{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tour du Mont-Blanc 2016 Analysis\n", "\n", "### By Jeremy Tuloup - [@jtpio](https://twitter.com/jtpio)\n", "\n", "Blog post: [https://jtp.io/2017/02/12/tmb-2016-analysis.html](https://jtp.io/2017/02/12/tmb-2016-analysis.html)\n", "\n", "\n", "Facing new challenges is always a good thing. And they can be of any type.\n", "\n", "In August 2016, I decided to go hiking around the Mont-Blanc (highest montain in Europe).\n", "\n", "**9 days. 3 people. Carrying a tent and using it every day. ~160 km in total.**\n", "\n", "I had several goals in mind:\n", "\n", "1. For personal reasons, this is something I had wanted to do for about a year\n", "2. Record GPS data and write some kind of report with numbers and graphs\n", "3. Face a new challenge to push my physical limits and motivation further\n", "\n", "While I was preparing the Tour du Mont-Blanc (commonly called TMB), it was quite difficult to find good information about the different days. There are **plenty** of blog posts from other trekkers, books and guides with useful advice. That's true. But what I really wanted was a good online resource with the number of kilometers as well as an estimation of the elevation and times for all the different parts of the track. And I couln't find any!\n", "\n", "The purpose of this notebook is to **provide this \"stats oriented guide\"**, and show how convenient it can be to mix programming and data to tell a story." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gear\n", "\n", "The GPS data was recorded with a standard Android phone (Nexus 5).\n", "\n", "Every morning, we would simply start the recording, let the device do its job and stop the recording at the end of the day. Sometimes (although not systemactically), I would place a mark to indicate longer breaks (e.g lunch).\n", "\n", "Looking at the graphs below, you will notice disparities in the data, caused by the quality of the sampling. They can be quite annoying, especially when computing summary statistics related to the elevation. But data analysis is also about this: dealing with data that is not necessary clean and well formated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing the data\n", "\n", "There are several websites that make it possible to visualize GPS data.\n", "\n", "A good one is [mapexplorer.com](http://maplorer.com/view_gpx.html). Upload a GPX file to visualize both the trace map and the elevation graph. Quite useful for single tracks, but not very practical in our case when the goal is to combine several days on the same page.\n", "\n", "Thankfully, the Jupyter Notebook makes it quite easy to write text and show photos while plotting data. Super convenient to tell a story!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "This analysis was based on a fresh Anaconda environment." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.5.2 |Continuum Analytics, Inc.| (default, Jul 2 2016, 17:53:06) \n", "[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)]\n" ] } ], "source": [ "import sys\n", "print(sys.version)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's define some tools and libraries needed to create the statistics and graphs. We rely on some useful packages:\n", "\n", "`pip install seaborn folium gpxpy piexif srtm.py`" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import datetime\n", "import folium\n", "import glob\n", "import gpxpy\n", "import matplotlib.pyplot as plt\n", "import os\n", "import pandas as pd\n", "import piexif\n", "import seaborn as sns\n", "import srtm\n", "from collections import defaultdict\n", "from IPython.display import display, HTML\n", "from pytz import timezone\n", "from statistics import mean\n", "\n", "%matplotlib inline\n", "plt.rcdefaults()\n", "sns.set_style('darkgrid')\n", "sns.set_palette('deep', desat=.6)\n", "sns.set_context(rc={\"figure.figsize\": (16, 9)})\n", "\n", "# tweak table display\n", "display(HTML(''))\n", "\n", "france = timezone('Europe/Paris')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`folium` will display the maps, and `gpxpy` load and manipulate gpx data.\n", "\n", "`srtm` will help fix the elevation data recorded by the Android device. The raw data is indeed not that good and shows lots of jumps in the elevation." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "DATA_FOLDER = './gps_data/'\n", "data_files = [os.path.join(DATA_FOLDER, f) for f in os.listdir(DATA_FOLDER)]\n", "\n", "# sort by day\n", "data_files.sort()\n", "\n", "# retrieve the elevation data to fix the raw (recorded) elevation\n", "elevation_data = srtm.get_data()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's build a mini framework that will be reused for each day. Doing so, we can minimize the number of lines of code and focus on the story telling.\n", "\n", "To make it simpler, let's load all the data at once." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "day_points = []\n", "stats = defaultdict(list)\n", "\n", "for file in data_files:\n", " with open(file, 'r') as f:\n", " gpx = gpxpy.parse(f)\n", " \n", " elevation_data.add_elevations(gpx, smooth=True)\n", " points = gpx.get_points_data()\n", " day_points.append({\n", " 'points': points,\n", " 'waypoints': gpx.waypoints\n", " })\n", " \n", " lowest, highest = gpx.get_elevation_extremes()\n", " uphill, downhill = gpx.get_uphill_downhill()\n", " stats['Date'].append(gpx.get_time_bounds().start_time)\n", " stats['Distance'].append(round(points[-1].distance_from_start / 1000, 2))\n", " stats['Duration'].append(str(datetime.timedelta(seconds=gpx.get_duration())))\n", " stats['Lowest'].append(int(lowest))\n", " stats['Highest'].append(int(highest))\n", " stats['Uphill'].append(int(uphill))\n", " stats['Downhill'].append(int(downhill))\n", " \n", "df = pd.DataFrame(\n", " stats,\n", " columns=['Date', 'Distance', 'Duration', 'Lowest', 'Highest', 'Uphill', 'Downhill']\n", ")\n", "\n", "df.columns = ['Date', 'Distance (km)', 'Duration', 'Lowest (m)', 'Highest (m)', 'Uphill (m)', 'Downhill (m)']\n", "# reindex by date\n", "df['Date'] = df['Date'].map(lambda dt: dt.replace(tzinfo=france))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is another interesting thing to do with an interactive map: place markers along the trail and show a photo taken at that position (similar to the way Google Maps does it).\n", "\n", "This requires having the GPS coordinates for each photo. While most of the smartphones add them automatically in the metadata, this is not the case for my old camera :(\n", "\n", "However, **the camera saves the time at which the photo was taken**. To associate a photo with a location, we can go through the list of location and compare the time." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# offset between the camera and the phone (still winter time)\n", "CLOCK_OFFSET = datetime.timedelta(hours=2, minutes=0)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Serve the images from the web so they are correctly displayed in the folium iframe\n", "BASE_PHOTO_URL = 'https://raw.githubusercontent.com/jtpio/data-playground/master/tmb/'" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_photos(m, points, day):\n", " for img_file in glob.iglob('./photos/{}/*.JPG'.format(day), recursive=True):\n", " exif_dict = piexif.load(img_file)\n", " raw_date = exif_dict['0th'][piexif.ImageIFD.DateTime].decode('utf-8')\n", " d = datetime.datetime.strptime(raw_date, '%Y:%m:%d %H:%M:%S') - CLOCK_OFFSET\n", " closest_point = min(points, key=lambda p: abs(p.point.time - d)).point\n", " \n", " # normalize the pictures size\n", " width = 600\n", " resolution_x = exif_dict['Exif'][piexif.ExifIFD.PixelXDimension]\n", " resolution_y = exif_dict['Exif'][piexif.ExifIFD.PixelYDimension]\n", " ratio = resolution_x / resolution_y\n", " height = width / ratio\n", " \n", " lat, lng = closest_point.latitude, closest_point.longitude\n", " img_link = os.path.join(BASE_PHOTO_URL, img_file)\n", " img_html = ''.format(img_link, width)\n", " img_frame = folium.element.IFrame(html=img_html, width=width + 20, height=height + 20)\n", " popup = folium.Popup(img_frame, max_width=width + 20)\n", " marker = folium.Marker((lat, lng), popup=popup,\n", " icon=folium.Icon(color='green', icon='picture'))\n", " marker.add_to(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, given a set of points, plot them on a map." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_track(m, points, waypoints, zoom):\n", " points = [p.point for p in points]\n", " mean_lat = mean(p.latitude for p in points)\n", " mean_lng = mean(p.longitude for p in points)\n", " \n", " # create the map\n", " m.location = [mean_lat, mean_lng]\n", " m.zoom_start = zoom\n", " \n", " pts = [(p.latitude, p.longitude) for p in points]\n", " folium.PolyLine(pts, color='red', weight=2.5, opacity=1).add_to(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given a set of points, plot the elevation over the distance." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_elevation(points, waypoints):\n", " px = [p.distance_from_start / 1000 for p in points]\n", " py = [p.point.elevation for p in points]\n", " plt.plot(px, py)\n", " plt.xlabel('Distance (km)')\n", " plt.ylabel('Elevation (m)')\n", " plt.xlim(0, px[-1])\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given a day, show its statistics." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def plot_day(day, zoom=13):\n", " m = folium.Map()\n", " points = day_points[day - 1]['points']\n", " wps = day_points[day - 1]['waypoints']\n", " \n", " display(HTML(df[day-1:day].to_html(index=False)))\n", " plot_track(m, points, wps, zoom)\n", " plot_photos(m, points, day)\n", " display(m)\n", " \n", " plot_elevation(points, wps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot all the days." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot_all_days(zoom=13):\n", " points = [pt for pts in day_points for pt in pts['points']]\n", " m = folium.Map()\n", " plot_track(m, points, [], zoom)\n", " display(m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All set. Time for the trip!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 1: Les Houches - Chalets de Miage" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-01 08:11:29+02:0015.295:53:5198821141356776
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OkosLlcNE4zvJS/csydLJkkqdr6w3Ow7GOX7DAAAAAACAEXEw75xcXV00e8Zk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\nE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quite challenging for a first day!\n", "\n", "We started with the rain. Damn, that wasn't really convincing. Good for a first motivation test though. Fortunately the weather became way better a few hours later and sunny the entire afternoon.\n", "\n", "Pretty steep start, going huphill until Col de la Voza. We continued our way up to reach the Col du Tricot, followed by a quite abrupt way down to Chalets de Miage." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 2: Chalets de Miage - Refuge du Col de la Croix du Bonhomme" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-02 06:50:55+02:0020.038:19:05114624851567683
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PQ+kJAAAAAACui8swtD+/WLvzTuh4caV8fX00bFCyZo0f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\n6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(2, zoom=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second day was probably one of the most difficult of the entire trip:\n", "\n", "- It was the second day only, still a long way to go until the end\n", "- First pain in the back and on the shoulders due to the heavy backpacks (even though it was quite expected)\n", "- Long distance and high elevation difference\n", "\n", "In the morning, we passed though the small village of Les Contamines-Montjoie. Perfect timing to pick up fresh fruits at the market.\n", "\n", "It was also a good opportunity to have a look at the elegant Notre Dame de la Gorge church.\n", "\n", "Arriving at Refuge du Col de la Croix du Bonhomme (loooooong name), we were pleased to find a herd of mountain goats on the creast. Since it was the end of the day, it gave a nice silhouette effect.\n", "\n", "![Mountain goats](https://raw.githubusercontent.com/jtpio/data-playground/master/tmb/photos/2/goats.jpg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 3: Refuge du Col de la Croix du Bonhomme - Lac du Miage" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-03 06:48:53+02:0021.3812:00:351783266210851511
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tqOFUr+koAAAAfsuyLDW29qmMqeeXrDAnRae6BlnvHQAQ0Hyu1PzJ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mVpx8FilVQ3mh0JACakpaOXUZoAAHxGgf4++sLdK/X4Pat0tuyS9p0oNTsSZiGny6Xte08rITpU\nK/JTzY5zXR5dara3t+tb3/qWgoKC9B//8R8yPtr118fnw4VxR0ZGrnrOxyXlx+Wmj4/PNdfCHB4e\nHj/v4+dc65qGYYx/XQAwi9Vi0d3rF4x/QsuaOgBmgtbOXjYJAgBgiizKSdKW1Xl67/B5nTx3kRGb\nmFKHCyvU3Nath7YslcUD19H8Ux47B6i/v1/f+MY31N/frxdeeOGKaeEf//fH09D/VFtbm4KDg8dH\nZ0ZGRsrpdKqzs/OKKeijo6Pq7u5WVNQfd2+Kioq65jU/fvx6rFaLgoJ8J/EqAeDmPPXwOv3f/3pT\n7xwo0tOf3zh+3GbjPgTAXJ+8D42OOtXZM6Dk+HDuTwCmBe+HMBc8fOcyDTpG9MquUyq52KRvPbZJ\ndrvHVjxzzky9D5VUNWjHoXO6fU2e5mXFmx3nhjzyb/zIyIi+9a1vqa6uTr/97W+VlpZ2xePR0dEK\nCwvT+fPnr3pucXGxcnNzx/+cm5srt9ut8+fPa8OGDePHz507J5fLdcW5OTk5KiwsvOqaRUVF8vHx\nUUpKynVzO50u9fYOTfRlAsBNM2TowduW6IV3jynxYJjWLMqQJAUF+XIfAmCqT96Hmtq65Xa7FeTH\n/QnA9OD9EOaKB29boqzkGP3mjcM6fKpCyzx8qvBcMhPvQ60dvfrFyweUlRKtLSvzTM0fGRk4ofM8\nbhypy+XSX/7lX6qoqEg/+clPtGDBgk89784779T+/fvV0tIyfqygoEC1tbW6++67x4+tWrVKwcHB\nevHFF694/osvvihfX19t2rRp/Nhdd92ljo4O7dq1a/xYZ2en3n//fd12223XXJsTAMywKCdJ65Zk\n6s0Pzqj0YpPZcQDgU43vfM70cwAAplxeepzSE6NUWFJndhTMYI6RUT37xmEFB/jq8XtWefy0849Z\nv/e9733P7BB/6gc/+IHefPNNbdq0SQkJCSovL7/in+zsbEkfjqp87bXX9O6778owDBUUFOiHP/yh\nUlNT9Y//+I+yWq2SJJvNJn9/fz333HOqrKxUf3+/nnvuOb399tv6zne+ozVr1ox/7fT0dB05ckQv\nv/yyxsbGVFVVpe9///vq6+vTv/3bvykkJOS62Z1Ol4aHx27dNwcAPiEzOVqNrd06cLJcOamxiggL\n5D4EwFTe3l4aHh7TkGNExeWXdfh0hVxuacvqPLOjAZgjPr4PAXPJ4dMVWpafIl/vqzc/xvSbafeh\n85UNOnHuor79hc0KCfQzO478/b1vfJIkw+1hK8o++eSTOnXq1DUfLy394+5e1dXV+uEPf6jCwkLZ\n7XZt2rRJ3/3ud69YO/Njr7zyip599lnV19crNjZWX/rSl/Tkk09edV5fX59+9KMfac+ePXI4HFqw\nYIG++93vKi/vxm/Eh4fHZtzwYgAz3/DIqP7nD/vVP+jQP3zrXllkmB0JwBwWFOSrN3YXavfREjld\nLqXERWjTihzlpceZHQ3AHDETp30Cn8XwyKi+/z9vKyslWo9vWyWbzWp2pDlvpt2HXtt9SjX17frb\np7aaHUXSxKefe1ypOZNRagIwS0//kP7z93sUFOirbz26SXYvj1wyGcAcUFrbpGdfO6T1S7O0YWmW\ngj3g034Ac8tMKxOAqXC+sl4vvHtMKfER+vL9a+XjzfJ5Zppp96F//tUOZafE6MHbl5gdRdIMXlMT\nADB5wQG+euqh9Wrt6NUbe0+bHQfAHFXX2KHfvXlES+el6N6NCyk0AQCYJvmZCfr65zaovqVL//Py\nPjlGRs2OhBmiq3dAHd39Sk+KMjvKpFFqAsAsERcVose2rdSpC7U6U3rJ7DgA5pjuvkH99s0jSo6L\n0Oe2LJVhsBQGAADTKT0xSt9+bLPau/r1zv4is+PgFim92KjjxdUaHBqekutVX2qVISk9IXJKrjed\nmJ8IALPI6kXpKi67rO17CpUUG6bwkACzIwGYIwrOVsnlculbj22SXGanAQBgboqNDNF9mxbqtd2F\nykuPY03rWWZkdEwv7TiuoeFRvbH3jLJSorVifprmZcTf9DWrLrUqLipUfr4T25zHkzBSEwBmEcMw\n9PCWpfLzteu5t46ou3fQ7EgA5oiS6kblpccpKMDX7CgAAMxpK+anKTctVq/uOqn+QYfZcTCFzpTW\nyTE8qr94/Hbdu2mhBoaG9ds3j6i2of2mrldZ16KzZZeUn3nzpaiZKDUBYJbx8fbSVx5YqyHHqH7y\n+92qqW8zOxKAWa69q08tHb2MBgEAwAMYhqFH7lwut1t64d1jGhkdMzsSpoDb7dbRs1XKTY9TUmy4\n1i7O1J9/8XZFhwfpgxOlk75ea0evfvf2UWUkR2vTipxbkPjWo9QEgFkoNjJE/+tLWxQZFqRfvHLg\npj+5A4CJKLnYKJvVoszkaLOjAAAASYH+Pnri3tW61NSpn7+8f8rWX4R5ahva1dTWozWLMsaPWQxD\nm1fkquxik8pqmiZ8rYGhYT37xmEFB/jqiXtXyWqZmfXgzEwNALihAD8fffORjYoMC9Te4yVmxwEw\ni5VUNyojKVredi+zowAAgI9kJEXpzx7bpI7ufr38/km53W6zI+EzOHq2ShGhgcr4xIfIC3MSlZ4Y\npV+/fkgv7jim3v6h615nzOnU7946KsfwqJ56aJ18ve23MvYtRakJALOY1WrRpuU5Kq9pVlNbt9lx\nAMxCg0PDqq1vZ+o5AAAeKCE6TI/etVwl1Y0qOFtldhzcpN7+IZ2rrNeaRemyGMYVj1ktFj396EY9\netdyVdS26F+ffU/Hiqs/9Tput1vb95xWXVOHvnz/GoUFz+yNZSk1AWCWW5idqJBAP+05xmhNAFOv\nrLZZLrdbuWmxZkcBAACfYl5GvNYsytCbH5zRK++fVN/A9UfywfMcL74om9WqpXkpn/q4xTC0PD9V\nf/fUVuVlxOn13YXq7rt609iDp8p18nyNHrlzmVITIm9x6luPUhMAZjmr1aKt6+frXEW9zlfWmx0H\nwCxTUtWohOhQBQf6mR0FAABcw32bF+n+2xbrQlWD/vlXO/XB8RKNsoHQjDDmdOpYcbWW5CXL1+f6\nU8X9fL11/6ZFshjGVWtstnT0asfBYm1ekXPNcnSmodQEgDlgcU6S5qXH6fU9hRoYZJFwAFNjzOlU\neW0TU88BAPBwVotFaxdn6n9/fZtWLkjTrqMX9C/PvqeCs1VyDI+aHQ/Xcb6yQX0Djis2CLoeP19v\nJcdHqLT6ylJz3/FSBQX46o41825FTFNQagLAHGAYhh6+Y6lcLrfe+OC02XEAzBIXL7dpeGRMeenx\nZkcBAAAT4Odj132bFulvvrpVibFhevODM/qnn7+tt/adkdPlMjsePkXB2SqlJUQqJiJ4ws/JTY1V\n1aWW8dG47V19OlN2SZtW5Mhmtd6qqNOOUhMA5ohAf189cNsSFZVfVnH5ZbPjAJgFSqobFRLop9jI\nib/JBgAA5osMDdST963RPzx9jzYsy9LRs1V6ddcpudgh3aM0tnarpqFdaxZPbJTmx3LTYzU65lTV\n5TZJ0r4TZQrw89aK/NRbEdM0NrMDAACmz6KcRJ2rvKzte08rNSFSgf4+ZkcCMEO53W6VVDcqLz1O\nxid24QQAADNDcKCf7lyTr8jQQL2447ia2rp1x+p5/Hz3EEfPVikowFfzJjkrJiosSGHB/jpeXK2w\nYD8VltTq7vUL5OU1u2pARmoCwBxiGIYe3rJUhmHomVcPqH/QYXYkADNUU1uPuvsGWU8TAIBZYHFu\nsv7ssc3ysXvpt28e0a+3H2ItfpMNOkZ0prROqxakyWqdXH1nGIa2rMpTRV2L/v23u+Rj99Lqhem3\nKKl5KDUBYI4J8PPRtz6/UQNDw/r5y/s1OMSbFQCTd+pCjbztNqUlRpodBQAATIG0hEj92WOb9dRD\n63S5qVM//OW7+sN7J3S6tE7dvYNyMzV9Wp26UCOXy62VC9Ju6vnL8lP1d09t1ZK8ZN23eZHss2yU\npiQZbv5WTpnh4TH19g6ZHQPAHBYU5Dvh+1BrR6/++w/7FB7ir6cf2Shvu9ctTgdgNnC73dp5qFj7\nT5brrrX5un1V3hWPT+Y+BAC3Avch4LPrGxjSseKLKi6/rJaOXkmSt92msOAAhQX7KzYyWMvzUxUa\n5G9yUs/0We9DLrdb//LrnUqMCdPj96yawmQzQ2Rk4ITOo9ScQpSaAMw22R+e9S2d+vnL+xUVFqTb\nV+UpJzVGFguD+AF8OqfLpdd2ndKpC7W6b9MirV+addU5lAkAzMZ9CJha/YMO1TZ0qL27T509A+rs\n7telpk4Nj44pLz1O6YmRCg3yV0Nrl0qqGhUU6Ku0+EilJUYqPip00lOnZ4PPeh8qr2nSr14/pD//\nwm1KiY+YwmQzA6WmCSg1AZjtZn541ja06619Z1Tf0qWQQD+tXJCmdUsyGbkJ4Aojo2P6/TsFKq9t\n1mNbV2hxbvKnnkeZAMBs3IeAW294ZFSnS+t04lyNWtp7NOZ0ydtuU25anAaGhlXb0K7RMacshiE/\nX2/5+9rl7+stf19v+fnalZ+ZoKzk6Fm7GdFnuQ919gzohXePaczp1F9+6Y5Z+z26HkpNE1BqAjDb\nZ/nhebm5U8eLq3W69JIWZifqsa0rpjgdgJls+55CnbpQqy8/sFbZKTHXPI8yAYDZuA8B08vldqtv\nwCE/b6/x3bWdTpcaWrvU0NqlwaER9Q8Oa2BoWINDw+rqHVRbV58ykqK0bcMCJUSHmfwKpt7N3Ida\nO3q170SpzpRekq+PXV/ctlJZ13nPNZtNtNScfauEAgBuSmJMmBJjwpQQHabX9xRqzaIMJcbMvjcY\nACZvdMypM2WXtGFZ1nULTQAAMPdYDEPBAb5XHLNaLUqKDVdSbPhV57vdbpVUN+q9w+f009/v1cZl\n2bpjzTx52azTFdmjNLZ2ae/xUp2vqFdQgK/u3bRQK+anzcqNfaYa3yEAwBVWzE9VQVGV3vrgjL79\nxdtk+cR0h/qWTtU2tGvl/LTxT2IBzG5lNU1yDI9qcc6nTzkHAACYKMMwNC8jXjlpsTp4sly7Ci6o\nsKRW3nYvuVwu2axW+XjbFOTvq5AgP4UE+Sk00F++Pl4aHXMpMylKtllQgA6PjGrnoXM6erZKYcH+\neviOpVqalzIrXtt04bdRAMAVLBaL7tu0WL94Zb9+9KsdWrUgXWuXZMrLZpXL5dIfdp5QS0evjpyp\n0v96Yot8fexmRwZwCzldLh0vvqj46FBFhQeZHQcAAMwSVotFm1fmKjc9TifP18jQhyM8R8eccgyP\nqrd/SOU1zeruG9TomHP8eTERwfr81uWKCQ9WT/+QLBZDgf4+sllnThl4ublTz79doP5Bh+7fvEir\nF2XIyoatk0apCQC4SkZSlP7i8dt19GyV3j9yXn2DDt23aZGKyuvV0tGrx7au0Gt7CnWwsFx3rZ1v\ndlwAt0hX74Be2nlCtQ3t+uK2lWbHAQAAs1BMRLDu27Tomo+73W4NDo1oaHhEg44Rvb67UD99fo8+\nuUGMv6+3ggJ8FBkapIXZicpOjfHIKdxjTqdeePeY/Hzs+uajGxUeEmB2pBnL8/7vAgA8wsdr4ESF\nBWrX0QtaMT9VuwsuKCctVkvnpai5vUeHCiu1dnGmAvx8zI4LYAoNOUb06q5TulDVoEB/H/3Z5zcp\nNSHS7FgAAGAOMgxD/n7e8vfzliR954ktOlNaJ7ekkEA/udxu9fYPjf9zqblTv3v7qCTJ18euIH8f\n+fl6y+l0SjIUFRao6IhgRYQEKCjAV/HRoVctuXUrHSuqVmfPgP76y3dSaH5GlJoAgOtavyRLx4sv\n6hevHFDfgEOP37NKkrRpRY6OFVdr34my636yCmBm6OodkN3LJn9fb528UKOSi426b/MiLclLlq83\ny0wAAADPYLVatCw/9brntHb26nJTp3oHhtTb79DA0PD4clotHb0qKr88PqU9KixIOakxCgzwVViQ\nvxJjwxQS6DehLCOjY+rtH1LfgENdfYNqbOlS/9CwluanKCUm/Ko9CIYcI9pTUG2bTbsAACAASURB\nVKLl+SmKiQi+uW8AxlFqAgCuy8vLpns2LNTz7xQoPyNeCdGhkj6c3rF+aZb2nyjT2sWZCgv2Nzkp\ngMkaczpVUtWoY8XVqrrUqty0WD310Hqdr2hQVnK01i7ONDsiAADApEWFBSkq7Nprgbvcbg0MDqul\no1cFRVUqudik3v4hjYyOSZIC/X0UFuSvmMhgpcRHKCosSCGBfnKMjKq5vUcDQ8OqqmvVucp6ud1/\nnAgfGuQvH2+bnnn5gOxeNuVnxCszJVpDjhEZMlTb2K7RMafuXJN/y78HcwGlJgDghuZnJejB2xYr\nLz3+iuMblmbr1Pla/deLe/XkfWuUEh9hUkIAk1VR26wXdxzXwNCwUuIiND8zQWU1Tero7ldtY7s+\nv3WF2REBAABuCYvx4eZCgf4+ykiKGj/eNzCkusYONbR2qat3UDX17TpefPGq5xuSwkMDdO/GhYqJ\nCFZQgI+CAnzHZ7cMjY7q8KkKFZVd0unSug93NHe75XS6dM/GhQoK8J2ulzqrGe4/rZTxmQwPj6m3\nd8jsGADmsKAg32m/D/UNOPT8OwW63NSh7359m4I/mqpx5HSlQoL8NC8j/gZXAGCG598uUEtHj750\n32pFhwerqa1b//7cLs1Lj1NpTZP+8dsPyM9n8tPOzbgPAcCf4j4EYCoNOkbU2dOv7t4h2b2siosK\nkZ+v93XX4fz4PuR2u+UYHpWPt5cMw5DT5WKX8wmIjAyc0Hl8JwEAn0mgv4+++uBaSdLZskuSpNHR\nMe08fE7vHiwSn50Bnqm1s1dpCZGKDv9wPacPRxn46kJ1ozKSom+q0AQAAJht/HzsSogOU35mvLJS\nYhTg5zPhjYUMw5Cvj13GR+dTaE4tvpsAgM/M19uuvPQ4nSn9sNSsvNSqkdExtXf1q6ah3eR0AD7J\n6XKprbNP0eF/XGvKMAxlJUdLkuZnJpgVDQAAAJgQSk0AwJRYnJusxrZuNbf36EJVgyJCAxQeEqAT\n565egwaAuTq6++V0uRQVfuWum/mZCbJ72TQvI86kZAAAAMDEUGoCAKZEdmqM/HzsOnm+RiXVjcrP\niNeK/FQVV9RryDFidjwAf6K1o1eSrhipKUl56XH6P9++XwF+PmbEAgAAACaMUhMAMCVsVqtWzE/T\nocIKDQwNKy89XkvnpcjldOnMR2ttAvAMLR298vOxK8DP+6rHvLxsJiQCAAAAJod3rQCAKbN1/Xz5\neHuppqFNSbFhslgsyk2L1clzNVqzKMPseAA+0tLRq6jwoPFF6wEAAICZhpGaAIApYzEM3bYyV19/\neIMsH+3st3x+mhpau1Tf0mVyOgCjY04dK6rWxfq2q6aeAwAAADMJpSYA4JbKTo1RoL+PTrJhEGC6\nnYeK9cbe0wrw89ainCSz4wAAAAA3jVITAHBLWS0WLc9P1ZmySxoZHTM7DjBndfcN6lhRtbasztNf\nPXmn0hOjzI4EAAAA3DRKTQDALbdifqrGnC69/N4JuVwus+MAc9LeYyWye9m0bkmW2VEAAACAz4xS\nEwBwy4UFB+jxbat0rrJBr+46JSfFJjCtWjp6dfJ8jTavyJGPt5fZcQAAAIDPjFITADAt8jPj9djd\nK3S6tE6/f6dAbrfb7EjAnDA4NKzfvnlY4cEBWr0ow+w4AAAAwJSg1AQATJslucl68r41Ol/ZoKNn\nq8yOA8x6Y06nnnvrqAaHRvS1h9fL7mUzOxIAAAAwJSg1AQDTal5GvNYsytC7B4vV0tFjdhxg1nK7\n3dq+57TqGjv0lQfWKjwkwOxIAAAAwJSh1AQATLttGxYoLMhPL+44rjGn0+w4wKx04GS5Tp6v0SN3\nLlNqQqTZcQAAAIApRakJAJh2di+bvrBtlZrbe7T76AWz4wCzTlH5Ze08VKzbVuZq6bwUs+MAAAAA\nU45SEwBgioToUN2xep72nyxXW2ef2XGAWaOo/LJefPeYFuUm6c61+WbHAQAAAG4JSk0AgGk2LMtW\ngJ+3PjhRanYUYFZwuVx684MzysuI02NbV8hiGGZHAgAAAG4JSk0AgGm8bFZtXpGjMyV16ujuNzsO\nMOPVNLSrf9ChTctzZLHwNg8AAACzF+92AQCmWjE/TX6+du27xmjNts4+vXf4nF7bfUput3ua0wEz\nS3H5ZYUE+ikxJszsKAAAAMAtZTM7AABgbrN72bRxWbbeO3xet6/KU2iQvyRpdHRMv3nziCrrWuRl\ns2p0zKmleSlKiY8wOTHgmZwul85V1mtJXooMpp0DAABglmOkJgDAdKsWpsvbbtP+E2Xjx94/ekEX\n69v0hW0r9X/+/AGFBvnp1IVa80ICHq6mvk39g8NamJ1odhQAAADglqPUBACYztvupQ3LsnXifI16\n+gZV29CuQ6fKddeafC3JTZbdy6YleckqLr+s0dExs+MCHqm4ol6hQf5KiA41OwoAAABwy1FqAgA8\nwppFGbJ72bS7oEQvv39CibHh2rAsa/zxpXkpcoyM6kJ1o4kpAc90ublTZ0rrtDA7kannAAAAmBMo\nNQEAHsHH20vrlmTqxLmL6u4b0ue3Lr9i9+aI0EClxEUwBR34hNqGdj3zygHFhAdr88ocs+MAAAAA\n04JSEwDgMdYtzlRokL/u3bhQUWFBVz2+dF6KKuta1NM3aEI6wPNUX27VL187qNioEH39kQ3y9bab\nHQkAAACYFpSaAACP4etj13e/sU1rFmV86uMLshNktVp0urRumpMBnqeyrkW/fv2QkmLD9PWH18vH\n7mV2JAAAAGDaUGoCADyK5TrrAfp625WfEa/CC3Vyu93TmArwLE1t3Xp2+yGlJUTqqQfXye5lMzsS\nAAAAMK0oNQEAM8qyeSlq7ezVpaYOs6MApjlbdknedi995YG18qLQBAAAwBxEqQkAmFEykqIUHR6k\nV94/KcfwqNlxAFNU1LYoMzlaNpvV7CgAAACAKSg1AQAzisVi0ZfvX6veAYde3HFcLqahY47pG3Co\nobVL2SkxZkcBAAAATEOpCQCYcSLDAvXFbatUdrFRu4+eNzsOMK0q61okSVkp0SYnAQAAAMxDqQkA\nmJFy02K1dd187T1WquKKy2bHAaZNRW2z4iJDFOjva3YUAAAAwDSUmgCAGWvTihwtzE7UH3aeUFNb\nt9lxgFvO5XarvLZZWUw9BwAAwBxHqQkAmLEMw9Cjdy1XRGiA/rDzBOtrYtZrbO3WwNCwslMpNQEA\nADC3UWoCAGY0u5dND92+VI1t3SoqYxo6ZreK2mbZvWxKjgs3OwoAAABgKkpNAMCMlxIfobz0OL1/\n5JzGnE6z4wC3THlts9ITo2SzWs2OAgAAAJiKUhMAMCtsXTdfXb2DOl580ewowC3hGB5VXWO7stn1\nHAAAAKDUBADMDjERwVqal6w9BSVyDI+aHQeYcmdK6+RyuZWdGmt2FAAAAMB0lJoAgFnjzjX5Ghkd\n074TpWZHAabU4NCw3j9yXkvnpSg8JMDsOAAAAIDpKDUBALNGSJCfNi7P1sHCCnV095sdB5gyu45e\nkNPl0rb1882OAgAAAHgESk0AwKyyaXmOAny9teNgsdlRgCnR2NqtgqJqbVk9T4H+vmbHAQAAADwC\npSYAYFaxe9l094YFOldZr8q6FrPjAJ+J2+3Wm/vOKDI0QGsXZ5gdBwAAAPAYlJoAgFlnUU6S0hIj\n9ft3CtTc3mN2HOCmn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(3, zoom=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Day 3 was another long day, full of surprises with its variety of landscapes. The valley from Col de la Seigne to Lac du Miage was quite daunting: such a big opening in the middle of the mountains.\n", "\n", "At first, we thought we could find a nice spot for the night around the Lac de Combal. It turns out it's more a swamp than a lake!\n", "\n", "We pushed the hike a little bit further to Lac du Miage to find a very sweet camping spot. We could also take a (refreshing) bath in this lake, quick but very appreciated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 4: Lac du Miage - Camping \"La Sorgente\" (Courmayeur)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-04 08:15:36+02:0015.399:45:3912071999177959
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1+87Dw+OKa2E2NjbK3d297bO7u7uamtpPL21sbJRhGPLw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\nFcuWLcOgQYNa96SIiIiIiIiIi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A day with less than 200 m uphill. How unusual this is!\n", "\n", "Following the two previous demanding days, we decided it would be wise to take it easy for day 4.\n", "\n", "We first hiked down to a proper camp site, Camping \"La Sorgente\". Comfort and shower helped us recharge batteries. We then decided to walk down to Courmayeur and visit the city. At the end of the day, we went back to the camp site by bus before the storm." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 5: Courmayeur - Chalet Val Ferret" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-05 08:13:52+02:0017.388:05:56126220431285793
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gMODm/WL8dv8ZlFQ14cVnFuLNHcmYE+GHED93eLk5QmlvMyyh+SgPF6UxoQkMJjsDvV1Q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(5, zoom=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our first rainy day :(\n", "\n", "We took the bus down from Camping \"La Sorgente\" to Courmayeur, since we already walked this part the day before.\n", "\n", "We knew we would have at least a day of rain during the entire trip. Even though the elevation chart looks quite flat, the rain made the paths very slippery and muddy. Full focus required, especially for the way down at the end of the day.\n", "\n", "We stopped next to the Chalet Val Ferret, and spent the evening eating warm food and play cards. Our first goal was to reach the Refuge Elena, but in retrospect it was so much wiser to stop a bit before (Refuge Elena is very exposed to the wind)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 6: Chalet Val Ferret - Champex-Lac" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-06 08:22:57+02:0014.996:38:24144025346831018
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jl8vV+WeXyyVv70tXY/n4+MgwDLW0tHzLqwDgSS42ubTjQIGmZiQpKMDX7DjA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another day, another country.\n", "\n", "Time to go to Switzerland. We first passed next to Refuge Elena, then the Grand Col Ferret. It was super windy up there.\n", "\n", "We made our way down to La Fleury and took the bus directly to Champex-Lac (notice the vertical drop on the graph, the recording was stopped).\n", "\n", "Why the bus? This is something we had planned beforehand to be able to do the tour in 9 days. It saved us many kilometers and time. Plus, this portion of the trip looked a bit less interesting (as mentioned in other blog posts)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 7: Champex-Lac - Col de la Forclaz" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-07 07:33:03+02:0015.188:34:341492255714111371
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0tOj+++/XLbfcouuvv14pKSmSpMWLFysiIkJbt24dUWpu3bpVwcHBWr58+fDY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BEvm82uoqomo6MAwKzDTE3gPl0pa9CxC+V6YN1CbViWLrOZ7woAAAAAfLFAP2+lxEfqyPkyJcSE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\n8nB3m9U7wAEAAAAAc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Starting from Champex-Lac, we could choose to go either with the normal route, or with a variant.\n", "\n", "We went for the variant (more challenge = more fun!), and were not disappointed at all.\n", "\n", "This brought us to Fenêtre d'Arpette, one of the highest points of the Tour du Mont Blanc. The weather was beautiful and the view from the top amazing. Totally worth it.\n", "\n", "The way down to Col de la Forclaz was however rather long and repetitive. Bad for the knees once again!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 8: Col de la Forclaz - Argentière" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-08 07:59:23+02:0018.047:39:471219219811931257
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ESANSiojIdKBSU0RERPB4vZRVNzM3J1mjNGVCxEaG8MDauZiAXUdKmZOTRHjI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\nP43wpwWin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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(8, zoom=12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we were approaching the end of the trip, we were more and more customizing the trip depending on our needs and physical conditions.\n", "\n", "We really wanted to have a look at the Lac Blanc the day after, but it wasn't a realistic goal unfortunately. Plus we learned that the weather would be quite unpleasant (rain), which made us stop in Argentiere and skip the Lac Blanc.\n", "\n", "The elevation graph shows a few vertical lines, due to GPS signal loss." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Day 9: Argentière - Chamonix" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-09 08:19:04+02:0013.986:16:441046187610481223
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LbkFvae8e09bz89KS4lRd3yKPYYxHRAAAgElBqQkAAOCDPIahdz48qOnJccqb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\nZbr/1umqqW9Sm6NDU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_day(9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Last day of the trip. We decided to finish in Chamonix instead of Les Houches. I have to say it's not the complete loop, but we had time constraints to respect (9 days) and chosed the saner option!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## All In\n", "\n", "After detailing every day one by one, it's time for the recap!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateDistance (km)DurationLowest (m)Highest (m)Uphill (m)Downhill (m)
2016-08-01 08:11:29+02:0015.295:53:5198821141356776
2016-08-02 06:50:55+02:0020.038:19:05114624851567683
2016-08-03 06:48:53+02:0021.3812:00:351783266210851511
2016-08-04 08:15:36+02:0015.399:45:3912071999177959
2016-08-05 08:13:52+02:0017.388:05:56126220431285793
2016-08-06 08:22:57+02:0014.996:38:24144025346831018
2016-08-07 07:33:03+02:0015.188:34:341492255714111371
2016-08-08 07:59:23+02:0018.047:39:471219219811931257
2016-08-09 08:19:04+02:0013.986:16:441046187610481223
" ], "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(df.to_html(index=False))" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Total Distance (km)Total uphill (km)Total downhill (km)
151.669.89.59
" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "total_distance = round(df['Distance (km)'].sum(), 2)\n", "total_uphill = round(df['Uphill (m)'].sum() / 1000, 2)\n", "total_downhill = round(df['Downhill (m)'].sum() / 1000, 2)\n", "\n", "# put in a dataframe to keep the same look (table)\n", "df_total = pd.DataFrame([[total_distance, total_uphill, total_downhill]])\n", "df_total.columns = ['Total Distance (km)', 'Total uphill (km)', 'Total downhill (km)']\n", "\n", "HTML(df_total.to_html(index=False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First things first: our initial estimation of 160 km was pretty good!\n", "\n", "Second: the total uphill and downill almost match, which is comforting since we started and ended at about the same altitude. The little difference (200 m) can be due to the signal losses and the fact that Les Houches is a little bit lower than Chamonix.\n", "\n", "During this analysis, many steps had to be taken to clean and smooth the data. In this situation, one can even push further and try using [Kalman Filters](https://en.wikipedia.org/wiki/Kalman_filter). This approach is mentioned in a presentation called [Handling GPS data with Python](https://nbviewer.jupyter.org/format/slides/github/FlorianWilhelm/gps_data_with_python/blob/master/talk.ipynb#/). In theory it would be the right thing to do to improve the quality of the data. But I decided to not go down that road, as it would add more clutter to the (already long enough) post.\n", "\n", "Leaving aside the elevation for a while, we can finally plot the entire trace on the map:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_all_days(zoom=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The little gap between Chamonix and Les Houches now becomes quite apparent.\n", "\n", "Apart from that, there it is, our custom Tour du Mont-Blanc trip!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Final words\n", "\n", "Again, Jupyter notebooks came handy. Combining the narration of the trip with statistics for each day is very easy to do with a notebook.\n", "\n", "I hope this will help some trekkers organizing their Tour du Mont Blanc. It's a great experience, highly recommended!\n", "\n", "The approach used in this notebook can also be adapted to other trips or hikes of course.\n", "\n", "And if you are tired of numbers and want more details about other things (camp sites, how to prepare and so on), feel free to ask in the comments below!\n", "\n", "Happy trekking and coding :)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "py35", "language": "python", "name": "py35" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }