diff --git a/ipynb/Bike Speed versus Grade.ipynb b/ipynb/Bike Speed versus Grade.ipynb
index f476c78..59addae 100644
--- a/ipynb/Bike Speed versus Grade.ipynb
+++ b/ipynb/Bike Speed versus Grade.ipynb
@@ -8,549 +8,136 @@
"\n",
"# Bicycling Statistics\n",
"\n",
- "During a pandemic, bicycling is a great way to (1) spend some time, (2) get some exercise, (3) stay far enough away from others to be safe, and (4) generate some data to analyze. This notebook does the analysis and the companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details."
+ "During a pandemic, bicycling is a great way to (1) spend some time, (2) get some exercise, (3) stay far enough away from others to be safe, and (4) generate some data to analyze. This notebook does the analysis on three types of data:\n",
+ "- **rides**: a random sampling of my 20+ mile rides, and all my 60+ mile rides (from [Strava](https://www.strava.com/athletes/575579)). \n",
+ "- **segments**: short sections of a mile or so long, chosen to have a variety of steepness (from [Strava](https://www.strava.com/athletes/575579)). \n",
+ "- **places**: percentages of the roads that I have ridden in each town, city, county, etc. (from [Wandrer](https://wandrer.earth/athletes/3534/)). \n",
+ "\n",
+ "From that data I can gain some insights. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Wandering Places\n",
+ "\n",
+ "The website [**wandrer.earth**](https://wandrer.earth) tracks the cumulative number of miles of distinct roads you have biked on. It provides a fun incentive to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the roads in each place (city or neighborhood), and then 90%. (You get no credit for repeating a road you've already been on.)\n",
+ "\n",
+ "Note that the [underlying map](https://www.openstreetmap.org/) is periodically updated. Sometimes a big city (like \"San Francisco\") is split into neighborhoods (like \"Sunset\", \"Mission\", and \"Presidio\"); sometimes unincorporated areas (like \"Ladera\" and \"Sequoia Tract\") are introduced; sometimes boundaries change (e.g. \"Emerald Lake Hills\" doubled in road miles in the November 2020 update, causing my percentage to go down). \n",
+ "\n",
+ "The wandrer.earth site does a great job of showing my current status in all the places I've been, but I wanted to track my progress month-by-month, so I created the charts below.\n",
+ "\n",
+ "(The legend `\"97% ( 26/ 27 mi) 0.6 to 99% North Fair Oaks\"` means that I have ridden 26 of the 27 miles of roads (or 97%) in North Fair Oaks, and I need another 0.6 miles to reach the next bonus scoring milestone of 99%. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details.)"
]
},
{
"cell_type": "code",
"execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "%run BikeCode.ipynb"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Rides and Segments\n",
- "\n",
- "I start by sampling some of my **rides** (over 20 miles) and **segments** (a mile or so) [from Strava](https://www.strava.com/athletes/575579). Later we'll see the unique **places** I've been, [from wandrer.earth](https://wandrer.earth/athletes/3534)."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
+ "metadata": {
+ "scrolled": false
+ },
"outputs": [
{
"data": {
- "text/html": [
- "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
}
],
"source": [
- "segments.describe()"
+ "%run BikeCode.ipynb\n",
+ "wandering(places)"
]
},
{
@@ -570,7 +157,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -579,7 +166,7 @@
"62"
]
},
- "execution_count": 6,
+ "execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
@@ -599,7 +186,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
@@ -608,7 +195,7 @@
"5"
]
},
- "execution_count": 7,
+ "execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
@@ -621,12 +208,12 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "I need 6 more 64-mile-plus rides. Here are the gaps to other numbers:"
+ "I need 5 more 64-mile-plus rides. Here are the gaps to other numbers:"
]
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -635,7 +222,7 @@
"{63: 2, 64: 5, 65: 9, 66: 13, 67: 21, 68: 25, 69: 36, 70: 40}"
]
},
- "execution_count": 8,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
@@ -653,7 +240,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -662,7 +249,7 @@
"86"
]
},
- "execution_count": 9,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
@@ -673,7 +260,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
@@ -682,7 +269,7 @@
"{86: -2, 88: 3, 90: 7, 92: 12, 94: 19, 96: 25, 98: 33, 100: 37}"
]
},
- "execution_count": 10,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -712,7 +299,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -806,7 +393,7 @@
"7 2021 62 86"
]
},
- "execution_count": 11,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -819,22 +406,22 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "*Note:* the definition of Eddington Number seems precise, but there is an ambiguity: what does ***day*** mean? The New Oxford dictionary mentions:\n",
+ "*Note:* the definition of Eddington Number seems precise, but there is an ambiguity: what does ***day*** mean? The New Oxford dictionary mentions three meanings:\n",
"\n",
"- (a) a period of 24 hours; \n",
"- (b) a unit of time, reckoned from one midnight to the next;\n",
"- (c) the part of a day when it is light. \n",
"\n",
- "I originally assumed (b), but I wanted to make an exception for [bikepacking](https://bikepacking.com/) trips where I rode to a camping site in the afternoon, pitched a tent for the night, and rode back home the next morning; what bikepackers call a [sub-24-hour overnight (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/). And then COVID struck, the camping sites closed, and in response I further relaxed the definition to allow an S24O ride where I sleep in my own home. I realize Eddington had a lot more hardships than we have (World War I, the 1918 pandemic, and World War II), but I hope he would approve of this accomodation."
+ "I originally assumed (b), but I wanted to accept (a) for [bikepacking](https://bikepacking.com/) trips where I rode to a camping site in the afternoon, pitched a tent for the night, and rode back home the next morning; what bikepackers call a [sub-24-hour overnight (S24O)](https://oneofsevenproject.com/s24o-bikepacking-guide/). And then COVID struck, the camping sites closed, so why not allow an S24O ride where I sleep in my own home? I realize Eddington had a lot more hardships than we have (World War I, the 1918 pandemic, and World War II), but I hope he would approve of this accomodation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "# Hill-Index: Speed versus Grade\n",
+ "# Hill-Index: Speed versus Grade on Short Segments\n",
"\n",
- "The Eddington number is similar to the [**h-index**](https://en.wikipedia.org/wiki/H-index) metric for scientific publications. I invented another metric:\n",
+ "The Eddington number reminds me of the [**h-index**](https://en.wikipedia.org/wiki/H-index) metric for scientific publications. I invented another metric:\n",
"\n",
"> *Your **hill-index** is the maximum integer **h** where you can regularly climb an **h** percent grade at **h** miles per hour.*\n",
"\n",
@@ -843,14 +430,14 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
+ "image/png": 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\n",
"text/plain": [
- "
"
+ "
"
]
},
"metadata": {
@@ -868,67 +455,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Both best-fit curves are above the red circle at 6% and below the red circle for 7%, so **my hill-index is 6**. We also see that 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",
- "The plot above tells me how fast I should expect to climb a particular hill, but what about average time on longer rides? Here's a plot of all my rides; this time grade is listed in feet climbed per mile rather than in percent."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "
"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "show(X=feet/miles, Y=miles/hours, xlabel='Ride Grade (feet/mile)')"
- ]
- },
- {
- "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 (and maybe the wind) 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.\n",
- "\n",
- "I can use this to predict the time of a ride. For example, if I'm in La Honda and want to get to Pescadero, which is faster: 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)? We can estimate:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "'Coast: 70 min, Creek: 62 min.'"
- ]
- },
- "execution_count": 14,
- "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 8 minutes faster. Good to know, but other factors (like the scenery) are probably more important in making the choice."
+ "Both best-fit curves are above the red circle at 6% and below the red circle for 7%, so **my hill-index is 6**. We also see that 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."
]
},
{
@@ -942,14 +469,14 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "
"
+ "
"
]
},
"metadata": {
@@ -975,97 +502,21 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "# Wandering\n",
+ " # Speed versus Grade on Long Rides\n",
"\n",
- "The website [**wandrer.earth**](https://wandrer.earth) tracks the number of miles of distinct roads you have travelled on. It provides a fun way to get out and explore new roads. The site is gamified in a way that the biggest rewards are for first reaching 25% of the roads in each place, and then 90%. \n",
- "\n",
- "Note that the [underlying map](https://www.openstreetmap.org/) is periodically updated. Sometimes a big city (like \"San Francisco\") is split into neighborhoods (like \"Sunset\", \"Mission\", and \"Presidio\"); sometimes unincorporated areas (like \"Ladera\" and \"Sequoia Tract\") are introduced; sometimes boundaries change (e.g. \"Emerald Lake Hills\" doubled in size and road miles in the November 2020 update). These changes can cause my percentages to go either up or down."
+ "The plots above tell me how fast I should expect to climb a particular hill, but what about average time on longer rides? Here's a plot of a sample of my rides; this time grade is listed in feet climbed per mile rather than in percent."
]
},
{
"cell_type": "code",
- "execution_count": 16,
- "metadata": {
- "scrolled": false
- },
+ "execution_count": 10,
+ "metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- "
"
]
},
"metadata": {
@@ -1075,7 +526,43 @@
}
],
"source": [
- "wandering(places)"
+ "show(X=feet/miles, Y=miles/hours, xlabel='Ride Grade (feet/mile)')"
+ ]
+ },
+ {
+ "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 (and maybe the wind) 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.\n",
+ "\n",
+ "I can use this to predict the time of a ride. For example, if I'm in La Honda and want to get to Pescadero, which is faster: the [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, 361 ft climb), or the [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, 853 ft climb)? We can estimate:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'Coast: 70 min, Creek: 64 min.'"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "f'Coast: {estimate(15.7, 361):.0f} min, Creek: {estimate(13.5, 853):.0f} min.'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "This predicts the shorter but steeper creek route would be about 6 minutes faster (whereas Google Maps predicts the creek route would be 80 minutes, 2 more than the coast route—I guess Google lacks confidence in my climbing ability). This is all good to know, but other factors (like the scenery and whether I want to stop at the San Gregorio store) are probably more important in making the choice."
]
}
],
diff --git a/ipynb/BikeCode.ipynb b/ipynb/BikeCode.ipynb
index 1c93c3b..01f8c76 100644
--- a/ipynb/BikeCode.ipynb
+++ b/ipynb/BikeCode.ipynb
@@ -19,6 +19,7 @@
"source": [
"from IPython.core.display import HTML\n",
"from typing import Iterator, Tuple, List, Dict\n",
+ "import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
@@ -159,9 +160,10 @@
"metadata": {},
"outputs": [],
"source": [
+ "plt.rcParams[\"figure.figsize\"] = (10, 6)\n",
+ "\n",
"def show(X, Y, xlabel='Segment Grade (percent)', 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\"] = (9, 6)\n",
" grid(); plt.ylabel(ylabel); plt.xlabel(xlabel)\n",
" plt.scatter(X, Y, c='grey', marker='+')\n",
" X1 = np.linspace(min(X), max(X), 100)\n",
@@ -185,6 +187,532 @@
" return 60 * dist / mph(climb / dist)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Strava Data\n",
+ "\n",
+ "Here is my raw data from Strava, for rides and segments:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "