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    "<div align=\"right\" style=\"text-align: right\"><i>Peter Norvig, Oct 2017<br>Data updated monthly</i></div>\n",
    "\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 on three types of data:\n",
    "- **places**: percentages of  the roads that I have ridden in each town, city, county, etc. (from [Wandrer.earth](https://wandrer.earth/athletes/3534/)). \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",
    "\n",
    "\n",
    "This notebook is mostly for my own benefit, but if you're a cyclist you're welcome to adapt it to your data, and if you're a data scientist, you might find it an interesting example of exploratory data analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Wandering Places\n",
    "\n",
    "The website [**Wandrer.earth**](https://wandrer.earth) tracks the  distinct roads a user has 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 road-miles in each city or neighborhood, and then 90%.  (You get no credit for repeating a road you've already been on.)\n",
    "\n",
    "For the most part, your scores can only go up, as you cover more roads over time. But the [underlying map](https://www.openstreetmap.org/) is periodically updated, and sometimes roads are added or removed from a city's map, so your mileage may vary. \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",
    "Each line in the legend gives the percentage of roads ridden (miles ridden / total miles), miles to go to the next percentage reward, and the name of the town or area. The companion notebook [**BikeCode.ipynb**](BikeCode.ipynb) has the implementation details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run BikeCode.ipynb\n",
    "wandering(places)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Eddington Number\n",
    "\n",
    "The  physicist [Sir Arthur Eddington](https://en.wikipedia.org/wiki/Arthur_Eddington), a contemporary of Einstein, 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 largest integer **e** such that you have cycled at least **e** miles on at least **e** days.*\n",
    "\n",
    "My Eddington number progress over the years, in miles and  also in kilometers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>Ed_km</th>\n",
       "      <th>Ed_mi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021</td>\n",
       "      <td>92</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020</td>\n",
       "      <td>86</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019</td>\n",
       "      <td>79</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018</td>\n",
       "      <td>76</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017</td>\n",
       "      <td>72</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016</td>\n",
       "      <td>65</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2015</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2014</td>\n",
       "      <td>45</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2013</td>\n",
       "      <td>27</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year  Ed_km  Ed_mi\n",
       "0  2021     92     65\n",
       "1  2020     86     61\n",
       "2  2019     79     55\n",
       "3  2018     76     53\n",
       "4  2017     72     51\n",
       "5  2016     65     46\n",
       "6  2015     60     41\n",
       "7  2014     45     34\n",
       "8  2013     27     23"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Ed_progress()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**My Eddington Number is 65 in miles and 92 in kilometers**: I've ridden at least 65 miles on at least 65 days (but not 66 miles on 66 days). My number is above [the mean for Strava](https://swinny.net/Cycling/-4687-Calculate-your-Eddington-Number), but not nearly as good as Eddington himself: his number in miles was **84** when he died at age 62, and his roads, bicycles, and navigation aids were not nearly as nice as mine, so bravo zulu to him. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many more rides will I need to reach higher Eddington numbers? I call that the *Eddington Gap*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>kms</th>\n",
       "      <th>Ed gap (kms)</th>\n",
       "      <th>miles</th>\n",
       "      <th>Ed gap (miles)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>92</td>\n",
       "      <td>-2</td>\n",
       "      <td>65</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>93</td>\n",
       "      <td>2</td>\n",
       "      <td>66</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>94</td>\n",
       "      <td>6</td>\n",
       "      <td>67</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>95</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>96</td>\n",
       "      <td>11</td>\n",
       "      <td>69</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>97</td>\n",
       "      <td>16</td>\n",
       "      <td>70</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>98</td>\n",
       "      <td>20</td>\n",
       "      <td>71</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>99</td>\n",
       "      <td>23</td>\n",
       "      <td>72</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>100</td>\n",
       "      <td>25</td>\n",
       "      <td>73</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>101</td>\n",
       "      <td>27</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   kms  Ed gap (kms)  miles  Ed gap (miles)\n",
       "0   92            -2     65              -3\n",
       "1   93             2     66               3\n",
       "2   94             6     67              12\n",
       "3   95             9     68              16\n",
       "4   96            11     69              28\n",
       "5   97            16     70              35\n",
       "6   98            20     71              41\n",
       "7   99            23     72              44\n",
       "8  100            25     73              48\n",
       "9  101            27     74              50"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Ed_gaps(rides)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In kilometers, I need 2 rides to improve from 92 to 93, but I need 25 rides to improve to 100.\n",
    "\n",
    "In miles, I need 3 rides to improve from 65 to 66, and 50 rides(!) to improve to 74.\n",
    "\n",
    "Here are some properties of Eddington numbers:\n",
    "- Your Eddington number is monotonic: it can never decrease over time. \n",
    "- To improve from an Eddington number of *n* to *n* + 1 can take as few as 1 ride, or as many as *n* + 1 rides.\n",
    "  + *Suppose you have done 9 rides, each of exactly 10 miles. Your Eddington number is 9.*\n",
    "  + *You would need 1 ride of 10 miles to improve from a number of 9 to 10.*\n",
    "  + *You would then need 11 rides of 11 miles to improve from a number 10 to 11.*\n",
    "- Your metric Eddington number will always be greater than or equal to your imperial Eddington number.\n",
    "- Your metric Eddington number will never be more than 1.609344 times your  imperial Eddington number.\n",
    "- Of two riders, it is possible that one has a higher metric number and the other a higher imperial number."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note:* the definition of Eddington Number seems precise, but what exactly does ***day*** mean? The New Oxford dictionary has three senses:\n",
    "\n",
    "1. a period of 24 hours; \n",
    "2. a unit of time, reckoned from one midnight to the next;\n",
    "3. the part of a day when it is light. \n",
    "\n",
    "I originally assumed sense 2, but I wanted to accept sense 1 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](https://oneofsevenproject.com/s24o-bikepacking-guide/) (S24O).  And then COVID struck, the camping sites closed, so why not allow an S24O ride where I sleep in my own home (as long as COVID restrictions persist)? I realize Eddington had a lot more hardships than we have (World War I, the 1918 pandemic, and World War II, for example), but I hope he would approve of this modest accomodation on my part."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hill-Index: Speed versus Grade on Short Climbs\n",
    "\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",
    "I'll plot grade versus speed for segments (not rides) with two best-fit curves: a blue quadratic and an orange cubic. I'll also superimpose a red dotted line where grade = speed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('pct', 'mph', segments, 'Miles per hour versus segment grade in percent')\n",
    "plt.plot((2, 6, 7), (2, 6, 7), 'ro:');"
   ]
  },
  {
   "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."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # Speed versus Grade on Long Rides\n",
    "\n",
    "The plot 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 my speed versus steepness (measured in feet climbed per mile rather than in percent)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('fpm', 'mph', rides, 'Speed (miles per hour) versus Ride Grade (feet per 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, my 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": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Coast: 70.0 min, Creek: 64.0 min.'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f'Coast: {estimate(15.7, 361)} min, Creek: {estimate(13.5, 853)} 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."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VAM\n",
    "\n",
    "Climbing speed measured by vertical ascent in meters per hour is known as [VAM](https://en.wikipedia.org/wiki/VAM_%28bicycling%29), which stands for *velocità ascensionale media* (for native Campagnolo speakers) or *vertical ascent in meters* (for SRAM) or 平均上昇率 (for Shimano), and sometimes by Vm/h. The theory is that for steep 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 climbs power is spent on wind and rolling resistance, and for the very steepest of climbs, in my experience,  power goes largely to cursing *sotto voce*, as they say in Italian.) \n",
    "\n",
    "Here's a plot of my VAM versus grade over short segments:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show('pct', 'vam', segments, 'VAM (vertical feet per hour) versus segment grade in percent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Champion cyclists can do over 1800 meters/hour over a 10 km climb, and can sustain [1400 meters/hour for 7 hours](https://www.strava.com/activities/4996833865).  My VAM numbers range mostly from 400 to 900 meters/hour, but I can sustain the higher numbers for only a couple of minutes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Davenport Kicker</td>\n",
       "      <td>0.0214</td>\n",
       "      <td>0.24</td>\n",
       "      <td>74</td>\n",
       "      <td>11.21</td>\n",
       "      <td>1054.0</td>\n",
       "      <td>308.0</td>\n",
       "      <td>5.84</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Paloma Climb</td>\n",
       "      <td>0.0239</td>\n",
       "      <td>0.14</td>\n",
       "      <td>82</td>\n",
       "      <td>5.86</td>\n",
       "      <td>1046.0</td>\n",
       "      <td>586.0</td>\n",
       "      <td>11.09</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Limantour Spit</td>\n",
       "      <td>0.0886</td>\n",
       "      <td>0.47</td>\n",
       "      <td>303</td>\n",
       "      <td>5.30</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Entrance Way Hill Repeats</td>\n",
       "      <td>0.0236</td>\n",
       "      <td>0.10</td>\n",
       "      <td>76</td>\n",
       "      <td>4.24</td>\n",
       "      <td>982.0</td>\n",
       "      <td>760.0</td>\n",
       "      <td>14.39</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0781</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.74</td>\n",
       "      <td>937.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Tunitas flattens</td>\n",
       "      <td>0.0544</td>\n",
       "      <td>0.42</td>\n",
       "      <td>166</td>\n",
       "      <td>7.72</td>\n",
       "      <td>930.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>7.49</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Tunitas flattens</td>\n",
       "      <td>0.0569</td>\n",
       "      <td>0.42</td>\n",
       "      <td>166</td>\n",
       "      <td>7.38</td>\n",
       "      <td>889.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>7.49</td>\n",
       "      <td>0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Laning Bump</td>\n",
       "      <td>0.0333</td>\n",
       "      <td>0.24</td>\n",
       "      <td>94</td>\n",
       "      <td>7.21</td>\n",
       "      <td>860.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Old La Honda Mile 1</td>\n",
       "      <td>0.1339</td>\n",
       "      <td>0.99</td>\n",
       "      <td>370</td>\n",
       "      <td>7.39</td>\n",
       "      <td>842.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1411</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.82</td>\n",
       "      <td>832.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>PV: Sand Hill SLAC to Rosewood</td>\n",
       "      <td>0.0281</td>\n",
       "      <td>0.33</td>\n",
       "      <td>75</td>\n",
       "      <td>11.74</td>\n",
       "      <td>814.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>4.30</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Pomponio Creek</td>\n",
       "      <td>0.0464</td>\n",
       "      <td>0.38</td>\n",
       "      <td>122</td>\n",
       "      <td>8.19</td>\n",
       "      <td>801.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>800.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>PV: Sand Hill SLAC to Rosewood</td>\n",
       "      <td>0.0286</td>\n",
       "      <td>0.33</td>\n",
       "      <td>75</td>\n",
       "      <td>11.54</td>\n",
       "      <td>799.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>4.30</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Stirrup to Moon</td>\n",
       "      <td>0.0614</td>\n",
       "      <td>0.36</td>\n",
       "      <td>159</td>\n",
       "      <td>5.86</td>\n",
       "      <td>789.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>8.36</td>\n",
       "      <td>0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0931</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>3.97</td>\n",
       "      <td>786.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Redwood Gulch hits</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>0.18</td>\n",
       "      <td>151</td>\n",
       "      <td>3.00</td>\n",
       "      <td>767.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>15.89</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Pomponio Creek</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.38</td>\n",
       "      <td>122</td>\n",
       "      <td>7.82</td>\n",
       "      <td>765.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>6.08</td>\n",
       "      <td>0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>752.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Communications Hill Climb</td>\n",
       "      <td>0.0422</td>\n",
       "      <td>0.20</td>\n",
       "      <td>103</td>\n",
       "      <td>4.74</td>\n",
       "      <td>744.0</td>\n",
       "      <td>515.0</td>\n",
       "      <td>9.75</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title   hours  miles  feet    mph     vam  \\\n",
       "21                 Davenport Kicker  0.0214   0.24    74  11.21  1054.0   \n",
       "59                     Paloma Climb  0.0239   0.14    82   5.86  1046.0   \n",
       "45                   Limantour Spit  0.0886   0.47   303   5.30  1042.0   \n",
       "22        Entrance Way Hill Repeats  0.0236   0.10    76   4.24   982.0   \n",
       "112                  Westridge 3min  0.0781   0.37   240   4.74   937.0   \n",
       "99                 Tunitas flattens  0.0544   0.42   166   7.72   930.0   \n",
       "100                Tunitas flattens  0.0569   0.42   166   7.38   889.0   \n",
       "44                      Laning Bump  0.0333   0.24    94   7.21   860.0   \n",
       "57              Old La Honda Mile 1  0.1339   0.99   370   7.39   842.0   \n",
       "110                       Westridge  0.1411   0.68   385   4.82   832.0   \n",
       "69   PV: Sand Hill SLAC to Rosewood  0.0281   0.33    75  11.74   814.0   \n",
       "67                   Pomponio Creek  0.0464   0.38   122   8.19   801.0   \n",
       "55    Old La Honda (Bridge to Stop)  0.4783   3.33  1255   6.96   800.0   \n",
       "70   PV: Sand Hill SLAC to Rosewood  0.0286   0.33    75  11.54   799.0   \n",
       "89                  Stirrup to Moon  0.0614   0.36   159   5.86   789.0   \n",
       "113                  Westridge 3min  0.0931   0.37   240   3.97   786.0   \n",
       "72               Redwood Gulch hits  0.0600   0.18   151   3.00   767.0   \n",
       "68                   Pomponio Creek  0.0486   0.38   122   7.82   765.0   \n",
       "56    Old La Honda (Bridge to Stop)  0.5089   3.33  1255   6.54   752.0   \n",
       "20        Communications Hill Climb  0.0422   0.20   103   4.74   744.0   \n",
       "\n",
       "       fpm    pct   kms  \n",
       "21   308.0   5.84  0.39  \n",
       "59   586.0  11.09  0.23  \n",
       "45   645.0  12.21  0.76  \n",
       "22   760.0  14.39  0.16  \n",
       "112  649.0  12.29  0.60  \n",
       "99   395.0   7.49  0.68  \n",
       "100  395.0   7.49  0.68  \n",
       "44   392.0   7.42  0.39  \n",
       "57   374.0   7.08  1.59  \n",
       "110  566.0  10.72  1.09  \n",
       "69   227.0   4.30  0.53  \n",
       "67   321.0   6.08  0.61  \n",
       "55   377.0   7.14  5.36  \n",
       "70   227.0   4.30  0.53  \n",
       "89   442.0   8.36  0.58  \n",
       "113  649.0  12.29  0.60  \n",
       "72   839.0  15.89  0.29  \n",
       "68   321.0   6.08  0.61  \n",
       "56   377.0   7.14  5.36  \n",
       "20   515.0   9.75  0.32  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On segments that are at least two kilometers long my VAM tops out at about 800 meters/hour, and 500 meters/hour is  typical:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>800.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>752.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1347</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>12.69</td>\n",
       "      <td>668.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.7814</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>5.02</td>\n",
       "      <td>599.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>11.40</td>\n",
       "      <td>599.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>5.09</td>\n",
       "      <td>582.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.8100</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>4.84</td>\n",
       "      <td>578.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>5.75</td>\n",
       "      <td>568.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.3119</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>4.84</td>\n",
       "      <td>553.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.4572</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>6.32</td>\n",
       "      <td>547.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.4958</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>5.83</td>\n",
       "      <td>504.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.2794</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>8.12</td>\n",
       "      <td>503.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alma Mountain Charlie</td>\n",
       "      <td>0.5303</td>\n",
       "      <td>3.12</td>\n",
       "      <td>875</td>\n",
       "      <td>5.88</td>\n",
       "      <td>503.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>5.31</td>\n",
       "      <td>5.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Tunitas Knoll to Star</td>\n",
       "      <td>0.2078</td>\n",
       "      <td>1.55</td>\n",
       "      <td>339</td>\n",
       "      <td>7.46</td>\n",
       "      <td>497.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.2908</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>7.81</td>\n",
       "      <td>483.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.2667</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>4.87</td>\n",
       "      <td>481.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Tunitas Knoll to Star</td>\n",
       "      <td>0.2156</td>\n",
       "      <td>1.55</td>\n",
       "      <td>339</td>\n",
       "      <td>7.19</td>\n",
       "      <td>479.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.1172</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>14.25</td>\n",
       "      <td>468.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.5661</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.22</td>\n",
       "      <td>431.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.1275</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>13.10</td>\n",
       "      <td>430.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title   hours  miles  feet    mph    vam    fpm  \\\n",
       "55   Old La Honda (Bridge to Stop)  0.4783   3.33  1255   6.96  800.0  377.0   \n",
       "56   Old La Honda (Bridge to Stop)  0.5089   3.33  1255   6.54  752.0  377.0   \n",
       "119                 Woodside Climb  0.1347   1.71   295  12.69  668.0  173.0   \n",
       "41          Kings Greer to Skyline  0.7814   3.92  1536   5.02  599.0  392.0   \n",
       "120                 Woodside Climb  0.1500   1.71   295  11.40  599.0  173.0   \n",
       "25                         Haskins  0.2964   1.51   566   5.09  582.0  375.0   \n",
       "42          Kings Greer to Skyline  0.8100   3.92  1536   4.84  578.0  392.0   \n",
       "101            Tunitas lower climb  0.2261   1.30   421   5.75  568.0  324.0   \n",
       "26                         Haskins  0.3119   1.51   566   4.84  553.0  375.0   \n",
       "37                  Kings half way  0.4572   2.89   820   6.32  547.0  284.0   \n",
       "38                  Kings half way  0.4958   2.89   820   5.83  504.0  284.0   \n",
       "7    Alpine Willowbrook to Joaquin  0.2794   2.27   461   8.12  503.0  203.0   \n",
       "0            Alma Mountain Charlie  0.5303   3.12   875   5.88  503.0  280.0   \n",
       "97           Tunitas Knoll to Star  0.2078   1.55   339   7.46  497.0  219.0   \n",
       "8    Alpine Willowbrook to Joaquin  0.2908   2.27   461   7.81  483.0  203.0   \n",
       "102            Tunitas lower climb  0.2667   1.30   421   4.87  481.0  324.0   \n",
       "98           Tunitas Knoll to Star  0.2156   1.55   339   7.19  479.0  219.0   \n",
       "78         Sand Hill Alpine to 280  0.1172   1.67   180  14.25  468.0  108.0   \n",
       "5    Alpine Portola to top Joaquin  0.5661   3.52   801   6.22  431.0  228.0   \n",
       "79         Sand Hill Alpine to 280  0.1275   1.67   180  13.10  430.0  108.0   \n",
       "\n",
       "      pct   kms  \n",
       "55   7.14  5.36  \n",
       "56   7.14  5.36  \n",
       "119  3.27  2.75  \n",
       "41   7.42  6.31  \n",
       "120  3.27  2.75  \n",
       "25   7.10  2.43  \n",
       "42   7.42  6.31  \n",
       "101  6.13  2.09  \n",
       "26   7.10  2.43  \n",
       "37   5.37  4.65  \n",
       "38   5.37  4.65  \n",
       "7    3.85  3.65  \n",
       "0    5.31  5.02  \n",
       "97   4.14  2.49  \n",
       "8    3.85  3.65  \n",
       "102  6.13  2.09  \n",
       "98   4.14  2.49  \n",
       "78   2.04  2.69  \n",
       "5    4.31  5.66  \n",
       "79   2.04  2.69  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments[segments.kms > 2], 'vam')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can also look at VAM numbers for complete rides. I would expect the ride VAM to be half the segment VAM (or less) since most of my rides are circuits where I return to the start, and thus no more than half the ride is climbing. Sure enough, the best I can do is about 400 meters/hour:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Sun, 11/29</td>\n",
       "      <td>2015</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.6800</td>\n",
       "      <td>37.00</td>\n",
       "      <td>4902</td>\n",
       "      <td>10.05</td>\n",
       "      <td>406.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>2.51</td>\n",
       "      <td>59.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Fri, 4/2</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 5: climb 2×(OLH + WOLH)</td>\n",
       "      <td>3.2750</td>\n",
       "      <td>31.48</td>\n",
       "      <td>4344</td>\n",
       "      <td>9.61</td>\n",
       "      <td>404.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2.61</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Mon, 3/29</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 1: Mt Diablo</td>\n",
       "      <td>2.5964</td>\n",
       "      <td>22.22</td>\n",
       "      <td>3406</td>\n",
       "      <td>8.56</td>\n",
       "      <td>400.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>2.90</td>\n",
       "      <td>35.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Tue, 3/30</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 2: Kings + WOLH + OLH</td>\n",
       "      <td>3.3414</td>\n",
       "      <td>35.99</td>\n",
       "      <td>4377</td>\n",
       "      <td>10.77</td>\n",
       "      <td>399.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>2.30</td>\n",
       "      <td>57.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Sat, 11/25</td>\n",
       "      <td>2017</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.6894</td>\n",
       "      <td>36.65</td>\n",
       "      <td>4806</td>\n",
       "      <td>9.93</td>\n",
       "      <td>397.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>58.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Sun, 12/1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.7836</td>\n",
       "      <td>37.56</td>\n",
       "      <td>4921</td>\n",
       "      <td>9.93</td>\n",
       "      <td>396.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>60.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Fri, 10/30</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH / West Alpine</td>\n",
       "      <td>3.4794</td>\n",
       "      <td>39.51</td>\n",
       "      <td>4505</td>\n",
       "      <td>11.36</td>\n",
       "      <td>395.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>2.16</td>\n",
       "      <td>63.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Sat, 4/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas Creek</td>\n",
       "      <td>5.2572</td>\n",
       "      <td>58.69</td>\n",
       "      <td>6742</td>\n",
       "      <td>11.16</td>\n",
       "      <td>391.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>94.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Sat, 4/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Tunitas + Lobitos Creeks</td>\n",
       "      <td>5.2439</td>\n",
       "      <td>61.27</td>\n",
       "      <td>6611</td>\n",
       "      <td>11.68</td>\n",
       "      <td>384.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>98.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Wed, 10/14</td>\n",
       "      <td>2015</td>\n",
       "      <td>Half Moon Bay</td>\n",
       "      <td>6.1319</td>\n",
       "      <td>72.97</td>\n",
       "      <td>7644</td>\n",
       "      <td>11.90</td>\n",
       "      <td>380.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1.98</td>\n",
       "      <td>117.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Sun, 6/4</td>\n",
       "      <td>2017</td>\n",
       "      <td>Sequoia Challenge</td>\n",
       "      <td>6.2903</td>\n",
       "      <td>66.52</td>\n",
       "      <td>7520</td>\n",
       "      <td>10.58</td>\n",
       "      <td>364.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2.14</td>\n",
       "      <td>107.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Sat, 7/25</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto, California</td>\n",
       "      <td>4.0408</td>\n",
       "      <td>43.62</td>\n",
       "      <td>4819</td>\n",
       "      <td>10.79</td>\n",
       "      <td>364.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2.09</td>\n",
       "      <td>70.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Sat, 10/11</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas</td>\n",
       "      <td>5.0897</td>\n",
       "      <td>58.29</td>\n",
       "      <td>6044</td>\n",
       "      <td>11.45</td>\n",
       "      <td>362.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>93.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Sat, 8/13</td>\n",
       "      <td>2016</td>\n",
       "      <td>Petaluma / Point Reyes</td>\n",
       "      <td>4.5033</td>\n",
       "      <td>54.75</td>\n",
       "      <td>5286</td>\n",
       "      <td>12.16</td>\n",
       "      <td>358.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>88.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Fri, 8/28</td>\n",
       "      <td>2015</td>\n",
       "      <td>Pescadaro via OLH</td>\n",
       "      <td>5.3142</td>\n",
       "      <td>66.01</td>\n",
       "      <td>6137</td>\n",
       "      <td>12.42</td>\n",
       "      <td>352.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1.76</td>\n",
       "      <td>106.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Sun, 4/4</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 7: Mill Creek / Morrison Canyon</td>\n",
       "      <td>3.0794</td>\n",
       "      <td>29.38</td>\n",
       "      <td>3517</td>\n",
       "      <td>9.54</td>\n",
       "      <td>348.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>2.27</td>\n",
       "      <td>47.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Wed, 6/18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sierra to the Sea Day 4</td>\n",
       "      <td>4.9647</td>\n",
       "      <td>57.64</td>\n",
       "      <td>5561</td>\n",
       "      <td>11.61</td>\n",
       "      <td>341.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>92.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Sun, 6/3</td>\n",
       "      <td>2018</td>\n",
       "      <td>The Sequoia</td>\n",
       "      <td>5.9708</td>\n",
       "      <td>64.92</td>\n",
       "      <td>6677</td>\n",
       "      <td>10.87</td>\n",
       "      <td>341.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>104.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Sat, 5/9</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH</td>\n",
       "      <td>2.5047</td>\n",
       "      <td>32.33</td>\n",
       "      <td>2788</td>\n",
       "      <td>12.91</td>\n",
       "      <td>339.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1.63</td>\n",
       "      <td>52.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Sat, 9/12</td>\n",
       "      <td>2015</td>\n",
       "      <td>Morning Ride</td>\n",
       "      <td>3.1008</td>\n",
       "      <td>38.20</td>\n",
       "      <td>3342</td>\n",
       "      <td>12.32</td>\n",
       "      <td>329.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.66</td>\n",
       "      <td>61.46</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                                       title   hours  \\\n",
       "231  Sun, 11/29  2015                                Mt. Hamilton  3.6800   \n",
       "14     Fri, 4/2  2021          Everesting 5: climb 2×(OLH + WOLH)  3.2750   \n",
       "18    Mon, 3/29  2021                     Everesting 1: Mt Diablo  2.5964   \n",
       "17    Tue, 3/30  2021            Everesting 2: Kings + WOLH + OLH  3.3414   \n",
       "238  Sat, 11/25  2017                                Mt. Hamilton  3.6894   \n",
       "220   Sun, 12/1  2013                                Mt. Hamilton  3.7836   \n",
       "198  Fri, 10/30  2015                           OLH / West Alpine  3.4794   \n",
       "96    Sat, 4/26  2014                         OLH / Tunitas Creek  5.2572   \n",
       "87    Sat, 4/18  2015                    Tunitas + Lobitos Creeks  5.2439   \n",
       "71   Wed, 10/14  2015                               Half Moon Bay  6.1319   \n",
       "77     Sun, 6/4  2017                           Sequoia Challenge  6.2903   \n",
       "153   Sat, 7/25  2015                       Palo Alto, California  4.0408   \n",
       "98   Sat, 10/11  2014                               OLH / Tunitas  5.0897   \n",
       "108   Sat, 8/13  2016                      Petaluma / Point Reyes  4.5033   \n",
       "79    Fri, 8/28  2015                           Pescadaro via OLH  5.3142   \n",
       "12     Sun, 4/4  2021  Everesting 7: Mill Creek / Morrison Canyon  3.0794   \n",
       "100   Wed, 6/18  2014                     Sierra to the Sea Day 4  4.9647   \n",
       "81     Sun, 6/3  2018                                 The Sequoia  5.9708   \n",
       "294    Sat, 5/9  2015                                         OLH  2.5047   \n",
       "213   Sat, 9/12  2015                                Morning Ride  3.1008   \n",
       "\n",
       "     miles  feet    mph    vam    fpm   pct     kms  \n",
       "231  37.00  4902  10.05  406.0  132.0  2.51   59.53  \n",
       "14   31.48  4344   9.61  404.0  138.0  2.61   50.65  \n",
       "18   22.22  3406   8.56  400.0  153.0  2.90   35.75  \n",
       "17   35.99  4377  10.77  399.0  122.0  2.30   57.91  \n",
       "238  36.65  4806   9.93  397.0  131.0  2.48   58.97  \n",
       "220  37.56  4921   9.93  396.0  131.0  2.48   60.43  \n",
       "198  39.51  4505  11.36  395.0  114.0  2.16   63.57  \n",
       "96   58.69  6742  11.16  391.0  115.0  2.18   94.43  \n",
       "87   61.27  6611  11.68  384.0  108.0  2.04   98.58  \n",
       "71   72.97  7644  11.90  380.0  105.0  1.98  117.41  \n",
       "77   66.52  7520  10.58  364.0  113.0  2.14  107.03  \n",
       "153  43.62  4819  10.79  364.0  110.0  2.09   70.18  \n",
       "98   58.29  6044  11.45  362.0  104.0  1.96   93.79  \n",
       "108  54.75  5286  12.16  358.0   97.0  1.83   88.09  \n",
       "79   66.01  6137  12.42  352.0   93.0  1.76  106.21  \n",
       "12   29.38  3517   9.54  348.0  120.0  2.27   47.27  \n",
       "100  57.64  5561  11.61  341.0   96.0  1.83   92.74  \n",
       "81   64.92  6677  10.87  341.0  103.0  1.95  104.46  \n",
       "294  32.33  2788  12.91  339.0   86.0  1.63   52.02  \n",
       "213  38.20  3342  12.32  329.0   87.0  1.66   61.46  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'vam')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Sun, 4/11</td>\n",
       "      <td>2021</td>\n",
       "      <td>OLH / Tunitas</td>\n",
       "      <td>6.1067</td>\n",
       "      <td>66.04</td>\n",
       "      <td>4629</td>\n",
       "      <td>10.81</td>\n",
       "      <td>231.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>1.33</td>\n",
       "      <td>106.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Sat, 4/3</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 6: OLH / West Alpine</td>\n",
       "      <td>4.4378</td>\n",
       "      <td>46.64</td>\n",
       "      <td>4400</td>\n",
       "      <td>10.51</td>\n",
       "      <td>302.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>75.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Fri, 4/2</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 5: climb 2×(OLH + WOLH)</td>\n",
       "      <td>3.2750</td>\n",
       "      <td>31.48</td>\n",
       "      <td>4344</td>\n",
       "      <td>9.61</td>\n",
       "      <td>404.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2.61</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Thu, 4/1</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 4: Kings / Tunitas / Bike Hut</td>\n",
       "      <td>4.6767</td>\n",
       "      <td>45.57</td>\n",
       "      <td>4452</td>\n",
       "      <td>9.74</td>\n",
       "      <td>290.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>73.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wed, 3/31</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 3: Ring of Fire + Ladera</td>\n",
       "      <td>4.6831</td>\n",
       "      <td>45.78</td>\n",
       "      <td>4544</td>\n",
       "      <td>9.78</td>\n",
       "      <td>296.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>1.88</td>\n",
       "      <td>73.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Tue, 3/30</td>\n",
       "      <td>2021</td>\n",
       "      <td>Everesting 2: Kings + WOLH + OLH</td>\n",
       "      <td>3.3414</td>\n",
       "      <td>35.99</td>\n",
       "      <td>4377</td>\n",
       "      <td>10.77</td>\n",
       "      <td>399.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>2.30</td>\n",
       "      <td>57.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Sat, 8/31</td>\n",
       "      <td>2019</td>\n",
       "      <td>San Gregorio via OLH</td>\n",
       "      <td>5.2225</td>\n",
       "      <td>65.31</td>\n",
       "      <td>4026</td>\n",
       "      <td>12.51</td>\n",
       "      <td>235.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>1.17</td>\n",
       "      <td>105.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Sun, 6/2</td>\n",
       "      <td>2019</td>\n",
       "      <td>The Sequoia</td>\n",
       "      <td>6.6786</td>\n",
       "      <td>77.51</td>\n",
       "      <td>6467</td>\n",
       "      <td>11.61</td>\n",
       "      <td>295.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1.58</td>\n",
       "      <td>124.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Sat, 5/13</td>\n",
       "      <td>2017</td>\n",
       "      <td>Morgan Hill iCare Classic</td>\n",
       "      <td>7.4558</td>\n",
       "      <td>100.05</td>\n",
       "      <td>4596</td>\n",
       "      <td>13.42</td>\n",
       "      <td>188.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.87</td>\n",
       "      <td>160.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Sat, 5/12</td>\n",
       "      <td>2018</td>\n",
       "      <td>ICare Classic, Morgan Hill</td>\n",
       "      <td>6.7961</td>\n",
       "      <td>91.29</td>\n",
       "      <td>4160</td>\n",
       "      <td>13.43</td>\n",
       "      <td>187.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.86</td>\n",
       "      <td>146.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Sat, 5/6</td>\n",
       "      <td>2017</td>\n",
       "      <td>Wine Country Century</td>\n",
       "      <td>7.2561</td>\n",
       "      <td>89.49</td>\n",
       "      <td>5246</td>\n",
       "      <td>12.33</td>\n",
       "      <td>220.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1.11</td>\n",
       "      <td>143.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Fri, 8/10</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 6</td>\n",
       "      <td>6.2383</td>\n",
       "      <td>84.70</td>\n",
       "      <td>4380</td>\n",
       "      <td>13.58</td>\n",
       "      <td>214.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.98</td>\n",
       "      <td>136.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Sat, 10/1</td>\n",
       "      <td>2016</td>\n",
       "      <td>Half Moon Bay overnight campout</td>\n",
       "      <td>7.5106</td>\n",
       "      <td>80.07</td>\n",
       "      <td>6039</td>\n",
       "      <td>10.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1.43</td>\n",
       "      <td>128.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Tue, 8/7</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 3</td>\n",
       "      <td>6.1775</td>\n",
       "      <td>78.96</td>\n",
       "      <td>5092</td>\n",
       "      <td>12.78</td>\n",
       "      <td>251.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.22</td>\n",
       "      <td>127.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Sun, 6/15</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sierra to the Sea Day 1</td>\n",
       "      <td>5.5683</td>\n",
       "      <td>78.53</td>\n",
       "      <td>4777</td>\n",
       "      <td>14.10</td>\n",
       "      <td>261.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.15</td>\n",
       "      <td>126.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Sat, 4/23</td>\n",
       "      <td>2016</td>\n",
       "      <td>Wildflower Century</td>\n",
       "      <td>5.6028</td>\n",
       "      <td>77.22</td>\n",
       "      <td>4193</td>\n",
       "      <td>13.78</td>\n",
       "      <td>228.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.03</td>\n",
       "      <td>124.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Fri, 8/12</td>\n",
       "      <td>2016</td>\n",
       "      <td>Half Moon Bay / Harvey's 73/7300 Birthday Ride</td>\n",
       "      <td>6.7372</td>\n",
       "      <td>74.35</td>\n",
       "      <td>6610</td>\n",
       "      <td>11.04</td>\n",
       "      <td>299.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1.68</td>\n",
       "      <td>119.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Wed, 10/14</td>\n",
       "      <td>2015</td>\n",
       "      <td>Half Moon Bay</td>\n",
       "      <td>6.1319</td>\n",
       "      <td>72.97</td>\n",
       "      <td>7644</td>\n",
       "      <td>11.90</td>\n",
       "      <td>380.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1.98</td>\n",
       "      <td>117.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Sat, 4/15</td>\n",
       "      <td>2017</td>\n",
       "      <td>Pescadero</td>\n",
       "      <td>6.2200</td>\n",
       "      <td>68.34</td>\n",
       "      <td>6130</td>\n",
       "      <td>10.99</td>\n",
       "      <td>300.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.70</td>\n",
       "      <td>109.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Sun, 6/4</td>\n",
       "      <td>2017</td>\n",
       "      <td>Sequoia Challenge</td>\n",
       "      <td>6.2903</td>\n",
       "      <td>66.52</td>\n",
       "      <td>7520</td>\n",
       "      <td>10.58</td>\n",
       "      <td>364.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2.14</td>\n",
       "      <td>107.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Fri, 8/28</td>\n",
       "      <td>2015</td>\n",
       "      <td>Pescadaro via OLH</td>\n",
       "      <td>5.3142</td>\n",
       "      <td>66.01</td>\n",
       "      <td>6137</td>\n",
       "      <td>12.42</td>\n",
       "      <td>352.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>1.76</td>\n",
       "      <td>106.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Fri, 11/20</td>\n",
       "      <td>2015</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>5.4944</td>\n",
       "      <td>65.73</td>\n",
       "      <td>5380</td>\n",
       "      <td>11.96</td>\n",
       "      <td>298.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>1.55</td>\n",
       "      <td>105.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Sun, 6/3</td>\n",
       "      <td>2018</td>\n",
       "      <td>The Sequoia</td>\n",
       "      <td>5.9708</td>\n",
       "      <td>64.92</td>\n",
       "      <td>6677</td>\n",
       "      <td>10.87</td>\n",
       "      <td>341.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>104.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Sat, 4/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Tunitas + Lobitos Creeks</td>\n",
       "      <td>5.2439</td>\n",
       "      <td>61.27</td>\n",
       "      <td>6611</td>\n",
       "      <td>11.68</td>\n",
       "      <td>384.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>98.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Sun, 4/17</td>\n",
       "      <td>2016</td>\n",
       "      <td>La Honda / Skyline</td>\n",
       "      <td>5.1781</td>\n",
       "      <td>60.35</td>\n",
       "      <td>4551</td>\n",
       "      <td>11.65</td>\n",
       "      <td>268.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1.43</td>\n",
       "      <td>97.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Sat, 4/16</td>\n",
       "      <td>2016</td>\n",
       "      <td>OLH / San Gregorio / Tunitas</td>\n",
       "      <td>4.9611</td>\n",
       "      <td>60.12</td>\n",
       "      <td>4744</td>\n",
       "      <td>12.12</td>\n",
       "      <td>291.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1.49</td>\n",
       "      <td>96.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Sat, 4/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas Creek</td>\n",
       "      <td>5.2572</td>\n",
       "      <td>58.69</td>\n",
       "      <td>6742</td>\n",
       "      <td>11.16</td>\n",
       "      <td>391.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>2.18</td>\n",
       "      <td>94.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Sat, 6/15</td>\n",
       "      <td>2013</td>\n",
       "      <td>Palo Alto to Santa Cruz</td>\n",
       "      <td>4.4650</td>\n",
       "      <td>58.42</td>\n",
       "      <td>4431</td>\n",
       "      <td>13.08</td>\n",
       "      <td>302.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>1.44</td>\n",
       "      <td>94.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Sat, 10/11</td>\n",
       "      <td>2014</td>\n",
       "      <td>OLH / Tunitas</td>\n",
       "      <td>5.0897</td>\n",
       "      <td>58.29</td>\n",
       "      <td>6044</td>\n",
       "      <td>11.45</td>\n",
       "      <td>362.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>93.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Sat, 7/9</td>\n",
       "      <td>2016</td>\n",
       "      <td>Santa Cruz</td>\n",
       "      <td>3.8397</td>\n",
       "      <td>58.23</td>\n",
       "      <td>4042</td>\n",
       "      <td>15.17</td>\n",
       "      <td>321.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.31</td>\n",
       "      <td>93.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Wed, 6/18</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sierra to the Sea Day 4</td>\n",
       "      <td>4.9647</td>\n",
       "      <td>57.64</td>\n",
       "      <td>5561</td>\n",
       "      <td>11.61</td>\n",
       "      <td>341.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>92.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Mon, 8/6</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 2</td>\n",
       "      <td>4.5967</td>\n",
       "      <td>57.58</td>\n",
       "      <td>4514</td>\n",
       "      <td>12.53</td>\n",
       "      <td>299.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.48</td>\n",
       "      <td>92.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Fri, 6/20</td>\n",
       "      <td>2014</td>\n",
       "      <td>Sierra to the Sea Day 6</td>\n",
       "      <td>4.5608</td>\n",
       "      <td>56.91</td>\n",
       "      <td>4453</td>\n",
       "      <td>12.48</td>\n",
       "      <td>298.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.48</td>\n",
       "      <td>91.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Sat, 8/13</td>\n",
       "      <td>2016</td>\n",
       "      <td>Petaluma / Point Reyes</td>\n",
       "      <td>4.5033</td>\n",
       "      <td>54.75</td>\n",
       "      <td>5286</td>\n",
       "      <td>12.16</td>\n",
       "      <td>358.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>88.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Thu, 10/5</td>\n",
       "      <td>2017</td>\n",
       "      <td>Big Sur</td>\n",
       "      <td>4.5592</td>\n",
       "      <td>50.38</td>\n",
       "      <td>4528</td>\n",
       "      <td>11.05</td>\n",
       "      <td>303.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>1.70</td>\n",
       "      <td>81.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Sat, 10/28</td>\n",
       "      <td>2017</td>\n",
       "      <td>Mindego Ridge Winery</td>\n",
       "      <td>4.2958</td>\n",
       "      <td>44.28</td>\n",
       "      <td>4331</td>\n",
       "      <td>10.31</td>\n",
       "      <td>307.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>71.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Sat, 7/25</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto, California</td>\n",
       "      <td>4.0408</td>\n",
       "      <td>43.62</td>\n",
       "      <td>4819</td>\n",
       "      <td>10.79</td>\n",
       "      <td>364.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2.09</td>\n",
       "      <td>70.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Fri, 3/10</td>\n",
       "      <td>2017</td>\n",
       "      <td>Morning Ride</td>\n",
       "      <td>4.2308</td>\n",
       "      <td>43.22</td>\n",
       "      <td>4554</td>\n",
       "      <td>10.22</td>\n",
       "      <td>328.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>69.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Fri, 10/30</td>\n",
       "      <td>2015</td>\n",
       "      <td>OLH / West Alpine</td>\n",
       "      <td>3.4794</td>\n",
       "      <td>39.51</td>\n",
       "      <td>4505</td>\n",
       "      <td>11.36</td>\n",
       "      <td>395.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>2.16</td>\n",
       "      <td>63.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Sun, 12/1</td>\n",
       "      <td>2013</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.7836</td>\n",
       "      <td>37.56</td>\n",
       "      <td>4921</td>\n",
       "      <td>9.93</td>\n",
       "      <td>396.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>60.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>Sun, 11/29</td>\n",
       "      <td>2015</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.6800</td>\n",
       "      <td>37.00</td>\n",
       "      <td>4902</td>\n",
       "      <td>10.05</td>\n",
       "      <td>406.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>2.51</td>\n",
       "      <td>59.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>Sat, 11/25</td>\n",
       "      <td>2017</td>\n",
       "      <td>Mt. Hamilton</td>\n",
       "      <td>3.6894</td>\n",
       "      <td>36.65</td>\n",
       "      <td>4806</td>\n",
       "      <td>9.93</td>\n",
       "      <td>397.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>2.48</td>\n",
       "      <td>58.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Sat, 10/21</td>\n",
       "      <td>2017</td>\n",
       "      <td>Pescadero</td>\n",
       "      <td>5.3356</td>\n",
       "      <td>67.05</td>\n",
       "      <td>4938</td>\n",
       "      <td>12.57</td>\n",
       "      <td>282.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1.39</td>\n",
       "      <td>107.88</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                                           title   hours  \\\n",
       "10    Sun, 4/11  2021                                   OLH / Tunitas  6.1067   \n",
       "13     Sat, 4/3  2021                 Everesting 6: OLH / West Alpine  4.4378   \n",
       "14     Fri, 4/2  2021              Everesting 5: climb 2×(OLH + WOLH)  3.2750   \n",
       "15     Thu, 4/1  2021        Everesting 4: Kings / Tunitas / Bike Hut  4.6767   \n",
       "16    Wed, 3/31  2021             Everesting 3: Ring of Fire + Ladera  4.6831   \n",
       "17    Tue, 3/30  2021                Everesting 2: Kings + WOLH + OLH  3.3414   \n",
       "52    Sat, 8/31  2019                            San Gregorio via OLH  5.2225   \n",
       "58     Sun, 6/2  2019                                     The Sequoia  6.6786   \n",
       "61    Sat, 5/13  2017                       Morgan Hill iCare Classic  7.4558   \n",
       "62    Sat, 5/12  2018                      ICare Classic, Morgan Hill  6.7961   \n",
       "63     Sat, 5/6  2017                            Wine Country Century  7.2561   \n",
       "64    Fri, 8/10  2018                       Bike Ride Northwest Day 6  6.2383   \n",
       "65    Sat, 10/1  2016                 Half Moon Bay overnight campout  7.5106   \n",
       "66     Tue, 8/7  2018                       Bike Ride Northwest Day 3  6.1775   \n",
       "67    Sun, 6/15  2014                         Sierra to the Sea Day 1  5.5683   \n",
       "68    Sat, 4/23  2016                              Wildflower Century  5.6028   \n",
       "70    Fri, 8/12  2016  Half Moon Bay / Harvey's 73/7300 Birthday Ride  6.7372   \n",
       "71   Wed, 10/14  2015                                   Half Moon Bay  6.1319   \n",
       "76    Sat, 4/15  2017                                       Pescadero  6.2200   \n",
       "77     Sun, 6/4  2017                               Sequoia Challenge  6.2903   \n",
       "79    Fri, 8/28  2015                               Pescadaro via OLH  5.3142   \n",
       "80   Fri, 11/20  2015                                       Los Gatos  5.4944   \n",
       "81     Sun, 6/3  2018                                     The Sequoia  5.9708   \n",
       "87    Sat, 4/18  2015                        Tunitas + Lobitos Creeks  5.2439   \n",
       "89    Sun, 4/17  2016                              La Honda / Skyline  5.1781   \n",
       "91    Sat, 4/16  2016                    OLH / San Gregorio / Tunitas  4.9611   \n",
       "96    Sat, 4/26  2014                             OLH / Tunitas Creek  5.2572   \n",
       "97    Sat, 6/15  2013                         Palo Alto to Santa Cruz  4.4650   \n",
       "98   Sat, 10/11  2014                                   OLH / Tunitas  5.0897   \n",
       "99     Sat, 7/9  2016                                      Santa Cruz  3.8397   \n",
       "100   Wed, 6/18  2014                         Sierra to the Sea Day 4  4.9647   \n",
       "102    Mon, 8/6  2018                       Bike Ride Northwest Day 2  4.5967   \n",
       "104   Fri, 6/20  2014                         Sierra to the Sea Day 6  4.5608   \n",
       "108   Sat, 8/13  2016                          Petaluma / Point Reyes  4.5033   \n",
       "127   Thu, 10/5  2017                                         Big Sur  4.5592   \n",
       "150  Sat, 10/28  2017                            Mindego Ridge Winery  4.2958   \n",
       "153   Sat, 7/25  2015                           Palo Alto, California  4.0408   \n",
       "156   Fri, 3/10  2017                                    Morning Ride  4.2308   \n",
       "198  Fri, 10/30  2015                               OLH / West Alpine  3.4794   \n",
       "220   Sun, 12/1  2013                                    Mt. Hamilton  3.7836   \n",
       "231  Sun, 11/29  2015                                    Mt. Hamilton  3.6800   \n",
       "238  Sat, 11/25  2017                                    Mt. Hamilton  3.6894   \n",
       "264  Sat, 10/21  2017                                       Pescadero  5.3356   \n",
       "\n",
       "      miles  feet    mph    vam    fpm   pct     kms  \n",
       "10    66.04  4629  10.81  231.0   70.0  1.33  106.26  \n",
       "13    46.64  4400  10.51  302.0   94.0  1.79   75.04  \n",
       "14    31.48  4344   9.61  404.0  138.0  2.61   50.65  \n",
       "15    45.57  4452   9.74  290.0   98.0  1.85   73.32  \n",
       "16    45.78  4544   9.78  296.0   99.0  1.88   73.66  \n",
       "17    35.99  4377  10.77  399.0  122.0  2.30   57.91  \n",
       "52    65.31  4026  12.51  235.0   62.0  1.17  105.08  \n",
       "58    77.51  6467  11.61  295.0   83.0  1.58  124.71  \n",
       "61   100.05  4596  13.42  188.0   46.0  0.87  160.98  \n",
       "62    91.29  4160  13.43  187.0   46.0  0.86  146.89  \n",
       "63    89.49  5246  12.33  220.0   59.0  1.11  143.99  \n",
       "64    84.70  4380  13.58  214.0   52.0  0.98  136.28  \n",
       "65    80.07  6039  10.66  245.0   75.0  1.43  128.83  \n",
       "66    78.96  5092  12.78  251.0   64.0  1.22  127.05  \n",
       "67    78.53  4777  14.10  261.0   61.0  1.15  126.35  \n",
       "68    77.22  4193  13.78  228.0   54.0  1.03  124.25  \n",
       "70    74.35  6610  11.04  299.0   89.0  1.68  119.63  \n",
       "71    72.97  7644  11.90  380.0  105.0  1.98  117.41  \n",
       "76    68.34  6130  10.99  300.0   90.0  1.70  109.96  \n",
       "77    66.52  7520  10.58  364.0  113.0  2.14  107.03  \n",
       "79    66.01  6137  12.42  352.0   93.0  1.76  106.21  \n",
       "80    65.73  5380  11.96  298.0   82.0  1.55  105.76  \n",
       "81    64.92  6677  10.87  341.0  103.0  1.95  104.46  \n",
       "87    61.27  6611  11.68  384.0  108.0  2.04   98.58  \n",
       "89    60.35  4551  11.65  268.0   75.0  1.43   97.10  \n",
       "91    60.12  4744  12.12  291.0   79.0  1.49   96.73  \n",
       "96    58.69  6742  11.16  391.0  115.0  2.18   94.43  \n",
       "97    58.42  4431  13.08  302.0   76.0  1.44   94.00  \n",
       "98    58.29  6044  11.45  362.0  104.0  1.96   93.79  \n",
       "99    58.23  4042  15.17  321.0   69.0  1.31   93.69  \n",
       "100   57.64  5561  11.61  341.0   96.0  1.83   92.74  \n",
       "102   57.58  4514  12.53  299.0   78.0  1.48   92.65  \n",
       "104   56.91  4453  12.48  298.0   78.0  1.48   91.57  \n",
       "108   54.75  5286  12.16  358.0   97.0  1.83   88.09  \n",
       "127   50.38  4528  11.05  303.0   90.0  1.70   81.06  \n",
       "150   44.28  4331  10.31  307.0   98.0  1.85   71.25  \n",
       "153   43.62  4819  10.79  364.0  110.0  2.09   70.18  \n",
       "156   43.22  4554  10.22  328.0  105.0  2.00   69.54  \n",
       "198   39.51  4505  11.36  395.0  114.0  2.16   63.57  \n",
       "220   37.56  4921   9.93  396.0  131.0  2.48   60.43  \n",
       "231   37.00  4902  10.05  406.0  132.0  2.51   59.53  \n",
       "238   36.65  4806   9.93  397.0  131.0  2.48   58.97  \n",
       "264   67.05  4938  12.57  282.0   74.0  1.39  107.88  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rides[rides.feet > 4000]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploring the Data: `rides` and `segments`\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>499.000000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>499.000000</td>\n",
       "      <td>499.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2016.579158</td>\n",
       "      <td>3.171036</td>\n",
       "      <td>40.774649</td>\n",
       "      <td>1676.308617</td>\n",
       "      <td>13.030020</td>\n",
       "      <td>154.941884</td>\n",
       "      <td>40.671343</td>\n",
       "      <td>0.770100</td>\n",
       "      <td>65.606313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.009827</td>\n",
       "      <td>1.324910</td>\n",
       "      <td>16.177986</td>\n",
       "      <td>1365.337279</td>\n",
       "      <td>1.279228</td>\n",
       "      <td>89.527399</td>\n",
       "      <td>27.146934</td>\n",
       "      <td>0.514081</td>\n",
       "      <td>26.030345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2012.000000</td>\n",
       "      <td>1.540000</td>\n",
       "      <td>20.960000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>8.560000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>33.720000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2015.000000</td>\n",
       "      <td>2.164000</td>\n",
       "      <td>28.270000</td>\n",
       "      <td>686.000000</td>\n",
       "      <td>12.290000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>0.365000</td>\n",
       "      <td>45.485000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2017.000000</td>\n",
       "      <td>2.716100</td>\n",
       "      <td>35.390000</td>\n",
       "      <td>1293.000000</td>\n",
       "      <td>13.180000</td>\n",
       "      <td>148.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>0.670000</td>\n",
       "      <td>56.940000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2018.000000</td>\n",
       "      <td>3.769300</td>\n",
       "      <td>48.190000</td>\n",
       "      <td>2156.000000</td>\n",
       "      <td>13.800000</td>\n",
       "      <td>209.000000</td>\n",
       "      <td>53.500000</td>\n",
       "      <td>1.015000</td>\n",
       "      <td>77.540000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2021.000000</td>\n",
       "      <td>8.137500</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>7644.000000</td>\n",
       "      <td>16.770000</td>\n",
       "      <td>406.000000</td>\n",
       "      <td>153.000000</td>\n",
       "      <td>2.900000</td>\n",
       "      <td>162.510000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              year       hours       miles         feet         mph  \\\n",
       "count   499.000000  499.000000  499.000000   499.000000  499.000000   \n",
       "mean   2016.579158    3.171036   40.774649  1676.308617   13.030020   \n",
       "std       2.009827    1.324910   16.177986  1365.337279    1.279228   \n",
       "min    2012.000000    1.540000   20.960000    68.000000    8.560000   \n",
       "25%    2015.000000    2.164000   28.270000   686.000000   12.290000   \n",
       "50%    2017.000000    2.716100   35.390000  1293.000000   13.180000   \n",
       "75%    2018.000000    3.769300   48.190000  2156.000000   13.800000   \n",
       "max    2021.000000    8.137500  101.000000  7644.000000   16.770000   \n",
       "\n",
       "              vam         fpm         pct         kms  \n",
       "count  499.000000  499.000000  499.000000  499.000000  \n",
       "mean   154.941884   40.671343    0.770100   65.606313  \n",
       "std     89.527399   27.146934    0.514081   26.030345  \n",
       "min     10.000000    3.000000    0.050000   33.720000  \n",
       "25%     79.000000   19.000000    0.365000   45.485000  \n",
       "50%    148.000000   35.000000    0.670000   56.940000  \n",
       "75%    209.000000   53.500000    1.015000   77.540000  \n",
       "max    406.000000  153.000000    2.900000  162.510000  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rides.describe() # Summary statistics for the rides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>121.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>121.000000</td>\n",
       "      <td>121.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.156991</td>\n",
       "      <td>1.031405</td>\n",
       "      <td>291.107438</td>\n",
       "      <td>7.538264</td>\n",
       "      <td>601.925620</td>\n",
       "      <td>340.165289</td>\n",
       "      <td>6.442479</td>\n",
       "      <td>1.659421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.182637</td>\n",
       "      <td>1.028784</td>\n",
       "      <td>309.852325</td>\n",
       "      <td>3.821121</td>\n",
       "      <td>163.615462</td>\n",
       "      <td>184.923603</td>\n",
       "      <td>3.502424</td>\n",
       "      <td>1.654889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.021400</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>2.110000</td>\n",
       "      <td>115.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.060000</td>\n",
       "      <td>0.420000</td>\n",
       "      <td>112.000000</td>\n",
       "      <td>4.820000</td>\n",
       "      <td>497.000000</td>\n",
       "      <td>203.000000</td>\n",
       "      <td>3.850000</td>\n",
       "      <td>0.680000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.101400</td>\n",
       "      <td>0.710000</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>6.100000</td>\n",
       "      <td>588.000000</td>\n",
       "      <td>328.000000</td>\n",
       "      <td>6.210000</td>\n",
       "      <td>1.140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.170800</td>\n",
       "      <td>1.220000</td>\n",
       "      <td>339.000000</td>\n",
       "      <td>10.700000</td>\n",
       "      <td>693.000000</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>8.360000</td>\n",
       "      <td>1.960000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.390600</td>\n",
       "      <td>7.380000</td>\n",
       "      <td>1887.000000</td>\n",
       "      <td>20.470000</td>\n",
       "      <td>1054.000000</td>\n",
       "      <td>839.000000</td>\n",
       "      <td>15.890000</td>\n",
       "      <td>11.870000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            hours       miles         feet         mph          vam  \\\n",
       "count  121.000000  121.000000   121.000000  121.000000   121.000000   \n",
       "mean     0.156991    1.031405   291.107438    7.538264   601.925620   \n",
       "std      0.182637    1.028784   309.852325    3.821121   163.615462   \n",
       "min      0.021400    0.100000    35.000000    2.110000   115.000000   \n",
       "25%      0.060000    0.420000   112.000000    4.820000   497.000000   \n",
       "50%      0.101400    0.710000   180.000000    6.100000   588.000000   \n",
       "75%      0.170800    1.220000   339.000000   10.700000   693.000000   \n",
       "max      1.390600    7.380000  1887.000000   20.470000  1054.000000   \n",
       "\n",
       "              fpm         pct         kms  \n",
       "count  121.000000  121.000000  121.000000  \n",
       "mean   340.165289    6.442479    1.659421  \n",
       "std    184.923603    3.502424    1.654889  \n",
       "min     18.000000    0.350000    0.160000  \n",
       "25%    203.000000    3.850000    0.680000  \n",
       "50%    328.000000    6.210000    1.140000  \n",
       "75%    442.000000    8.360000    1.960000  \n",
       "max    839.000000   15.890000   11.870000  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segments.describe() # Summary statistics for the segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>year</th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>Sun, 5/22</td>\n",
       "      <td>2016</td>\n",
       "      <td>Canada</td>\n",
       "      <td>2.1867</td>\n",
       "      <td>36.68</td>\n",
       "      <td>1332</td>\n",
       "      <td>16.77</td>\n",
       "      <td>186.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.69</td>\n",
       "      <td>59.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Wed, 9/13</td>\n",
       "      <td>2017</td>\n",
       "      <td>Healdburg / Jimtown</td>\n",
       "      <td>2.1342</td>\n",
       "      <td>34.45</td>\n",
       "      <td>912</td>\n",
       "      <td>16.14</td>\n",
       "      <td>130.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>55.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Sat, 1/25</td>\n",
       "      <td>2014</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.5606</td>\n",
       "      <td>25.08</td>\n",
       "      <td>1243</td>\n",
       "      <td>16.07</td>\n",
       "      <td>243.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.94</td>\n",
       "      <td>40.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>Sat, 4/11</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.5400</td>\n",
       "      <td>24.73</td>\n",
       "      <td>1035</td>\n",
       "      <td>16.06</td>\n",
       "      <td>205.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.79</td>\n",
       "      <td>39.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Sun, 7/11</td>\n",
       "      <td>2021</td>\n",
       "      <td>San Jose</td>\n",
       "      <td>4.0969</td>\n",
       "      <td>65.10</td>\n",
       "      <td>1086</td>\n",
       "      <td>15.89</td>\n",
       "      <td>81.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.32</td>\n",
       "      <td>104.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>Sun, 1/18</td>\n",
       "      <td>2015</td>\n",
       "      <td>Woodside</td>\n",
       "      <td>1.6378</td>\n",
       "      <td>26.02</td>\n",
       "      <td>1257</td>\n",
       "      <td>15.89</td>\n",
       "      <td>234.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>41.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>Fri, 6/24</td>\n",
       "      <td>2016</td>\n",
       "      <td>Foothill Expway</td>\n",
       "      <td>1.5903</td>\n",
       "      <td>25.11</td>\n",
       "      <td>623</td>\n",
       "      <td>15.79</td>\n",
       "      <td>119.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.47</td>\n",
       "      <td>40.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Sun, 1/26</td>\n",
       "      <td>2014</td>\n",
       "      <td>Canada Rd</td>\n",
       "      <td>2.0997</td>\n",
       "      <td>33.12</td>\n",
       "      <td>1446</td>\n",
       "      <td>15.77</td>\n",
       "      <td>210.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.83</td>\n",
       "      <td>53.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>Sun, 4/12</td>\n",
       "      <td>2015</td>\n",
       "      <td>Palo Alto Cycling</td>\n",
       "      <td>2.0303</td>\n",
       "      <td>31.76</td>\n",
       "      <td>1210</td>\n",
       "      <td>15.64</td>\n",
       "      <td>182.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.72</td>\n",
       "      <td>51.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Sun, 10/15</td>\n",
       "      <td>2017</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>2.8647</td>\n",
       "      <td>44.71</td>\n",
       "      <td>1437</td>\n",
       "      <td>15.61</td>\n",
       "      <td>153.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0.61</td>\n",
       "      <td>71.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>Sun, 2/28</td>\n",
       "      <td>2016</td>\n",
       "      <td>Woodside Loop</td>\n",
       "      <td>1.7261</td>\n",
       "      <td>26.93</td>\n",
       "      <td>843</td>\n",
       "      <td>15.60</td>\n",
       "      <td>149.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.59</td>\n",
       "      <td>43.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Sun, 8/5</td>\n",
       "      <td>2018</td>\n",
       "      <td>Bike Ride Northwest Day 1</td>\n",
       "      <td>3.5783</td>\n",
       "      <td>55.77</td>\n",
       "      <td>1824</td>\n",
       "      <td>15.59</td>\n",
       "      <td>155.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.62</td>\n",
       "      <td>89.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Sun, 6/26</td>\n",
       "      <td>2016</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>3.2758</td>\n",
       "      <td>50.78</td>\n",
       "      <td>1181</td>\n",
       "      <td>15.50</td>\n",
       "      <td>110.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.44</td>\n",
       "      <td>81.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Sun, 1/19</td>\n",
       "      <td>2014</td>\n",
       "      <td>Palo Alto, CA</td>\n",
       "      <td>1.6153</td>\n",
       "      <td>25.01</td>\n",
       "      <td>1201</td>\n",
       "      <td>15.48</td>\n",
       "      <td>227.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.91</td>\n",
       "      <td>40.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>Mon, 1/19</td>\n",
       "      <td>2015</td>\n",
       "      <td>Canada Rd, etc.</td>\n",
       "      <td>2.9539</td>\n",
       "      <td>45.64</td>\n",
       "      <td>1836</td>\n",
       "      <td>15.45</td>\n",
       "      <td>189.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.76</td>\n",
       "      <td>73.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>Sun, 12/6</td>\n",
       "      <td>2015</td>\n",
       "      <td>Canada Rd</td>\n",
       "      <td>2.2514</td>\n",
       "      <td>34.67</td>\n",
       "      <td>1237</td>\n",
       "      <td>15.40</td>\n",
       "      <td>167.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.68</td>\n",
       "      <td>55.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>Tue, 6/18</td>\n",
       "      <td>2013</td>\n",
       "      <td>work etc (headwinds)</td>\n",
       "      <td>2.0594</td>\n",
       "      <td>31.48</td>\n",
       "      <td>809</td>\n",
       "      <td>15.29</td>\n",
       "      <td>120.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>50.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Fri, 9/23</td>\n",
       "      <td>2016</td>\n",
       "      <td>Los Gatos</td>\n",
       "      <td>2.8894</td>\n",
       "      <td>43.93</td>\n",
       "      <td>1339</td>\n",
       "      <td>15.20</td>\n",
       "      <td>141.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.58</td>\n",
       "      <td>70.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Sat, 7/9</td>\n",
       "      <td>2016</td>\n",
       "      <td>Santa Cruz</td>\n",
       "      <td>3.8397</td>\n",
       "      <td>58.23</td>\n",
       "      <td>4042</td>\n",
       "      <td>15.17</td>\n",
       "      <td>321.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.31</td>\n",
       "      <td>93.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Sun, 8/7</td>\n",
       "      <td>2016</td>\n",
       "      <td>Canada</td>\n",
       "      <td>2.7161</td>\n",
       "      <td>41.19</td>\n",
       "      <td>1526</td>\n",
       "      <td>15.17</td>\n",
       "      <td>171.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>66.27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  year                      title   hours  miles  feet    mph  \\\n",
       "237   Sun, 5/22  2016                     Canada  2.1867  36.68  1332  16.77   \n",
       "261   Wed, 9/13  2017        Healdburg / Jimtown  2.1342  34.45   912  16.14   \n",
       "482   Sat, 1/25  2014                   Woodside  1.5606  25.08  1243  16.07   \n",
       "491   Sat, 4/11  2015                   Woodside  1.5400  24.73  1035  16.06   \n",
       "5     Sun, 7/11  2021                   San Jose  4.0969  65.10  1086  15.89   \n",
       "442   Sun, 1/18  2015                   Woodside  1.6378  26.02  1257  15.89   \n",
       "480   Fri, 6/24  2016            Foothill Expway  1.5903  25.11   623  15.79   \n",
       "281   Sun, 1/26  2014                  Canada Rd  2.0997  33.12  1446  15.77   \n",
       "305   Sun, 4/12  2015          Palo Alto Cycling  2.0303  31.76  1210  15.64   \n",
       "147  Sun, 10/15  2017                  Los Gatos  2.8647  44.71  1437  15.61   \n",
       "404   Sun, 2/28  2016              Woodside Loop  1.7261  26.93   843  15.60   \n",
       "107    Sun, 8/5  2018  Bike Ride Northwest Day 1  3.5783  55.77  1824  15.59   \n",
       "122   Sun, 6/26  2016                  Los Gatos  3.2758  50.78  1181  15.50   \n",
       "488   Sun, 1/19  2014              Palo Alto, CA  1.6153  25.01  1201  15.48   \n",
       "139   Mon, 1/19  2015            Canada Rd, etc.  2.9539  45.64  1836  15.45   \n",
       "260   Sun, 12/6  2015                  Canada Rd  2.2514  34.67  1237  15.40   \n",
       "311   Tue, 6/18  2013       work etc (headwinds)  2.0594  31.48   809  15.29   \n",
       "152   Fri, 9/23  2016                  Los Gatos  2.8894  43.93  1339  15.20   \n",
       "99     Sat, 7/9  2016                 Santa Cruz  3.8397  58.23  4042  15.17   \n",
       "169    Sun, 8/7  2016                     Canada  2.7161  41.19  1526  15.17   \n",
       "\n",
       "       vam   fpm   pct     kms  \n",
       "237  186.0  36.0  0.69   59.02  \n",
       "261  130.0  26.0  0.50   55.43  \n",
       "482  243.0  50.0  0.94   40.35  \n",
       "491  205.0  42.0  0.79   39.79  \n",
       "5     81.0  17.0  0.32  104.75  \n",
       "442  234.0  48.0  0.91   41.87  \n",
       "480  119.0  25.0  0.47   40.40  \n",
       "281  210.0  44.0  0.83   53.29  \n",
       "305  182.0  38.0  0.72   51.10  \n",
       "147  153.0  32.0  0.61   71.94  \n",
       "404  149.0  31.0  0.59   43.33  \n",
       "107  155.0  33.0  0.62   89.73  \n",
       "122  110.0  23.0  0.44   81.71  \n",
       "488  227.0  48.0  0.91   40.24  \n",
       "139  189.0  40.0  0.76   73.43  \n",
       "260  167.0  36.0  0.68   55.78  \n",
       "311  120.0  26.0  0.49   50.65  \n",
       "152  141.0  30.0  0.58   70.68  \n",
       "99   321.0  69.0  1.31   93.69  \n",
       "169  171.0  37.0  0.70   66.27  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(rides, 'mph') # Fastest rides (of more than 20 miles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>PCH Pescadero to Bean Hollow</td>\n",
       "      <td>0.1353</td>\n",
       "      <td>2.77</td>\n",
       "      <td>51</td>\n",
       "      <td>20.47</td>\n",
       "      <td>115.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.35</td>\n",
       "      <td>4.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Highway 1  Cascanoa to Cascade</td>\n",
       "      <td>0.0889</td>\n",
       "      <td>1.61</td>\n",
       "      <td>89</td>\n",
       "      <td>18.11</td>\n",
       "      <td>305.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>1.05</td>\n",
       "      <td>2.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Highway 9 Mantalvo</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>0.45</td>\n",
       "      <td>35</td>\n",
       "      <td>16.85</td>\n",
       "      <td>400.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Vickrey Fruitvale</td>\n",
       "      <td>0.0614</td>\n",
       "      <td>0.99</td>\n",
       "      <td>68</td>\n",
       "      <td>16.12</td>\n",
       "      <td>338.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Highway 9 Mantalvo</td>\n",
       "      <td>0.0300</td>\n",
       "      <td>0.45</td>\n",
       "      <td>35</td>\n",
       "      <td>15.00</td>\n",
       "      <td>356.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Vickrey Fruitvale</td>\n",
       "      <td>0.0661</td>\n",
       "      <td>0.99</td>\n",
       "      <td>68</td>\n",
       "      <td>14.98</td>\n",
       "      <td>314.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>The Boneyard</td>\n",
       "      <td>0.1014</td>\n",
       "      <td>1.48</td>\n",
       "      <td>135</td>\n",
       "      <td>14.60</td>\n",
       "      <td>406.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.1172</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>14.25</td>\n",
       "      <td>468.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Canada to College</td>\n",
       "      <td>0.0986</td>\n",
       "      <td>1.37</td>\n",
       "      <td>119</td>\n",
       "      <td>13.89</td>\n",
       "      <td>368.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>The Boneyard</td>\n",
       "      <td>0.1100</td>\n",
       "      <td>1.48</td>\n",
       "      <td>135</td>\n",
       "      <td>13.45</td>\n",
       "      <td>374.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>1.73</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alpine Westridge</td>\n",
       "      <td>0.0572</td>\n",
       "      <td>0.76</td>\n",
       "      <td>99</td>\n",
       "      <td>13.29</td>\n",
       "      <td>528.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Foothill Homestead</td>\n",
       "      <td>0.0919</td>\n",
       "      <td>1.22</td>\n",
       "      <td>126</td>\n",
       "      <td>13.28</td>\n",
       "      <td>418.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Sand Hill Alpine to 280</td>\n",
       "      <td>0.1275</td>\n",
       "      <td>1.67</td>\n",
       "      <td>180</td>\n",
       "      <td>13.10</td>\n",
       "      <td>430.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2.04</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alpine Westridge</td>\n",
       "      <td>0.0581</td>\n",
       "      <td>0.76</td>\n",
       "      <td>99</td>\n",
       "      <td>13.08</td>\n",
       "      <td>519.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>2.47</td>\n",
       "      <td>1.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Canada to College</td>\n",
       "      <td>0.1064</td>\n",
       "      <td>1.37</td>\n",
       "      <td>119</td>\n",
       "      <td>12.88</td>\n",
       "      <td>341.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Stevens Country Park</td>\n",
       "      <td>0.0950</td>\n",
       "      <td>1.22</td>\n",
       "      <td>112</td>\n",
       "      <td>12.84</td>\n",
       "      <td>359.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Woodside Climb</td>\n",
       "      <td>0.1347</td>\n",
       "      <td>1.71</td>\n",
       "      <td>295</td>\n",
       "      <td>12.69</td>\n",
       "      <td>668.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Sand Gill Sharon-top</td>\n",
       "      <td>0.0675</td>\n",
       "      <td>0.85</td>\n",
       "      <td>136</td>\n",
       "      <td>12.59</td>\n",
       "      <td>614.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>3.03</td>\n",
       "      <td>1.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Kaboom Portola Rd</td>\n",
       "      <td>0.0539</td>\n",
       "      <td>0.67</td>\n",
       "      <td>102</td>\n",
       "      <td>12.43</td>\n",
       "      <td>577.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Stevens Country Park</td>\n",
       "      <td>0.0994</td>\n",
       "      <td>1.22</td>\n",
       "      <td>112</td>\n",
       "      <td>12.27</td>\n",
       "      <td>343.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title   hours  miles  feet    mph    vam    fpm  \\\n",
       "64     PCH Pescadero to Bean Hollow  0.1353   2.77    51  20.47  115.0   18.0   \n",
       "27   Highway 1  Cascanoa to Cascade  0.0889   1.61    89  18.11  305.0   55.0   \n",
       "29               Highway 9 Mantalvo  0.0267   0.45    35  16.85  400.0   78.0   \n",
       "105               Vickrey Fruitvale  0.0614   0.99    68  16.12  338.0   69.0   \n",
       "30               Highway 9 Mantalvo  0.0300   0.45    35  15.00  356.0   78.0   \n",
       "106               Vickrey Fruitvale  0.0661   0.99    68  14.98  314.0   69.0   \n",
       "94                     The Boneyard  0.1014   1.48   135  14.60  406.0   91.0   \n",
       "78          Sand Hill Alpine to 280  0.1172   1.67   180  14.25  468.0  108.0   \n",
       "14                Canada to College  0.0986   1.37   119  13.89  368.0   87.0   \n",
       "95                     The Boneyard  0.1100   1.48   135  13.45  374.0   91.0   \n",
       "1                  Alpine Westridge  0.0572   0.76    99  13.29  528.0  130.0   \n",
       "23               Foothill Homestead  0.0919   1.22   126  13.28  418.0  103.0   \n",
       "79          Sand Hill Alpine to 280  0.1275   1.67   180  13.10  430.0  108.0   \n",
       "2                  Alpine Westridge  0.0581   0.76    99  13.08  519.0  130.0   \n",
       "15                Canada to College  0.1064   1.37   119  12.88  341.0   87.0   \n",
       "85             Stevens Country Park  0.0950   1.22   112  12.84  359.0   92.0   \n",
       "119                  Woodside Climb  0.1347   1.71   295  12.69  668.0  173.0   \n",
       "74             Sand Gill Sharon-top  0.0675   0.85   136  12.59  614.0  160.0   \n",
       "35                Kaboom Portola Rd  0.0539   0.67   102  12.43  577.0  152.0   \n",
       "86             Stevens Country Park  0.0994   1.22   112  12.27  343.0   92.0   \n",
       "\n",
       "      pct   kms  \n",
       "64   0.35  4.46  \n",
       "27   1.05  2.59  \n",
       "29   1.47  0.72  \n",
       "105  1.30  1.59  \n",
       "30   1.47  0.72  \n",
       "106  1.30  1.59  \n",
       "94   1.73  2.38  \n",
       "78   2.04  2.69  \n",
       "14   1.65  2.20  \n",
       "95   1.73  2.38  \n",
       "1    2.47  1.22  \n",
       "23   1.96  1.96  \n",
       "79   2.04  2.69  \n",
       "2    2.47  1.22  \n",
       "15   1.65  2.20  \n",
       "85   1.74  1.96  \n",
       "119  3.27  2.75  \n",
       "74   3.03  1.37  \n",
       "35   2.88  1.08  \n",
       "86   1.74  1.96  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'mph') # Fastest segments (there are no descent segments in the database)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>West Alpine full</td>\n",
       "      <td>1.3906</td>\n",
       "      <td>7.38</td>\n",
       "      <td>1887</td>\n",
       "      <td>5.31</td>\n",
       "      <td>414.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>4.84</td>\n",
       "      <td>11.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.7814</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>5.02</td>\n",
       "      <td>599.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Kings Greer to Skyline</td>\n",
       "      <td>0.8100</td>\n",
       "      <td>3.92</td>\n",
       "      <td>1536</td>\n",
       "      <td>4.84</td>\n",
       "      <td>578.0</td>\n",
       "      <td>392.0</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.4783</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.96</td>\n",
       "      <td>800.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Old La Honda (Bridge to Stop)</td>\n",
       "      <td>0.5089</td>\n",
       "      <td>3.33</td>\n",
       "      <td>1255</td>\n",
       "      <td>6.54</td>\n",
       "      <td>752.0</td>\n",
       "      <td>377.0</td>\n",
       "      <td>7.14</td>\n",
       "      <td>5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alma Mountain Charlie</td>\n",
       "      <td>0.5303</td>\n",
       "      <td>3.12</td>\n",
       "      <td>875</td>\n",
       "      <td>5.88</td>\n",
       "      <td>503.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>5.31</td>\n",
       "      <td>5.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.4572</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>6.32</td>\n",
       "      <td>547.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Kings half way</td>\n",
       "      <td>0.4958</td>\n",
       "      <td>2.89</td>\n",
       "      <td>820</td>\n",
       "      <td>5.83</td>\n",
       "      <td>504.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.5767</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.10</td>\n",
       "      <td>423.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Alpine Portola to top Joaquin</td>\n",
       "      <td>0.5661</td>\n",
       "      <td>3.52</td>\n",
       "      <td>801</td>\n",
       "      <td>6.22</td>\n",
       "      <td>431.0</td>\n",
       "      <td>228.0</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.05</td>\n",
       "      <td>616.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Tunitas steep</td>\n",
       "      <td>0.2708</td>\n",
       "      <td>1.20</td>\n",
       "      <td>599</td>\n",
       "      <td>4.43</td>\n",
       "      <td>674.0</td>\n",
       "      <td>499.0</td>\n",
       "      <td>9.45</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.3119</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>4.84</td>\n",
       "      <td>553.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Haskins</td>\n",
       "      <td>0.2964</td>\n",
       "      <td>1.51</td>\n",
       "      <td>566</td>\n",
       "      <td>5.09</td>\n",
       "      <td>582.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Lower Redwood Gulch</td>\n",
       "      <td>0.2167</td>\n",
       "      <td>1.03</td>\n",
       "      <td>474</td>\n",
       "      <td>4.75</td>\n",
       "      <td>667.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>8.72</td>\n",
       "      <td>1.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.2908</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>7.81</td>\n",
       "      <td>483.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Alpine Willowbrook to Joaquin</td>\n",
       "      <td>0.2794</td>\n",
       "      <td>2.27</td>\n",
       "      <td>461</td>\n",
       "      <td>8.12</td>\n",
       "      <td>503.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Lobitas Creek</td>\n",
       "      <td>0.2042</td>\n",
       "      <td>0.96</td>\n",
       "      <td>430</td>\n",
       "      <td>4.70</td>\n",
       "      <td>642.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>8.48</td>\n",
       "      <td>1.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.2667</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>4.87</td>\n",
       "      <td>481.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Tunitas lower climb</td>\n",
       "      <td>0.2261</td>\n",
       "      <td>1.30</td>\n",
       "      <td>421</td>\n",
       "      <td>5.75</td>\n",
       "      <td>568.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>6.13</td>\n",
       "      <td>2.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             title   hours  miles  feet   mph    vam    fpm  \\\n",
       "109               West Alpine full  1.3906   7.38  1887  5.31  414.0  256.0   \n",
       "41          Kings Greer to Skyline  0.7814   3.92  1536  5.02  599.0  392.0   \n",
       "42          Kings Greer to Skyline  0.8100   3.92  1536  4.84  578.0  392.0   \n",
       "55   Old La Honda (Bridge to Stop)  0.4783   3.33  1255  6.96  800.0  377.0   \n",
       "56   Old La Honda (Bridge to Stop)  0.5089   3.33  1255  6.54  752.0  377.0   \n",
       "0            Alma Mountain Charlie  0.5303   3.12   875  5.88  503.0  280.0   \n",
       "37                  Kings half way  0.4572   2.89   820  6.32  547.0  284.0   \n",
       "38                  Kings half way  0.4958   2.89   820  5.83  504.0  284.0   \n",
       "6    Alpine Portola to top Joaquin  0.5767   3.52   801  6.10  423.0  228.0   \n",
       "5    Alpine Portola to top Joaquin  0.5661   3.52   801  6.22  431.0  228.0   \n",
       "104                  Tunitas steep  0.2964   1.20   599  4.05  616.0  499.0   \n",
       "103                  Tunitas steep  0.2708   1.20   599  4.43  674.0  499.0   \n",
       "26                         Haskins  0.3119   1.51   566  4.84  553.0  375.0   \n",
       "25                         Haskins  0.2964   1.51   566  5.09  582.0  375.0   \n",
       "48             Lower Redwood Gulch  0.2167   1.03   474  4.75  667.0  460.0   \n",
       "8    Alpine Willowbrook to Joaquin  0.2908   2.27   461  7.81  483.0  203.0   \n",
       "7    Alpine Willowbrook to Joaquin  0.2794   2.27   461  8.12  503.0  203.0   \n",
       "47                   Lobitas Creek  0.2042   0.96   430  4.70  642.0  448.0   \n",
       "102            Tunitas lower climb  0.2667   1.30   421  4.87  481.0  324.0   \n",
       "101            Tunitas lower climb  0.2261   1.30   421  5.75  568.0  324.0   \n",
       "\n",
       "      pct    kms  \n",
       "109  4.84  11.87  \n",
       "41   7.42   6.31  \n",
       "42   7.42   6.31  \n",
       "55   7.14   5.36  \n",
       "56   7.14   5.36  \n",
       "0    5.31   5.02  \n",
       "37   5.37   4.65  \n",
       "38   5.37   4.65  \n",
       "6    4.31   5.66  \n",
       "5    4.31   5.66  \n",
       "104  9.45   1.93  \n",
       "103  9.45   1.93  \n",
       "26   7.10   2.43  \n",
       "25   7.10   2.43  \n",
       "48   8.72   1.66  \n",
       "8    3.85   3.65  \n",
       "7    3.85   3.65  \n",
       "47   8.48   1.54  \n",
       "102  6.13   2.09  \n",
       "101  6.13   2.09  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'feet') # Biggest climbing segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>hours</th>\n",
       "      <th>miles</th>\n",
       "      <th>feet</th>\n",
       "      <th>mph</th>\n",
       "      <th>vam</th>\n",
       "      <th>fpm</th>\n",
       "      <th>pct</th>\n",
       "      <th>kms</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Redwood Gulch hits</td>\n",
       "      <td>0.0600</td>\n",
       "      <td>0.18</td>\n",
       "      <td>151</td>\n",
       "      <td>3.00</td>\n",
       "      <td>767.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>15.89</td>\n",
       "      <td>0.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Limantour steepest</td>\n",
       "      <td>0.0947</td>\n",
       "      <td>0.20</td>\n",
       "      <td>159</td>\n",
       "      <td>2.11</td>\n",
       "      <td>512.0</td>\n",
       "      <td>795.0</td>\n",
       "      <td>15.06</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.1053</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>3.13</td>\n",
       "      <td>735.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Joaquin</td>\n",
       "      <td>0.1242</td>\n",
       "      <td>0.33</td>\n",
       "      <td>254</td>\n",
       "      <td>2.66</td>\n",
       "      <td>623.0</td>\n",
       "      <td>770.0</td>\n",
       "      <td>14.58</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Entrance Way Hill Repeats</td>\n",
       "      <td>0.0236</td>\n",
       "      <td>0.10</td>\n",
       "      <td>76</td>\n",
       "      <td>4.24</td>\n",
       "      <td>982.0</td>\n",
       "      <td>760.0</td>\n",
       "      <td>14.39</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Stirrup Wall</td>\n",
       "      <td>0.0631</td>\n",
       "      <td>0.17</td>\n",
       "      <td>125</td>\n",
       "      <td>2.69</td>\n",
       "      <td>604.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>13.93</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Stirrup Wall</td>\n",
       "      <td>0.0758</td>\n",
       "      <td>0.17</td>\n",
       "      <td>125</td>\n",
       "      <td>2.24</td>\n",
       "      <td>503.0</td>\n",
       "      <td>735.0</td>\n",
       "      <td>13.93</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0781</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>4.74</td>\n",
       "      <td>937.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Westridge 3min</td>\n",
       "      <td>0.0931</td>\n",
       "      <td>0.37</td>\n",
       "      <td>240</td>\n",
       "      <td>3.97</td>\n",
       "      <td>786.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>12.29</td>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Limantour Spit</td>\n",
       "      <td>0.0886</td>\n",
       "      <td>0.47</td>\n",
       "      <td>303</td>\n",
       "      <td>5.30</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>645.0</td>\n",
       "      <td>12.21</td>\n",
       "      <td>0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Redwood Gulch wall</td>\n",
       "      <td>0.1108</td>\n",
       "      <td>0.43</td>\n",
       "      <td>258</td>\n",
       "      <td>3.88</td>\n",
       "      <td>710.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>11.36</td>\n",
       "      <td>0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Paloma Climb</td>\n",
       "      <td>0.0239</td>\n",
       "      <td>0.14</td>\n",
       "      <td>82</td>\n",
       "      <td>5.86</td>\n",
       "      <td>1046.0</td>\n",
       "      <td>586.0</td>\n",
       "      <td>11.09</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Try not to fall back</td>\n",
       "      <td>0.2125</td>\n",
       "      <td>0.71</td>\n",
       "      <td>410</td>\n",
       "      <td>3.34</td>\n",
       "      <td>588.0</td>\n",
       "      <td>577.0</td>\n",
       "      <td>10.94</td>\n",
       "      <td>1.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1644</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.14</td>\n",
       "      <td>714.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Westridge</td>\n",
       "      <td>0.1411</td>\n",
       "      <td>0.68</td>\n",
       "      <td>385</td>\n",
       "      <td>4.82</td>\n",
       "      <td>832.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>10.72</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Stair Step</td>\n",
       "      <td>0.0903</td>\n",
       "      <td>0.32</td>\n",
       "      <td>175</td>\n",
       "      <td>3.54</td>\n",
       "      <td>591.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>10.36</td>\n",
       "      <td>0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Page Mill to Moody</td>\n",
       "      <td>0.0486</td>\n",
       "      <td>0.21</td>\n",
       "      <td>112</td>\n",
       "      <td>4.32</td>\n",
       "      <td>702.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Page Mill to Moody</td>\n",
       "      <td>0.0472</td>\n",
       "      <td>0.21</td>\n",
       "      <td>112</td>\n",
       "      <td>4.45</td>\n",
       "      <td>723.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>10.10</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Kings Mountain Rd Climb</td>\n",
       "      <td>0.1397</td>\n",
       "      <td>0.56</td>\n",
       "      <td>296</td>\n",
       "      <td>4.01</td>\n",
       "      <td>646.0</td>\n",
       "      <td>529.0</td>\n",
       "      <td>10.01</td>\n",
       "      <td>0.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Communications Hill Climb</td>\n",
       "      <td>0.0422</td>\n",
       "      <td>0.20</td>\n",
       "      <td>103</td>\n",
       "      <td>4.74</td>\n",
       "      <td>744.0</td>\n",
       "      <td>515.0</td>\n",
       "      <td>9.75</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         title   hours  miles  feet   mph     vam    fpm  \\\n",
       "72          Redwood Gulch hits  0.0600   0.18   151  3.00   767.0  839.0   \n",
       "46          Limantour steepest  0.0947   0.20   159  2.11   512.0  795.0   \n",
       "33                     Joaquin  0.1053   0.33   254  3.13   735.0  770.0   \n",
       "34                     Joaquin  0.1242   0.33   254  2.66   623.0  770.0   \n",
       "22   Entrance Way Hill Repeats  0.0236   0.10    76  4.24   982.0  760.0   \n",
       "87                Stirrup Wall  0.0631   0.17   125  2.69   604.0  735.0   \n",
       "88                Stirrup Wall  0.0758   0.17   125  2.24   503.0  735.0   \n",
       "112             Westridge 3min  0.0781   0.37   240  4.74   937.0  649.0   \n",
       "113             Westridge 3min  0.0931   0.37   240  3.97   786.0  649.0   \n",
       "45              Limantour Spit  0.0886   0.47   303  5.30  1042.0  645.0   \n",
       "73          Redwood Gulch wall  0.1108   0.43   258  3.88   710.0  600.0   \n",
       "59                Paloma Climb  0.0239   0.14    82  5.86  1046.0  586.0   \n",
       "96        Try not to fall back  0.2125   0.71   410  3.34   588.0  577.0   \n",
       "111                  Westridge  0.1644   0.68   385  4.14   714.0  566.0   \n",
       "110                  Westridge  0.1411   0.68   385  4.82   832.0  566.0   \n",
       "80                  Stair Step  0.0903   0.32   175  3.54   591.0  547.0   \n",
       "61          Page Mill to Moody  0.0486   0.21   112  4.32   702.0  533.0   \n",
       "60          Page Mill to Moody  0.0472   0.21   112  4.45   723.0  533.0   \n",
       "43     Kings Mountain Rd Climb  0.1397   0.56   296  4.01   646.0  529.0   \n",
       "20   Communications Hill Climb  0.0422   0.20   103  4.74   744.0  515.0   \n",
       "\n",
       "       pct   kms  \n",
       "72   15.89  0.29  \n",
       "46   15.06  0.32  \n",
       "33   14.58  0.53  \n",
       "34   14.58  0.53  \n",
       "22   14.39  0.16  \n",
       "87   13.93  0.27  \n",
       "88   13.93  0.27  \n",
       "112  12.29  0.60  \n",
       "113  12.29  0.60  \n",
       "45   12.21  0.76  \n",
       "73   11.36  0.69  \n",
       "59   11.09  0.23  \n",
       "96   10.94  1.14  \n",
       "111  10.72  1.09  \n",
       "110  10.72  1.09  \n",
       "80   10.36  0.51  \n",
       "61   10.10  0.34  \n",
       "60   10.10  0.34  \n",
       "43   10.01  0.90  \n",
       "20    9.75  0.32  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top(segments, 'pct') # Steepest climbs"
   ]
  }
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