{"cells":[{"cell_type":"markdown","source":["[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/aalhossary/pyemgpipeline/blob/master/docs/notebooks/ex2_EMGMeasurementCollection.ipynb)"],"metadata":{"id":"lZVJbCP7CW8y"}},{"cell_type":"markdown","metadata":{"id":"0nVFpSXdwsV6"},"source":["# Example 2 - Multiple EMG measurement definition and processing (using lower limb data)"]},{"cell_type":"markdown","metadata":{"id":"0xFs5bAqwsWA"},"source":["This example shows the usage of class\n","[EMGMeasurementCollection](https://aalhossary.github.io/pyemgpipeline/api/pyemgpipeline.wrappers.html#emgmeasurementcollection)\n","to process EMG data of multiple trials.\n","\n","The data used in this example contains three files of subject #5 in [\"EMG dataset in Lower Limb\"](https://archive-beta.ics.uci.edu/ml/datasets/emg+dataset+in+lower+limb) from the UC Irvine Machine Learning Repository.\n","In particular, the data used here was collected from four lower limb muscles (rectus femoris, biceps femoris, vastus internus, and semitendinosus) in three trials, including sitting, standing, and gaiting."]},{"cell_type":"markdown","source":["## Package preparation"],"metadata":{"id":"xw5okDU7CcA5"}},{"cell_type":"markdown","source":["We install and import needed packages."],"metadata":{"id":"DDkcmEFxCg-a"}},{"cell_type":"code","source":["!pip install pyemgpipeline -q"],"metadata":{"id":"MDGmoblxCgCa","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1648750487552,"user_tz":-480,"elapsed":3966,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"925bf185-e0ef-4541-9a3f-c146f774e73c"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[?25l\r\u001b[K |██████▌ | 10 kB 27.4 MB/s eta 0:00:01\r\u001b[K |█████████████ | 20 kB 34.3 MB/s eta 0:00:01\r\u001b[K |███████████████████▍ | 30 kB 38.8 MB/s eta 0:00:01\r\u001b[K |██████████████████████████ | 40 kB 23.1 MB/s eta 0:00:01\r\u001b[K |████████████████████████████████| 50 kB 4.0 MB/s \n","\u001b[?25h"]}]},{"cell_type":"code","execution_count":2,"metadata":{"id":"PVyv9kzswsWK","executionInfo":{"status":"ok","timestamp":1648750487554,"user_tz":-480,"elapsed":21,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}}},"outputs":[],"source":["import os\n","import numpy as np\n","from matplotlib.figure import SubplotParams\n","import pyemgpipeline as pep"]},{"cell_type":"markdown","metadata":{"id":"bhLpHSpmwsWM"},"source":["## Data preparation"]},{"cell_type":"markdown","source":["First download the raw data from the UC Irvine Machine Learning Repository.\n","\n","When finished, the compressed file \"SEMG_DB1.rar\" (~14MB) is saved in the \"uci_lower_limb\" subfolder."],"metadata":{"id":"TGb1DtE6C2n6"}},{"cell_type":"code","source":["!rm -rf uci_lower_limb\n","!wget -q https://archive.ics.uci.edu/ml/machine-learning-databases/00278/SEMG_DB1.rar -P ./uci_lower_limb"],"metadata":{"id":"JjL-cMc7DAHC","executionInfo":{"status":"ok","timestamp":1648750487555,"user_tz":-480,"elapsed":21,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}}},"execution_count":3,"outputs":[]},{"cell_type":"markdown","source":["Uncompress the downloaded file. This example will only use the files \"5Nsen.txt\", \"5Npie.txt\", and \"5Nmar.txt\" under folder \"N_TXT\"."],"metadata":{"id":"7mGOa7mHDEpW"}},{"cell_type":"code","source":["# !unrar x -inul uci_lower_limb/SEMG_DB1.rar uci_lower_limb #This command extracts all files.\n","!unrar x -inul uci_lower_limb/SEMG_DB1.rar N_TXT/5Nsen.txt N_TXT/5Npie.txt N_TXT/5Nmar.txt uci_lower_limb #This command extracts only the file needed in this example."],"metadata":{"id":"3_HOk66zN745","executionInfo":{"status":"ok","timestamp":1648750487557,"user_tz":-480,"elapsed":20,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}}},"execution_count":4,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Xl30h7fAwsWN"},"source":["Signal data of each trial should be stored in a 2d ndarray with shape (*n_samples*, *n_channels*), where each column represents data of one channel.\n","Data of multiple trials are organized in a list.\n","\n","First we set up basic information of the data, including data path, channel names, sample rate, etc."]},{"cell_type":"code","source":["data_folder = 'uci_lower_limb/N_TXT'\n","data_filenames = ['5Nsen.txt', '5Npie.txt', '5Nmar.txt']\n","trial_names = ['Sit', 'Stand', 'Gait']\n","channel_names = ['rectus femoris', 'biceps femoris', 'vastus internus', 'semitendinosus']\n","sample_rate = 1000"],"metadata":{"id":"dNRAmEwtOQzG","executionInfo":{"status":"ok","timestamp":1648750487558,"user_tz":-480,"elapsed":18,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}}},"execution_count":5,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"IQxEDwHpwsWR"},"source":["Signal data of multiple trials are stored in *all_data* of type list, where each element of the list is a 2d ndarray extracted from the raw data files of non-standard format.\n"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6pOD50FUwsWS","executionInfo":{"status":"ok","timestamp":1648750488733,"user_tz":-480,"elapsed":1192,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"5e3c372e-2502-47c3-a1dc-77af0aae7956"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["[array([[ 0.0007, -0.0015, -0.0008, 0.003 ],\n"," [ 0.0075, -0.0015, -0.0023, 0. ],\n"," [ 0.003 , -0.0015, -0.0008, 0. ],\n"," ...,\n"," [-0.0015, 0. , -0.0008, 0.003 ],\n"," [-0.0015, 0. , -0.0008, 0.003 ],\n"," [-0.0015, 0. , -0.0008, 0.003 ]]),\n"," array([[ 0.0045, 0.0022, 0.0007, 0.0037],\n"," [ 0.0142, -0.006 , 0.0007, 0. ],\n"," [ 0.0165, -0.006 , 0. , 0. ],\n"," ...,\n"," [ 0.0022, 0.0037, -0.0068, 0.0037],\n"," [ 0.0022, 0.0037, -0.0068, 0.0037],\n"," [ 0.0022, 0.0037, -0.0068, 0.0037]]),\n"," array([[ 0.0037, -0.0015, -0.0008, -0.0173],\n"," [ 0.0015, -0.0015, -0.0015, -0.006 ],\n"," [ 0. , -0.0015, 0. , -0.012 ],\n"," ...,\n"," [-0.003 , -0.0038, -0.0008, 0.0645],\n"," [-0.0053, -0.0015, 0.0015, 0.0622],\n"," [ 0. , -0.0015, -0.0105, -0.0181]])]"]},"metadata":{},"execution_count":6}],"source":["def load_uci_lower_limb_txt(_filepath):\n"," with open(_filepath) as fp:\n"," collect_values = np.array([])\n"," lines = fp.readlines()\n"," for line in lines[7:]: # first few lines are data description\n"," items = [float(e) for e in line.split('\\t')[:4] if e != ''] # last column is not EMG data\n"," if len(items) != 4: # last few rows might not have EMG data\n"," continue\n"," collect_values = np.concatenate((collect_values, np.array(items)))\n"," _data = collect_values.reshape(-1, 4)\n"," return _data\n","\n","all_data = []\n","for i in range(len(data_filenames)):\n"," filepath = os.path.join(data_folder, data_filenames[i])\n"," data = load_uci_lower_limb_txt(filepath)\n"," all_data.append(data)\n"," \n","all_data"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"f0knnsW6wsWX","executionInfo":{"status":"ok","timestamp":1648750488734,"user_tz":-480,"elapsed":15,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"efb34240-4036-4887-cd4f-daf1c580a904"},"outputs":[{"output_type":"stream","name":"stdout","text":["data shape of 0: (13480, 4)\n","data shape of 1: (15260, 4)\n","data shape of 2: (6563, 4)\n"]}],"source":["for k in range(len(all_data)):\n"," print(f'data shape of {k:6}: {all_data[k].shape}')"]},{"cell_type":"markdown","metadata":{"id":"rH_DJkTOwsWa"},"source":["We also set up the parameters for plotting with an instance of class\n","[EMGPlotParams](https://aalhossary.github.io/pyemgpipeline/api/pyemgpipeline.plots.html#emgplotparams).\n","Note that the whole setting configures the plotting of a single trial. Plotting of all trials use the same setting."]},{"cell_type":"code","execution_count":8,"metadata":{"id":"1-S5i-NGwsWc","executionInfo":{"status":"ok","timestamp":1648750488735,"user_tz":-480,"elapsed":12,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}}},"outputs":[],"source":["emg_plot_params = pep.plots.EMGPlotParams(\n"," n_rows=1,\n"," n_cols=4,\n"," fig_kwargs={\n"," 'figsize': (16, 1.2),\n"," 'subplotpars': SubplotParams(top=0.7, wspace=0.1, hspace=0),\n"," },\n"," line2d_kwargs={\n"," 'color': 'b',\n"," }\n",")"]},{"cell_type":"markdown","metadata":{"id":"6GZN8qxuwsWc"},"source":["## Data processing"]},{"cell_type":"markdown","metadata":{"id":"ylemNmnQwsWe"},"source":["We initialize an instance of class\n","[EMGMeasurementCollection](https://aalhossary.github.io/pyemgpipeline/api/pyemgpipeline.wrappers.html#emgmeasurementcollection)\n","with signal data *all_data* and other information, which is responsible for furtuer processing and plotting."]},{"cell_type":"code","execution_count":9,"metadata":{"id":"WlEbL0iawsWf","executionInfo":{"status":"ok","timestamp":1648750488735,"user_tz":-480,"elapsed":11,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}}},"outputs":[],"source":["c = pep.wrappers.EMGMeasurementCollection(all_data, hz=sample_rate, trial_names=trial_names,\n"," channel_names=channel_names, emg_plot_params=emg_plot_params)"]},{"cell_type":"markdown","metadata":{"id":"1cxxTfnvwsWf"},"source":["We also visualize the data before processing:"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"m5BjDmcPwsWg","executionInfo":{"status":"ok","timestamp":1648750490459,"user_tz":-480,"elapsed":1734,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"6cc16ecc-d3e3-4f93-a949-4593985e9e93"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["c.plot()"]},{"cell_type":"markdown","metadata":{"id":"El6ns9EAwsWi"},"source":["Now we start to apply seven processing steps one by one and visualize the data after each step.\n","\n","Step 1 is the DC offset removal."]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"fNy28T7FwsWk","executionInfo":{"status":"ok","timestamp":1648750491660,"user_tz":-480,"elapsed":1210,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"feebe08a-8ab2-4045-b1af-b703eed6fe1e"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["c.apply_dc_offset_remover()\n","c.plot()"]},{"cell_type":"markdown","metadata":{"id":"LnarSpJbwsWn"},"source":["Step 2 is the bandpass filtering."]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"LMYx_dvxwsWn","executionInfo":{"status":"ok","timestamp":1648750493371,"user_tz":-480,"elapsed":1722,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"0c84a465-f8f6-43b7-bcf4-1112cb09ce82"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["c.apply_bandpass_filter(bf_order=4, bf_cutoff_fq_lo=10, bf_cutoff_fq_hi=450)\n","c.plot()"]},{"cell_type":"markdown","metadata":{"id":"KWvs_hfkwsWp"},"source":["Step 3 is the full wave rectification."]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"niHX_eTJwsWp","executionInfo":{"status":"ok","timestamp":1648750494540,"user_tz":-480,"elapsed":1182,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"adc826c8-ebb0-4d57-fa4f-903827885a23"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["c.apply_full_wave_rectifier()\n","c.plot()"]},{"cell_type":"markdown","metadata":{"id":"68tZKkL6wsWq"},"source":["Step 4 is the linear envelope."]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"fmcLGZ-fwsWq","executionInfo":{"status":"ok","timestamp":1648750496054,"user_tz":-480,"elapsed":1529,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"8b13e3a5-d563-4601-d77e-1d7be30c6920"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA6IAAAB3CAYAAAAZ4/2GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO2dd5hV1dXG3zXMjPSOICJFRZEoNkSNqFhBNBJ7iUSNJRaifrbIp7HFGvVLYotdbIhdsWJBEYINFKkiSO+9zNBmmPX98Z7jOTNMuTNz594L8/6e5z6nn73OOXfttdcua5u7QwghhBBCCCGESBVZ6RZACCGEEEIIIUTtQo6oEEIIIYQQQoiUIkdUCCGEEEIIIURKkSMqhBBCCCGEECKlyBEVQgghhBBCCJFS5IgKIYQQQgghhEgpckSFEEKIFGBmvcxsXrrlEEIIITIBOaJCCCFqFWbW08xGm9lqM1thZv81swPM7DwzG5Vu+YQQQojaQHa6BRBCCCFShZk1BvAegEsBvAogF8ChADamUy4hhBCitqEWUSGEELWJ3QDA3V92983uvt7dPwZQAOAxAAebWZ6ZrQIAMzvezH4wszVmNtfMbg1vZGYdzczN7Fwzm2Nmy8zsxtjxemY2yMxWmtlkAAek9EmFEEKIDEaOqBBCiNrEzwA2m9lzZnacmTUDAHefAuASAF+5e0N3bxqcnw/gjwCaAjgewKVm9vsS9+wJYHcARwG42cz2CPbfAmCX4NcbwLk1+FxCCCHEVoUcUSGEELUGd18DOo4O4EkAS81sqJm1LuP8L9x9grsXuft4AC8DOLzEabcFLas/AvgRwN7B/tMB3OnuK9x9LoAHa+KZhBBCiK0ROaJCCCFqFe4+xd3Pc/d2APYE0BbAv0o718wONLPPzWypma0GW01bljhtUWx9HYCGwXpbAHNjx2Yn5QGEEEKIbQA5okIIIWot7v4TgEGgQ+qlnDIYwFAAO7l7E3AcqSV4+4UAdoptt6+6pEIIIcS2hRxRsQVBgI13g6kNXssAefLMbOd0yyG2LcxslpkdXcaxQ81saqplKgszOykIlJNnZvumWZb/NbOn0ilDdTCzLmZ2jZm1C7Z3AnAWgK8BLAbQzsxyY5c0ArDC3TeYWQ8AZ1ciuVcBDDSzZkF6f0nOU4h0kGn5ghBbG2b2BzP7OIXpuZntGqw/ZmZ/S1XaIjHkiG6l1PDE6KcCaA2ghbufVkNpJEwQOGRGuuUQtQd3H+nuu6dbjhj3AxgQ6MIP6RTE3e9y9wvTKUM1WQvgQADfmFk+6IBOBHANgOEAJgFYZGbLgvMvA3C7ma0FcDPoXCbKbWB33JkAPgbwQlKeQJRLeZVM1aEy+UIN22ghtkrc/SV3PzbcjjuKKUj7Enf/eyrSEomjeUTTiJllu3thuuUohQ4Afk63bBn8foRINR1ABymtbAs66e7zwSBCZXF8ifNfB/B6GfeahRLddN29V2x9HRhxN859iUsraivbgq4JIURFqEU0xQQ1tX81s/EA8s0s28wOMrPRZrbKzH40s16x85ub2bNmtiCYi+5tM2sA4EMAbYOuenlm1jaYr+6O2LXFamSDdOeb2Vozm2pmR5Ui321grf8ZwX0vCPb/ycymBDIMM7MOsWvczC4zs2nBvf9uZrsEz7TGzF6Nd3Uzs4vMbLqZrQiiVbYtca/LzWwagGmxfWHXir5mNjlIZ76ZXZuEzyJqLwcE/6eVgZ7VBUrVnZ3M7M0gYM1yM3s4dqwi3bjCzGYY55i8z8yygmO7mtkIYxf4ZWb2SknhzGw7M8sDUAfAj2b2S7C/rZm9Ecgz08yuiF1zq5m9ZmYvBnoywcx2M7OBZrbE2MU3XiPdNtDDFYFeXlTiXq8H91oD4Lxg34vB8brBseVB/vWdlRF9VoiSBDbp9RL7/m1mDwbr5we6tTbQoT/HzmtpZu8F/7sVZjbSzLLM7AVwLO67gQ27vqQ+B9f/2mpqZj3MbExgrxab2f+VIW/JfGGWmV1rZuMDPX4l0ImybHSWmd1gZr8EOvOqmTUP7hXOSXuBmc0BMNzMzjOzUWZ2f5C/zDSz40p7hmBbuimqhZVSTkzwf3t+YFtWmtklZnZAoBerrLi9PM/MRgXrXwa7fwx05Ixg/wlmNi64drSZdYtdX6rOxY5fZ2YLjWXmP5V4tl/LyKEuG4dpLAmuOT92bhMze95oY2eb2U1Wge2OvYvs2H2+MLMLy7uu1uPu+qXwB2AWgHFgAIt6AHYEsBxAX7Bi4Jhgu1Vw/vsAXgHQDEAOgMOD/b0AzCtx70EA7oht/3oOOMfdXABtg+2OAHYpQ8ZbAbwY2+4HYDqAPcBW9JsAjI4ddwDvAGgM4DcANgL4DMDOAJoAmAzg3ODcIwEsA7AfgO0APATgyxL3+gRAcwD1Yvt2DdYXAjg0WG8GYL90f1P9ts5foIsTA11sDuC/of6U0J064JQc/wTQAEBdAD2DY4noxufB/duDc1heGBx7GcCNgd7/es8yZI3rQBaAsWCFUW6gZzMA9A6O3wpgAzhvZTaA58GuoTcGechFAGbG7v0lgEcDGfYBsBTAkbF7FQD4fZBuvXj+AODPAN4FUD94T/sDaJzub6vf1vEDW/rXAWgUbNcJ8viDgu3jwTlYDZwyZ12Y5wO4GwwclRP8DgVgwbFZAI6OpfOrPsf2/XoOgK8A9A/WG4bplyJvsfsE9/gWjI7cHMAUAJeUk+aVYFfwdqD9exzAy8GxjoGePw/mM/UAnBfo30XBu7kUwIJynlO6qV+VfyijnJjg//Yx0IYcC9qftwFsD5ZxlyAqu54HYFQszV9tW7C9b3D+gcH/9tzgf75dcLw8nesDjvPfM9ChwShuOwehuI0vBHA7mH/0BfOXZsHx58FybaPgGX8GcEFwrFTbHXsX2bHn+QJVsPm16acW0fTwoLvPdff1AM4B8IG7f+Ccp+4TAGMA9DWzHQAcByrZSncvcPcRVUxzM5iBdDWzHHef5e6/JHjtJQDudk55UAjgLgD7WKzlB8A/3H2Nu08CC/cfu/sMd18N1gyHAVb+AOAZd//e3TcCGAjgYDPrGLvX3c5599aXIktB8AyNg3fyfYLPIERpPBzo4goAd4JBa0rSAzR617l7vrtvcPdRwbFEdOPe4P88B5wiJEyjACyIty1xz4o4AKyout3dNznHTz8J4MzYOSPdfVgg02sAWgG4x90LAAwB0NHMmhoD9RwC4K+BDOMAPIXi3Um/cve3g/yppE4WAGgBGvrN7j7WOU+nEBXi7rMBfA/gpGDXkQDWufvXwfH33f0XJyPAcbaHBucWANgBQIfANo70oLRXBQoA7GpmLd09L0w/QR509wVBHvIuWJlTFpcAuNHd5wX271YAp8ZbUADcGuQzoa7Ndvcn3X0zgOfAZ06kZVO6KSpLWeXERP63fw9syMcA8kFHdYlzKMRIRGXAirgYwOPu/k3wv30ObNw4KHZOWTp3OoBn3X2iu+cHcpZHAYDbg/zjAwB5AHY3szqgPR3o7mudQzAeANA/dl1VbHdVr9umkSOaHuLzynUAcFrQBWGVma0CJ1vfAWypWeHuK6uboLtPB3AVqJhLzGyIxbrEVkAHAP+OybcCrKHeMXbO4tj6+lK24/Pq/TqXnrvngS3A8XvF309JTgFrrmYHXRwOTvAZhCiNknM8lqYTO4GFwdLGayWiG2WlcX1w7rdmNqlkN6Jy6AB2+YvnGf+L4oXTkvq3LCjIhtsAdbItmMesLSFjovr4AoBhAIYEXaH+YWY5CT6HEABbLcLKmbODbQCAmR1nZl8bu96uAvP+cA7X+8DeCB8bu+3eUA0ZLgCwG4Cfgi6sJ1Ti2rLmkC2NDgDeiuntFLDwH9fdkvr26/2dY45RQRoh0k1RKcopJybyv020DFgRHQBcU8K+7YTitjlZ8zYvL2HXw3u1BFtJ49fH7WJVbXdVr9umkSOaHuK1tnMBvODuTWO/Bu5+T3CsuZk1reAeIflgN5yQNsUucB/s7j1BRXcA9yYo71wAfy4hYz13H53g9XEWBOkDAIxjaVoAmB8XtayL3f07d+8Hdvl4G5WLYClESUrO8biglHPmAmhfovY3fqwi3Sg1DXdf5O4XuXtbsBvdo5ZY9MC5YNfaeJqN3L1vAteWZAGYxzQqIWOi+ljg7re5e1cAvwVwArYMziNEebwGoJdxepuTEDiiZrYdgDfAiNGt3b0pgA8QBIcKWiqucfedAZwI4GqL4h6U/M8Ws41Bi0ercNvdp7n7WaBduRfA64Ftqg6l6c1cAMeV0N26QatRedeVRZk2X7opqkIZ5cRE/rfJYi6AO0ukVd/dX07g2mTN27wMUetl/F7zgXJtd35wblk6WVWbv00jRzT9vAjgd2bW28zqGAMM9DKzdu6+EOzW+qhxHrocMzssuG4xgBZm1iR2r3Fgl97mZtYGrNkCAJjZ7mZ2ZGDcN4A1VEUJyvgYOBfeb4J7NTGzqk7r8jKA881sn0CWuwB8E3R9KBczyzXOQdXE2cVwDRJ/BiFK43Iza2cMvHAjOB67JN+CBu4eM2sQ6OghwbFEdOO6QH93AsfahIENTgsK3wCwEjT6ifyfvwWw1hhUol6Qb+xpZgdU4rkBAO4+F8BoAHcHz9UNbB16MZHrzewIM9srKNivAY23dFIkjLsvBcdRPQtWsEwJDuWC3QSXAig0BumJB9k6IQj+YQBWgy004X9vMTh2OuRnAHXN7PigVfCm4N7hvc4xs1buXgRgVbC7uv/j0mz0YwDuDLvum1krM+tXjTTGATgzKBt0B6deQ3Bv6aaoFOWUE5P9v41TUlefBHCJmR1opEGgt43KuD7Oq2BAva5mVh/ALVURKOg99Cr4zI2C574agV0sy3YHedl8AOcEdvlP4BhblHddVWTclpAjmmaCgmA/sGvdUrA26DpE36Y/aEB+AgdwXxVc9xPo1M0Iui+0Bbvi/AgO5v4YxQvV2wG4B6zpWQTW/A5MUMa3wFqxIcbImRPBsatVed5PAfwNrOleCCrpmeVeVJz+AGYFclwCjjkVoqoMBnVlBoBfANxR8oTAKP0OwK4A5gCYB+CM4FgiuvEOGFxoHBh87Olg/wHgXJZ5AIYCuNITmC83kOcEcFzMTFCnnwIDg1WFs8AgCwsAvAXglkBPE6ENOLXJGrC71ghorkxReQYDOBqxbrlBd/ErwALhSrDb7tDYNZ0BfAqO6/oKwKPu/nlw7G4ANwW28VpnrILLQD2ZD7ZcxKPo9gEwKdDFfwM400uPUZAwZdjofwfP8LFxXtqvwaAsVeVvoA1dCc5ZOzh2TLopKktZ5cRk/2/j3ArguUBHTnf3MWBwrofB//V0MMBRhbj7h2AchuHBdcOrIddfwHxiBoBRoG49Exwrz3ZfBJbhl4PBO+O9o6pk87d1wshrQgghkoyZOYDOwdgbIYQQQggRoBZRIYQQQgghhBApRY6oEEIIIYQQQoiUoq65QgghhBBCCCFSilpEhRBCCCGEEEKkFDmiQgghhBBCCCFSSmkTtG+BmfUBwzfXAfCUu99T4vjVAC4EUAhOQfInd59d3j1btmzpHTt2rIrMQtR6xo4du8zdW1V8ZmJIH4WoOsnWR0A6KURVkT4KkVmUp5MVOqLBZMiPADgGnHfrOzMb6u6TY6f9AKC7u68zs0sB/APBPHtl0bFjR4wZMybRZxBCxDCzcit6Kov0sXTcgc8/Bw4/HKhTJ93SiEwl2foISCeFqCrSRyEyi/J0MpGuuT0ATHf3Ge6+CcAQAP3iJ7j75+6+Ltj8GkC7qgorhBCZwvDhwFFHAQ89lG5JhBBCCCG2LRJxRHcEMDe2PS/YVxYXAPiwOkIJIUQmsGgRl99+m145hBBCCCG2NZIarMjMzgHQHcB9ZRy/2MzGmNmYpUuXJjNpIUQlkT5WTG4ulwUF6ZVD1A6kk0JkDtJHIWqeRBzR+QB2im23C/YVw8yOBnAjgBPdfWNpN3L3J9y9u7t3b9UqqePIhRCVJBP18ZdfgJdfTrcUEVlBDrl5c3rlELWDTNRJIWor0kchap5EHNHvAHQ2s05mlgvgTABD4yeY2b4AHged0CXJF1MIURvo3Rs4+2xg/fp0S0I2BlVqZumVQwghhBBiW6NCR9TdCwEMADAMwBQAr7r7JDO73cxODE67D0BDAK+Z2TgzG1rG7YQQokxmzeJy9eq0ivEroSOapRmXhRBCCCGSSkLziLr7BwA+KLHv5tj60UmWSwhRC8nKYjfY/Px0S0I2bOBSLaJCCCGEEMlF9fxCiIwhnKszUxxRdc0VQgghhKgZ5IgKITKG0OFbt67881KFWkSFEEIIIWoGOaJCiIyhqIjLjaXG3U49ahEVQgghhKgZ5IgKITKG0BHdtCm9coSELaKaR1QIIYQQIrnIERVCZAyZ5oiGLaKZIo8QQgghxLaCHFEhRMaweTOXmeL4hS2imSKPEEIIIcS2ghxRIUTGkSmOX9gimiljVoUQQgghthXkiAohMo5McUTDFlE5okIIIYQQyUWOqBAi48gUR1RjRIUQQqSS2bOBXXcFvvsu3ZIIUfNkp1sAIYQoSaY4fmoRFUIIkQqeeQbIzwcaNAB++QV45BFg0KB0SyVEzaIWUSFEyvjpJ6BPH2DZsvLPyxRHVGNEhRBCpIILLgCuuAL44QduN26cXnkAYPJk4NBDgYUL0y2J2FaRIyqESBmPPw4MGwa8/vqWxwoLo/VMcUQVNVcIIURNk58frT/8MJeZYHcGDQJGjQKGDEm3JGJbRY6oECJlmHG5cuWWx9avj9YzpQVSLaJCCCFqmgkTtty3YkXq5ShJXh6XBQXplUNsu8gRFUKkjKIiLufN2/JY3BHNhJpgQGNEhRBC1Cxr1wIHH8z1e+6J9q9enR554oTOcEXDaYSoKnJEhRApY+lSLn/5ZctjodMHZI4jqhZRIYQQNcmUKdF6v37ReiY4onPmcLlkSXrlENsuckSFECkjdESnT9/yWKpbRPPzgXffBdzLPkctokIIIWqSsIfQPfcAXbowjkLfvpnhiM6ezWVtdkSnTgVmzUq3FNsuckSFECkjdERnzCgenAFIvSP65JPAiScCn3xS9jmhA7p5M39CCCFEMpk7l8sLL+Ty2GOBtm3T74hu2hRFy120KL2ypJMDDgA6dUq3FNsuckSFEClj6VKgRQu2Qv74Y/FjqXZEv/+ey9JaZ0PiLaHJlmnTJuDGG4HLLsuMoBRjx0bRGoUQQqSGefOAunWB5s2jfU2aAKtWpU8mgENo3IGcHGDx4vTKki4KCjiGV9QcckSFECnBnY5o797cDh3BkFSPEQ275JbniG7YQCMMJL977qOPAnfdBfznP8BLLyX33lXhT38C/vKX0sfvCiGEqBnmzgXatYuiygN0RNevT2+02jfe4PKEE+iIhsEGaxMzZ0br8TJKpjJvHvDMM1tXDy45okKIlLBqFR3M/fYDWrXa0hGNt4imIsOfP5/Ln38u/bg7nc9wUvFkO6LvvAPsvjuQnV166P5UM348l+++mz4ZCguBSy4Brryy9AqCjz4Czj+/eIHo9tujLm1CCLG1MWsWHdE4TZtymc7uuY8/DhxzDHDEEXRsli9PvQyLF7OCNB1pA8XLB99+C7z6anrkSJS77gIuuAD4+ON0S5I4ckSFECkhjAzYpQud0ZKOaDhmtE6d1DiiYYCIqVNLP15YSGe0SRNuJ9sRnTAB6NULOPBA4KefuO+MM+hopZp4Yefxx9lFNx01qmPHMv0HHwROPZXdtzdsAP77X36La67hBOvh+wKAW24Bnn66/KBTQgiRifz4I/DNN8D++xffH9qdVHXPLSoqPlxm7VrayF69gDZtuC8cL5oqFi8GOnSgPRo0KLVph0ybFq3360cbPX162RXYqeLNN4HTTmNrdXxoT1iu+u9/0yNXVZAjKoRICRMncvmb39ARnTSJTsaLL9IBCR3RFi2Kt47WBO6RIzpzZunphc5wo0ZcJtMRXbuWNbydOtEx/+kn1mC++ioN7p13pjZSb+iMd+1KWf7yF+Crr1KXfkj4HwFYKNpnH6BePaBnTzqokydveV5IugN7CCFEZXn9dSAri5VscUJHNFX52iOPML8dPZrboaPVpQuwww5cT3XAorvvjuzgqFFc/ve/wOefAw88kBoZZsyI1sNKge7d2Zvpo49YYTtpUmpkCcnLA045hf+d998HPviA+92jStqxY1MrU3WQIyqESAmTJgENGgDt29MRLSwEvv4a6N8f6NEDWLeO57VsWfOO6KpVTKNPHxqSDz6g43n99VGY9tAA1kTX3HDcSeiILl3K7qjNmwM77QTcdBOd0VQRGtInnwT23pvrn32WuvRDfvmFLeLhlAFx7rgjWg9b1+NddGvz9AJCiK2Pb75hvtazZ+TshaS6RfTNN7kMW9LiPZjCFtHx44E//rHmHVJ3pv/NN4wefOaZwBdfsHWyZ0/gyCOBa68t3jOmppg5k0OJ4oSVA337csqdPfcEhgypeVlCworYK67gctw4jjP++edItnHjUidPdZEjKoRICRMnsjU0K4uOKEDHB6BDEW8RremuueH40P79gWbNgA8/5JjN++4D/vY3Hgsdz7BAkMwASiUdUYBGdeBAOmG9egFDhyYvvYr4/nugYUPgoINowA48kIZ17Fg6piUjHFeX5ctLdxzDoB3t2/NbPPUU8MQTwM03R98MiAog8daCZcuSK6MQQtQkF1zA5XnnbXmsfXsuUxU8Luze+d13XE6ZwkrBXXeNHNE77wReeAF49lluuwOHHcahFMlk9Gj2zvn6a+Dkk9kldtUqOn1xvv46uemWxsyZtIdxcnPZIunOSmMgcuRTQRjP4aqr2KX72WeLlyX+8AdWFmwtU+7IERVCpIRJk+iIAsw0mzYFBg+Ojuflcdm8ec23iIbztnXoQOfriy+Av/+d+0LnJnSGa6JFNGx17dSJtakhp57KyImHHkrnryZD5q9fD3TrRsf7++/ZLSsrsAg33EBnr3t3Gr34d0oGvXvzvZdk7ly2CAOs8b7gAuCii/heQrp1i2rrw3lpATmiQoith8WLaRPvvrv0uACdOrGSdMyYmpfFPQoO99prwFlnMTDPbrvR6WrYsPh0MqFdWrUKGDmSvXmSSbyr6+67swW0Th1Gg+3cmb2YmjUDRoyI5L/hBmD48OTK4U5b3blztG/cOL6rl14qvv+999jLq6ZYvx54/nlWiI8fzyFDHTrQHq5YUTymQ//+XN5779YRPVeOqBCixpkzh8Zrn324bQb885/Fz5k1i+MBGzSoeUc0HP/SuTNw8MGsdZ40Cdhuu8ggl2wRTZYjWlDAyHY5OWz97diRU7k8+yzXAeCQQ7hs04aGZ9as8qeZqQpffcWASXfcEY3HDOnXr7ijmMzCUGEhW1pnzoy6Y4dMm1b6xOF77kmj26EDu0NNnMhxrXHnM+6UCiFEJvPJJ1wedVTpx82iStLTT+cY+ZrggQeY565bF9mfIUOATz9ltNyQvfaK1j//nJWXYZyFZBO3dV26ANtvT/v45z/T2czKAo49lhHeN2yg03zvvcCAAcmVY8mS6L306cOySbdurCzdbjvGtzj1VOBf/2KZ5eabk5t+nAcfBM49lz2Exo3j98jKiobStG7NioMePVimAShXKntWVRU5okKIGids0erZM9p33nnAsGHA5Zdze+pUZvR169Z819ypU9ki26pVJFO/fqzZnTKFXWTDrkrJCFb0ySdRl6drrqGBO+qoaN64Sy8t3j3r0EOjdB9+mAWF3/62+vO4vfsua0vXrWNNdkh+fnFH1IwtxI0a0eB9+23yalbjhZd99omcybvvBhYsAA44YMtrzBisYsQIjotp3Jg14HFHVC2iQoitgdWrgf/9XzoO4TCV0ujbl5Vzr73Gaa1qgmuvjcbkDxwYVbzuvjtw443ReX36cNmyJVvk9t+/7Ijz1SWMVHvEEbR7AO3WY49F09xcfDGHeAwezNZIIPmBneI9lwYP5vPG53rt0YPfZsAAvq+aiqvgHs01fvvtHMfbvTu3wwqCvfZihfHIkbSP77zD/VvDWFE5okKIGmXFCjph/foB++5b/Nixx7KWD4gc0Xr1arZFtKiImXW3bjQqvXpF84PtvjvPueceRhEEovncquqIDhvG5zzpJDqAzzwDnH12+TWV9euzxdAsiqa4dGlkGKvKFVewFvf112k0c3KiY2EtasjRR7Pr1fXXs9v0IYckZ0Lz+ATh06ZRlsJC1mgDUbeikrRrxxbRHXbg+Jwvvig+zlSOqBBia+Daa1np9vzz7HJaFhdeGDliQBRHIVmEQ1RC+vcHVq5kr52JExkoKOSGG9iDJt7qGDqAQDS0JhlMnw787nds/axfv/RzjjiCztcDDwBvv518GYAoYm7YTXrHHUs/r04d2vjJk2tmGrGRI/nuzzwz6vkTVqD37MnhNU88wYrj3FzuP/FE2st41N9MRY6oEKLalJb5utORCQMK/M//FK9NDAlrOFetotNXt27NOqK33EIje/rp3DZjK1xubvG53MIoeGHEvKq00i5aFKUzfz5rT/PzGXkw7gSWRosW0Zja3Xbjcs6cyssQsm5dVPP9yisMCHHNNTSw7dsDe+yx5TVZWVHXsW++Sc7cZKEjevbZXF53HQNSrF7N9xM6/uXRsyf/L+EYoebN1TVXCJH5uNOBO/30LYPglKRuXea5b7zB7WRHiQ3zz7PPBh56iJXAZkB2Nn9x6tThEImTT466g8ZjByxYkByZNm9mBWVo88rCjC24kyfTnjdvDqxZw6nRkkUYKGrnnSs+d6+96AiXFvG9urz7LssnTz/NLtF//Ssr9gHuv/320oe0dOxY/crrVCBHVAhRLdavpyPz+99HLWaFhcDxx3Nsx+2304iFXUlKsv32kdFr2ZLGcMOGytUsutMoVmQEHnyQkf/69wcuu2zL43vvzYz+L3+J9oW1oFXp9vP44zSMTz/N7bvuouE49NDErr/oIjqst97K7blzaXSrEg1vwgS+p0aNOF3N5s38RmPG0MksrZIAYAvkihU8Pnw4C0OHHMIxRFVh1iw6uIMGsct2Xh4NLQAcc0xi9zjsMC7feIOFtQ4d1CIqhIzjW08AABnNSURBVMh85sxh/h0fplIR8cjqyeSLL1gR+cILiY+v3Gsvdvc86ii2nIbEo5pXlVmzWBbYuDHqnVQeZ53FnkU33xxNd5YMOUKmTmWrcFmtsnHCLrJhRNtkMmIEKy3q12evsnvuiVo+y6OkIzpoUPHhMJmCHFEhRLUYPpzj/t55B3juOe4bOJBTohQU0MnZf392uy2NOnWiOdRatKAj6l656VJ+/JEhy885p/j+J55gF59Fixic58orGYHvkUfKdrz23ZfddUPCMPrhmNFEmTYN+Pe/ea+wVfTnn9nlNRHDBtAhXrEiqv386ScavB133HLM5hNPsOttWQ58GInwuuuifQcdxNreMDx/WTRrxoqETz6hwR89mvepSjekOXNo3HNyOE6qf392rXr//Wh8UkV07Mh3sH49W6xbtWKL6Lx5ye++JoQQyWL0aC5LDoUoj113pZ18803mdcOGVV8OdwYdOuywKFp6ZfjDH4pvJyNwUTh1Wv36wHHHJXbN734H3HZb1KMnlGPJkuq1Ts6cyfcdVnpWRBj9fvx4VsRfey3jLMSd9aqwcSMd/9KizFdEp050zDdtYnns/PNZVgrHm2YKckSFENXitddoOLp3Z+Y7YABw//0MQvTTTwzEc//95d8j7J7bqlXksK5dy+4+FTmAgwdHY08nTWKau+1GJ+fSS9kN6owzgNNOowP09ttRIKCyiEcIbN2aTtPKldweNozjPSvq8nLddbzm+usZ/v6ww+j8VibUvRmvrV+fzuJdd3F/UREDSXz1FY3LggWMKPjQQ1FQpJJMmsTWwyuuAA4/nK3DJbtflcdxx7Gb2IsvsrJg3DjghBMiZ3Tp0sSM7uzZbMEE+N2ef56Odt++ictiFhUQWrXi9/72W973kEPojE6dWvPRl4UQojKMHBkFgUuU3FxGeH/zTbZmnX468+/qBNAbM4bjB3v3rtr1YfCikDlzqtcauXEjK7MvvJBdbMMyQaKE58+fD3z8MSPbdulS9cCHTz/Na0ObWxENG7IV9+OPWe544AG21J5/ftXHjebnM1hhQUHpQfwqomNHpt21Kx32ffZhOeKFF6omT43h7mn57b///i6EqBoAxngG6OPMme516rhfcon7hAnuDRu6A+7nnee+aVPi9+nXj9f985/ugwdzffhw98aN3c3cd9rJ/Z13Sr/2kEN4fp06xZfh76STovXBgxOTp7Awuqaw0H377d3PP9/9u+8oD+B+zjllX79smXtOjvvVV0f71q93X7Ag8XdSkt/+lunuu697377Fn3HPPaP1005zHz16y+t79+a1VWX1avdrrnE/6CB+94EDmV6fPu6dOnF9t93c33+//PvsvLP7WWdVXY6QRx9lml26uI8a5V63Lu8NuP/mN9H/MBUkWx89xTZy5Ur3DRtSlly5vPEGv9u6demWRGytZKI+jhrl/n//5966NW1SZYnbsfC3xx60SZVlxgza1qZNaauqyr33un/yCe8D0DZ+9lnl71NY6H7ZZbzHe+9VTZZ163j9KafQ9obv6P77K3efn35yz8tz79CBNrMy3HVXlO4NN7jfcQfXb7utcvdxdy8qcj/2WF7fpg3tb2X54otInmOPdV++3P1f/+L2pEmVv191KE8nE1JAAH0ATAUwHcANpRzfDsArwfFvAHSs6J5yRIWoOpniiF51lXt2tvvcudyeMYMGt6iocvd54QXmRl9/7f7pp1zfdVcuQwds++3d33rL/eefo+sWLKDxu+029ylTeF5Ojvvnn7ufcYb700+7r1nj/tJL7iNHVk6u7Owgh3Q6cGGG3rq1+4UXumdl0RBfeqn7668Xv/eAATx33LjKvYfyuPhi3vONN5jWyy/TOe7dm/ubNnU/9dRIzjlzomuLitzbti3fea4sRUVRevvt53755e6dO3P7q69KvyY/n+/tb3+rfvoTJzKtk0/mdmEhl7fcUrywNn06jW4i337jRve1aysvSyYWfCti8WJWIHXo4L9W4Jx8cuKVNTXBnDnuublRQU6IqpBp+rhsWVRJC7gPG1b5ewwaxLzzvffc//pX9yOPjJzRzZsrd6/QYRo1qvJylEbr1tGz7bNPlBcnyiOP8NqOHatXIda4Me/Ttq370qWsJAXcv/wyseu/+47vOHyWF16oXPqFhe6vvOL+j39wvaiIla7Z2e4LFyZ+n0mT3Fu1ogy33MIyTFVYvNi9fn33a68tvi8nx/3KK6t2z6pSLUcUQB0AvwDYGUAugB8BdC1xzmUAHgvWzwTwSkX3TUSpN21ibcvSpdV7AYkqaV6e+4oV/MNMn86Pv2iR+5tvUvm//NJ9/HgWVPLyqidToqxezbQnTGAhfdQoKurXX7s/8AAL4vff7/7kk6mRJ2T9evd589xXrWIB/4MP3KdNc3/sMfeuXd0/+qhm0582ja1nI0fye3z1FZ2PoiK+s+q0PFWXoiJ+nxdfZCvexo3R/qFD3Y87joX2V16hY/Xoo3Rc9tuP3zI/v+I00uWIrlxJh2/zZvcffnCvVy85zk1Rkfv8+VwfPz4yBGEG+u230b527dzffZc1ezfdxH0TJ/K84cMpXzIYMSIqMDz8cJT+kCHuS5a49+hR3OE59lh+89dfp3M8YEBy5AgJ84KSDtWSJSy0f/FF8RrQ669nHtanj/vZZ3PfQw8lV6bCQhrvsPV79WoWSrp04f4pU9y//576+NJLUQ3x0KHJSf/VV/n8JWV6+mnmRfHv07hx8XTnzHHv1o0VCX/+s/sxx7Ag1Lgx9bAyNdCZVvAtj/Xr3f/zH/eWLflecnPpkIYt/aGO3XIL9b2m2LCB9sOd/+nXXmNlSr167ocdRjl69qSsAwe6P/dcdH5NMm0a829399mzaXM//ZS6Fere8uW0cZUtcFeFjRvZAyGe9ujR1KvKOiDVJS+P/4nCQjpXmza5P/ss8+k330zN+0iETNLHiRPd996bDs5VV9Hpqioly51DhlBPnnhiy3PXrCk7DzvgANqvZPHAA+577cVyaGVbAN99171RI+p8df8/p57KfGz4cG7n57MCG6BzWBFnnhnlgTvskJxyflhBfu+93H7rLfcxY8q/5ve/5zUnnFD9d1Jaz7Q//IHvfPx496eeKl5pXVOUp5PG42VjZgcDuNXdewfbA4MuvXfHzhkWnPOVmWUDWASglZdz8+7du/uYMWPKTfvqq4F//pPjkfr2ZX/pAw8EdtmFE7Y2asRBwWvXRmGbw98vvzD6Zd26nJOoY0f2s995Z45la9CAE9c3bsxJacePZwCTykTG7NkTuOoq3iPsq79kCcdrNW4czYf4/ffADz+E74p9/Dt1YrCN+vX52357bjdvzsHWP//MPudvvsn1RDjjDPZpP/pojgErKuIUB6tW8Z2sW8fnnD+fAVhatmR6c+bwWPPmfF8NG3Lwevv2fGfLlnF/Vhbf2eTJDFCzcGH58vTqxeigRxzBa8eO5f769SnP0qXcV78+x3WtWcN31qYNx/JlZfH7bt7MZVYWx7Rt2sRxbqWlv+uuHINWUMB5Itu0Yd/6/fbjNy8q4v8oP5/r7hz/t2ED75udzXF9a9fyG5lxOz+fYxDCSGWLFnG9TRvK/emn/J+tXMn/UHxcoxnfbevWfHfNmvGc+JyMubl838uWUf7Gjct/t2Y21t3LiENbeRLRx+XLOcZg3jwGTti8mUGGxo6Ngg0lg40bOe5v0yZg8eIogM3gwQxoEw8ZDzDS7Q8/lB18KJkUFkbjKt05F2fTppwS5oMPovO6d2cgiIYNa16mkkyaxPDu778PbLddlDftvz//p4lMj1IdPvyQc8PGp1Mxi8bJHHEE5ahKgIzKcsstzJO7dgXuvpt6eeONjBY8cCDH8wDM3+rWZV5Zvz7zww4dGNjq/PMrjnKcbH0EKtZJdwbEWr2atrBRI+7buJH518qV1KGZM6PxzN9/z3HFeXl8pjvv5NizNm2YfxUUcAz0Bx8wMFXjxsB55/E/X1DAgBwbNtAmderE/HrhQuYH22/PPCE7m2N/W7XiOzVjZMuRIylX16685r33uH3aabRBo0ZRbx5+mDJdfjnHsU2fHj1z06acH2/uXJ4TBu5aupT3bNSIAc/Gj2c++tvfctxWaI/jVRN5eXwvK1dye8kS5mWff860dtttS9t7+OGRHd24EbjgAo4Xf+klRqXee2/mhTk50RQYDRvy3NAGrF/P79a5M23UggXM58LvtXw5v1GdOrRnn33Gd7DLLnze99+PxmLvvTfHaTdqxP9tq1bUqzZtmO7bb1OGHj347lav5nO3bMn7FxVFyyVLaCNXrGAZYcEC5vVz51KOL76gnAC/a3zOxtAedOnC77liBWUyo1zHH89vsH49jy1fzmX4LVatYtpLl/Je4XpeHtOaOJG/HXdkWaGimAPp0EeAzzJrFnWkXj3q0P/8D5/nqac4Ti+ZFBUxP/3yS5aRd9+d375+feAf/+A3ee456tc77/AdHn448OyznLf5+uuTK4878/4XX+SyTRv+dxo25LEuXaL/3nffAS+/zGnSOndmnrPrrtVLf906/q/i40v/9S9+A4C66Q7cdBPLW6Ge1qnD/9oppzCa/oAB/GbJKtcceijLziedxP9Bbi51s2tXpu9O3cjPZ95w+um0XWG0/GQzZkzxMadt2lCnunXjuwjfSWEh32d2NvOvoiLmUYWF1NnJk7nvtNOY/5dHeTqZiCN6KoA+7n5hsN0fwIHuPiB2zsTgnHnB9i/BOWUGCU5EqXfckQOO99gDeOst/oHDeX3KIzeX5x50EBWxfXsGrsjO5osLjXKjRvz4hYXMME88kY5qvXpUiDlzmKkfcwyXa9bwo8yYQQM6eHBic/Q0aECnLCeHaTVrxnssW0bFyc/fMiBLo0bc37IlcN99lL1JE/4JRozg/IK77w68+irDaP/nP8z0WreOjEVp1K/PAta8edF8Szk5lHHVqoqfBeA36daNBiEnhwWSnBwalwYNaPyfeYZO9MSJW0b3DMnJ4XMsXhwVZso6tyRNmvA/kZ9PJ6RJExr7Dz9kgbtFCxZ2V65klLBE7xuSlVXcUayIdu1YSGjRgobz8MNZGJsxA/joIxrVmTOBSy7hHJKrV9OZ3biRmV2zZvzfLVhQfBLpskiHI/rHP7LAdeWVdHCysxk+vWvXZEkRMXEiC06lBSz45hvqbXY2jeuf/lT6HJipZM0avpvCQur1X/+aeGTcmqCggI7XHXfQsO61FyuqUuUYr1kDPPkk85RJk2jETjmFhdmrr2Y+lWqWLWMQiddfj/bdfTcLCV27sqC8YQO/29ChDAYyaRLz3/79y793Ogq+d9wRRZmsiOxs5md77cVonf360a7VqVP2NT/+yKmX3nqLeVNWVuR8hJWsAPeHDkV5tG/PfHrKFNq3445jvjx8OPdfdRVw8cXF59fdvJnRoNu35zPceSed6T32YFkgDCBWkrp1mRdXJnhKbi4d7d69mS9/8w0DsvTowbQ//5yF+p13pg1csiSqyGjalJXk48czbw8La1WhTh06mGa0Ge3bc+7GL7/kNznzTMq4YAEr6qdOLd9WxSuBKkODBrRFmzezLHTiiSxzrF7NgHDHHBNNQ3LSSZxK6c47+Q4aNaIuFRVV3vaGZGdThrw8fu8992R6rVtHczyX/cyp18dly5hPfPRR8f09e3Le5kTselVYt4752JAh/E+sW1f6eTvswO83YgS/z+TJ0dRkySR06L79luvl6UG9erQHN9+c2HQkVcGd5cRzz40ix0+dWvq5jRrx/9uxY3JlmDCB9nfKFNqbmTPLjzK80068JtEo8lXhvfdYPm3XLppbvapMnBjNeV4WGeOImtnFAC4GgPbt2+8/u5zYyitW0JDcdx8jcYbk5TEzWrOGv5ycqDY4bCWt6A+9aROdsCZNmFnOmsW0Klv7sWkTa3Fzc1kwB3ifdu1YANu0iccaNCh76oqQ9etp2JYtY4bVpg2VJzc3MQV15zM1bsxa3DFjaIybNKGRDGtMt98+ul9BAQ15/fosoIa1HWvX0njMmMH7tmzJ91RYyJqrilrr4ixcSKO1cSMds9xc3qtxY6ZrFrVSNmxImRYtiiZHDmuV69ShLIWF/O28M+VKhLVrWaO8fj0LTeH3yMpi+gUF/H65uXzuZs24Pns2023WjO9ywQIed+d7LCiIHOguXVLTIheSDENbGX3ctIm1dN26sXAqtg7iLbiC/PAD8/wdd2StcEV6617xOckq+FZGJ8ePZxTjdu2Yx+XlUc7ttmN+H+ZjbdqwstC9aq3QRUWRs/nzz8xH9947asFr1YrnLF/OvHDDBjqLq1fz3IICtnQeeCDl27gxqnWvDu50kJYu5TO2bs0yweLFbM3MzmZr3sKF3L9+PdMPf/XqscDZsiWfL6xcq0z6EyfSZvfoUbqNLyzkd8nN5ftZupRpdenCQunEiSx0tm1LOx22zFemUB62puTlUZaiIj7zokWsAG/cmIXaNWtYHmjQgLKEraGho9C6NZ2YZs2oG/HI4onmI/FySMjChXSiw/JQixb8NW8e/R+bNo1aaoGoPBBWoFT2f5sOfVy1ipU855zD8sm6dWzQOPTQ1PT+CMnL4/8snNJq9GiWvfbYI6rcyM2tGSe0JGGeUVDA7zh1KvONwkJW/h18cFR2ThWbN1MfCgspV9jjrrCQ76im3ktYfs3J4Xf59NPiDWH16rFMXLcu30uzZjUjR2kUFgJff808o6goeje5ucwzNm/md8vK4r6wp0eXLlyPzwVfFtV1RNPSNXfECGaiH364ZZhoIWo76WgRdY8KL0KIiHR1BRRCbEm69LGgoHiLvhCClKeTidTTfAegs5l1MrNcMBjR0BLnDAVwbrB+KoDh5TmhidCtG7tHHXhgde4ihEgWZnJChRBCiNKQEypE5amws4W7F5rZAADDwAi6z7j7JDO7HYyCNBTA0wBeMLPpAFaAzmq1aNYs+QO7hRBCCCGEEEKknwq75tZYwmZLAZTd4T6iJYAygx5to9TGZwb03JWhg7u3SpYA0scK0XPXHtKuj0DCOlkbvw+g565tVPa506WPgL5RbaI2PjOQZBuZNkc0UcxsTLL7+mc6tfGZAT13uuVIhK1J1mSi5649bE3PvDXJmkz03LWLrem5tyZZk0ltfO7a+MxA8p87hbG8hBBCCCGEEEIIOaJCCCGEEEIIIVLM1uCIPpFuAdJAbXxmQM+9NbA1yZpM9Ny1h63pmbcmWZOJnrt2sTU999YkazKpjc9dG58ZSPJzZ/wYUSGEEEIIIYQQ2xZbQ4uoEEIIIYQQQohtiIx1RM2sj5lNNbPpZnZDuuVJFWY2y8wmmNk4MxuTbnlqCjN7xsyWmNnE2L7mZvaJmU0Lls3SKWNNUMZz32pm84NvPs7M+qZTxtKQPkofpY+ZhXRSOimdzBykj9JH6WPVyEhH1MzqAHgEwHEAugI4y8y6pleqlHKEu++zjYeFHgSgT4l9NwD4zN07A/gs2N7WGIQtnxsA/hl8833c/YMUy1Qu0kfpI6SPGYV0UjoJ6WTGIH2UPkL6WGUy0hEF0APAdHef4e6bAAwB0C/NMokk4u5fAlhRYnc/AM8F688B+H1KhUoBZTx3piN93MaRPm51SCe3caSTWxXSx20c6WPNkamO6I4A5sa25wX7agMO4GMzG2tmF6dbmBTT2t0XBuuLALROpzApZoCZjQ+6QWRa9w7po/RR+phZSCelk9LJzEH6KH2UPlaRTHVEazM93X0/sIvH5WZ2WLoFSgfOcM61JaTzfwDsAmAfAAsBPJBecUQM6SOkj+kVR5RAOgnpZHrFETGkj5A+VudmmeqIzgewU2y7XbBvm8fd5wfLJQDeArt81BYWm9kOABAsl6RZnpTg7ovdfbO7FwF4Epn3zaWP0kfpY2YhnZROSiczB+mj9FH6WEUy1RH9DkBnM+tkZrkAzgQwNM0y1Thm1sDMGoXrAI4FMLH8q7YphgI4N1g/F8A7aZQlZYQZWcBJyLxvLn2UPkofMwvppHRSOpk5SB+lj9LHKpJdPXFqBncvNLMBAIYBqAPgGXeflGaxUkFrAG+ZGcBvM9jdP0qvSDWDmb0MoBeAlmY2D8AtAO4B8KqZXQBgNoDT0ydhzVDGc/cys33Abh2zAPw5bQKWgvRR+gjpY0YhnZROQjqZMUgfpY+QPlY9DXZrFkIIIYQQQgghUkOmds0VQgghhBBCCLGNIkdUCCGEEEIIIURKkSMqhBBCCCGEECKlyBEVQgghhBBCCJFS5IgKIYQQQgghhEgpckSFEEIIIYQQGYGZtTCzccFvkZnND9bzzOzRdMsnkoembxFCCCGEEEJkHGZ2K4A8d78/3bKI5KMWUSGEEEIIIURGY2a9zOy9YP1WM3vOzEaa2WwzO9nM/mFmE8zsIzPLCc7b38xGmNlYMxtmZjuk9ylEHDmiQgghhBBCiK2NXQAcCeBEAC8C+Nzd9wKwHsDxgTP6EIBT3X1/AM8AuDNdwootyU63AEIIIYQQQghRST509wIzmwCgDoCPgv0TAHQEsDuAPQF8YmYIzlmYBjlFGcgRFUIIIYQQQmxtbAQAdy8yswKPAt8UgT6OAZjk7genS0BRPuqaK4QQQgghhNjWmAqglZkdDABmlmNmv0mzTCKGHFEhhBBCCCHENoW7bwJwKoB7zexHAOMA/Da9Uok4mr5FCCGEEEIIIURKUYuoEEIIIYQQQoiUIkdUCCGEEEIIIURKkSMqhBBCCCGEECKlyBEVQgghhBBCCJFS5IgKIYQQQgghhEgpckSFEEIIIYQQQqQUOaJCCCGEEEIIIVKKHFEhhBBCCCGEECnl/wEIF5QrmZlmjQAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["c.apply_linear_envelope(le_order=4, le_cutoff_fq=6)\n","c.plot()"]},{"cell_type":"markdown","metadata":{"id":"wQIcuomAwsWr"},"source":["Step 5 is the end frame cutting."]},{"cell_type":"code","execution_count":15,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"6TwrWzYewsWr","executionInfo":{"status":"ok","timestamp":1648750496887,"user_tz":-480,"elapsed":856,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"135be132-63e2-49ff-c9f6-52f4ab9eed12"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA6IAAAB3CAYAAAAZ4/2GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO2dd5gVVfL3v0UYhjjkjCAioJhFFAVFcQUR9d1dA2ZMiAldWQMusi6uIuq6rmv8GRFzXlEQMEckCZKTxCEMmQkw6db7R3Vzey73ztwJ93bPzPfzPP107q7uPnXq1Dmn64iqghBCCCGEEEIISRY1/BaAEEIIIYQQQkj1go4oIYQQQgghhJCkQkeUEEIIIYQQQkhSoSNKCCGEEEIIISSp0BElhBBCCCGEEJJU6IgSQgghhBBCCEkqdEQJIYSQUiAil4nINL/lIIQQQiozdEQJIYSQKIhIHxH5SUR2i8gOEflRRE5Q1TdU9SzPcSoiXfyUlRBCCKls1PJbAEIIISRoiEgjAJ8CuBHAuwBSAPQFkOunXIQQQkhVgS2ihBBCyIF0BQBVfUtVC1V1r6pOU9XfRGSoiPwAACLynXP8fBHJEpGLfZOYEEIIqUTQESWEEEIOZDmAQhGZICJni0iTaAep6qnO4tGq2kBV30meiIQQQkjlhY4oIYQQEoGq7gHQB4ACeAHAVhH5RERa+SsZIYQQUjWgI0oIIYREQVWXqOpQVW0P4AgAbQE84bNYhBBCSJWAjighhBBSAqq6FMCrMIeUEEIIIeWEjig5ABGpKyKTnCEL3guAPFki0tlvOUjVQkTWiMiZMfb1FZFlyZYpFiLyRxFZ7+jCsT7Lcq+IvOinDMlARLqLyEgRae+sdwBwCYAZUQ7fAoB5VBUnaPkCIZWNZI/B7B1aS0SeE5H7knVvEh90RCspItJPRDYk6PIXAGgFoJmqXpige8SNEwDkd7/lINUHVf1eVbv5LYeHxwDc4ujCr34KoqoPqep1fsqQJDIBnAjgFxHJhjmgCwGMjHLs/QAmiMguEbkoeSKSaBRXyVQeSpMvJNhGE1Ip8XMMZlUdrqoPJONeJH44jqiPiEgtVS3wW44odASw3G/ZAvx+CEk2HQEs8luI6qSTqpoOIJZT+aozucc+B+C5xEtFqgvVSdcIIdUXtogmGaem9m4R+Q1AtojUEpGTROQnpzZ9voj08xzfVEReEZGNIrJTRD4WkfoApgBo63TVyxKRtiLyqoj803NukRpZ577pIpIpIstEpH8U+f4BYAyAi53rXutsv0ZEljgyTBWRjp5zVERuEpEVzrUfEJFDnGfaIyLvikiK5/jrRWSliOxwolC2jbjWzSKyAsAKzza3a8UgEVns3CddRP5aAZ+FVF9OcNLTTkfPUoGoutNBRD4Uka0isl1EnvLsK0k3RojI7yKyTUQeFZEazr4uIvKt0wV+m4gcMOyHiNQRkSwANWHjVK5ytrcVkQ8ceVaLyAjPOfeLyHsi8rqjJwtEpKuIjBKRDLEuvt4a6baOHu5w9PL6iGu971xrD4ChzrbXnf2pzr7tTv41SxhVlsSJY5Pej9j2HxF50lm+2tGtTEeHbvAc11xEPnXS3Q4R+V5EaojIRAAHAZjk2LC7IvXZOX9/q6mI9BKR2Y692iIij8eQNzJfWCMifxWR3xw9fsfRiVg2uoaI3CMiqxydeVdEmjrX6uTkF9eKyDoAX4kzXq2IPObkL6tF5Oxoz+CsUzdJuZAo5cQ40+3Vjm3ZKSLDReQERy92SVF7WeIYzCIyWETmOef+JCJHec6PqnOe/XeKyCaxMvM1Ec+2v4zs6rLY7xcZzjlXe45NE5HXxGzsWhEZLSXYbs+7qOW5zjcicl1x51V7VJVTEicAawDMA9ABQF0A7QBsBzAIVjHwB2e9hXP8ZwDeAdAEQG0Apznb+wHYEHHtVwH807O+/xgA3QCsB9DWWe8E4JAYMt4P4HXP+vkAVgI4DNaKPhrAT579CuB/ABoB6AEgF8CXsH+m0gAsBnCVc+wZALYBOA5AHQD/BfBdxLWmA2gKoK5nWxdneROAvs5yEwDH+f1NOVXOydHFhY4uNgXwo6s/EbpTE8B8AP8GUB9AKoA+zr54dONr5/oHwcamvM7Z9xaAvzl6v/+aMWT16kANAHNgFUYpjp79DmCAs/9+APsADHBkeg3AaudetQFcD2C159rfAXjGkeEYAFsBnOG5Vj6A/+fct643fwBwA4BJAOo57+l4AI38/racKscEa+nPAdDQWa/p5PEnOevnADgEgAA4zTn2OGffOFgrdG1n6gtAnH1rAJzpuc9+ffZs238MgJ8BXOEsN3DvH0XeItdxrjETFk25KYAlAIYXc8/bYF2828Ps3/MA3nL2dXL0/DVYPlMXwFBH/6533s2NADYW85zUTU5lnhCjnBhnun0OZkPOgtmfjwG0hJVxMxAuuw4F8IPnnvttm7N+rHP8iU66vcpJ53Wc/cXp3EDY//pHODr0JorazldR1MYXABgLyz8GwfKXJs7+12Dl2obOMy4HcK2zL6rt9ryLWp7n+QZlsPnVaWKLqD88qarrVXUvgMsBTFbVyaoaUtXpAGYDGCQibQCcDVOynaqar6rflvGehbAM5HARqa2qa1R1VZznDgcwTm0ogwIADwE4RjwtPwAeUdU9qroIVrifpqq/q+puWM2wG2DlMgAvq+pcVc0FMApAbxHp5LnWOFXd4byfSPKdZ2jkvJO5cT4DIdF4ytHFHQAehAWjiaQXzOjdqarZqrpPVX9w9sWjG+Od9LwONvSHe498WEG8bcQ1S+IEWEXVWFXNU/t/+gUAQzzHfK+qUx2Z3gPQAsDDqpoP4G0AnUSksVgAnlMA3O3IMA/AiwCu9FzrZ1X92MmfInUyH0AzmKEvVNU5auNvElIiqroWwFwAf3Q2nQEgR1VnOPs/U9VVanwLYBrM4QQs7bUB0NGxjd+rU9orA/kAuohIc1XNcu8fJ0+q6kYnD5kEq8yJxXAAf1PVDY79ux/ABd4WFAD3O/mMq2trVfUFVS0EMAH2zPG0bFI3SWmJVU6MJ90+4NiQaQCyYY5qhtovDt8jXAYsiWEAnlfVX5x0OwHWuHGS55hYOncRgFdUdaGqZjtyFkc+gLFO/jEZQBaAbiJSE2ZPR6lqpqquAfAvAFd4ziuL7S7reVUaOqL+sN6z3BHAhU4XhF0isgs2iHobWEvNDlXdWd4bqupKALfDFDNDRN4WT5fYEugI4D8e+XbAaqjbeY7Z4lneG2W9gbPcFsBaj1xZsBZg77W87yeSP8NqrtY6XRx6x/kMhETDm9bWwtJnJB1ghcFo/2vFoxux7nGXc+xMEVkU2Y2oGDrCuvx584x7UbRwGql/25yCrLsOmE62heUxmREyxquPEwFMBfC20xXqERGpHedzEAJYq4VbOXOpsw4AEJGzRWSGWNfbXbC8v7mz+1FYb4RpYt127ymHDNcC6ApgqdOFdXApzt3sWc5B2NZFoyOAjzx6uwRW+PfqbqS+7b++quY4i8Xdw4W6SUpFMeXEeNJtvGXAkugIYGSEfeuAorY5ls61xYH2tji2R9h191rNYa2k3vO9drGstrus51Vp6Ij6g7fWdj2Aiara2DPVV9WHnX1NRaRxCddwyYZ1w3FpXeQE1TdVtQ9M0RXA+DjlXQ/ghggZ66rqT3Ge72Wjc38AgNi/NM0ApHtFjXWyqs5S1fNhXT4+BvBuGWQgxKWDZ/kgWPqMZD2AgyJqf737StKNqPdQ1c2qer2qtoV1o3tG4oseuB7WtdZ7z4aqOiiOcyPZCMtjGkbIGK8+5qvqP1T1cAAnAxiMoq2phJTEewD6iQ2T80c4jqiI1AHwASxidCtVbQxgMqwgB6elYqSqdgZwHoA7JBz3IDLNFrGNTotHC3ddVVeo6iUwuzIewPuObSoP0fRmPYCzI3Q31Wk1Ku68WMS0+dRNUhZilBPjSbcVxXoAD0bcq56qvhXHuZtwoL0tC9sQbr30XisdKNZ2ZzvHxtLJstr8Kg0dUf95HcC5IjJARGqKBRjoJyLtVXUTrFvrMyLSRERqi8ipznlbADQTkTTPtebBuvQ2FZHWsJotAICIdBORMxzjvg9WQxWKU8bnAIwSkR7OtdJEpKzDurwF4GoROcaR5SEAvzhdH4pFRFLExqBKU+tiuAfxPwMh0bhZRNqLBV74G+x/7EhmwgzcwyJS39HRU5x98ejGnY7+doD9a+MGNrjQKXwDwE6Y0Y8nPc8EkCkWVKKuk28cISInlOK5AQCquh7ATwDGOc91FKx16PV4zheR00XkSKdgvwdmvKmTJG5UdSvsP6pXYBUsS5xdKbBuglsBFIgF6fEG2RrsBP8QALthLTRu2osc13U5gFQROcdpFRztXNu91uUi0kJVQwB2OZvLm46j2ejnADzodt0XkRYicn457jEPwBCnbNATNvQanGtTN0mpKKacWNHp1kukrr4AYLiInChGfUdvG8Y438u7sIB6h4tIPQB/L4tATu+hd2HP3NB57jvg2MVYttvJy9IBXO7Y5Wtg/9iiuPPKImNVgo6ozzgFwfNhXeu2wmqD7kT421wBMyBLYT9w3+6ctxTm1P3udF9oC+uKMx/2M/c0FC1U1wHwMKymZzOs5ndUnDJ+BKsVe1sscuZC2L+rZXneLwDcB6vp3gRT0iHFnlSUKwCsceQYDvvnlJCy8iZMV34HsArAPyMPcIzSuQC6AFgHYAOAi5198ejG/2DBhebBgo+95Gw/ATZGZRaATwDcpnGMl+vIMxj2X8xqmE6/CAsMVhYugQVZ2AjgIwB/d/Q0HloDeB9W0F0C4FtYPkRIaXgTwJnwdMt1uouPgBUId8K67X7iOedQAF/A/uv6GcAzqvq1s28cgNGObfyrWqyCm2B6kg5rufBG0R0IYJGji/8BMESjxyiImxg2+j/OM0wTkUxYAJgTy3Gb+2A2dCeAf8Dz/kDdJKUnVjmxotOtl/vhGYNZVWfDgnM9BUvXK2EBjkpEVafA4jB85Zz3VTnkuhWWT/wO4AeYbr3s7CvOdl8PK8NvhwXv9PaOKpPNr+q4kdcIIYRUMCKiAA51/r0hhBBCCCEObBElhBBCCCGEEJJU6IgSQgghhBBCCEkq7JpLCCGEEEIIISSpsEWUEEIIIYQQQkhSoSNKCCGEEEIIISSpRBugPSk0b95cO3Xq5NftCanUzJkzZ5uqtij5yPigPhJSdipaHwHqJCFlhfpISLAoTid9c0Q7deqE2bNn+3V7Qio1IrK2Iq9HfSSk7FS0PgLB0MnvvwdOOAFITfVVDEJKRVXVR0IqK8XpJLvmEkIIIaQIGzcCp54K3Hyz35IQQgipqtARJYQQQkgRtmyx+aRJ/spBCCGk6kJHlBBCCCFF2LHD5qGQv3IQQgipusTliIrIQBFZJiIrReSeKPtPFZG5IlIgIhdUvJiEEEIISRauI8qhxgkhhCSKEh1REakJ4GkAZwM4HMAlInJ4xGHrAAwF8GZFC0gIIYSQ5LJ9u98SEEIIqerEEzW3F4CVqvo7AIjI2wDOB7DYPUBV1zj72ImHEEIIqeSwRZQQQkiiiadrbjsA6z3rG5xtpUZEhonIbBGZvXXr1rJcghBSQVAfCQkWQdJJ1xHNzqYzSqonQdJHQqoqSQ1WpKr/p6o9VbVnixYVOtYwIaSUUB8JCRZB0Mm9e83xdB3RvDwgJ8cXUQjxlSDoIyFVnXi65qYD6OBZb+9sI4QQQkgVok8foHlzIDU1vG3HDqB+ff9kIoQQUjWJp0V0FoBDReRgEUkBMATAJ4kVixBCCCHJZPt2YO5cYNq0cIsoAOzc6Z9MhBBCqi4lOqKqWgDgFgBTASwB8K6qLhKRsSJyHgCIyAkisgHAhQCeF5FFiRSaEEIIIRXLpk3h5fXrgSZNbNnrlBJCCCEVRTxdc6GqkwFMjtg2xrM8C9ZllxBCCCGVkG3bwstr1wInnQTMmEFHlBBCSGJIarCiILF6NfDee4wGSIifLF8O5Of7LQUhBAAiA4N27WpzOqKEEEISQbV1RIcNAy66CJg5029JCKmeZGcD3boBY8aUfCwhJPFEOqLdutmcjighhJBEUG0d0V9+sfnkycUfRwhJDNu32/zhh/2VgxBiRDqiBx8MpKTQESWEEJIYqqUjqhruDvjFF/7KQkh1YM0a4M47i3bD3bPHN3EIIVHYutUCFKWl2fohh9g6HVFCCCGJoFo6opmZwL59tvzbb/xPlJBEc/fdwGOPAXPmhLfRESUkWGzdCrRoAYwfDxxzDHD00UDTphy+hRBCSGKolo5oRobNe/UCsrKAzZv9lYeQqo7bDddboN292x9ZCCHRcR3RG24Afv0VqFPHHFG2iBJCCEkE1doR7dvX5suW+ScLIdWBmjVtnpUV3sYWUUKCheuIeqlMjujrrwNHHlk0nyGEEBJcqrUj2ru3zVev9k8WQqoTdEQJCS5btwLNmxfdVpkc0QceABYuBGbN8lsSQggh8VAtHdEtW2x+7LE2T0/3TxZCqgMiNt+50/4/27SJXXMJCRKhELBtW+VuEXV/AdiwwV85CCGExEctvwXwA7dFtH17M7o0WoQkh2+/BT75BFixAmjbNrw9FAJqVMtqMUKCwe7dQGFhdEc0KwvIy7OhXIJMKGRz18YTQggJNtWy6Ldli4WkT0kB2rUD1q/3WyJCqjaFhTbftMnm8+YVbRHNzk6+TISQMO4YopGOaJMmNq8MkXPdaPhurydCCCHBplo6ops2AW3a2HLbtuHCMSEkMeTk2Nyt9FEt+o8o/xclxF9iOaJNm9o86I7ovn3A3r227HbRJYQQEmyqpSO6cSPQurUtt2lDR5SQROO2eLpDJdERJSRYlOSIBv0/UW8Pi23b/JODEEJI/FQ7R3TxYmDOHKBHD1tv08b+J3G7DhJCKp7IrreqRQuOmZnJlYcQUpTK7oju2hVeZosoIYRUDqqdI/rKK+Z03nGHrbdpYwEOGNyAkMThds11ycqyVtD69W2dLaKE+ItrAyu7I1q/PltECSGkslDtHNHvvgP69AE6dbJ1919Rds8lJHFEOqI7d5rz2a6drdMRJcRffv8daNkSSE0tur2yOKJuD4tDDmGLKCGEVBaqlSOqal1zjz46vM39V5SOKCGJww0i4rJzp7VgtG9v6+yaS4i/LF4c/mXFS1qajQMcdEfUbRE95BCT1R3KhRBCSHCpVo7o+vXWJdBrbNkiSkhiKSwEcnOLbguFbIgF1xFliygh/uFW0h5++IH7atQAGjcOviPqRvU95BDLX7z/jBJCCAkm1coRXbTI5l5HtDK1iD79NDBunN9SRCcvD7jpJnPs33/fb2lIkHDH9otGhw42Z4soIf6Rnm6VQdFaRAGgVatg28i33waGD7dl15kO4n+ir71mdpwQQohRy28BkonriHprfVNTbcDuIBtZwFqVbrnFli+9FOjY0V95InnmGeDZZ235pZeACy7wVx4SHNxuubVqAQUFQL164X9G3X/Sgtra4raqNG7srxyEJJLFi20erUUUAA49FFi2LHnylIZdu4BLLgmvu72cgvaf6P/+B1x1lS1v3Qrk5wMPPuivTC6qNhfxVw5CSPWjWrWILlliLaBu8AUXdyzRPXuAtWv9ka0k3IICALz5pn9yxGLiROCkk4AbbwR++MEcjiCQlQVMnx42tCT5eJ1OoGglSlqatYquW5d8ueLh5JMPzC8IqWqU5Ih26wasXBnMYc4mTLD58ccDY8cCzZrZetBaRF98Mbz8j38ADz1k79RPCguBkSMtj+vbN5jflxBStalWjuj8+cBhhx24vU0bYONG4LTTrGtSkGpSt2+3wsGIEbbepIk5fUFyrLZuBX79FTjnHHuHWVm2HgSGDQPOOgv45BO/Jam+uC2i7rAQbnd4wBzRjh2DWwG0ZInpWnkDn8ybZ//EEhJEFi8Gmjc/cOgWl27d7D/vBQssfw8S770HHHUUMHs2cN999hxAsOw4AKxYAZx/fthRBoCvv/ZPHgD4/HPg8cetVfnHH4GpU/2VhxBS/ag2jug11wBz5gCnnnrgvjZtgJkzrbCYnQ089VTy5YvFv/9theFvvgHq1rV/RJcsCY6jp2oFAVXgD38wRxQAvvzSX7kAKzC9954tjx3LKIp+4TqiderYvDI5oi4bN5b93K1bgZ497bl//rniZCKkopg/HzjiiNj7u3e3+bHHWs+X4v77Tibp6eZAeX8FCWKLaEGBDY/TvTswY4aN2dq0KfDLL/7K9eST5rhv2GD/AQ8bFqz3Rgip+lQLR3TPHmtFbNkSuO22A/e3bWvz2rXNmXr0Uft/w2/uuafoPyTnnmutewAwa5Y/MkXy6qvAzTfbslvYPvlk4Lnn/H2HP/wADB1qBYChQ4G5c/03+tUV1xG97DL713LYsPC+li2Brl2ttTBo/4l6AyitWFH26zz/fLjLW79+DMxEgkVurlXC9uoV+5hevYBjjrHlRYusZS8IfPihzS+8MLytYUOz5UFyqNatM3t46KFAly7W8tyrl7826fPPgWnTgLvusvGchw83x75Ll3AFLiGEJJpq4Yh+/bU5JO++a11bIxk82AzXrbcC111nraLz5iVfTi+LFgHjx9vyggXAlCnAyy8DnTrZM8ye7at4+3nrLZuPHw/UrGnLo0ZZC9dHH/kj086d1vL9wQdA/frAww/bdr+7QVVX3H9EjznGvk2/fuF97dqFx/X97beki1YsmzeHl8vqiOblWSCvAQOsd0NeHvD99xUjHyHlJSPD7F9enlUgxiIlxWxOKGRxAKZNM6fFL7KzLa7Dm29aS67bYgtYwJ2DDvL//8uFC+2/1YcfBpYvt21duoT39+5tdn737uTJVFBg7y031/4N7dw5XDk/ejTw1VfWS2XMmOTJRAip3lR5R3THDmuRqF/fMv5o9O1rBvmxx4ATT7RtyWhxHDsW+Oc/o++bONHGb1u50gztwIH2DCImo9+te7Nnm6P33XfA7bdbrarL2Wdbje/HHyfm3qrAK69Ed1yys+1/UFVgyBCToVUrq33+8EP7rn4XUKobboto3brhbeecAzRqZIUe1xH1u/InEm8kba8junx5/MGVPv/crjNiBHD99RY5+OuvGRSEBINbbwW++MLG3hwwoPhja9Y0++NGfvWzm/mVV1pPphkzTK8i6dnT/8raxx+3njijRtkE2Ht26d3b7FQybfntt1vl38iR9l/wf/5jlQyA5U2nnw785S/A0qXWlZgQQhJNpXdEd+48MHhCKGTbvvzSHKIpU6wg6Ga40WjcOFyT2qIF8Prr0YOLFBZWzL+GmZnA3/9uwRW2bSsafGjZMmv9PPvsoobLpW9fayX97rvyy1Ea8vOtljcnx5zhCy6wmtXBg4seV7OmORpTpiSme+7cufbP72mnhb/F1KnAKadYt6yhQy0S65tvAmeeafuHDrV/hHv1skJKbm7Fy0Wis2ePzdPSwtveeMMqBESsO3fr1sBPP1lFQlkpKADeeafiBrL3OqLeyosTT4x/+KRZs0wfTj/dKpKOO84qvM44o2JkJKQ07NsHXH65OUbLllkvoXvvtbgDqanxXePYY+3Yb79NrKyx+O23cJfcFi3MFkTSs6f1ytm61daXLTM7W1BglZOJrgjKybHxtK++2mzRvHlW/nB/AwIsH6lRI3k9JAoKrFJe1cYyPfJIs9ORuNumTEmOXCQ+vvnGYoP8+KPfkpCpUy3fDFLQ0MpMpXZEc3IsCm779uacANbN5bzzzKG87TbL/GfOtFDp8SBizsrPPwP9+1tCU7VM+ZhjrDD55z+XPwF6gw21aGEO0+7dNh5a9+7mKI0eHf3cESPs+e67L/r+/HyrZd27t3zDqCxdWrTl59ZbzXh17VrUGY8WAOr8880hKM5Zzsy0f0xL6xS6rdW7dplz+frrwKBB1qrtOjtDhhQdE+2668IBLXbvtkzdJT+fLVSJxHUMvY5oWlrRCJ2DB9t/SZ07hx3X0vLss/bd77knvG39+nBlT2lxu+b26RMe3iI9Pfw8GRklX+PXX02f3dZg9z+7774L1j9spGozf75V9Lz8slUCPfww8Ne/WiXJiBH2a0q8pKRYLAW350kih+oqKAj3qACATz+1/0GbNLFnWrgQaNDgwPPc/11//NHsTPfu9kvAxInAH/8IvPZa4mS++WYrJ2RmAldcAZxwgm0/+GBzPF0aNTJndOpUC4b29NNlz/uisW4dcOedlgedeqp9c++3uuKK6OOGuv+xTp5ccbKQ8pGebpWZxx1n9sgt7xJ/uOgiCxzqV2VclUNVfZmOP/54LS/Tp7tuourBB6vOnq3aoUN4G6A6Zkzprzt/vmqDBnb+N9+ojh5ty/XqqTZrZstvvlk+2R9/3K5Tv35ReWvWVP3LX1TXri3+/IcftuMXLCi6fe1a1XPOCV/v9NNVs7JUL71U9Y034pcvJ0e1Th3Vli1V9+5VnTRJtUYNu+aJJ6o+9pjqhAmqP/wQ/fzsbNVGjVQHDVItKFB97jnVuXOLHjNsmF3vgQfil0tVdfhwO69GDdUhQ1RTUsLPuXmz6l13qe7YEfu56tdXbd5c9ZNP7Psef7zq0Ufb+aqqoVB4/t139vxBA8BsDZg+xuKhh+x7FfceFyyw9AJYWimJ3btV+/ZV/de/bD0UUu3a1c5v1Uq1sNC233yzbRsxovRy3323au3adg9AddUq1fffD+vWp59GP2/ePEtTv/6q2q6d6uWXh/ctXqx60EF2/qRJpZfJZfVq1SuvVN2+vezX8PLJJ6qLFqmmp4ffHYmfitZHrUCdzMtTTUuzNNeokWq3bpZnApY/l4XXXrPzR45UTU1V/fLLChH1AC68ULVtW9WPPlIdOzasexMnFn9eXp5q48b2fHfcET7vrLNsfsstFSfj77+rzpihOmqU6sCBdv2jj1a96SbLl/7977AtjuT++8NlC8Ds9Lhxqj/+WH65rr++aNkCMJv+8ceqF12kunNn7HNHjLC876GHVD/7LGwT33rLbGbQCbI+lgU3DXXubPMBA3wTpcqxapXqO+/Ef3x6elifLr44cXJVNYrTyQpV1NJMFaHU996rWquWFehEwonj/fet8HjqqbEdktkghy0AABm3SURBVJLIyTFn5eijVevWVf3zn81RKShQ7dXLHLTyFAKvvFK1TRvVNWuswPqnP5mRiFchtm0z43X++eZg3nuv6pYtqh072jtITQ2/j0MOCS9v3Rrf9b/+OnzOeedZweXoo+2+8fLYY0WNYI0aqlOn2r4//jG8vV07cyAnT1bNzS35uv36qfburXraaXZ+gwaqmzbFL9c99xxooAHVM85QfeUV1datVW+/XfWRR2z7HXfEf+1kUZkc0bvusrRdEqGQ6lFHqR5+eLhSoKBANTPTCk9ffGEO06BB4coIQHXWLKswAFT797f5nDmq+/apNm1q682a2XppuOwy06dVq+wajz+u+te/hu97990ms1tIc7n4Ytvfo4fNH3us6P7sbMu3Ro0qnTxeRo60az/66IH7XEcyFLL3sGpV8df68MOiejB6tOrKlZYHZGaWXcZoZGZa3hxZgRaN9HQrgJUmz/GLIBd8J04s+n0/+8zsD6D67rtlu2ZWlum097r9+6tee63l4QsXqr76avnkzs4+MI/u0MEcv3j4+9+j5/NuBfCWLZa/lIesLLPj3munpYXzL1WrNDroINUPPjjw/MWL7T22bx92YgHVJk1UZ85UvfHGsn2jrKxwxR5geXCnTqpPPRXf+XPmhCsrANXBg1WXLg2vv/KKVbgFlSDrY2mYMMEaWQCzjarhctUXXyRdnFKzZYtVIlW0HYnF11+rfv55/MfPmWONP0D857mV0X362PyJJw4sA5SHefPM/lY1yu2IAhgIYBmAlQDuibK/DoB3nP2/AOhU0jUrQql797ZJ1T7eHXeoPvNMuS+7n6efDme8v/4a3j5vXjjxjhlT+gKuqmUqZ58dXg+FSn+dSEcPMOPx7be2PyvLDGDt2lZwF7Fa2nj4xz/s+Esu0f0ttaVx9lStQDxmjJ1/3HHmyNasGXYgjzpK9YUXisrft2/xNbWqVkM+dKi1SB1yiNXOl4ZQyFq9W7WyGsZx46xAH9k67Z0GDw6W4a0MjmgoZC33jRtbZUM8fPSRVVh066Z6ww3hngnRpjZtVBs2tOXatc3ZdJ3Ga69Vff553V+RAJSu1lPVDM2pp9rykUdaT4BTTrE8p18/qwhq2dIczvR01Y0bVZ999kA5o7UgnHCCapcu1jIxfbpqfr5qRoYZufz8kmU7+WTd38Ize7ZVSC1bZjpRr57p0WGH2TGNG5uz7rJxo7U6T59uzrC30ipy6tKl7JV527aFCyA5OVYJ5Rrv1FTV++6zyqdYuK1XZ50V/FbaoBZ8Z8+2ypju3a2y85JLTC+3b7fvUZ4C1F/+Yt/nzjstPUdLPx9+WPbrf/qpXWPAANUrrrBCZrwVqaqWZiZPNp1avNjsDxC2P4DZuGnTyiZfQYHZNa/t+uWX+CpZvGzZorpnj+nK6NGmy5HvsbRlg1desfO++kp1xYrSneuyZo3q8uVmH6N9W5GyV2QkmqDqY3GEQpZm9+2z5a1bw/YNCPcUysmxiovatS29fPCB9QAo6dqJxnuPGTMsX3DLVAMHxi/D4sXx2cBIMjPD7yoeHfz2W6usad3azunZMz4ZL7/cvktOjuof/mDnHnaY9RYoz3vOz7d3BlgZ6Lbb7JuXttwSVMrliAKoCWAVgM4AUgDMB3B4xDE3AXjOWR4C4J2SrhuPUu/ZozplihXkliyx7njbt1sN4/bt1qpw770V9ZoOpKDAnMVrrz1w36RJ4URYp445eN9/b87h7bebzKtW2TOoWgLdssWUbPt2c8hGjy6/jBMnWgvfDTdYgTPSMOzeHS5IjhgRzhQuvdSMVV6eHZOZad163Qygf38z3Hl51vJTVmOtak5fZqY5mFddZTLUq2c13vn5Jtf111sNdu3aliFs3WoZ8uefmzOzenW4sA7YtvISWbjdudMqMubOtZaw3r2tBc7r+CxcaN80MsMJhcxRnz/fWgQKC4tePxSydxDLYIRCquvXx1/gDrojGgpZWnTf3aGHxn/uF1+EWxkuvNAqCSZMsALRyJHWDfCUU6wgvXixpf8bbwwbH2/LQrdulm46dlRt0UL1ySdjt4IUFNi1Dj7Y0l2bNtZypGoGwb3mvfeaPtSrZ623KSlWqeG2QKSmWjfXww6zSpOcnAPv5eqiO7ld8wDrglgcu3ZZ3udtJfJeq3Zt29a/v+UxbdtaHvXII2YsXcPrTj16mF6lp5vDWqeO9Q547TW71tln27tZuNBahb2VcpFs3GjPu2qVOekdOpiz27273atWLWsRdZ1M9xuPG2eVXy+/bN/3pZfC6QYwpzXIBLHgW1ioesQR9g0WLSrXpaKSm1v0F5K8PNVzz7X01aaNpaNmzSxPLUthavhwK8iWpaI3Gvv22XvYt8/SpNvi16GDOWuhUHw9clxcR3nMGEv33lbQ8lBQoPrgg1aBULeu3eOiiywPWr++5PNDIas069694hyQa66xMsvzz1uPj2HDrGcYoPp//1f+luWKJoj6qGrp7MMP7fepESMsT83NtfzyrLMsvwXs3fboYe/8119Vf/656LdcujRc/nQbCgYOVF23zvavXWvXDoVUf/vNHNdBg8y+jRsX3SaVlfnzzf42aGBltwEDdH9FxYUXhius7r/fdGbSJOsBl5tr00svWTl2zRrL5918f9QoK4vFm4Zffjn8PoYMKbovK8v0fsIE06WTTzb5unc3nXLtzRlnWAPUokWmg998E75/YaF9v9q1VW+91bbt2WO9DI491s4/80wrV2/aZN/MzXfXrTPnPPJZFi+2e7z7bthGXnNN+Lc1dxo5UnXDhujPnZER+x3t3GnXiud3p0RTnE6K7Y+NiPQGcL+qDnDWRzn/lo7zHDPVOeZnEakFYDOAFlrMxXv27Kmzi4mvvnixDVmyfn2x4uHHH4sf/yyRqFr0vsmTLQiCGyFWxPa5NGtmAU7cgDg1aliwn59/Bk46KXnyhkI2Ptg771hQhGjBVlJSLBjRwoUWzOLRRytWBlULKnPssdGH0/nsM+BPfwof677TmjUtUqMbVTXR372w0L6TiEVp3L3bAuq4wSTq1QO6dbOAFG7wGjf4TN26FhQiP99krlvXAjK542m2amXBppo0sSi/9evbMATLl9tQPdOnWxTZ4hCROaras6KetyR9BExGd2D2UMjC/e/bZ2MQNmkCbNhgwaPmzrVnCYXs2bKzbbD0Z5+NX56sLIuI3aFD6Z8lL8/Sx6xZFqCqc2cLDnTPPaZzXbtaMJOTTrJnELH09fbbNpSFlyeesKBnqqYLM2fauKAtW9o2ERsm4u67LWjKbbfZ9du3t+fOz7eI3JHMmmWBla64woKIpKUBl15q6X/dOguutmiRXfOkkyxgS0aGRd/8/HNLj+PH230Bk+3xxy0oywcfFB0vOSPDgnVNmmTrXbpYPjB7tgWqiQyikpEBNG9u2557zsaNPPzwcMAmwN7rUUfZcWlpljamTrXv3rChvdedO+375+TYkBFPPGGRrps3t3e3ZYsFaHn88bBueDn4YLvnTTfZcE1DhhwYrVjV9C4UsjEbU1PtW7pTXp59o5QUC8hTo4alrcxM0/EOHSwNZ2XZVKdOeHLPO/lk+57FUdH6CJSsk3Pn2rfOyLBnCIUsb9m2LRyddfx4C+Z22WUVKVl8LFpkwVXy8mz95pstmq2XzEz7LnXrWpqpXTusk8OGWXp5//3EyOcG9Tv9dMuv69WzdHjkkfbN3bE/Bw+2dBIKhScR4JFH7N2vXVu6YE+lQdWGXHn6aUuvqakWjDElxQLYtG5tARvbtbPjQyEbauqRR+ycm26qGDkKC20oPG+Aubw8ezfTp9vzDxxoQaxyc22fquUFqalmN/fsMZ1s08bkD4VMH928p7DQvoM7FRbaVKuW5WfuOV27HpiOIvFDHzMzLb9csMCe8dBDge3b7bkzM204nM8+s2MbN7b3tHevvRO3bNinj+W17pi9990XLg9Fomplj59+svFfX3jB0mWLFsCqVXbM0UebPXHz4r177boNGphuXnyxpeFVq+ybtW5t38uNoJ2SYt9w714LqJWebjZozx7grLPsvBkz7Phzz7XAWNu323B+w4fbc4ZCFiU+3sA+deuarLt2WTpo1crSd0qKPVujRuEpLc3SRlqa5XXZ2RbMbNw4G11ix45wgEG3XN6hg5W/+vc3e920qb3/v/zFyvOR4yMfdJClb/edNmhgdslbNikoMH3729+KRv6vUcPKGrNm2T1OPtnSxpdf2jvzjlXeqZPZyPPPt/W5c02Wjz+2IHOA2c69e+2dtGhh+f78+WbTe/Y0XVmzxvK2tm0tWrhrty+4wJ4/O9vyulq1LA22aGFlJFW7Xm6u3feHH+y9d+pk0cdDIbMtnTvbaB7estONNxaNCB6N4nQyHkf0AgADVfU6Z/0KACeq6i2eYxY6x2xw1lc5x8SMC1mSUq9YYQnqn/+0hLl5sxV03YL9lCn28h95JHrkt2SzYYMp5HHH2Yf96itT/g0b7KM2bWqJp149k/3ww4EHHvBPXlUL3b9okSlxQYEp9urVlpnk5gJvvRU2cMlk4UKLplurlmUm3boB//qXKeC6dVYonDAh+d999Wr7dtnZ9k2XLbMMs3lzU9IePWx51qxwZr53r021alkmv2+fVa6sXRs2UJmZVuju18/S/RtvlPxsfjiiXbsWHU8zGu3bmw706GF6ev319vyuIfETVXM2X3vNHGZ3aAeXunWBJ580h+eqq6yQOnNmyRlsedmwIWxYN282Y7V6tRnxnJxwQR6w93jKKWbYr7nGCtGnnGJG2C3YRUPVnqew0CJ11qoVn2yqZtTfessKGldfbbr31FPmDLvUrWvp94wzLNr2xo02TrI7VFKtWmawolFQYE5gvXr2LtautYLDKaeYw19QYBG7J06MHqG1WTN7R4mKQvzss1aoKg4/Cr5PPmmVhc2bW14TCtmQQ40bW2GwsNC+2UcfxX73iWbmTCsYTZ8OvPhi6c6tWdPG3O3bNyGi7Wf1akvTmzdbHj1tmg1n07Wr5V0LFsQ+96mnzMFONFu2mN34739tuBdVk3XTJtOXSM491yopEuUgu2RnW366bJndb8OG2MdGVtCXlWOOKTrqQPR7JV8ft20zp6VpU3PuvJXoDRqYjl52maXnAQPs3Y0da/t79LAyYXkq11essGGZCgosL65Rw4bradTIKqPcoQCnTbOy35Qplk+LmFOVkmLPsHdv9JEMGjUyW9ixo+XVs2ZZ3nvVVTY1bWrHuRW0XnJzzbGqUcPey4wZVv7JyzN7lJZm+UTHjiZ7zZqWh73/vuUhmzfbsVu3WnnJrdjw2kbAyo0XXWQOplsh0Lat2c2MDLNHl1xSvJ2cPt0qofr3Nzk/+sje6QknmD6dd55VwkZj505ruHjkEUsLGRl2jUsvtfL/k0/atc48MzwM4vHH23V79iw61rqXxYutwWvpUqsYyMiwMmhurkXEXrDAvn92djjfWrbMzn3zTRuR4MMP7V00aGD3Liy0b755c9GyUGqq2ZDeve2bbNli5ToRszUrVlg5PBSy91VYaPoY6524BMYRFZFhAIYBwEEHHXT82mg5qIfiClaEVGcqwtCWVh9dB7tOHdPLggJbTkkxx6Fly6I15kEmFArXRqraszRvbhULLtEMajLIzbUC3cEHm8FYu9YMf4sW0Yeq8Iv8fDOIu3ZZISfecSgTgap9T29LimtoVa3A4rbkN2hgxjwUsoJYvXr23Rs0sGPcWmG39rhtW0vbxVFRBd/S6GRmpumhN826PTncAlvnzsGoqAWskOuO+e0WOxo0MJlzcoq2hu3bZ/rYubN/8rqsX2+FXrf1zu3RlJJiOuo32dnhShgRy5NbtUq+HG5FSMOG4R4Fu3aZ7qWlWTotLAzrac2a4RZmVaus8k41a4btzI4dYccuNzc8DFYs/NBHwJ6/TRuT1W2AaNgwODroJT/f5G3Z8sC82231z8uzfCQ1NVi2x2XfPnP+du0yGYOgj0EhL8++Yzx2OScn3COlLGk1nrJSeR1RX7rmEkJi40eLKCEkOn60wBBCokN9JCRYlNcRrQVgOYD+ANIBzAJwqaou8hxzM4AjVXW4iAwB8CdVvaiE624FUHz1EtAcQFCGfacssQmSPNVFlo6qWmHtj5VQH4FgyUNZolNdZKlQfQQqpU5SlugESRYgWPIkShbqY7BkAYIlD2WJji82skRHFABEZBCAJ2ARdF9W1QdFZCwsCtInIpIKYCKAYwHsADBEVX8vr9QiMruia7XKCmWJTZDkoSyJI2jPEyR5KEt0KEtiCdIzUZboBEkWIFjyBEmWiiBIzxMkWYBgyUNZouOXLHGFrFDVyQAmR2wb41neB+DCihWNEEIIIYQQQkhVhKGACCGEEEIIIYQklaA7ov/ntwAeKEtsgiQPZUkcQXueIMlDWaJDWRJLkJ6JskQnSLIAwZInSLJUBEF6niDJAgRLHsoSHV9kiesfUUIIIYQQQgghpKIIeosoIYQQQgghhJAqRiAcUREZKCLLRGSliNwTZX8dEXnH2f+LiHRKkBwdRORrEVksIotE5LYox/QTkd0iMs+ZxkS7VgXJs0ZEFjj3OWAAKzGedN7LbyJyXILk6OZ53nkiskdEbo84JqHvRUReFpEMEVno2dZURKaLyApn3iTGuVc5x6wQkasSJMujIrLU+Q4fiUjjGOcW+02DAPWxWJmok6A+JhvqZEx5qI/h61MnkwT1MaY8gdBH5160kcXLEhx9VFVfJ9iQMKsAdAaQAmA+gMMjjrkJwHPO8hAA7yRIljYAjnOWG8LGT42UpR+AT5P0btYAaF7M/kEApgAQACcB+CVJ32szbEygpL0XAKcCOA7AQs+2RwDc4yzfA2B8lPOaAvjdmTdxlpskQJazANRylsdHkyWeb+r3RH0sUSbqpFIfkzlRJ4uVh/oYvj51MjlpjvoYW57A6aPnm9FGBlQfg9Ai2gvASlX9XVXzALwN4PyIY84HMMFZfh9AfxGRihZEVTep6lxnORPAEgDtKvo+Fcj5AF5TYwaAxiLSJsH37A9glaqWNLBzhaKq38HGqPXiTRcTAPy/KKcOADBdVXeo6k4A0wEMrGhZVHWaqhY4qzMAtC/PPXyE+lg+qoVOUh+TCnWy7FQLfQSok0mE+lh2/NBHgDYy0PoYBEe0HYD1nvUNOFCR9h/jvLjdAJolUiinK8WxAH6Jsru3iMwXkSki0iOBYiiAaSIyR0SGRdkfz7uraIYAeCvGvmS9F5dWqrrJWd4MoFWUY/x4R9fAav2iUdI39RvqY/FQJ2NDfUwM1MnYUB+LhzpZ8VAfYxNEfQSCo5PUxyjUSsRFKzsi0gDABwBuV9U9Ebvnwpr3s0RkEICPARyaIFH6qGq6iLQEMF1Eljo1G74gIikAzgMwKsruZL6XA1BVFRHfQ0CLyN8AFAB4I8YhgfqmlYEA6SMQsO8XVJ2kPlZtAqSTgfp+QdVHgDpZlaE+xiaoOkl9DBOEFtF0AB086+2dbVGPEZFaANIAbE+EMCJSG6bQb6jqh5H7VXWPqmY5y5MB1BaR5omQRVXTnXkGgI9gXUK8xPPuKpKzAcxV1S2RO5L5Xjxscbt1OPOMKMck7R2JyFAAgwFcpqpRM5g4vqnfUB+LgTpZLNTHxECdjAH1sUSokxUP9TEGAdRHIFg6SX2MQhAc0VkADhWRg52aiyEAPok45hMAbuSoCwB8FeullQenD/9LAJao6uMxjmnt9vUXkV6wd1jhGYyI1BeRhu4y7MfihRGHfQLgSjFOArDb0+yfCC5BjO4NyXovEXjTxVUA/hflmKkAzhKRJmIRys5ytlUoIjIQwF0AzlPVnBjHxPNN/Yb6GFse6mTxUB8TA3Uy+n2ojyVDnax4qI/R7xNEfQSCpZPUx2hoEiJWlTTBImkth0Ui+5uzbazzggAgFcB7AFYCmAmgc4Lk6APrD/0bgHnONAjAcADDnWNuAbAIFiltBoCTEyRLZ+ce8537ue/FK4sAeNp5bwsA9EzgN6oPU9A0z7akvRdYRrIJQD6sz/y1sH8uvgSwAsAXAJo6x/YE8KLn3GuctLMSwNUJkmUlrF+/m27ciHltAUwu7psGbaI+xpSHOhm+D/UxiRN1Mqos1Mei96dOJmmiPkaVJVD66NyPNjK2LIHRR3FuRgghhBBCCCGEJIUgdM0lhBBCCCGEEFKNoCNKCCGEEEIIISSp0BElhBBCCCGEEJJU6IgSQgghhBBCCEkqdEQJIYQQQgghhCQVOqKEEEIIIYSQQCAizURknjNtFpF0ZzlLRJ7xWz5ScXD4FkIIIYQQQkjgEJH7AWSp6mN+y0IqHraIEkIIIYQQQgKNiPQTkU+d5ftFZIKIfC8ia0XkTyLyiIgsEJHPRaS2c9zxIvKtiMwRkaki0sbfpyBe6IgSQgghhBBCKhuHADgDwHkAXgfwtaoeCWAvgHMcZ/S/AC5Q1eMBvAzgQb+EJQdSy28BCCGEEEIIIaSUTFHVfBFZAKAmgM+d7QsAdALQDcARAKaLCJxjNvkgJ4kBHVFCCCGEEEJIZSMXAFQ1JCL5Gg58E4L5OAJgkar29ktAUjzsmksIIYQQQgipaiwD0EJEegOAiNQWkR4+y0Q80BElhBBCCCGEVClUNQ/ABQDGi8h8APMAnOyvVMQLh28hhBBCCCGEEJJU2CJKCCGEEEIIISSp0BElhBBCCCGEEJJU6IgSQgghhBBCCEkqdEQJIYQQQgghhCQVOqKEEEIIIYQQQpIKHVFCCCGEEEIIIUmFjighhBBCCCGEkKRCR5QQQgghhBBCSFL5/7GQMhRHiZB6AAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["c.apply_end_frame_cutter(n_end_frames=30)\n","c.plot()"]},{"cell_type":"markdown","metadata":{"id":"bJA1Ij_wwsWs"},"source":["Step 6 is the amplitude normalization. First we calculate *max_amplitude*, the maximum amplitude of each channel across trials, from the data."]},{"cell_type":"code","execution_count":16,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Vkqe91TiwsWs","executionInfo":{"status":"ok","timestamp":1648750496890,"user_tz":-480,"elapsed":16,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"7a686b1c-5e3c-4f58-ee8b-26ff0290c4ed"},"outputs":[{"output_type":"stream","name":"stdout","text":["max_amplitude: [0.08272218 0.20556472 0.11531935 0.13300577]\n"]}],"source":["max_amplitude = c.find_max_amplitude_of_each_channel_across_trials()\n","print('max_amplitude:', max_amplitude)"]},{"cell_type":"markdown","metadata":{"id":"yMDhCnGzwsWt"},"source":["Then we use these values as the MVC (maximum voluntary contraction) for amplitude normalization."]},{"cell_type":"code","execution_count":17,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"3i_aSCSnwsWt","executionInfo":{"status":"ok","timestamp":1648750498508,"user_tz":-480,"elapsed":1629,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"321f2269-1503-40b3-c25d-67728413cb39"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["c.apply_amplitude_normalizer(max_amplitude)\n","c.plot()"]},{"cell_type":"markdown","metadata":{"id":"gdiCyXbhwsWu"},"source":["Step 7 is the segmentation.\n","For demonstration purpose, assume the segments of interest are in the time range (2.9, 12) for the sitting trial, in the time range (5.6, 14.5) for the standing trial, and in the whole range for the gaiting trial."]},{"cell_type":"code","execution_count":18,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":374},"id":"-7YdQY8uwsWu","executionInfo":{"status":"ok","timestamp":1648750499324,"user_tz":-480,"elapsed":838,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"f4e0e372-e4a8-4965-f6c1-71e65295a802"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["all_beg_ts = [2.9, 5.6, 0]\n","all_end_ts = [12, 14.5, 999]\n","c.apply_segmenter(all_beg_ts, all_end_ts)\n","c.plot()"]},{"cell_type":"markdown","metadata":{"id":"oKm7xxO7wsWv"},"source":["We have completed the processing steps.\n","The processed signal data can be accessed via *c.all_data* while the timestamp (initially derived from *sample_rate*) can be accessed via *c.all_timestamp* whenever needed."]},{"cell_type":"code","execution_count":19,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"g5Ss9AOTwsWv","executionInfo":{"status":"ok","timestamp":1648750499325,"user_tz":-480,"elapsed":31,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"fdb830d3-ecf9-4f12-901c-6afd4657fa90"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["[array([[0.0920687 , 0.07740053, 0.03412713, 0.03382395],\n"," [0.09163069, 0.07772384, 0.03371283, 0.03392962],\n"," [0.09118 , 0.07803646, 0.03330972, 0.03402932],\n"," ...,\n"," [0.02820274, 0.00735341, 0.01221804, 0.01764664],\n"," [0.02831608, 0.0073656 , 0.01220219, 0.01761076],\n"," [0.02843199, 0.00737811, 0.01218871, 0.01757233]]),\n"," array([[0.07723283, 0.05704184, 0.02298162, 0.01810079],\n"," [0.07700917, 0.05733228, 0.02309847, 0.0180855 ],\n"," [0.07679376, 0.05763172, 0.02321987, 0.01807356],\n"," ...,\n"," [0.05755993, 0.00988673, 0.02684806, 0.01269028],\n"," [0.05715868, 0.00993258, 0.0269777 , 0.01266372],\n"," [0.05676127, 0.00998159, 0.0271074 , 0.01263688]]),\n"," array([[0.01953295, 0.01334102, 0.00961191, 0.06336577],\n"," [0.02025041, 0.01389486, 0.00986346, 0.06437713],\n"," [0.02094466, 0.01444859, 0.01010689, 0.06536599],\n"," ...,\n"," [0.02983576, 0.01265461, 0.02532435, 0.13096556],\n"," [0.02970596, 0.01262609, 0.02527315, 0.13151363],\n"," [0.02957739, 0.0125976 , 0.02522924, 0.13206459]])]"]},"metadata":{},"execution_count":19}],"source":["c.all_data"]},{"cell_type":"code","execution_count":20,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ubmjwNPCwsWx","executionInfo":{"status":"ok","timestamp":1648750499327,"user_tz":-480,"elapsed":19,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"e04ec6ae-aaa7-43bb-cf8d-623d50dbfec7"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["[array([ 2.9 , 2.901, 2.902, ..., 11.998, 11.999, 12. ]),\n"," array([ 5.6 , 5.601, 5.602, ..., 14.498, 14.499, 14.5 ]),\n"," array([0.03 , 0.031, 0.032, ..., 6.53 , 6.531, 6.532])]"]},"metadata":{},"execution_count":20}],"source":["c.all_timestamp"]},{"cell_type":"markdown","metadata":{"id":"Ug6x9LJOwsWy"},"source":["The processed data can also be exported to csv files. Note that besides signal data, timestamp is also included in the first column of each csv file."]},{"cell_type":"code","execution_count":21,"metadata":{"id":"sTf5CoBSwsW2","executionInfo":{"status":"ok","timestamp":1648750499783,"user_tz":-480,"elapsed":465,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}}},"outputs":[],"source":["all_csv_path = ['ex2_sit.csv', 'ex2_stand.csv', 'ex2_gait.csv']\n","c.export_csv(all_csv_path)"]},{"cell_type":"markdown","metadata":{"id":"dYqbzRpfwsW5"},"source":["Besides, the indexing operator [ ] can be used to extract the information of a single trial."]},{"cell_type":"code","execution_count":22,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hPYlVUfUwsW6","executionInfo":{"status":"ok","timestamp":1648750499787,"user_tz":-480,"elapsed":24,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"2961b4e2-15c7-438f-84e3-df8e97eab063"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":22}],"source":["isinstance(c[0], pep.wrappers.EMGMeasurement)"]},{"cell_type":"code","execution_count":23,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":136},"id":"gmxnUBg9wsW8","executionInfo":{"status":"ok","timestamp":1648750500311,"user_tz":-480,"elapsed":541,"user":{"displayName":"Tsung-Lin Wu","userId":"08812001621921766841"}},"outputId":"6c808437-5d2c-42bd-98e6-aff142e86359"},"outputs":[{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}],"source":["c[1].plot()"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.6.6"},"colab":{"name":"ex2_EMGMeasurementCollection.ipynb","provenance":[],"collapsed_sections":[]}},"nbformat":4,"nbformat_minor":0}