyfw+PxhIXCKPGZiHXIEbIOEkIE4RB4IeS2/CAr6NChg/D/Hj162NgSgjAfNUeIT5YmooOEEEE4BD405rb8ICs455xzhP/37dvXxpYQhPmoOUKssCglS0cPJSEQhEMQh8aIcC677DKsXr0agwYNQufOne1uDkGYCuUIWQcJIYJwCLwjRKGxhmRnZ+P555+3uxkEYQmUI2QdFBojCIdAjhBBEAzKEbIOEkIE4RAoWZogCAZzhOQqS5MjZBwkhAjCIVCyNEEQDLUtNkgIGQcJIYJwCCSECIJgkBCyDhJCBOEQUlNThf9TVWmCiG9ICFkHCSGCcAhsh3UAwlYSBEHEJ2pCqLS0FAAJISMgIUQQDoEPjbEd1gmCiE+UhFBdXZ0ghLKysqxsVkxCQoggHEhVVZXdTSAIwkaUhJDf7xf+zzvJRGSQECIIB0KOEEHEN0pC6PTp0wCA9PT0sLIbRGSQECIIB9K6dWu7m0AQhI0oCaGSkhIA5AYZBQkhgnAQ8+bNwxVXXIE777zT7qYQBGEjWhwhyg8yBlqjSxAO4uyzz8bZZ59tdzMIgrAZJSF06tQpACSEjIIcIYIgCIJwGEwISe01dvz4cQBA8+bNLW1TrEJCiCAIgiAchtLu8ydOnABAQsgoSAgRBEEQhMNQ2n2eHCFjISFEEARBEA5DyRE6duwYAKBZs2aWtilWISFEEARBEA5DzhEKhUI4ePAgAKBVq1aWtysWISFEEARBEA5DzhE6deoUysvL4fF4qN6YQZAQIgiCIAiHIecI7du3DwDQsmVL+Hw+y9sVi1AdIYIgCIJwGGJH6KmnnsKhQ4fQpk0bAECXLl1sa1usQUKIIAiCIBwG7wht27YNH3zwQdjjVHjVOCg0RhAEQRAOg3eE1q5d2+Dx888/3+omxSzkCBEEQRCEw+AdIbZcPi0tDYmJibj66qvRrl07O5sXU7jGESouLsbo0aORkZGBrKwsTJgwAWVlZYrPv+WWW9C1a1ekpqaibdu2uPXWW4VdewmCIAjCqTBHKBgMCkJo8uTJ+Oqrr3DTTTfZ2bSYwzVCaPTo0di6dSuWL1+OJUuW4Ntvv8WNN94o+/zDhw/j8OHDmDVrFrZs2YI333wTy5Ytw4QJEyxsNUEQBEHoh990lQmhFi1a2NmkmMUVobFt27Zh2bJlWLt2Lfr37w8AeOGFF3D55Zdj1qxZyMvLa/Canj174r///a9wu2PHjnjsscdw7bXXora2FomJrvjqBEEQRBzCCyG2txhVkjYHVzhCq1atQlZWliCCAKCgoABerxerV6/W/D4lJSXIyMggEUQQBEE4Gl4IVVZWAgAaNWpkZ5NiFlcogqKiogaWYGJiIrKzs1FUVKTpPU6cOIFHH31UMZwGANXV1aiurhZu+/1+/Q0mCIIgiCjghVBVVRUAICUlxc4mxSy2OkL33nsvPB6P4t/27duj/hy/348rrrgCPXr0wEMPPaT43BkzZiAzM1P4Y8WrCIIgCMIqmBCqq6sTJuckhMzBVkfozjvvxPXXX6/4nA4dOiA3N1dIFmPU1taiuLgYubm5iq8vLS3FpZdeivT0dHz88cdISkpSfP7UqVMxZcoU4bbf7ycxRBAEQVgKE0IsLAaQEDILW4VQ8+bN0bx5c9XnDRo0CKdPn8b69evRr18/AMBXX32FYDCIgQMHyr7O7/dj2LBhSE5OxuLFizWdRMnJyUhOTtb+JQiCIAjCYJgQqqioEO4jIWQOrkiW7t69Oy699FJMnDgRa9aswQ8//IDCwkL8/e9/F1aMHTp0CN26dcOaNWsA1IugSy65BOXl5XjjjTfg9/tRVFSEoqKiBrv5EgRBEISTEAshn88n3EcYiyuSpQHgvffeQ2FhIS666CJ4vV787W9/w/PPPy88XlNTgx07dggnzYYNG4QVZZ06dQp7rz179iA/P9+ythMEQRCEHsSih9wg83CNEMrOzsaCBQtkH8/Pz0coFBJuDx06NOw2QRAEQbgFEkLWQT4bQRAEQTgMEkLWQUKIIAiCIBwGCSHrICFEEARBEA6DhJB1kBAiCIIgCIdBQsg6SAgRBEEQhMMgIWQdJIQIgiAIwmGINwcnIWQeJIQIgiAIwmGQELIOEkIEQRAE4TDE+2KSEDIPEkIEQRAE4TDIEbIOEkIEQRAE4TBICFkHCSGCIAiCcBgUGrMOEkIEQRAE4TC8Xi88Ho9wm4SQeZAQIgiCIAgHwrtCJITMg4QQQRAEQTgQPk+IhJB5kBAiCIIgCAdCQsgaSAgRBEEQhAMhIWQNJIQIgiAIwoFQjpA1kBAiCIIgCAfCO0Kpqak2tiS2ISFEEARBEA6EHCFrICFEEARBEA6EcoSsgYQQQRAEQTgcEkLmQUKIIAiCIBxIbW2t8H8SQuZBQoggCIIgHAgvhMSbsBLGQUKIIAiCIBxIXV2d8H9+3zHCWEgIEQRBEIQD4R0hwjxICBEEQRCEA0lLS7O7CXEBCSGCIAiCcCATJkxAdnY2brrpJrubEtN4QqFQyO5GOBm/34/MzEyUlJQgIyPD7uYQBEEQBKEBreM3OUIEQRAEQcQtJIQIgiAIgohbSAgRBEEQBBG3kBAiCIIgCCJuISFEEARBEETcQkKIIAiCIIi4xTVCqLi4GKNHj0ZGRgaysrIwYcIElJWVaXptKBTCZZddBo/Hg08++cTchhIEQRAE4RpcI4RGjx6NrVu3Yvny5ViyZAm+/fZb3HjjjZpe++yzz9I+LQRBEARBNMAV29lu27YNy5Ytw9q1a9G/f38AwAsvvIDLL78cs2bNQl5enuxrN23ahKeffhrr1q1Dy5YtrWoyQRAEQRAuwBWO0KpVq5CVlSWIIAAoKCiA1+vF6tWrZV9XUVGBf/zjH3jppZeQm5trRVMJgiAIgnARrnCEioqK0KJFi7D7EhMTkZ2djaKiItnX3XHHHRg8eDD+7//+T/NnVVdXo7q6Wrjt9/v1N5ggCIIgCFdgqyN07733wuPxKP5t3749ovdevHgxvvrqKzz77LO6XjdjxgxkZmYKf23atIno8wmCIAiCcD62OkJ33nknrr/+esXndOjQAbm5uTh27FjY/bW1tSguLpYNeX311Vf4/fffkZWVFXb/3/72NwwZMgQrV66UfN3UqVMxZcoU4bbf7ycxRBAEQRAxiq1CqHnz5mjevLnq8wYNGoTTp09j/fr16NevH4B6oRMMBjFw4EDJ19x777244YYbwu7r1asXnnnmGQwfPlz2s5KTk5GcnKzjWxAEQRAE4VZckSPUvXt3XHrppZg4cSLmzJmDmpoaFBYW4u9//7uwYuzQoUO46KKL8Pbbb2PAgAHIzc2VdIvatm2L9u3ba/7sUCgEgHKFCIIgCMJNsHGbjeNyuEIIAcB7772HwsJCXHTRRfB6vfjb3/6G559/Xni8pqYGO3bsQEVFhaGfW1paCgAUHiMIgiAIF1JaWorMzEzZxz0hNakU5wSDQRw+fBjp6emGFmVkuUcHDhxARkaGYe9LNISOtTXQcbYGOs7WQMfZOsw61qFQCKWlpcjLy4PXK782zDWOkF14vV60bt3atPfPyMigi8wi6FhbAx1na6DjbA10nK3DjGOt5AQxXFFQkSAIgiAIwgxICBEEQRAEEbeQELKJ5ORkTJ8+nZbqWwAda2ug42wNdJytgY6zddh9rClZmiAIgiCIuIUcIYIgCIIg4hYSQgRBEARBxC0khAiCIAiCiFtICBEEQRAEEbeQELKJl156Cfn5+UhJScHAgQOxZs0au5sUU8yYMQN/+MMfkJ6ejhYtWmDEiBHYsWOH3c2KeZ544gl4PB7cfvvtdjclJjl06BCuvfZaNG3aFKmpqejVqxfWrVtnd7Niirq6Ojz44INo3749UlNT0bFjRzz66KOq+1URynz77bcYPnw48vLy4PF48Mknn4Q9HgqFMG3aNLRs2RKpqakoKCjAb7/9ZknbSAjZwAcffIApU6Zg+vTp2LBhA3r37o1hw4bh2LFjdjctZvjmm28wefJk/PTTT1i+fDlqampwySWXoLy83O6mxSxr167Fq6++irPPPtvupsQkp06dwrnnnoukpCR89tln+PXXX/H000+jSZMmdjctppg5cyZeeeUVvPjii9i2bRtmzpyJJ598Ei+88ILdTXM15eXl6N27N1566SXJx5988kk8//zzmDNnDlavXo1GjRph2LBhqKqqMr9xIcJyBgwYEJo8ebJwu66uLpSXlxeaMWOGja2KbY4dOxYCEPrmm2/sbkpMUlpaGurcuXNo+fLlofPPPz9022232d2kmONf//pX6LzzzrO7GTHPFVdcERo/fnzYfX/9619Do0ePtqlFsQeA0McffyzcDgaDodzc3NBTTz0l3Hf69OlQcnJy6P333ze9PeQIWUwgEMD69etRUFAg3Of1elFQUIBVq1bZ2LLYpqSkBACQnZ1tc0tik8mTJ+OKK64IO68JY1m8eDH69++Pq666Ci1atEDfvn3x2muv2d2smGPw4MFYsWIFdu7cCQD4+eef8f333+Oyyy6zuWWxy549e1BUVBTWf2RmZmLgwIGWjIu06arFnDhxAnV1dcjJyQm7PycnB9u3b7epVbFNMBjE7bffjnPPPRc9e/a0uzkxx8KFC7FhwwasXbvW7qbENLt378Yrr7yCKVOm4L777sPatWtx6623wufzYezYsXY3L2a499574ff70a1bNyQkJKCurg6PPfYYRo8ebXfTYpaioiIAkBwX2WNmQkKIiHkmT56MLVu24Pvvv7e7KTHHgQMHcNttt2H58uVISUmxuzkxTTAYRP/+/fH4448DAPr27YstW7Zgzpw5JIQMZNGiRXjvvfewYMECnHXWWdi0aRNuv/125OXl0XGOUSg0ZjHNmjVDQkICjh49Gnb/0aNHkZuba1OrYpfCwkIsWbIEX3/9NVq3bm13c2KO9evX49ixYzjnnHOQmJiIxMREfPPNN3j++eeRmJiIuro6u5sYM7Rs2RI9evQIu6979+7Yv3+/TS2KTe6++27ce++9+Pvf/45evXrhuuuuwx133IEZM2bY3bSYhY19do2LJIQsxufzoV+/flixYoVwXzAYxIoVKzBo0CAbWxZbhEIhFBYW4uOPP8ZXX32F9u3b292kmOSiiy7C5s2bsWnTJuGvf//+GD16NDZt2oSEhAS7mxgznHvuuQ1KQOzcuRPt2rWzqUWxSUVFBbze8KExISEBwWDQphbFPu3bt0dubm7YuOj3+7F69WpLxkUKjdnAlClTMHbsWPTv3x8DBgzAs88+i/LycowbN87upsUMkydPxoIFC/D//t//Q3p6uhBnzszMRGpqqs2tix3S09Mb5F01atQITZs2pXwsg7njjjswePBgPP7447j66quxZs0azJ07F3PnzrW7aTHF8OHD8dhjj6Ft27Y466yzsHHjRsyePRvjx4+3u2mupqysDLt27RJu79mzB5s2bUJ2djbatm2L22+/Hf/+97/RuXNntG/fHg8++CDy8vIwYsQI8xtn+ro0QpIXXngh1LZt25DP5wsNGDAg9NNPP9ndpJgCgOTf/Pnz7W5azEPL583j008/DfXs2TOUnJwc6tatW2ju3Ll2Nynm8Pv9odtuuy3Utm3bUEpKSqhDhw6h+++/P1RdXW1301zN119/Ldknjx07NhQK1S+hf/DBB0M5OTmh5OTk0EUXXRTasWOHJW3zhEJULpMgCIIgiPiEcoQIgiAIgohbSAgRBEEQBBG3kBAiCIIgCCJuISFEEARBEETcQkKIIAiCIIi4hYQQQRAEQRBxCwkhgiAIgiDiFhJCBEG4hpUrV8Lj8eD06dOWf7bH44HH40FWVpam57O2ejwea6rjEgQRESSECIJwJEOHDsXtt98edt/gwYNx5MgRZGZm2tKm+fPnY+fOnZqey9p69dVXm9wqgiCigYQQQRCuwefzITc3Fx6Px5bPz8rKQosWLTQ9l7WV9rYjCGdDQoggCMdx/fXX45tvvsFzzz0nhJf27t3bIDT25ptvIisrC0uWLEHXrl2RlpaGkSNHoqKiAm+99Rby8/PRpEkT3HrrrairqxPev7q6GnfddRdatWqFRo0aYeDAgVi5cqXudv7888+44IILkJ6ejoyMDPTr1w/r1q0z6CgQBGEFtPs8QRCO47nnnsPOnTvRs2dPPPLIIwCA5s2bY+/evQ2eW1FRgeeffx4LFy5EaWkp/vrXv+Ivf/kLsrKysHTpUuzevRt/+9vfcO6552LUqFEAgMLCQvz6669YuHAh8vLy8PHHH+PSSy/F5s2b0blzZ83tHD16NPr27YtXXnkFCQkJ2LRpE5KSkgw5BgRBWAMJIYIgHEdmZiZ8Ph/S0tKQm5ur+Nyamhq88sor6NixIwBg5MiReOedd3D06FE0btwYPXr0wAUXXICvv/4ao0aNwv79+zF//nzs378feXl5AIC77roLy5Ytw/z58/H4449rbuf+/ftx9913o1u3bgCgS0QRBOEMSAgRBOFq0tLSBBEEADk5OcjPz0fjxo3D7jt27BgAYPPmzairq0OXLl3C3qe6uhpNmzbV9dlTpkzBDTfcgHfeeQcFBQW46qqrwtpCEITzISFEEISrEYeiPB6P5H3BYBAAUFZWhoSEBKxfvx4JCQlhz+PFkxYeeugh/OMf/8D//vc/fPbZZ5g+fToWLlyIv/zlLxF8E4Ig7ICEEEEQjsTn84UlOBtF3759UVdXh2PHjmHIkCFRv1+XLl3QpUsX3HHHHbjmmmswf/58EkIE4SJo1RhBEI4kPz8fq1evxt69e3HixAnB0YmWLl26YPTo0RgzZgw++ugj7NmzB2vWrMGMGTPwv//9T/P7VFZWorCwECtXrsS+ffvwww8/YO3atejevbsh7SQIwhpICBEE4UjuuusuJCQkoEePHmjevDn2799v2HvPnz8fY8aMwZ133omuXbtixIgRWLt2Ldq2bav5PRISEnDy5EmMGTMGXbp0wdVXX43LLrsMDz/8sGHtJAjCfDyhUChkdyMIgiCcjsfjwccff6x7u4zrr78ep0+fxieffGJKuwiCiA5yhAiCIDRyzTXXoHXr1pqe+91336Fx48Z47733TG4VQRDRQI4QQRCEBnbt2gWgPiTWvn171edXVlbi0KFDAOpXo6nVQyIIwh5ICBEEQRAEEbdQaIwgCIIgiLiFhBBBEARBEHELCSGCIAiCIOIWEkIEQRAEQcQtJIQIgiAIgohbSAgRBEEQBBG3kBAiCIIgCCJuISFEEARBEETcQkKIIAiCIIi45f8DuiKcqDzTo1wAAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 4 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-09-15T20:41:49.980699Z", + "start_time": "2024-09-15T20:41:49.814867Z" + } + }, + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10, 8))\n", + "for i, agg_beat in enumerate([\"median\", \"mean\", \"list\", \"list\"]):\n", + " normalizer = Rlign(scale_method='hrc', agg_beat=agg_beat, select_lead=0, sampling_rate=100, seconds_len=10, num_workers=1)\n", + " ecg_aligned = normalizer.transform(X)\n", + " plt.subplot(221+i)\n", + " if agg_beat != \"list\":\n", + " plt.title(agg_beat)\n", + " plt.plot(ecg_aligned[0, 0], color=\"black\", alpha=.8)\n", + " elif i ==2:\n", + " plt.plot(np.std(ecg_aligned[0][0, :], axis=-1), color=\"black\", alpha=.8)\n", + " plt.title(\"list -> STD\")\n", + " else:\n", + " mn = np.mean(ecg_aligned[0][0, :], axis=-1)\n", + " std = np.std(ecg_aligned[0][0, :], axis=-1)\n", + " plt.plot(mn, color=\"black\", alpha=.8)\n", + " plt.fill_between(range(100), mn-std, mn+std, alpha=.3, color=\"red\")\n", + " plt.title(\"list -> mean + STD\")\n", + " plt.ylabel(\"mV\")\n", + " plt.xlabel(\"time [s]\")\n", + " plt.xticks(range(0, 101, 20), [x / 100 for x in range(0, 101, 20)])\n", + "plt.tight_layout()" + ], + "id": "85a800a9e73555ad", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 5 + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/example.ipynb b/examples/example.ipynb index 4af646e..cd693e8 100644 --- a/examples/example.ipynb +++ b/examples/example.ipynb @@ -16,14 +16,15 @@ "import neurokit2 as nk\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import FunctionTransformer\n", + "from sklearn.impute import SimpleImputer\n", "\n", "import rlign" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T11:53:40.293628Z", - "start_time": "2024-09-05T11:53:39.681764Z" + "end_time": "2024-09-15T20:51:43.467615Z", + "start_time": "2024-09-15T20:51:42.827448Z" } }, "outputs": [], @@ -34,8 +35,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T11:53:40.296460Z", - "start_time": "2024-09-05T11:53:40.294717Z" + "end_time": "2024-09-15T20:51:43.470149Z", + "start_time": "2024-09-15T20:51:43.468549Z" } }, "source": [ @@ -50,8 +51,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-09-05T11:53:40.327305Z", - "start_time": "2024-09-05T11:53:40.296918Z" + "end_time": "2024-09-15T20:51:43.500282Z", + "start_time": "2024-09-15T20:51:43.470677Z" } }, "source": [ @@ -77,8 +78,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-09-05T11:53:41.728488Z", - "start_time": "2024-09-05T11:53:40.328361Z" + "end_time": "2024-09-15T20:51:44.828268Z", + "start_time": "2024-09-15T20:51:43.500957Z" } }, "source": [ @@ -97,7 +98,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -109,7 +110,7 @@ "text/plain": [ "
" ], - "image/png": 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" + "image/png": 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}, "metadata": {}, "output_type": "display_data" @@ -130,15 +131,14 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-09-05T11:53:43.371378Z", - "start_time": "2024-09-05T11:53:41.729063Z" + "end_time": "2024-09-15T20:51:46.487955Z", + "start_time": "2024-09-15T20:51:44.829647Z" } }, "source": [ "from sklearn.pipeline import Pipeline\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import cross_val_score\n", - "from pyts.multivariate.transformation import MultivariateTransformer\n", "\n", "normal_ecgs = []\n", "for i in range(30):\n", @@ -163,8 +163,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T11:53:43.373759Z", - "start_time": "2024-09-05T11:53:43.371996Z" + "end_time": "2024-09-15T20:51:46.490417Z", + "start_time": "2024-09-15T20:51:46.488674Z" } }, "source": [ @@ -179,8 +179,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T11:53:43.375732Z", - "start_time": "2024-09-05T11:53:43.374360Z" + "end_time": "2024-09-15T20:51:46.492559Z", + "start_time": "2024-09-15T20:51:46.491057Z" } }, "source": "normalizer = rlign.Rlign(select_lead=0, template_bpm=40)", @@ -192,13 +192,14 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T11:53:43.377789Z", - "start_time": "2024-09-05T11:53:43.376235Z" + "end_time": "2024-09-15T20:51:46.494703Z", + "start_time": "2024-09-15T20:51:46.493051Z" } }, "source": [ "pipe = Pipeline([(\"Aligner\", normalizer),\n", - " (\"Eliminate-Multivaration\", MultivariateTransformer(estimator=FunctionTransformer(), flatten=True)),\n", + " (\"Reshaper\", FunctionTransformer(lambda X: X.reshape(X.shape[0], -1))),\n", + " (\"Imputer\", SimpleImputer()),\n", " (\"LR\", LogisticRegression(max_iter=1000))])" ], "outputs": [], @@ -209,8 +210,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T11:53:50.885529Z", - "start_time": "2024-09-05T11:53:43.378387Z" + "end_time": "2024-09-15T20:51:53.931527Z", + "start_time": "2024-09-15T20:51:46.495130Z" } }, "source": [ @@ -224,10 +225,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Balanced accuracy on non-aligned ECGs: 0.467\n", - "Balanced accuracy on aligned ECGs: 0.917\n", - "CPU times: user 201 ms, sys: 149 ms, total: 350 ms\n", - "Wall time: 7.51 s\n" + "Balanced accuracy on non-aligned ECGs: 0.5\n", + "Balanced accuracy on aligned ECGs: 1.0\n", + "CPU times: user 204 ms, sys: 140 ms, total: 344 ms\n", + "Wall time: 7.43 s\n" ] } ], @@ -247,15 +248,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T11:53:51.796547Z", - "start_time": "2024-09-05T11:53:50.887268Z" + "end_time": "2024-09-15T20:51:54.852846Z", + "start_time": "2024-09-15T20:51:53.932222Z" } }, "source": [ "%%time\n", "\n", - "pipe = Pipeline([(\"Eliminate-Multivaration\", \n", - " MultivariateTransformer(estimator=FunctionTransformer(), flatten=True)),\n", + "pipe = Pipeline([(\"Reshaper\", FunctionTransformer(lambda X: X.reshape(X.shape[0], -1))),\n", + " (\"Imputer\", SimpleImputer()),\n", " (\"LR\", LogisticRegression(max_iter=1000))])\n", "\n", "print(f\"Balanced accuracy on non-aligned ECGs: {round(np.mean(cross_val_score(LogisticRegression(), X[:, 0], y)), 3)}\")\n", @@ -267,10 +268,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Balanced accuracy on non-aligned ECGs: 0.467\n", - "Balanced accuracy on aligned ECGs: 0.917\n", - "CPU times: user 163 ms, sys: 22.5 ms, total: 186 ms\n", - "Wall time: 907 ms\n" + "Balanced accuracy on non-aligned ECGs: 0.5\n", + "Balanced accuracy on aligned ECGs: 1.0\n", + "CPU times: user 170 ms, sys: 23.5 ms, total: 194 ms\n", + "Wall time: 918 ms\n" ] } ], diff --git a/examples/example_hz.ipynb b/examples/example_hz.ipynb index 1a95151..67e05d6 100644 --- a/examples/example_hz.ipynb +++ b/examples/example_hz.ipynb @@ -16,14 +16,15 @@ "import neurokit2 as nk\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import FunctionTransformer\n", + "from sklearn.impute import SimpleImputer\n", "\n", "import rlign" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T12:10:21.094064Z", - "start_time": "2024-09-05T12:10:20.361807Z" + "end_time": "2024-09-15T20:52:05.370588Z", + "start_time": "2024-09-15T20:52:04.771914Z" } }, "outputs": [], @@ -34,8 +35,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T12:10:21.097297Z", - "start_time": "2024-09-05T12:10:21.095202Z" + "end_time": "2024-09-15T20:52:05.373556Z", + "start_time": "2024-09-15T20:52:05.371716Z" } }, "source": [ @@ -49,8 +50,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-09-05T12:10:21.102683Z", - "start_time": "2024-09-05T12:10:21.097932Z" + "end_time": "2024-09-15T20:52:05.379442Z", + "start_time": "2024-09-15T20:52:05.374063Z" } }, "source": [ @@ -80,8 +81,8 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-09-05T12:10:23.800155Z", - "start_time": "2024-09-05T12:10:21.103285Z" + "end_time": "2024-09-15T20:52:08.055625Z", + "start_time": "2024-09-15T20:52:05.379972Z" } }, "source": [ @@ -118,7 +119,7 @@ "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data" @@ -139,15 +140,14 @@ "cell_type": "code", "metadata": { "ExecuteTime": { - "end_time": "2024-09-05T12:10:25.458949Z", - "start_time": "2024-09-05T12:10:23.801389Z" + "end_time": "2024-09-15T20:52:09.608561Z", + "start_time": "2024-09-15T20:52:08.056945Z" } }, "source": [ "from sklearn.pipeline import Pipeline\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import cross_val_score\n", - "from pyts.multivariate.transformation import MultivariateTransformer\n", "\n", "normal_ecgs = []\n", "for i in range(30):\n", @@ -172,8 +172,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T12:10:25.461346Z", - "start_time": "2024-09-05T12:10:25.459685Z" + "end_time": "2024-09-15T20:52:09.610781Z", + "start_time": "2024-09-15T20:52:09.609168Z" } }, "source": [ @@ -188,8 +188,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T12:10:25.463236Z", - "start_time": "2024-09-05T12:10:25.461869Z" + "end_time": "2024-09-15T20:52:09.612729Z", + "start_time": "2024-09-15T20:52:09.611340Z" } }, "source": "normalizer = rlign.Rlign(select_lead=0, scale_method=\"hrc\", template_bpm=40)", @@ -201,13 +201,14 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T12:10:25.465459Z", - "start_time": "2024-09-05T12:10:25.463789Z" + "end_time": "2024-09-15T20:52:09.614857Z", + "start_time": "2024-09-15T20:52:09.613228Z" } }, "source": [ "pipe = Pipeline([(\"Aligner\", normalizer),\n", - " (\"Eliminate-Multivaration\", MultivariateTransformer(estimator=FunctionTransformer(), flatten=True)),\n", + " (\"Reshaper\", FunctionTransformer(lambda X: X.reshape(X.shape[0], -1))),\n", + " (\"Imputer\", SimpleImputer()),\n", " (\"LR\", LogisticRegression(max_iter=1000))])" ], "outputs": [], @@ -218,8 +219,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T12:10:33.021276Z", - "start_time": "2024-09-05T12:10:25.466117Z" + "end_time": "2024-09-15T20:52:17.141910Z", + "start_time": "2024-09-15T20:52:09.615372Z" } }, "source": [ @@ -233,10 +234,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Balanced accuracy on non-aligned ECGs: 0.583\n", - "Balanced accuracy on aligned ECGs: 0.983\n", - "CPU times: user 197 ms, sys: 148 ms, total: 345 ms\n", - "Wall time: 7.55 s\n" + "Balanced accuracy on non-aligned ECGs: 0.65\n", + "Balanced accuracy on aligned ECGs: 0.867\n", + "CPU times: user 201 ms, sys: 143 ms, total: 344 ms\n", + "Wall time: 7.52 s\n" ] } ], @@ -256,15 +257,15 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T12:10:33.968409Z", - "start_time": "2024-09-05T12:10:33.022125Z" + "end_time": "2024-09-15T20:52:18.063589Z", + "start_time": "2024-09-15T20:52:17.142684Z" } }, "source": [ "%%time\n", "\n", - "pipe = Pipeline([(\"Eliminate-Multivaration\", \n", - " MultivariateTransformer(estimator=FunctionTransformer(), flatten=True)),\n", + "pipe = Pipeline([(\"Reshaper\", FunctionTransformer(lambda X: X.reshape(X.shape[0], -1))),\n", + " (\"Imputer\", SimpleImputer()),\n", " (\"LR\", LogisticRegression(max_iter=1000))])\n", "\n", "print(f\"Balanced accuracy on non-aligned ECGs: {round(np.mean(cross_val_score(LogisticRegression(), X[:, 0], y)), 3)}\")\n", @@ -276,10 +277,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "Balanced accuracy on non-aligned ECGs: 0.583\n", - "Balanced accuracy on aligned ECGs: 0.983\n", - "CPU times: user 160 ms, sys: 26 ms, total: 186 ms\n", - "Wall time: 943 ms\n" + "Balanced accuracy on non-aligned ECGs: 0.65\n", + "Balanced accuracy on aligned ECGs: 0.867\n", + "CPU times: user 167 ms, sys: 27.2 ms, total: 194 ms\n", + "Wall time: 919 ms\n" ] } ], @@ -290,8 +291,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-09-05T12:10:33.970664Z", - "start_time": "2024-09-05T12:10:33.969207Z" + "end_time": "2024-09-15T20:52:18.065718Z", + "start_time": "2024-09-15T20:52:18.064300Z" } }, "source": [], diff --git a/pyproject.toml b/pyproject.toml index fae3a60..5b541d5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -11,16 +11,16 @@ requires = [ [project] name='rlign' -version='1.0.post2' +version='1.1' description='Beat normalization for ECG data.' readme = "README.md" -requires-python = ">=3.11" +requires-python = ">=3.10" authors=[ {name="Lucas Bickmann"}, {name="Lucas Plagwitz"} ] dependencies = [ - 'neurokit2>=0.2.7', + 'neurokit2>=0.2.10', 'numpy>=1.24.2', 'scipy>=1.12.0', 'pandas>=2.2.0', diff --git a/rlign/rlign.py b/rlign/rlign.py index bfed717..b741b2c 100644 --- a/rlign/rlign.py +++ b/rlign/rlign.py @@ -4,13 +4,13 @@ """ import multiprocessing as mp -from typing import Optional +from typing import Callable, Optional, Union import numpy as np import warnings from sklearn.base import BaseEstimator, TransformerMixin -from rlign.utils import Template, find_rpeaks, _resample_multichannel, _check_3d_array +from rlign.utils import Template, find_rpeaks, _resample_multichannel, _check_3d_array, _detrend class Rlign(BaseEstimator, TransformerMixin, auto_wrap_output_keys=None): @@ -31,32 +31,32 @@ class Rlign(BaseEstimator, TransformerMixin, auto_wrap_output_keys=None): offset: The offset specifies the starting point for the first normalized QRS complex in the template. In percentage of sampling_rate. Default is set to 0.01. - select_lead: Specifies the lead (e.g., 'Lead II', 'Lead V1') for R-peak - and QRST point detection. Different leads can provide varying levels of + select_lead: Specifies the lead (e.g., 'Lead II', 'Lead V1') for R-peak + and QRST point detection. Different leads can provide varying levels of clarity for these features. Selection via channel numbers 0,1,... . - num_workers: Determines the number of CPU cores to be utilized for + num_workers: Determines the number of CPU cores to be utilized for parallel processing. Increasing this number can speed up computations but requires more system resources. Default is set to 4. - neurokit_method: Chooses the algorithm for R-peak detection from the - NeuroKit package. Different algorithms may offer varying performance + neurokit_method: Chooses the algorithm for R-peak detection from the + NeuroKit package. Different algorithms may offer varying performance based on the ECG signal characteristics. - correct_artifacts: If set to True, artifact correction is applied + correct_artifacts: If set to True, artifact correction is applied exclusively for R-peak detections, enhancing the accuracy of peak identification in noisy signals. - scale_method: Selects the scaling method from options 'identity', 'linear' + scale_method: Selects the scaling method from options 'identity', 'linear' or 'hrc'. This choice dictates the interval used for resampling the ECG signal, which can impact the quality of the processed signal. Default is 'hrc'. remove_fails: Determines the behavior when scaling is not possible. If - set to True, the problematic ECG is excluded from the dataset. If False, + set to True, the problematic ECG is excluded from the dataset. If False, the original, unscaled ECG signal is returned instead. Default is False. - - median_beat: Calculates the median from a set of aligned beats and returns + + agg_beat: Calculates the aggregated beat from a set of aligned beats and returns a single, representative beat. Default is False. silent: Disable all warnings. Default True. @@ -64,10 +64,11 @@ class Rlign(BaseEstimator, TransformerMixin, auto_wrap_output_keys=None): __allowed = ("sampling_rate", "resample_method", "select_lead", "num_workers", "neurokit_method", "correct_artifacts", - "scale_method", "seconds_len", "template_bpm", "offset", "silent") + "scale_method", "seconds_len", "template_bpm", "offset", + "silent", "agg_beat", "remove_fails") def __init__( - self, + self, sampling_rate: int = 500, seconds_len: int = 10, template_bpm: int = 60, @@ -78,10 +79,11 @@ def __init__( correct_artifacts: bool = True, scale_method: str = 'hrc', remove_fails: bool = False, - median_beat: bool = False, + agg_beat: Union[str, Callable[[int], np.ndarray]] = "none", + median_beat: str = "deprecated", + detrend: bool = False, silent: bool = True ): - self._sampling_rate = sampling_rate self._offset = offset self._template_bpm = template_bpm @@ -99,19 +101,40 @@ def __init__( self.correct_artifacts = correct_artifacts self.remove_fails = remove_fails self.fails = [] - self.median_beat = median_beat self.silent = silent + self.detrend = detrend + + if detrend: + warnings.warn("Not yet stable, may lead to unknown artifacts.") available_scale_methods = ['identity', 'linear', 'hrc'] + available_agg_beat_methods = ['median', 'mean', 'list', 'none'] + if scale_method in available_scale_methods: if scale_method == "identity": - if not self.median_beat: - raise ValueError(f'Scaling method "identity" only works with median_beat==True') + if not self.agg_beat: + raise ValueError(f'Scaling method "identity" only works with agg_beat==True') self.scale_method = scale_method else: raise ValueError(f'No such scaling method, ' f'please use one of the following: {available_scale_methods}') + if agg_beat in available_agg_beat_methods or callable(agg_beat): + self.agg_beat = agg_beat + + # Deprecation Warning + if median_beat != "deprecated": + warnings.warn("The setting median_beat is deprecated and will be removed in future versions." + "Please use agg_beat with 'median' or a lambda function. " + "Will overwrite 'agg_beat' with 'median' for now.", + category=DeprecationWarning, stacklevel=2) + self.agg_beat = "median" + self.median_beat = "deprecated" + + else: + raise ValueError(f'No such aggregated beat method, ' + f'please use one of the following: {available_agg_beat_methods}') + if self.silent: warnings.filterwarnings("ignore") @@ -194,125 +217,161 @@ def _normalize_interval( scale_method = 'linear' if fallback else self.scale_method - # get default definitions and create zeroed normalized array - normalized_ecg = np.zeros(source_ecg.shape) - n_channel = len(normalized_ecg) - template_starts = self.template.rpeaks - template_intervals = self.template.intervals - # switch to defined resample method match scale_method: case 'linear': - medians = [] - # iterate over all peaks - for idx, (source_st, source_fs) in enumerate(zip(source_rpeaks, source_rpeaks_intervals)): - # define stop of source - source_sp = source_st + source_fs - - # define target points and target frequency - target_st = template_starts[idx] - target_fs = template_intervals[idx] - target_sp = target_st + target_fs - - # call resampling - normalized_ecg[:, target_st:target_sp] = _resample_multichannel( - source_ecg[:, source_st:source_sp].transpose(1, 0), - source_fs, - target_fs - ).transpose(1, 0) - - if self.median_beat: - if (template_starts[idx] - int(self.template.intervals[0] / 3) < 0 or - template_starts[idx] + self.template.intervals[0] - int(self.template.intervals[0] / 3) > len( - source_ecg[0])): - continue - else: - medians.append(normalized_ecg[:, template_starts[idx] - int(self.template.intervals[0] / 3): - template_starts[idx] + self.template.intervals[0] - int( - self.template.intervals[0] / 3)].reshape((1, n_channel, -1))) - - if self.median_beat: - if len(medians): - normalized_ecg = np.median(np.concatenate(medians, axis=0), axis=0) - else: - return source_ecg[:, :self.template.intervals[0]], 1 - + normalized_ecg = self._scale_linear(source_ecg, source_rpeaks, source_rpeaks_intervals) case "hrc": - template_rr_dist = template_starts[2] - template_starts[1] - dist_upper_template = int((self.template.bpm / 280+0.14) * template_rr_dist) - dist_lower_template = int((-self.template.bpm / 330 + 0.96) * template_rr_dist) - - medians = [] - for idx, rpeak in enumerate(source_rpeaks[:-1]): - - soruce_rr_dist = source_rpeaks[idx+1] - rpeak - dist_upper_or = int(np.clip((hr / 280 + 0.14), 0, 0.5) * soruce_rr_dist) - dist_lower_or = int(np.clip((-hr / 330 + 0.96), 0.6, 1) * soruce_rr_dist) - - source_st = rpeak + dist_upper_or - source_sp = np.min([rpeak + dist_lower_or, 5000]) - source_fs = source_sp - source_st - - target_st = template_starts[idx] + dist_upper_template - target_sp = np.min([template_starts[idx] + dist_lower_template, 5000]) - target_fs = target_sp - target_st - - overlap = 2 # remove artifacts - - # resampling between T-offset - P-onset - normalized_ecg[:, target_st:target_sp] = _resample_multichannel( - source_ecg[:, source_st-overlap:source_sp+overlap].transpose(1, 0), - source_fs+2*overlap, - target_fs+2*overlap - ).transpose(1, 0)[:, overlap:-overlap] - - # resampling between R-peak - T-offset - normalized_ecg[:, template_starts[idx]:target_st] = _resample_multichannel( - source_ecg[:, rpeak-overlap: source_st+overlap].transpose(1, 0), - source_st - rpeak+2*overlap, - target_st - template_starts[idx]+2*overlap - - - ).transpose(1, 0)[:, overlap:-overlap] - - # resampling between P-Onset - R-peak - if source_rpeaks[idx+1] - source_sp > 10 and template_starts[idx + 1] - target_sp > 10 \ - and source_rpeaks[idx+1]+overlap <= 5000: - normalized_ecg[:, target_sp:template_starts[idx+1]] = _resample_multichannel( - source_ecg[:, source_sp-overlap:source_rpeaks[idx+1]+overlap].transpose(1, 0), - source_rpeaks[idx+1] - source_sp+2*overlap, - template_starts[idx + 1] - target_sp+2*overlap, - ).transpose(1, 0)[:, overlap:-overlap] - - if self.median_beat: - if (template_starts[idx] - int(self.template.intervals[0] / 3) < 0 or - template_starts[idx] + self.template.intervals[0] - int(self.template.intervals[0] / 3) > - len(source_ecg[0])) or idx == 0: - continue - else: - medians.append(normalized_ecg[:, template_starts[idx] - int(self.template.intervals[0] / 3): - template_starts[idx] + self.template.intervals[0] - - int(self.template.intervals[0] / 3)].reshape((1, n_channel, -1))) - - if self.median_beat: - if len(medians): - normalized_ecg = np.median(np.concatenate(medians, axis=0), axis=0) - else: - return source_ecg[:, :self.template.intervals[0]], 1 - + normalized_ecg = self._scale_hrc(source_ecg, source_rpeaks, hr) case "identity": normalized_ecgs = [] - for idx, rpeak in enumerate(source_rpeaks[:]): + for rpeak in source_rpeaks[:]: if rpeak < 200 or rpeak > len(source_ecg[0])-400: continue else: - normalized_ecgs.append(source_ecg[:, rpeak-200:rpeak+400].reshape((1, n_channel, 600))) + normalized_ecgs.append(source_ecg[:, rpeak-200:rpeak+400].reshape((1, len(source_ecg), 600))) normalized_ecg = np.median(np.concatenate(normalized_ecgs, axis=0), axis=0) + return normalized_ecg case _: raise Exception("No such resampling method implemented!") - + return normalized_ecg, 0 + def _scale_hrc(self, source_ecg, source_rpeaks, hr): + normalized_ecg = np.full(source_ecg.shape, fill_value=np.nan) + n_channel = len(normalized_ecg) + template_starts = self.template.rpeaks + + template_rr_dist = template_starts[2] - template_starts[1] + dist_upper_template = int((self.template.bpm / 280+0.14) * template_rr_dist) + dist_lower_template = int((-self.template.bpm / 330 + 0.96) * template_rr_dist) + + max_len = self.seconds_len * self.sampling_rate + + beats = [] + for idx, rpeak in enumerate(source_rpeaks[:-1]): + + soruce_rr_dist = source_rpeaks[idx+1] - rpeak + dist_upper_or = int(np.clip((hr / 280 + 0.14), 0, 0.5) * soruce_rr_dist) + dist_lower_or = int(np.clip((-hr / 330 + 0.96), 0.6, 1) * soruce_rr_dist) + + source_st = rpeak + dist_upper_or + source_sp = np.min([rpeak + dist_lower_or, max_len]) + source_fs = source_sp - source_st + + target_st = template_starts[idx] + dist_upper_template + target_sp = np.min([template_starts[idx] + dist_lower_template, max_len]) + target_fs = target_sp - target_st + + overlap = 2 # remove artifacts + + # resampling between T-offset - P-onset + normalized_ecg[:, target_st:target_sp] = _resample_multichannel( + source_ecg[:, source_st-overlap:source_sp+overlap].transpose(1, 0), + source_fs+2*overlap, + target_fs+2*overlap + ).transpose(1, 0)[:, overlap:-overlap] + + # resampling between R-peak - T-offset + normalized_ecg[:, template_starts[idx]:target_st] = _resample_multichannel( + source_ecg[:, rpeak-overlap: source_st+overlap].transpose(1, 0), + source_st - rpeak+2*overlap, + target_st - template_starts[idx]+2*overlap + ).transpose(1, 0)[:, overlap:-overlap] + + # resampling between P-Onset - R-peak + if source_rpeaks[idx+1] - source_sp > 10 and template_starts[idx + 1] - target_sp > 10 \ + and source_rpeaks[idx+1]+overlap <= max_len: + normalized_ecg[:, target_sp:template_starts[idx+1]] = _resample_multichannel( + source_ecg[:, source_sp-overlap:source_rpeaks[idx+1]+overlap].transpose(1, 0), + source_rpeaks[idx+1] - source_sp+2*overlap, + template_starts[idx + 1] - target_sp+2*overlap, + ).transpose(1, 0)[:, overlap:-overlap] + + if target_st: + normalized_ecg[:, target_st] = np.mean(normalized_ecg[:, [target_st-1, target_st+1]], axis=1) + if target_sp: + normalized_ecg[:, target_sp] = np.mean(normalized_ecg[:, [target_sp-1, target_sp+1]], axis=1) + + if self.agg_beat != "none": + if (template_starts[idx] - int(self.template.intervals[0] / 3) < 0 or + template_starts[idx] + self.template.intervals[0] - int(self.template.intervals[0] / 3) > + len(source_ecg[0])) or idx == 0: + continue + else: + beats.append(normalized_ecg[:, template_starts[idx] - int(self.template.intervals[0] / 3): + template_starts[idx] + self.template.intervals[0] - + int(self.template.intervals[0] / 3)].reshape((1, n_channel, -1))) + + if self.agg_beat != "none": + return self._agg_beats(source_ecg, normalized_ecg, beats) + else: + return normalized_ecg + + def _scale_linear(self, source_ecg, source_rpeaks, source_rpeaks_intervals): + normalized_ecg = np.full(source_ecg.shape, fill_value=np.nan) + n_channel = len(normalized_ecg) + beats = [] + template_starts = self.template.rpeaks + template_intervals = self.template.intervals + + # iterate over all peaks + for idx, (source_st, source_fs) in enumerate(zip(source_rpeaks, source_rpeaks_intervals)): + # define stop of source + source_sp = source_st + source_fs + + # define target points and target frequency + target_st = template_starts[idx] + target_fs = template_intervals[idx] + target_sp = target_st + target_fs + + # call resampling + normalized_ecg[:, target_st:target_sp] = _resample_multichannel( + source_ecg[:, source_st:source_sp].transpose(1, 0), + source_fs, + target_fs + ).transpose(1, 0) + + if self.agg_beat != "none": + if (template_starts[idx] - int(self.template.intervals[0] / 3) < 0 or + template_starts[idx] + self.template.intervals[0] - int(self.template.intervals[0] / 3) > len( + source_ecg[0])): + continue + else: + beats.append(normalized_ecg[:, template_starts[idx] - int(self.template.intervals[0] / 3): + template_starts[idx] + self.template.intervals[0] - int( + self.template.intervals[0] / 3)].reshape((1, n_channel, -1))) + + if self.agg_beat != "none": + return self._agg_beats(source_ecg, normalized_ecg, beats) + else: + return normalized_ecg + + def _agg_beats(self, source_ecg, normalized_ecg, beats): + if len(beats): + beats = np.nan_to_num(beats, nan=np.nanmean(beats, axis=(-1), keepdims=True)) + + if self.detrend: + beats = np.apply_along_axis(_detrend, axis=-1, arr=beats) + + match self.agg_beat: + case "median": + normalized_ecg = np.nanmedian(np.concatenate(beats, axis=0), axis=0) + case "mean": + normalized_ecg = np.nanmean(np.concatenate(beats, axis=0), axis=0) + case "list": + beats = np.transpose(np.asarray(beats), (1, 2, 3, 0)) + normalized_ecg = np.concatenate(beats, axis=-2) + case _: + normalized_ecg = self.agg_beat(np.concatenate(beats, axis=0), axis=0) + + return normalized_ecg + else: + if self.agg_beat == "list": + return np.expand_dims(source_ecg[:, :self.template.intervals[0]], axis=-1) + else: + return source_ecg[:, :self.template.intervals[0]] + def fit(self, X: np.ndarray, y=None): """ Scikit-learn compatible function. @@ -331,7 +390,7 @@ def _template_transform(self, ecg: np.ndarray): """ Normalizes the ECG by recentering R-peaks at equally spaced intervals, as defined in the template. The QRST-complexes are added, and the baselines are interpolated to match the new connections between complexes. - + Parameters: ecg: The multilead ecg with format of [leads, time]. @@ -341,9 +400,9 @@ def _template_transform(self, ecg: np.ndarray): ecg_lead = np.array(ecg[self.select_lead]) rpeaks = find_rpeaks(ecg_lead, self.sampling_rate) - if all(element is None for element in rpeaks): + if rpeaks is None or all(element is None for element in rpeaks): if not self.remove_fails: - if not self.median_beat: + if self.agg_beat == "none": return ecg, 1 else: if self.scale_method != "identity": @@ -360,19 +419,19 @@ def _template_transform(self, ecg: np.ndarray): except: if self.remove_fails: return None, 1 - elif self.median_beat and self.scale_method != "identity": + elif self.agg_beat != "none" and self.scale_method != "identity": return ecg[:, :self.template.intervals[0]], 1 - elif self.median_beat: + elif self.agg_beat != "none": return ecg[:, :600], 1 - - return ecg, 1 + + return ecg, 1 # limit number of R-peaks to the targets rpeaks = rpeaks[: len(self.template.rpeaks+1)] # get the interval lengths of found rpeaks rpeak_intervals = np.diff([*rpeaks], axis=0) - + # call the normalization function return self._normalize_interval( ecg, @@ -381,10 +440,10 @@ def _template_transform(self, ecg: np.ndarray): hr=hr ) - def transform(self, X: np.ndarray, y=None) -> np.ndarray: + def transform(self, X: np.ndarray, y=None) -> Union[np.ndarray, list]: """ Normalizes and returns the ECGs with multiprocessing. - + Parameters: X: All multilead ECGs which should be normalized with format [samples, leads, time]. Single ecgs have to be unsqueezed with a single dimension. @@ -396,14 +455,13 @@ def transform(self, X: np.ndarray, y=None) -> np.ndarray: X = _check_3d_array(X) # Apply multiprocessing if self.num_workers > 1: - args = [[d] for d in X] with mp.Pool(self.num_workers) as pool: - results = pool.starmap(self._template_transform, args) - self.fails = [res[1] for res in results] - d = np.asarray([res[0] for res in results if not res[0] is None], dtype=np.float16) + results = pool.map(self._template_transform, [d for d in X]) else: results = [self._template_transform(X[i]) for i in range(len(X))] - self.fails = [res[1] for res in results] - d = np.concatenate([res[0].reshape((1, len(X[0]), -1)) for res in results if not res[0] is None]) + self.fails = [res[1] for res in results] + d = [res[0] for res in results if res[0] is not None] + if self.agg_beat != "list": + d = np.asarray(d) return d diff --git a/rlign/utils.py b/rlign/utils.py index 303ca12..e2e9345 100644 --- a/rlign/utils.py +++ b/rlign/utils.py @@ -9,6 +9,7 @@ from typing import Tuple from scipy.signal import resample +from scipy.stats import theilslopes from sklearn.utils import check_array from neurokit2 import ecg_clean, ecg_peaks @@ -90,7 +91,7 @@ def find_rpeaks( (rpeaks, qrs_epochs): A pair of elements (rpeaks, qrs_epochs) representing the outcomes of the R-peak detection and QRS complex computation processes, respectively. If an error occurs during the processing, the function - returns (None, None), indicating a failure in signal analysis. + returns None, indicating a failure in signal analysis. """ try: # clean the ecg as recommended by neurokit @@ -110,10 +111,10 @@ def find_rpeaks( except Exception as e: logging.warning(f'Failure in neurokit: {e}\n') - return None, None + return None if not len(rpeaks): - return None, None + return None return rpeaks @@ -139,7 +140,6 @@ def _resample_multichannel(xs, fs, fs_target): for chan in range(xs.shape[1]): resampled_x = _resample_signal(xs[:, chan], fs, fs_target) lx.append(resampled_x) - return np.column_stack(lx) @@ -170,7 +170,7 @@ def _resample_signal(x, fs, fs_target): if np.isnan(x).any(): x = pd.Series(x.reshape((-1,))).interpolate().values resampled_x = resample(x, num=new_length, window="hamming") - + return resampled_x @@ -182,3 +182,11 @@ def _check_3d_array(X): if X.ndim != 3: raise ValueError(f"X must be 3-dimensional (got {X.ndim}).") return X + + +def _detrend(source_ecg): + x = np.arange(len(source_ecg)) + slope, intercept, _, _ = theilslopes(source_ecg, x, method="joint") + trend = intercept + slope * x + source_ecg -= trend + return source_ecg diff --git a/test/test_rlign.py b/test/test_rlign.py index c5639db..f137094 100644 --- a/test/test_rlign.py +++ b/test/test_rlign.py @@ -16,14 +16,10 @@ def setUp(self): self.ecg_1000hz_10s = ecg_simulate(sampling_rate=1000) self.X = np.concatenate([ecg_simulate(sampling_rate=500).reshape(1,1,5000)]*3000, axis=0) - print(self.X.shape) def test_multi_processing(self): - print(self.X.shape) - - normalizer_single_cpu = rlign.Rlign(num_workers=1, select_lead=0, template_bpm=40) - normalizer_multiple_cpu = rlign.Rlign(num_workers=8, select_lead=0, template_bpm=40) + normalizer_multiple_cpu = rlign.Rlign(num_workers=4, select_lead=0, template_bpm=40) start_time = time.time() normalizer_single_cpu.transform(self.X) @@ -40,7 +36,7 @@ def test_multi_processing(self): def test_scale_method(self): normalizer_hrc = rlign.Rlign(num_workers=1, select_lead=0, scale_method="hrc", template_bpm=40) X_trans = normalizer_hrc.transform(self.X[:10]) - self.assertEquals(X_trans.shape, (10, 1, 5000)) + self.assertEqual(X_trans.shape, (10, 1, 5000)) with self.assertRaises(ValueError): rlign.Rlign(num_workers=1, select_lead=0, scale_method="equal") @@ -53,13 +49,12 @@ def test_zero(self): a = np.concatenate([np.zeros((1, 1, 5000)), self.X[:10]], axis=0) X_trans = normalizer_hrc.transform(a) - self.assertEquals(len(X_trans), 11) - self.assertEquals(normalizer_hrc.fails[0], 1) - self.assertEquals(np.sum(normalizer_hrc.fails[1:]), 0) + self.assertEqual(len(X_trans), 11) + self.assertEqual(normalizer_hrc.fails[0], 1) + self.assertEqual(np.sum(normalizer_hrc.fails[1:]), 0) normalizer_hrc = rlign.Rlign(num_workers=1, select_lead=0, scale_method="hrc", remove_fails=True) a = np.concatenate([np.zeros((1, 1, 5000)), self.X[:10]], axis=0) X_trans = normalizer_hrc.transform(a) - self.assertEquals(len(X_trans), 10) - self.assertEquals(normalizer_hrc.fails[0], 1) - self.assertEquals(np.sum(normalizer_hrc.fails[1:]), 0) + self.assertEqual(len(X_trans), 10) + self.assertEqual(normalizer_hrc.fails, [1]+[0]*10) diff --git a/test/test_utils.py b/test/test_utils.py index 34619a5..8c0e01a 100644 --- a/test/test_utils.py +++ b/test/test_utils.py @@ -22,24 +22,23 @@ def test_template(self): template60 = Template(seconds_len=sl, sampling_rate=sr, template_bpm=60) template40 = Template(seconds_len=sl, sampling_rate=sr, template_bpm=40) self.assertLess(template60.intervals[0], template40.intervals[0]) - self.assertEquals(sum(np.array(template60.intervals)-template60.intervals[0]), 0) + self.assertEqual(sum(np.array(template60.intervals)-template60.intervals[0]), 0) def test_find_rpeaks(self): r_peaks = find_rpeaks(self.ecg_500hz_10s, sampling_rate=500) r_peaks2 = find_rpeaks(self.ecg_1000hz_10s, sampling_rate=1000) - self.assertEquals(len(r_peaks), len(r_peaks2)) + self.assertEqual(len(r_peaks), len(r_peaks2)) # Exception ret = find_rpeaks(0*self.ecg_500hz_10s, sampling_rate=500) - self.assertIsNone(ret[0]) - self.assertIsNone(ret[1]) + self.assertIsNone(ret) def test_interval_length(self): offset = .5 sampling_rate = 500 template60 = Template(seconds_len=10, sampling_rate=sampling_rate, template_bpm=60, offset=offset) - self.assertEquals(np.min(template60.intervals), sampling_rate) - self.assertEquals(np.max(template60.intervals), sampling_rate) - self.assertEquals(np.min(template60.rpeaks), int(offset*sampling_rate)) - self.assertEquals(np.min(np.diff(template60.rpeaks)), sampling_rate) - self.assertEquals(np.max(np.diff(template60.rpeaks)), sampling_rate) + self.assertEqual(np.min(template60.intervals), sampling_rate) + self.assertEqual(np.max(template60.intervals), sampling_rate) + self.assertEqual(np.min(template60.rpeaks), int(offset*sampling_rate)) + self.assertEqual(np.min(np.diff(template60.rpeaks)), sampling_rate) + self.assertEqual(np.max(np.diff(template60.rpeaks)), sampling_rate)