{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
Peter Norvig, Oct 2017
Revised Jan 2020
\n", "\n", "# Bicycling: Speed, Grade, VAM, Hill-index, Eddington\n", "\n", "Like most people, I bike slower when I'm going up a steep hill than on a flat road. But how much slower?\n", "To answer that, I downloaded a bunch of my recorded [Strava](https://www.strava.com/athletes/575579) rides longer than 25 miles as [`bikerides25.tsv`](bikerides25.tsv). I parse the file into `rides`, a list\n", "of `Ride` structures. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import collections\n", "import numpy as np\n", "import re" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "Ride = collections.namedtuple('Ride', 'miles, hours, feet, date, title')\n", "\n", "def parse_rides(lines: str) -> [Ride]:\n", " \"\"\"Parse lines from a Strava log file into a list of `Ride`. Tab separated fields:\n", " Ride\tThu, 8/9/2018\tBRNW\t4:58:07\t68.41 mi\t3,862 ft\"\"\"\n", " return [Ride(number(mi), parse_hours(time), number(ft), date, title)\n", " for line in lines if line.startswith('Ride')\n", " for _, date, title, time, mi, ft in [line.strip().split('\\t')]]\n", "\n", "def number(string) -> float: return float(re.sub(r'[^0-9. ]', '', string))\n", "\n", "def parse_hours(time: str) -> float: \n", " if time.count(':') < 2: time = '0:' + time\n", " hour, min, sec = map(int, time.split(':'))\n", " return hour + min/60 + sec/3600\n", "\n", "rides = parse_rides(open('bikerides25.tsv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the raw data I will derive three important arrays of numbers: \n", "- `miles`: array of lengths of each ride in miles\n", "- `hours`: array of durations of each ride in hours\n", "- `feet`: array of total climbing of each ride in feet \n", "\n", "I'll show a simple scatter plot visualization:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def column(attr, rides): return np.array([getattr(r, attr) for r in rides])\n", "\n", "miles = column('miles', rides)\n", "hours = column('hours', rides)\n", "feet = column('feet', rides)\n", "\n", "plt.scatter(feet/miles, miles/hours);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Making it Prettier\n", "\n", "As expected, there is a lot of variance, but overall speeds get slower as the grade gets steeper. Just eyeballing the scatter plot, it looks like some kind of downward sloping curve would be a better fit than a straight line, so I'll fit quadratic (degree two) and cubic (degree 3) polynomials to the data (for no good theoretical reason; just because those are two simple nonlinear functions and numpy has a solver for them). I'll also make the plot prettier and bigger:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def show(X, Y, xlabel='Grade (feet/mile)', ylabel='Speed (mph)', degrees=(2, 3)): \n", " \"\"\"Plot X versus Y and a best fit curve to it, with some bells and whistles.\"\"\"\n", " plt.rcParams[\"figure.figsize\"] = (12, 10)\n", " plt.style.use('fivethirtyeight')\n", " grid(); plt.ylabel(ylabel); plt.xlabel(xlabel)\n", " plt.scatter(X, Y, c='k')\n", " X1 = np.linspace(min(X), max(X), 100)\n", " for degree in degrees:\n", " F = poly_fit(X, Y, degree)\n", " plt.plot(X1, [F(x) for x in X1], '-', lw=2)\n", " plt.title(f'{len(X)} rides')\n", "\n", "def grid(): plt.minorticks_on(); plt.grid(which='minor', ls=':', alpha=0.7)\n", " \n", "def poly_fit(X, Y, degree) -> callable:\n", " \"\"\"The polynomial function that best fits the X,Y vectors.\"\"\"\n", " coeffs = np.polyfit(X, Y, degree)[::-1]\n", " return lambda x: sum(c * x ** i for i, c in enumerate(coeffs)) " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show(feet/miles, miles/hours)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, I average a little under 14 mph when the overall route is fairly flat, with a lot of variability from 12 to 16 mph, depending more on my level of effort than on the grade of the road. But when the grade is steeper than 50 ft/mile, the speed falls off quickly: down to 12mph at 80 ft/mile; 11 mph at 100 ft/mile; and around 10 mph at 120 ft/mile. Note that 120 ft/mile is only 2.3% grade, but if you figure a typical route is 1/3 up, 1/3 down, and 1/3 flat, then that's 6.9% average grade on the up part." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating Time of a Ride\n", "\n", "This data can help me predict how long will it take to ride a route with a given distance and elevation. For example, to get to Pescadero from La Honda, I could take the flatter [coast route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.4039496!2d37.3116594!3s0x808f062b7d7585e7:0x942480c22f110b74!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (15.7 miles, 344 ft climb), or the shorter [creek route](https://www.google.com/maps/dir/La+Honda,+California/Pescadero,+California/@37.2905834,-122.3896683,12z/data=!4m19!4m18!1m10!1m1!1s0x808faed4dc6265bd:0x51a109d3306a7219!2m2!1d-122.274227!2d37.3190255!3m4!1m2!1d-122.3658887!2d37.2538867!3s0x808f00acf265bd43:0xb7e2a0c9ee355c3a!1m5!1m1!1s0x808f00b4b613c4c1:0x43c609077878b77!2m2!1d-122.3830152!2d37.2551636!3e1) (13.5 miles, 735 ft climb); which is faster?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def estimate(dist, climb, F=poly_fit(feet/miles, miles/hours, 2)) -> float:\n", " \"\"\"Given a distance in miles and total climb in feet, estimate time in minutes.\"\"\"\n", " return 60 * dist / F(climb / dist)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Coast: 69 min, Creek: 63 min.'" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f'Coast: {estimate(15.7, 344):.0f} min, Creek: {estimate(13.5, 735):.0f} min.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This predicts the shorter creek route would be about 6 minutes faster. Good to know, but other factors (like the scenery) are probably more important in making the choice." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Segments\n", "\n", "The data I have so far helps me estimate the duration for a long ride over varying up-and-down terrain. But what if I just want to know how long it will take to climb the next hill? To answer that I'll go back to Strava and retrieve data from individual **segments**, some only a fraction of a mile long, some several miles long, but most with a relatively constant grade. I picked some representative climbing segments ([`bikesegments.csv`](bikesegments.csv)) with the segment length in miles and climb in feet, along with several of my times on the segment. (Strava shows my times for up to 10 rides on each segment; I picked the first, middle, and last of the rides shown.) " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def parse_segments(lines):\n", " \"\"\"Parse a string of segments into Rides. Each line contains:\n", " 'title, miles, feet, time(s)'.\"\"\"\n", " for segment in lines:\n", " title, mi, ft, *times = segment.split(',')\n", " for time in times:\n", " time = parse_hours(time)\n", " yield Ride(float(mi), time, int(ft), 'date?', title)\n", " \n", "segments = list(parse_segments(open('bikesegments.csv')))\n", "\n", "miles2 = column('miles', segments)\n", "hours2 = column('hours', segments)\n", "feet2 = column('feet', segments) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the plot I will list grade in percent rather than feet per mile:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pct2 = feet2 / miles2 * 100 / 5280\n", "\n", "show(pct2, miles2 / hours2, xlabel='Segment Grade (percent)') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So I can cruise at 15 to 17 mph on a 1% grade, but only about 8 mph at 5% grade, and around 5 mph on 8% grades.\n", "\n", "# VAM\n", "\n", "The average number of vertical feet (or meters) climbed per hour (regardless of horizontal distance travelled) is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *mean ascent velocity* (for SRAM) or 平均上昇率 (for Shimano). The theory is that for medium-steepish climbs, most of your power is going into lifting against gravity, so your VAM should be about constant no matter what the grade in that range. (For flatish rides power is spent on wind and rolling resistance, and for super-steep rides power goes largely to cursing *sotto voce*, as they say in Italian.) Here's a plot of my VAM versus grade (in percent):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show(pct2, feet2 / hours2, xlabel='Grade (percent)', \n", " ylabel='VAM (vertical feet per hour)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I don't see the flattening effect; I see a wide spread of VAM numbers; at about 8% I range from 1500 to 3000 VAM. Champions can do 6000. \n", "\n", "Another way to look at it: at what speed am I getting the most VAM (implicitly assuming I'm giving a similar level of effort at all times, which is not really true)? The curve says 5 or 6 mph, but the data is pretty noisy.\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show(miles2 / hours2, feet2 / hours2, xlabel='Speed(mph)', \n", " ylabel='VAM (vertical feet per hour)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Hill-Index\n", "\n", "Inspired by the [h-index](https://en.wikipedia.org/wiki/H-index) for scientific publications, I invented a new metric, the hill-index:\n", "\n", "> *Your **hill-index** is the maximum number** h** for which you can regularly climb an** h** percent grade at ** h** miles per hour.*\n", "\n", "I think **my hill-index is 6**. (I know that [Old La Honda](https://graphics.stanford.edu/~lucasp/grade/oldlahonda.html) is a 7% grade, and I only [achieved 7.0 mph](https://www.strava.com/segments/9343401?filter=my_results&gender=all) on it once out of many tries). But let's draw a plot to confirm:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "points = range(2, 8)\n", "show(pct2, miles2 / hours2, xlabel='Grade (percent)') \n", "plt.plot(points, points, 'gD:', lw=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The green dotted line is where grade = speed, the red and blue lines are best-fit polynomials, and both best-fit lines are above the diamond at 6%, but both are below the diamond for 7%, so my guess is confirmed: my hill-index is 6.\n", "\n", "Note that the original h-index for publications is based on cumulative totals, so it can never decrease, but the Hill-index is based on an average so it can (and sadly, often does) decrease as you grow older." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# Eddington Number\n", "\n", "Speaking of h-numbers, the physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington) (1882-1944) was a pre-Strava bicyclist who favored this metric:\n", "\n", "> *Your [Eddington Number](https://www.triathlete.com/2011/04/training/measuring-bike-miles-eddington-number_301789) is the maximum integer **e** such that you have bicycled at least** e** miles on at least** e** days.*\n", "\n", "Let's calculate mine:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "58" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def Eddington(distances) -> int:\n", " \"\"\"Eddington number: The maximum integer e such that you have bicycled \n", " a distance of at least e on at least e days.\"\"\"\n", " distances = sorted(distances, reverse=True)\n", " return max(e for e, d in enumerate(distances, 1) if d >= e)\n", "\n", "Eddington(miles)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My **Eddington Number is 58**: I've done at least 58 miles on at least 58 days. This is a bit above [the mean for Strava users](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not as good as Eddington himself: he was 62 years old when he died with a number of **84**, and his available roads, bicycles, and navigation aids were not nearly as nice as mine, so good for him.\n", "\n", "How many rides would I need to improve my number from 58 to 60? It must be 2, right? **Wrong!** Here's the problem:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Ride(miles=59.11, hours=5.0325, feet=3528.0, date='Sat, 10/31/2015', title='Saratoga Ramble'),\n", " Ride(miles=58.81, hours=4.0633333333333335, feet=2467.0, date='Sat, 8/18/2018', title='Tour de Menlo'),\n", " Ride(miles=58.69, hours=5.2572222222222225, feet=6742.0, date='Sat, 4/26/2014', title='OLH / Tunitas Creek'),\n", " Ride(miles=58.42, hours=4.465, feet=4431.0, date='Sat, 6/15/2013', title='Palo Alto to Santa Cruz'),\n", " Ride(miles=58.29, hours=5.089722222222222, feet=6044.0, date='Sat, 10/11/2014', title='OLH / Tunitas'),\n", " Ride(miles=58.23, hours=3.8397222222222225, feet=4042.0, date='Sat, 7/9/2016', title='Santa Cruz')]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[r for r in rides if 58 <= r.miles <= 60]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These six rides all counted towards my Eddington number of 58, but don't count towards an Eddington number of 60, because they are all less than 60 miles long. So I would need to replace all of these rides with 60+ mile rides before I get an Eddington number of 60. \n", "\n", "The following chart tells me how many rides I have to go—what I call the **Eddington Gap**—to reach various Eddington numbers:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dist Days Gap\n", "---- ---- ---\n", " 58 60 -2\n", " 59 55 4\n", " 60 54 6\n", " 61 48 13\n", " 62 46 16\n", " 63 44 19\n", " 64 42 22\n", " 65 40 25\n", " 66 38 28\n", " 67 32 35\n", " 68 30 38\n", " 69 24 45\n", " 70 23 47\n" ] } ], "source": [ "def Egaps(distances, targets):\n", " \"\"\"Print the number of days doing various target distances, and the Eddington gap.\"\"\"\n", " print('Dist Days Gap')\n", " print('---- ---- ---')\n", " for target in targets:\n", " days = sum(d >= target for d in distances)\n", " print(f'{target:4} {days:4} {target - days:3}')\n", " \n", "Egaps(miles, range(58, 71))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An easy way to get bigger Eddington numbers is to use kilometers rather than miles:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "81" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "kms = miles * 1.609344\n", "\n", "Eddington(kms)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dist Days Gap\n", "---- ---- ---\n", " 81 87 -6\n", " 82 79 3\n", " 83 78 5\n", " 84 73 11\n", " 85 72 13\n", " 86 71 15\n", " 87 69 18\n", " 88 68 20\n", " 89 67 22\n", " 90 66 24\n", " 91 64 27\n", " 92 63 29\n", " 93 60 33\n", " 94 58 36\n", " 95 55 40\n", " 96 54 42\n", " 97 51 46\n", " 98 48 50\n", " 99 46 53\n", " 100 46 54\n" ] } ], "source": [ "Egaps(kms, range(81, 101))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My **metric Eddington Number is 81**.\n", "\n", "Here is my Eddington number progress over the years, in miles and kms, from when I first started tracking rides:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Year E_ml E_km\n", "---- ----- -----\n", "2014 34 45\n", "2015 41 60\n", "2016 46 65\n", "2017 50 72\n", "2018 53 75\n", "2019 54 78\n", "2020 58 81\n" ] } ], "source": [ "def year(ride) -> int: return int(ride.date[-4:])\n", "\n", "def Eprogress(years, rides=rides):\n", " \"Print a table of Eddington numbers by year\"\n", " print('Year E_ml E_km')\n", " print('---- ----- -----')\n", " for y in years:\n", " miles = np.array([r.miles for r in rides if year(r) <= y])\n", " kms = 1.609344 * miles\n", " print(f'{y} {Eddington(miles):5} {Eddington(kms):5}')\n", " \n", "Eprogress(range(2014, 2021))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note:* the definition of Eddington Number seems to be mathematically precise, but there is an ambiguity: what exactly does the word ***day*** mean? The New Oxford dictionary mentions (a) \"a period of 24 hours\"; (b) \"a unit of time, reckoned from one midnight to the next\"; and (c) \"the part of a day when it is light\". I originally assumed ***day*** meant \"one midnight to the next,\" but I wanted to make an exception for bikepacking trips where I rode to a camping site in the afternoon, spent the night there, and rode back home the next morning; what bikepackers call a [sub 24 hour overnight (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/). I thought that should count as a valid trip. And then COVID struck, the camping sites closed, and I further relaxed the definition to allow an S24O ride where I sleep in my own home, as long as the riding is in a 24 hour window. I realize Eddington had a lot more hardships than we have (the 1918 pandemic, World War I, and World War II), but I hope he would approve of this accomodation on my part." ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }