main.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "\n",
    "with open(\"./record.json\") as f:\n",
    "    data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,10))\n",
    "\n",
    "for index in range(9):\n",
    "    ax = fig.add_subplot(3, 3, index + 1)\n",
    "    \n",
    "    ax.plot(\n",
    "        *zip(\n",
    "            *map(\n",
    "                lambda record_item: (\n",
    "                    record_item[\"timeStamp\"],\n",
    "                    record_item[\"acceleration\"][\"x\"],\n",
    "                ),\n",
    "                data[index][\"motions\"],\n",
    "            )\n",
    "        ),\n",
    "        color=\"red\"\n",
    "    )\n",
    "    \n",
    "    ax.plot(\n",
    "        *zip(\n",
    "            *map(\n",
    "                lambda record_item: (\n",
    "                    record_item[\"timeStamp\"],\n",
    "                    record_item[\"acceleration\"][\"y\"],\n",
    "                ),\n",
    "                data[index][\"motions\"],\n",
    "            )\n",
    "        ),\n",
    "        color=\"blue\"\n",
    "    )\n",
    "    \n",
    "    ax.plot(\n",
    "        *zip(\n",
    "            *map(\n",
    "                lambda record_item: (\n",
    "                    record_item[\"timeStamp\"],\n",
    "                    record_item[\"acceleration\"][\"z\"],\n",
    "                ),\n",
    "                data[index][\"motions\"],\n",
    "            )\n",
    "        ),\n",
    "        color=\"green\"\n",
    "    )\n"
   ]
  }
 ],
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record.json

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