{ "cells": [ { "cell_type": "markdown", "source": [ "# Demo 6 (PS): Simulating Pose Segmentation Data\n", "\n", "*Written and last updated September 10, 2025 by Sedona Ewbank, snewbank@stanford.edu*\n", "\n", "The purpose of this demo is to demonstrate how to use the simulation functions of MARIPoSA, specifically for generating three different kinds of output data:\n", "1. Time-series categorical pose segmentation data (generated by measuring and applying transition frequency)\n", "2. Pose module usage data without labels\n", "3. Pose module usage data with labels from a regression model" ], "metadata": { "collapsed": false }, "id": "9ca34b9d15acf557" }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "" }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "import sys\n", "import numpy as np\n", "import pandas as pd\n", "import importlib\n", "import matplotlib.pyplot as plt\n", "\n", "#This block only important for running as script\n", "#script_dir = os.path.dirname(os.path.abspath(__file__))\n", "mariposa_dir = \"/Users/snewbank/PycharmProjects/MARIPoSA\"\n", "utils_dir = os.path.join(mariposa_dir, 'utils')\n", "sys.path.append(utils_dir)\n", "sys.path.append(mariposa_dir)\n", "\n", "#import utils\n", "from utils import metadata, analyze, plot, simulate\n", "\n", "importlib.reload(metadata)\n", "importlib.reload(analyze)\n", "importlib.reload(plot)\n", "importlib.reload(simulate)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-09-10T01:17:38.790986Z", "start_time": "2025-09-10T01:17:38.752899Z" } }, "id": "2c0ebf65b6e20280", "execution_count": 30 }, { "cell_type": "code", "outputs": [], "source": [ "demo_dir=\"/Users/snewbank/Behavior/MARIPoSA_demo_data/\"\n", "config=metadata.load_project(demo_dir+\"250719_test/config_PS.yaml\")\n", "save=True\n", "save_path = demo_dir+\"demo_figures/\"\n", "if not os.path.exists(save_path):\n", " os.makedirs(save_path)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-09-10T01:17:39.105029Z", "start_time": "2025-09-10T01:17:39.050163Z" } }, "id": "1cf6b55354a012d0", "execution_count": 31 }, { "cell_type": "markdown", "source": [ "## 6.1: Simulating time-series categorical pose segmentation data\n", "\n", "The most granular form of simulation in MARIPoSA is to simulate time-series categorical pose segmentation data to generate new data emulating existing data. This is acheived in simulate.generate_sequence(), which outputs a pose module labels dataframe in the same format as analyze.get_module_labels (with pose module usage and transition probabilities based on the input labels_df). The simulated labels dataframe output will have the same group structure as the input data (if there are subgroups, it will have subgroups)." ], "metadata": { "collapsed": false }, "id": "6491e9f3349e49bc" }, { "cell_type": "code", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Analyzing input labels dataframe\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/snewbank/PycharmProjects/MARIPoSA/utils/simulate.py:218: RuntimeWarning: invalid value encountered in divide\n", " transition_mat = transition_mat / row_sums[:, np.newaxis]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Generating data for subject 1 of 20\n", "Generating data for subject 2 of 20\n", "Generating data for subject 3 of 20\n", "Generating data for subject 4 of 20\n", "Generating data for subject 5 of 20\n", "Generating data for subject 6 of 20\n", "Generating data for subject 7 of 20\n", "Generating data for subject 8 of 20\n", "Generating data for subject 9 of 20\n", "Generating data for subject 10 of 20\n", "Generating data for subject 11 of 20\n", "Generating data for subject 12 of 20\n", "Generating data for subject 13 of 20\n", "Generating data for subject 14 of 20\n", "Generating data for subject 15 of 20\n", "Generating data for subject 16 of 20\n", "Generating data for subject 17 of 20\n", "Generating data for subject 18 of 20\n", "Generating data for subject 19 of 20\n", "Generating data for subject 20 of 20\n" ] } ], "source": [ "labels_df = analyze.get_module_labels(config,0,1200,subgroups=[\"sal\"])\n", "sim_labels_df = simulate.generate_sequence(config,labels_df,1200*int(config[\"fps\"]),n_subjs=20,verbose=True)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-09-10T01:17:53.252983Z", "start_time": "2025-09-10T01:17:39.722612Z" } }, "id": "c8ee9c31642632b8", "execution_count": 32 }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "Text(0.5, 1.0, 'Simulated data')" }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
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lICAAo0aN0tmhvhp37s6cOROenp5IS0uDr68vevfuDWNjY3h4eAh6vaWlJYqKihTWVTy3trbWNBwlS5Yswbx58+TP8/PzOfkzxkTl5uaGqKgoqcOoMo0Tv5+fHzp27AgHBwesXLkSYWFhyMvLw4IFCwS9vkOHDsjJyUFWVhYcHBwAABcvXoSjoyNkMpmm4SgxNTWVX0XMGGNMmcZNPQDQtWtXmJqawtjYGB07dsTQoUNha2sr6LUuLi7o2bMn5s6di4KCAty4cQOffvoppkyZUpVQGFMgZqebrnfgMaaOxol/79698o7Z0NBQ+Pj4wMPDAxs2bBC8jejoaJSWlqJFixZwd3eHt7c3AgMDAQBWVlY6/ROKSUvMTjdd78DjExdTizT0xhtv0Pr166msrIwaNWpE+/bto+TkZGrZsqWmm6oVeXl5BIDy8vKkDoXVgqSkJPL19aWkpCSt2pYUfH19ycjIiHx9faUOhdUCTXKdxlM22NnZITs7G+fOncNbb72Fx48fw8jICNbW1igoKKiZs1M18JQNTF9t3rwZQUFBCAkJwbvvvit1OKyG1ei0zBYWFnjw4AH27t2Lnj17wsjICCkpKWjYsGGVA2aMiS8+Ph4ZGRmIj4+XOhSmZao0qqdLly54/PgxYmJicObMGXh7ewse1cO0G998pO7gaaWZOlWanTMhIQHm5uZwd3fH3bt3cfr0afj4+NREfNXGTT2aGTduHHbs2IFRo0ZxJztjOqRGZuds0aIFDAwMFNaZmZmhefPm8PPzq1qkTOtwLZGxuk9w4l+2bJnSutLSUly7dg2zZs1CaWkpxo4dK2ZsTAK6fkUiY+zVRLkRS1xcHAIDA5GUlCRGTKLiph7NcBs/Y6qFRiVW+v8fj+teS5GoVqM3YlGlT58+GD16tBibYhL7+OOPceDAAeTk5CAuLk7qcBhjNaBKUza8zNjYWKn9nzEmLb5yt+ZkpF/CztXByEi/JHUoVSJKjf/QoUOC58tn2i00NBQNGzbkzt06oGLKCQDcbyOyE3HbkZp4CAAwcuYnEkejOcGJf/PmzUrrSktLcevWLaxZswZffPGFqIExaXDnrm57sR3apm0/uL6RDZu2/eTrpW6Hrit6eI9ReNQ1ghN/cHCw0jozMzM0bdoUq1atwoQJE0QNjLEXcaezIiHHo4lzO52sjWpKis+Grh9bwYn/xo0bNRkHY5XiZgtFfDz+h4+F5kRp42espvGFZYqEHI+M9Es4EbcdPbzHoIlzu9oKrdbxZ0NznPiZTuC+B0VCjsfB6PW4lnIKRYX5mLhIN+8pIAR/NjQnynBOfcBD43QD/53+50lRAQD6+1E9Pmb6hxO/QLp+NyYxaXOi4L/TiwxeelSNj5m0pPg+cVOPQNyO+D/a3JmmD38noaNYzCysABj8/aiePhwzbSbF94kTv0Dcjvg/2pwo9OHvJDRR9BsxDRZWNjo71lxfSPF94sTPNKYPyVWbCU0UQsea8/xM0pLi+8Rt/CLS5rZvfaEPf4OKRMEXsrGq4hq/iMLCwvDzzz/j+PHjiI6O5i+mBLS5/0Fb8fxM+odr/AIJqUkGBATA0dERd+/e5RESIhNakw8ICMCoUaM4iWmAf0HoH67xCyS0Jtm2bVu0bduWE4/IKjv+L05MlpF+Cak3s/H9/guIu1IKQLOJybT9Zhs1QR/mQZLiPWrzceUav0BCapJhYWE4ePAgLl++XIuR6QehNfmD0euRcuI3HIxeX0uR6b6PP/4Y27Ztw8cffyx1KDVG6LUKn3zyCSwtLfHJJ9WfgK3iuA4ePFjr+pw48Qsk5OcwN/UoErOjVXhzBL30WDdpaye2tsYltOKwcuVKFBUVYeXKlZWWE3ojFiLCvXv3tC4fcOIXkZubG6KjozF69Ghu6oHwWpaQZCE0ofQbMR2deryNfiOmVylmXSHm1bahoaEYO3YsQkNDtSouKSxatAgWFhZYtGhRpeUqbsRyIm672jKhoaHw8vKCl5eX1uUDbuMXmS6Oca+sXbs6bdpeXl44fvw4vLy8Ki0npP+ER+soEnpshRDzM6utF/cJ/fwEBwervPfIy4TciMXNzU1rr4vgxM9qzNatW3H79m1s3boV7777rtpyQpKY0EQn5JZ4YnS61dTJUqj4+HhkZGQgPj6+0mOrTk11YmtrxUfoCUnoZ0PIxXHcuatHtLWNU5u9mMSqUwZ4XgPr0L1vpTUxXW2OCI1KlC/Pb6vYR+G2ikw9oX1EYn42tPlzxjV+kel6k4SYN+/w9fXF5cuX4evrW2k5IbUxMacp0NbmCE3o+q3/xFTdmrXY9ymueN0T65awqm+HJ9Ytte6ex1zjF0FdqokJ6bQSSmgtXUhtTMyLjLT5giWhvxiFjirRB9o6HPXahVPIf/QQ1y6ckjoUJVzjF5mu18RadXTH7T9T0Kqje7W3JaRdvrLamj5eTCX0F6OQvgymOTGPaw/vMSgqzENRYT4y0i9p1e0vucbPFIhZSxFS49fmdlApCB1vLqQvQwpS9HEJHY4qJDYxj2sT53awsJIhPTVJlF/QYuIaP1MgZJhaZTRtL60L7e1S0NZfllL0cQkdSSQkNqHHVWhfWHW/TzWFEz9TIGZCEXNbYnY6azNdHxxQWyfyqjQDCont3LF9OByzAX2Gv4cuvQaoLSe0SUhbT9Cc+JmkuE1bka7/AtLWcfyAsNgOx2xAbvZ9HI7ZUGni19aavFDcxq/F9OGaACnatLX5uAoZcaTNI3q0+dgK0Wf4e6hv9xr6DH+v0nIVNXld/fXJNX4tpus/+4WQooao68dVm3/96Pqx7dJrQKU1/bqCE78EhF5wIubPfikuH6+sXV7TKQ/ETHZiN6fUdv+DNjczSNFUJebnTF9w4peA0Jtbi1kbluKG2mKPiX7xsTrE/pUh5vsUcoLW1g5DQJpfcNr6C0ibByRw4pdAXl4eiAh5eXlSh1KjxEzW2pzsqnvR24u10p2rg5GaeAipN7Pl71eXaqZS/LJs+FpT1DM2RsPXmtbK/oTS1hMSwIm/UpoOGRN6hpfJZDAwMIBMJqt0+5s3b0ZQUBBCQkKqNAPji8S8obbQuIQk64z0S3/fLYvQb8R0rasZCZFy8gBys7OQcvJAtduHjU3NQCAYm5qJFF3Nk/rElXRoD0qePkHSoT3o4zO1RvelCaEVHzG/50LxqB4RCZ3nRuiVhkFBQbh16xaCgoLEDLPaFi9ejFu3bmHx4sXV3taJuO24lnIK11JO19rVjWKPPHlS9BcA+vuxelJOHACVlyPlxIHqByYBKa4otrV/XeFRWwgd+SPm90korvGLSOxOt5CQEHlNoLqq28b/Yq2unmVDAPdQz7JhtWcdfD6fST4AqvFkURGr0Fqp0F9wZhZWAAz+fqyengPH4ff/RKHnwHHV3pYUpGiSG/juPPnfSVfU1PdJKE78IhL6oRc65M3V1RX/93//B1dXV7VlpGhTHSTiF62JcztMXFS78/QIbZMX2kbbb8Q0WFjZiHI8+vhMrfXmCjE7IaXo0BR7moXaJub3SShO/AKJ+aEROuRNzFsSitnGr80drUKcPrQbudn3cfrQblGuzpTieIj5eRSzE1JbOzQz0i/hp68XojA3B0WF+bVe2aiMFJ8fTvwCVfcD/XJHcbsBsxF3pRRxVxR/2ok5yZnQfeqb3Ox7Co/qaHNNUswEK+ZU3GJuS0wn4rajMDfn72ckaSzagDt3BWrV0R02Dey17gMt9KYi2nyZv5iEvM/+o2eivt1r6D96pij7FPPmNUKJ2Ykq5lTc2nrzkR7eY9CqU3e06uSOfiOmSx2O5LjGL1DKyd/+HrL3W61d0q0PP8HFJuR9inlZfkb6JRQV5sO5g1utttGK2Twg5qAEMbclZv+VFH1J2oxr/AI9KSrA8yF7BbW2TzF/ZYhZQxT660GKXxm1PZzwRNx2pKcmwcJKVmkzjzZPXibmhGNibktbb6koNim+J5z4BTKzsMbzIXvWassI/QOeO7YPq+YOw7lj+yotJ8XPZiHvQWjThhRNILU9a6LQE42+JDFtpq3NnVJ8TzjxC9RvxDR06vE2+o2YpraM0D/gi3N+V0ZIUhFakxQzWQv9JaKttwcUk9ATjb5M0yEmX19fNGvWDL6+vqJsT4oEK4QU/Yec+AUS8gUXmujEnPNb6D1rhcYmpJzQXyK6Pme5mDVEodN0aGutVApC7tmsCW2tiEjxy547d0UktMNNjM7FiqGa956Yw6CeEe49Ma/0qj+hsQkpp61D9sR2MHo9rqWcEmXct6+vLy5fvvzK2qu2dsJLcaGgl5cXjh8/Di8vL1G2p63Xn0jxfZIk8T948ADTpk1DQkICjIyMMH78eHz11VcwMlIOZ9++ffjwww+Rnp6OZs2a4csvv8SgQYMkiFo7JR6IRsnTJ0g8EF1rV3y+WEOp2zetoJceNaMwedm6KNy5cxer1kXhdr3WAFSfoLV1rv3amta7KsdM10nxfZIk8Y8ePRpNmjRBZmYm7t+/j8GDByMsLAwLFy5UKHf16lUMHz4c27Ztw6BBg7Br1y6MGjUKV69eRZMmTWo1Zm293Lu8rFThsTZoa3ISSujfst+I6bCwktXqMEdtrZVK0UehzZ8zMfOBFO+z1tv4r127hoSEBKxcuRIWFhZwdnZGYGAgwsPDlcpu2rQJvXr1wtChQ2FkZIRRo0bBw8MD69evr+2wtbZjqFGTFgqP1SG0fVmKtnsx276F/i21dZhjbQqNSkRoVCLuZj8fxnw3u0C+ThUx/07afMzEzAdSvM9ar/GnpaWhQYMGaNy4sXydq6srbt++jdzcXNSvX1+hbMeOHRVe7+rqij/++EPt9p8+fYqnT5/Kn1fUUPLz8zWO9cVpdt08h6CstBRunkPk6yu2Wdl0vKrK3Lt5BacOxsC933C87tSmWuXeHjVDXqayuIRs69ivP+FiUgLKSksxdOpSwe+xOuWEHgsxYxP6txQa26v2BwBH927CyfgdeNNrFN56Z2K14q9qmeqUK8x9JH+s7JhV9nd60VtvvYU//vgDnTt3xtGjR+XrdeWYiZkPKiuniYrXEAlomqRatmXLFmratKnCumvXrhEAunPnjsL6vn37UmBgoMK6jz/+mPr27at2+8HBwYTnjbK88MILL3q3vJxHVan1Gr+lpSWKiooU1lU8t7a2FlT25XIvWrJkCebNmyd/Xl5ejkePHqFhw4YwMDCoctz5+flo2rQp7ty5AxsbmyqXEbucru9T1+PXl33qevxS7FPs+F+FiFBQUKDQmqJOrSf+Dh06ICcnB1lZWXBwcAAAXLx4EY6OjkpjnDt06ICzZ88qrLt48WKlw8lMTU1hamqqsO7F5qPqsrGxeeUfR0gZscvp+j51PX592aeuxy/FPsWOvzKvuk6kQq137rq4uKBnz56YO3cuCgoKcOPGDXz66aeYMmWKUtkJEyYgISEBO3bsQGlpKXbs2IGEhARMmDChtsNmjLE6Q5Ird6Ojo1FaWooWLVrA3d0d3t7eCAwMBABYWVnJbyjStm1b7NmzB59//jlsbW0REhKCmJgYtG7dWoqwGWOsTpBkHL+DgwN27typ8v8KCwsVnnt5eYl25V51mJqaIjg4WKkZSdMyYpfT9X3qevz6sk9dj1+KfYodv5gMiISM/WGMMVZX8CRtjDGmZzjxM8aYnuHEX4mCggJs3LgRn3/+OSIjI1FcXFzlbV26dAnffvstsrOzAQC7du1SWa6kpARpaWkoKCjAmjVrkJ6eXul2d+/erfb/UlNT8fTpU2zYsAFr1qxRO8/KpUuXUFxcjA0bNmD9+vXIzc1VWW7DhsrvHwAAf/zxBx49eoSoqCiEh4fj8ePHKsv99ddfWLduHZYvX47NmzejpKTkldtmjImDE38l5syZg7Zt22LUqFFwcXHBtGmqb8IyY8YM+Pn5wc/PD5MnT4afn59SmaCgIHh6emLp0qXIyMjAnj17VG7r/fffx/79+zFo0CC4u7vLRzu96M0338TYsWMxefJkLF26VOX+AGDFihVYuHAhnJyc4ObmhgULFqgs9+2332LBggVwcXFBt27d8OGHH6os9/3338Pf3x8HDhxQ+f8V+xw5ciTs7e3Ro0cPzJ8/X2W5JUuWoFu3bnj69CmaNGmC6dNV3wCbiHDo0CFs3boVhw8fVrtfIR48eIBffvlFPqXHi1MFvKywsBClpaXYv3+/2pNXhcq2k5WVBQA4ePAg9u/fj7KyMpXlHj58KC934MABlSfCyo77i+7du4eSkhKcOHECv/76K0pLVU/gV15ejgMHDmDbtm1q34M+HH8hxx4Q9/gLOfY1iRN/JcrLy+Hu7o5WrVrhzTffhImJicpyo0ePRvv27REZGYkffvgBkZGRSmVMTEzQqVMnfPfddwgJCZHX/F9WXFyMefPm4cMPP0TXrl1hZmamVCY2NhZOTk6YMWMGPD09Ve4PeP6hLywshKenJ7p27Yry8nK179PBwQGtW7eGs7Oz2l8GLi4u+Pe//4379+9j6tSpmDpVeRpomUwGIkK/fv3QuXNnPHnyROW2srOz0aVLF1y/fh19+/ZVmxD9/f1x7949NGrUCBkZGWpPvt27d8eAAQMqPfnOmjULwPMTdV5eHjZu3KhyWwEBAViyZAmGDh2K4uJizJkzR6nMoEGDMHnyZEyePBnTp09Xe/JduHAhlixZghs3bqCwsFDltgDgo48+wsKFC3Hnzh389ddfClefV5g/fz7mzZuHK1euqNxGhblz52Lw4MFITU3Fs2fPMHPmTJXlli5disLCQiQlJeHq1av44IMPlMr4+/sjMzOz0uP/6aefIiQkRGFRRVuPv5BjD4h7/IUc+xolaIIdPXX+/HmaMmUK+fn50axZs+jMmTNqy6anp1e6raNHj9J//vMfIiJ69OgR+fn5qSx34MABOnDgABERHT9+nLZv3652m5s2baIJEyao/f9ff/2VgoKC6OzZs7RhwwaKjY1VWe7y5cu0cOFC8vb2pnfffZeSk5NVllu1apXafVU4c+YMrV27lpKTk2ns2LG0e/duleW2b99O7777Lh0/fpx2795Nhw8fVllu6tSpCs+nT5+ustzjx48pJCSk0tgmTpxIRETZ2dk0ffp0GjFiRKX7/OGHH4iIyN/fX6lMxTG7efOmyv+vMHToUJo5c6b8+axZs1SW8/f3p8WLF1NRURGVlZWp/LuOHz+eHj16RCEhIeTn50cBAQEqtzV79mwaPHiw/PnkyZNVlqs4HhWPLx9rVetUHf+oqCgKCQmhmzdvypfK9peTk1Pt43/lyhXRjr+QY0/0/PhXfM6qe/wnTZpERJUf+5rEiZ9ptbi4OJowYQL5+fnRe++9R/v27VNZzt/fnyZPnqywvGzHjh3yk9/t27epX79+Kre1adMm+Un6+PHj9M0336gsV1paSl9++SUNHDhQbfzh4eHk5+dHiYmJtHbtWlq3bp3KcseOHaOZM2dS9+7dadiwYSrf59KlSxWeFxYWqtzWvn37aMmSJXT69GkaOXIkrV69WmW5sLAw8vX1pV9++YV27dpFW7duVSoTERFBVlZW8uO/efNmpTJpaWm0YsUKevjwIRERxcTEqNzfJ598QiEhIfTw4UO6desWGRkZqS0XGhpKDx8+pN9//52++uorpTIXL16kL7/8klauXEkDBgxQu89vv/2WDA0N6ejRo7RmzRr67LPPlMr897//JXNzc3J2dqZhw4apfI9ERMOGDaNvvvlG/j63bNmislxERASZmZnR6dOnacSIESorJJ999hlZWFjQzp07KSYmRu0+awo39TCttmfPHtSrVw/l5eUoKSlRe+Hfi81tFcvLDh8+jN27d8PPzw9BQUFwdHRUua2TJ08iOjoafn5+2LBhg8ppwGfMmIH33nsPaWlpsLe3V9vUkJqaivLycqxduxaJiYlITFQ9j31UVBSKi4vRtm1byGQyle/z0aNH8r4kPz8/zJ49W+W2YmNjcf/+faxevRqWlpZISkpSWe7KlSswMTHB7t27ERsbi99++02pzJEjR/D777/D0NAQQUFBKssEBwfDy8vrlf1XFy5cwODBg7F06VLUq1cPY8aovvHIhQsXMGjQICxduhROTk4qj39QUBDefvtt/Pnnn1i3bp3afR47dgxnz57F5s2b8c477+Dy5ctKZf7973/j5MmT6NOnD7777juV7xEA6tWrp9BPp67N/8iRI0hMTMT69esRFhaGq1evKpU5d+4cTpw4gfj4eLi7u6vdZ42p1dMMYxo6cuSIyhqfKq9qbhO6LSHlxNyWNu/T19eXysvLqbi4mKZNm0b/+te/qlRG7HLaui2x91lTOPEzrfeqhF4T2xJSTsxtaes+hfRNCe2/ErOctm5L7H3WFJ6ygTHG9Ay38TPGmJ7hxM8YY3qGEz9jjOkZTvxMMv3794ePj4/K/9uwYQMcHBzkl/enpaXB0NAQQ4YMUSq7bNkyGBgYYOzYsUr/9+zZM9jb2yvcb9nJyQlmZmawsrJSWo4dO6YyHk9PT5iYmCiUrRjGWZ05nKoiISGhWvePNjAwQEJCQpVeu2zZMnh6elZ530w7cOJnkpkzZw727t2L+/fvK/3fmjVr4O/vL785RXh4OCZPnowDBw7gzz//VCpvZ2eHPXv2KE03ERsbi2fPnimVX7t2LQoLC5WWXr16qY234jL7iiU5ORnHjx+Hv7+/pm+dMUlx4meSGTBgAJo3b44ff/xRYX1iYiJSU1PlCTUvLw8//fQTZs2aBR8fH3z99ddK22rfvj3atGmDn3/+WWF9ZGSk2guFqqt58+Z45513cPbsWQDP5zz64osv0LJlS8hkMrzxxhuIj4+Xl4+JiUH79u0hk8nQrl07hIaGyv8vKysL48ePx2uvvYbGjRvD398fBQUFVYorMzMTo0ePRosWLWBhYQFnZ2elC9ri4+PRrl072NnZYeTIkQon37Nnz6J3796wtbWFi4sLwsLCwIP/6hZO/EwyhoaGmDlzJjZu3KiQWNasWYNRo0bh9ddfBwD88MMP6NChA7p27YrZs2dj8+bN8hkVXzRp0iSFk0hGRgaSkpIwbNgw0WMvKyvDuXPnsGvXLvTv3x8AEBISgoiICOzcuRM5OTlYsGABhgwZgqSkJBQXF2P8+PGIiIhAXl4etm7dihUrViApKQnl5eUYMmQIDA0NcfXqVVy4cKHSCeleZerUqTAxMZFP7/3+++/j/fffV7it6b59+xAXF4f09HQ8e/YM48aNA/D8pNGnTx+MGDFCPpvm6tWrsX79+uofNKY9avWqAcZekpubS5aWlnTo0CEiej6BV8U8J0RE5eXl5OLiojBZnbu7Oy1btkz+PDg4mDw8POjBgwdkYmJCV65cISKi0NBQmjVrFh05coRe/Kg3b96czM3NSSaTKSwdO3ZUG6eHhweZmprKy9rY2JCLiwvNnz+fiouLiYioadOmFBERofC6kSNH0vTp06moqIhsbW1p/PjxdPDgQSouLqaysjIiIjp16hQZGRlRQUGB/HVXrlwhAJSdna0Uy8vv52V3796l/Px8KikpofT0dFq/fj0BoFu3bhEREQDas2eP0r4yMjJoxYoV1L17d4XtrVu3jjp06KBwrJlu4xo/k5RMJsOECRPkN3mJjIxEly5d0K1bNwBAXFwcrl69ihkzZsDOzg52dnZISUlBRESE0pTP9vb2GDhwIDZt2gQA+PHHHzFlyhSV+129ejVyc3MVlpSUlEpjXbx4sbxsXl4e/vzzT3z11VfyqbOzsrLg7Oys8JoWLVrg5s2bMDc3x/Hjx1FeXg5fX1/Y2tpi4sSJePz4MW7evImysjI4Ojqifv36qF+/Pt544w2Ympq+8kY8qqSnp+Ptt99Go0aNMHbsWPl87y9Oy92iRQv5v5s1awbg+S+kmzdv4syZM/I46tevjwULFuDu3bsax8G0Fyd+JrnZs2dj9+7dyMnJwfr16xXmTA8PD8e0adOQkpKC8+fP4/z580hLS0NJSQk2b96stK1JkyZhy5YtSEhIgLW1Nbp06VJr78PJyQnXr19XWHf9+nW8/vrryM/PR2ZmJqKiopCVlYWTJ08iOTkZn3/+ORwdHWFubo6cnBz5iSUrKwvnz5/XOP6SkhIMGjQIEyZMQE5ODhITEzF37lylcpmZmfJ/V5xcnJyc4OjoiD59+iicEG/cuIFz585pfkCY1uLEzyTn6uqKnj17Yt68eSgqKsLw4cMBPE+a+/fvx4wZM+Do6ChfWrRogQkTJuDrr79W6nQcMGAAnj17htmzZ6ut7deUqVOn4osvvsDZs2dRVlaGnTt3IjY2FpMmTUJhYSEGDBiArVu3gojQuHFjGBoaws7ODm+88QZcXFwwf/58FBYWori4GAEBAejbt6/au2cBwN27dxWWe/fu4dmzZygqKoKFhQUMDAxw+/ZtLFq0CAAURjcFBwcjMzMTjx8/xvz58+Hj4wN7e3uMGzcOJ0+eRFRUFEpLS3Hv3j0MGjRI7c1JmI6Suq2JMSKiPXv2EAAKDQ2VrwsICKDOnTurLJ+amkoA6JdfflFqd54/fz6ZmZnRo0ePiEi5Tbx58+ZkampKlpaWSsuKFStU7s/Dw4OCg4MrfQ+lpaW0fPlyatWqFVlaWtI//vEPhXniY2NjqVOnTmRlZUX29vb0/vvv09OnT4mI6M6dOzR69GhycHAgmUxGb7/9NqWlpancT8X7eXlxcHAgoufzxDs5OZGVlRU5OzvT8uXLycHBgaKjo4noeRt/UFAQOTo6UsOGDWnixIn0+PFj+fZPnDhBvXr1IltbW7K3t6fJkydTXl4eEXEbf13Bk7Qxxpie4aYexhjTM5z4GWNMz3DiZ4wxPcOJnzHG9AwnfsYY0zOc+BljTM9w4meMMT3DiZ8xxvQMJ37GGNMznPgZY0zPcOJnjDE9w4mfMcb0zP8DSgJpC4HoGcYAAAAASUVORK5CYII=" 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" 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" 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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "real_usage = analyze.get_module_usage(config,labels_df)\n", "plot.plot_module_usage(config,real_usage,cmap=\"Blues_r\")\n", "plt.title(\"Real data\")\n", "real_usage = analyze.get_module_usage(config,labels_df,binsize=60)\n", "plot.module_usage_sandplot(config,real_usage)\n", "plt.title(\"Real data\")\n", "\n", "sim_usage = analyze.get_module_usage(config,sim_labels_df)\n", "plot.plot_module_usage(config,sim_usage,cmap=\"Reds_r\")\n", "plt.title(\"Simulated data\")\n", "sim_usage = analyze.get_module_usage(config,sim_labels_df,binsize=60)\n", "plot.module_usage_sandplot(config,sim_usage)\n", "plt.title(\"Simulated data\")" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-09-10T01:18:06.596118Z", "start_time": "2025-09-10T01:17:53.296050Z" } }, "id": "fd08df90d2939932", "execution_count": 33 }, { "cell_type": "code", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/snewbank/PycharmProjects/MARIPoSA/utils/simulate.py:253: RuntimeWarning: invalid value encountered in divide\n", " header = subj_i\n", "/Users/snewbank/PycharmProjects/MARIPoSA/utils/simulate.py:253: RuntimeWarning: invalid value encountered in divide\n", " header = subj_i\n", "/Users/snewbank/PycharmProjects/MARIPoSA/utils/simulate.py:253: RuntimeWarning: invalid value encountered in divide\n", " header = subj_i\n", "/Users/snewbank/PycharmProjects/MARIPoSA/utils/simulate.py:253: RuntimeWarning: invalid value encountered in divide\n", " header = subj_i\n" ] } ], "source": [ "labels_df = analyze.get_module_labels(config,0,1200,subgroups=[\"sal\",\"k1\",\"k5\",\"k10\"])\n", "sim_labels_df = simulate.generate_sequence(config,labels_df,1200*int(config[\"fps\"]),n_subjs=5)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-09-10T01:18:25.768376Z", "start_time": "2025-09-10T01:18:06.592597Z" } }, "id": "dd63420e8d87b2dd", "execution_count": 34 }, { "cell_type": "code", "outputs": [ { "data": { "text/plain": "Text(0.5, 1.0, 'Simulated data')" }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "real_usage = analyze.get_module_usage(config,labels_df)\n", "plot.plot_module_usage(config,real_usage,cmap=\"viridis\",figH=4,figW=8)\n", "plt.title(\"Real data\")\n", "\n", "\n", "sim_usage = analyze.get_module_usage(config,sim_labels_df)\n", "plot.plot_module_usage(config,sim_usage,cmap=\"viridis\",figH=4,figW=8)\n", "plt.title(\"Simulated data\")\n" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-09-10T01:18:27.698196Z", "start_time": "2025-09-10T01:18:25.770343Z" } }, "id": "c231b0ff7f1deac5", "execution_count": 35 }, { "cell_type": "markdown", "source": [ "## 6.2: Simulating module usage\n", "\n", "Since many analyses can be performed on pose module usage summary data without the full time-series categorical sequence of pose modules, it is also possible to just simulate pose module usage based on input data, as shown below, using simulate.generate_usage (to generate module usage with no group labels) or simulate.generate_usage_labeled (to generate module usage with continuous labels based on a regression model)." ], "metadata": { "collapsed": false }, "id": "d3c48782a9260ea3" }, { "cell_type": "code", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Iter 500: 69.3% samples generated (18 of 20 bins not filled)\n", "Iter 1000: 95.3% samples generated (4 of 20 bins not filled)\n", "Iter 1500: 99.8% samples generated (1 of 20 bins not filled)\n" ] }, { "data": { "text/plain": "
", "image/png": 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" }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": 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" 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels_df = analyze.get_module_labels(config, 0, 1200, subgroups=[\"sal\",\"k1\",\"k5\",\"k10\"])\n", "module_usage = analyze.get_module_usage(config, labels_df)\n", "plot.plot_module_usage(config,module_usage,style=\"stacked\",legend=False,alt_xticks=[0,1,5,10])\n", "\n", "dose_dict={'sal': 0, 'k1': 1, 'k5': 5, 'k10': 10}\n", "reg, dose_labels = analyze.regress(module_usage, dose_dict)\n", "\n", "bin_low = np.arange(0,10,0.5)\n", "bin_high = np.arange(0,10,0.5)+0.5\n", "bins = np.array([bin_low,bin_high]).T\n", "\n", "#sim_module_usage_sal = simulate.generate_usage(sal_module_usage, 1000, random_state=rs, mode=\"multivariate_gaussian\")\n", "sim_module_usage = simulate.generate_usage_labeled(module_usage, 30, bins, reg, max_iters = 1e100, mode=\"multivariate_gaussian\",verbosity=\"medium\")\n", "\n", "ticks=[]\n", "for i in list(sim_module_usage.group_dict.keys()): \n", " if i%2==0:\n", " ticks.append(str(int(i)))\n", " else:\n", " ticks.append(\"\")\n", "\n", "plot.plot_module_usage(config,sim_module_usage,style=\"stacked\",legend=False,alt_xticks=ticks)" ], "metadata": { "collapsed": false, "ExecuteTime": { "end_time": "2025-09-10T01:18:31.008991Z", "start_time": "2025-09-10T01:18:27.658878Z" } }, "id": "2888c3ceaa9e15ee", "execution_count": 36 }, { "cell_type": "code", "outputs": [], "source": [], "metadata": { "collapsed": false }, "id": "9c03fbfa9ec8f574" } ], "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 }