{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import gpxpy\n", "import mplleaflet\n", "import pykalman\n", "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['axes.xmargin'] = 0.1\n", "plt.rcParams['axes.ymargin'] = 0.1\n", "%matplotlib inline\n", "\n", "import seaborn as sns\n", "sns.set_style(\"whitegrid\")\n", "sns.set_context(\"talk\")\n", "\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading a GPX file" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with open('../gpx/3-laender-giro.gpx') as fh:\n", " gpx_file = gpxpy.parse(fh)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File has 1 track(s).\n" ] } ], "source": [ "print(\"File has {} track(s).\".format(len(gpx_file.tracks)))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Track has 1 segment(s).\n" ] } ], "source": [ "print(\"Track has {} segment(s).\".format(len(gpx_file.tracks[0].segments)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## GPX segments can be easily converted to a Pandas dataframe" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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elelatlon
time
2016-06-26 04:31:271343.046.88906210.502119
2016-06-26 04:31:281343.046.88906210.502119
2016-06-26 04:31:291343.046.88906210.502119
2016-06-26 04:31:301344.046.88906510.502119
2016-06-26 04:31:311345.046.88906810.502121
\n", "
" ], "text/plain": [ " ele lat lon\n", "time \n", "2016-06-26 04:31:27 1343.0 46.889062 10.502119\n", "2016-06-26 04:31:28 1343.0 46.889062 10.502119\n", "2016-06-26 04:31:29 1343.0 46.889062 10.502119\n", "2016-06-26 04:31:30 1344.0 46.889065 10.502119\n", "2016-06-26 04:31:31 1345.0 46.889068 10.502121" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "segment = gpx_file.tracks[0].segments[0]\n", "coords = pd.DataFrame([{'lat': p.latitude, \n", " 'lon': p.longitude, \n", " 'ele': p.elevation,\n", " 'time': p.time} for p in segment.points])\n", "coords.set_index('time', drop=True, inplace=True)\n", "coords.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting a segment" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ep1fhcnsCWJGIiBxKoVBEusw/513in84trufquf/l3ZW5AaxIREQOUigUkS4TbDGx4GdT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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(coords['lon'].values, coords['lat'].values)\n", "plt.title(\"Track\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Working with the elevation of a track" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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EpavjZA0rS+2Cxycu3RM5GiJ6EhM8IiIDcOHGQ2wMvSLUe7R2Q0e/eiJGVDa5XAa5TFtO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\nHxAfH8+ECRP44x//WGL92LFjcXV1Zc+ePRw7doznn3+eRo0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fS5cuAcq8LNw8x+3s7Pjn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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "coords.ele.plot(title='Elevation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's assume the elevation data is missing" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for point in segment.points:\n", " point.elevation = None" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use srtm.py to add missing elevation data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import srtm\n", "\n", "elevation_data = srtm.get_data()\n", "elevation_data.add_elevations(gpx_file, smooth=True)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "coords['new_ele'] = [p.elevation for p in gpx_file.tracks[0].segments[0].points]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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/cnnpepe+inTNC52FHM0uPiXXPS0G89Y72cb6w7e34MrqoZfl51RZvN6VraFY\n8MONC1vMmTlpv9m0mRtale/ZOsri9fZlut4l54IC3o4dOxg5ciSDBg3i8ccfBzydL9544w0eeugh\nI5jZ7XYCAz2jmNevX5+kpCRatvT84/7tY9nT205LS0sjKyvL67HthdRUnuzbt8/sEioUXe/S5+vX\nPLMom/nJS3G4nADUDa7JFcHVCfevxOz3c+DXOVnbNQgl0pbOjh3pl7Wesne93cVa4vev5wqb9Sz7\nlj9l73r7Nl3vS3fegJeSksLIkSP561//yr333mu0V65cmaVLlwLw6KOPcvToUd566y2GDBkCwMCB\nA3nnnXfo0KEDVquVWbNmcdNNNwHQv39/hg4dyq233kqzZs2YPn06Xbt2JTw8/IILb9as2UWdqFkK\nCgrYt28fDRo0MMKvXD663qWvolzzZ1dO50SBZzinaqHRPN9rHABfrUqk0LHX2O+J/7v2stZRVq93\nzROxHMk+7tWW7ney3PysPpeyer19la73xTvXDa/zBrx58+aRnp7O66+/zmuvvQZ4usXfc889vPnm\nm0yaNIkOHToQFBTEkCFDGDp0KAB33XUXqampDB48mKKiIgYNGsTw4cMBT8eNiRMnMn78eFJTU2nf\nvj2TJ0++qBP67ft95UFgYGC5q7k80/Uufb5+zZMyDhvLneu0JygoiBNpeXy8+Ey4e/fpPqV2Dcra\n9b63/Z1MWDEdgABLMIXufPLdWWWqxktR1q63r9P1vnTnDXijR49m9OjR59w+e/bss7b7+fkxduxY\nxo4de9btffv2pW/fvhdYpoiIOXIKc5nzy/+82tpWb8HB5CwefHGF0Tb5/s7EVAn+/eEVRtOqDRnV\n/i4OZBzBkhPD4uR5uPwKKXQUEmDzrdk7RMoDTVUmInIOJ3NSeCH+DRb/bp5ZW0EVr3DXr1NdWtSP\nLu3yypxe9btwb7s7aVStltH22tcbTKxIpOJSwBMROQuX28U/lkwmIWW/V/uQBn9h7PRVxnrLBtHc\nd2ur0i6vTGtUo4ax/MM2vSwvYoYLHiZFRKQi2XVqH3lF+V5tnap1YfYnpzjdY/bWHg0Y3r98dyK4\nHKIrV8bttGKxOsFfw12ImEF38EREzmLujm+81mffNI1l/wvldLi7qVt9hbtzsFgsuIs8PSAD6m8l\n166QJ1LaFPBERH4n/sAGdpzcY6z3qNeJB1/40ViPDAtkxMDmZpRWbtSoFAt4ZrdYvn+tydWIVDwK\neCIiv3Gba7wXAAAgAElEQVQg/QizNn0CQKvYJrzc7zn2ratNSobnca3FAu89c72ZJZYLPRq2M5b3\npR0wrxCRCkoBT0TkV8k5p/jXqv9Q4CigSlA4Y64eyuqfMtlzMNPY57NJ/bBYLCZWWT50vOJMwAux\nVjaxEpGKSQFPRARIyU3j+RUzybRnEWwL4vEu95OV4cf73+w09pk0phMhQf4mVll+xISF4cyKBCAj\nP/s8e4tISVMvWhGp0OxFdp5a9iKHM48BEGD15/Eu95GQ4OSNeT8Y+734cBca14k0qcryx+pnwW0P\ngbA0Tuakml2OSIWjgCciFZK9yM6HW7/klxMJJOecMtrHdhzB4mU5LN94Zmqy3tdcoXD3J7gLPDN7\nHEw9YXIlIhWPAp6IVEivrn+fDUd/9mprV6MF2zfbWL7xgNF2R6+r+MsNTUq5Ot/gLvQEPEtg/nn2\nFJGSpnfwRKTCOZFzqli4A7i2yo18+cOZmRdefqS7wt0lqBf961ApNgeZdr2HJ1KaFPBEpMIodBbx\nze5lTI1/A4DQgBC61+1I86qNeOzqR5gy+0zom/H3blxZM9ysUn3CPT2vNpb3njxiYiUiFY8e0YpI\nhfHR1i/5bu8PxvqdLQbSp0E3AAY8+rXRfv/gVjSoFVHa5fmcq2pWw/2THxY/F0knTtH+Ct0NFSkt\nuoMnIhXGb8Nd1dAoetfvCsDSDQe99ruhY91SrMp3hQb7Y3F5hpVZsnHfefYWkZKkgCciFcLx7JNe\n661im2KxWNiwM5mX55x5NPvBs5qlokTZPPPQpjqOc+xUjsnFiFQcCngiUiEs3rfSWG5foyV3NB/A\n/iMZTHxnvdHeqmE0VcKCzCjP59mqHiE10252GSIVht7BExGfV+QsYtUBT5Ab3OxGbm/en9XbjjHl\n/Z+89ps0prMZ5VUYGbkaLkWktOgOnoj4LHuRnUMZR9mdkkhOYS4APep15IdNh73CXccW1fnftEFm\nlenT7m03xFj+8sBnJlYiUrHoDp6I+CSny2lMQVYnvCYA1StXxZ4TwLRPfjT2a31VDOOHXX2uj5FL\n1L1eJ/67yRPsjtoTTa5GpOJQwBMRn7Tz1F5jftmDmUcBqFu5Hve/sNzYZ+wdrel1TR1T6qsoAqz+\nZpcgUiHpEa2I+KRliauLtf2w3Gks3923scJdKalReA0ANgJwu90mVyNSMSjgiYjPWZ64mjWHNno3\nOm24siMBiGsWy5DejUyorGIKt1QHwEEhp/LSTK5GpGJQwBMRn5JTkMusjZ8AYLFYmHTdY1SlIQX7\nW4DbD5vVwtN/jTO5yoolzBqF22UBYH/aAXOLEakgFPBExKccyUrG5XYB8EinkWScDOHghvq4MqoB\nMPff/c0sr0IKtPmD2/PrZsm+VSZXI1IxqJOFiPiU7ScTAKgcWAlHajWmfHBmIONXHu2O1aq/a0ub\nv80Pi8vz/uOOk3tMrkakYtBPOhEpt7Yl72Lmmv9yLCsZAIfTYdwhigqIYcoHZ8a6u7tvY+rVCDel\nzorO32bFkVLDWHe5XCZWI1IxKOCJSLmUV5jPa+vfZ83hTfxr1asUOgpZf3QLGfYsAHZviDb27dGu\nljpVmCjA5ocjua6xnm7PNK8YkQpCAU9EyqWPts03gsKp3FS+Tlhi3L1zZsTgyo4CoG2jqjxyVzvT\n6hTw87PgLjwzx++GA7tMrEakYlDAE5FyJ+HUfpbuj/dqW7r/R3ad2geA42Rto33CyA6lWpsU9/2G\nQ+AIMNZ/PLDJxGpEKgYFPBEpd77ZswyA0IAQhre5DTjz2M9dFIArw/N4dsFLA7FYLOYUKYas3EKv\n9b3ZO02qRKTiUMATkXLn6K+dKrpccQ11I2p7bSs6fBXgx7tP91G4KyMev6d9sTZ1tBC5vBTwRKRc\ncbldnMg5BUDTqg1pEFWXIGck7iJ/Cve1wplSi/ee6UNMlWCTK5XT2lxVtVjbqoPrz7KniJQUBTwR\nKVeSc05R5HIAUL1yVZ56bS3pm67BvqUnzrTqfPz8DUSFK9yVJf42P569twPR6V2MtsS0IyZWJOL7\nFPBEpFz5cse3AARY/dm0NYeEg+m/brHw7tN9CAsNOPfBYpr2TarxzG2DjPUIW4yJ1Yj4PgU8ESk3\nDmceMx7t9a7Tm9kLdhvb9Fi27IuOCMZV4Pn/6NDJ9PPsLSKXQgFPRMqkxXtX8vbGT8gpyDXavtmz\nHIDokEjmfuYw2p/6v2v0WLYcsFn9wGkFYOXPB8wtRsTHaS5aESlzDqQf5p3NnwEQFVKFLnWuYen+\nH1meuBqAtMTqnP77tFPL6nRoXt2sUuUiuZ2eXzv+V+wh315EcJC/yRWJ+CYFPBEpcz77ZYGx/MuJ\nBL7d+wOZv05B5i7yJ/fImUD3xD1Xl3p98ufVrhLDMUcGAOuTEujepIXJFYn4Jj2iFZEyZefJvWw+\nvt1Y33FyjxHu/BwhFCa2BJfnb9M5/+qnse7KmfF97jGW9508ZmIlIr5NAU9EypQXV7951vaGto7k\nbu6KK9PT+/LTSf0I0eO9cqda5WhjeUnyVyZWIuLbFPBEpEwJ8DsT2prENADAgoVt6890ovj4+Ruo\nFKxwV17ZnKHG8r7UA+YVIuLDFPBEpEzJ+PVx7J0tBjG+64O0i+pAQWJzcHrGt/vPuB4a666cuzK3\nv7GclH7YxEpEfJc6WYiI6U7lpjJr48fYHYW4cQMQFlgJR6GFH7+NACIAGDGwOXWrh5lYqZSESoGh\nuHLC8auUydGs42aXI+KTdAdPREz3/s9z2Zq8i90p+4221rHNuf+F5cb6sBubclO3+maUJyUsOMCG\nJTAPgEV7V+B2u02uSMT3KOCJiOl2pyR6rc+84Vle+XgX6dkFANSuVonBPRuaUZpcBsFBNoqONjDW\nT/eSFpGSo4AnIqbaeHSr1y/48V0f4O3PD7B590kA/Czw8iM9zCpPLoPgQBvO1BrGemL6IROrEfFN\nCngiYhq7o4DZmz8HoElMQ+bc/jp7tvuzcdcJY5+Pn78Bf5t+VPmSoAArOP1x5Xrep1y0bZPJFYn4\nHv3UFBHTfLf3B07lpWG1+HFvuyHkFzj46LsEY/tjf2lHpRD1mPU1IYGe/n2uvEoA7DqqnrQiJU29\naEXEFAWOQj7d9jUAXet2oHqlWG7+x/+M7Td1q0/XNrXMKk8uo6BfA5670DO2YZElD6fLjdVPs5KI\nlBTdwRORUpecfZKh88YaQ6K0qNaIj39z5w48Q6KIbwo+HfCKAgFw2ewkHcs0syQRn6OAJyKlxuV2\n8f6WuTy86Fmv9jbVm/Pt2gPG+pdTB5RuYVKqzgQ8z+N3i38hf5/xg4kVifgeBTwRKTVL98fzzZ5l\nXm2TrnuMn3dlkJtfBMDDt7dWpwofFxL069tBv97Bs/i5wOowsSIR36OfoiJSan46us1rvWe9TkRY\nY5nywU8AWP0sdG2r9+58XUiQZx7h049oASz+BRrwWKQEKeCJSKlIz89k+8ndXm1paTBi0vfG+p19\nGhHoby3t0qSUGY9oHf5Gm19IFhm/DmwtIpdOAU9ESsXW5J04XU6vtvUb87zW7+jdqDRLEpMYj2id\nZwZysATaWfOL5qUVKSkKeCJ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ipyngiZQz9qICxnz6IgENN2PxcwHQumpLQvx1N0MqnmGt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ZAAAK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\nBBk1eCIiIiJB5i/eHCvso/omoAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "coords[['ele','new_ele']].plot(title='Elevation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Working with speeds" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "start_time, end_time = segment.get_time_bounds()\n", "duration = end_time - start_time" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average speed is 19.93 km/h\n" ] } ], "source": [ "average_speed = segment.length_3d() / duration.seconds * 3.6\n", "print(\"Average speed is {:.2f} km/h\".format(average_speed))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Speed at specific points" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "segment.points[0].speed = 0.0\n", "segment.points[-1].speed = 0.0\n", "gpx_file.add_missing_speeds()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZORL3pOPilaLqLgoRUbVKPp6Nf36yGxnZBdVdFCK/E1jdBahpPJHs9+stp7ApKd39ByIi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\nKuJEREREHJCKOBEREREH9P8BWSY/mJF9+lAAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "coords['speed'] = [p.speed for p in segment.points]\n", "coords['speed'] *= 3.6\n", "coords['speed'].plot()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "235.81869835597354" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coords['speed'].max()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Huiii, up to 235 km/h, that's fast for bikecycle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What about uphill and downhill distances?" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "UphillDownhill(uphill=5232.6028913648215, downhill=5232.602891364802)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "segment.get_uphill_downhill()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Can this be true??? Not really!!! We should apply a Kalman filter as shown later in notebook 4" ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }