diff --git a/ipynb/Bike-Stats.ipynb b/ipynb/Bike-Stats.ipynb
index 0ab2f6f..d1ae0c9 100644
--- a/ipynb/Bike-Stats.ipynb
+++ b/ipynb/Bike-Stats.ipynb
@@ -1,12 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -37,7 +30,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -222,7 +215,7 @@
        "  2014  191.03   2469  118481  12.92  189.0  48.0  0.91   3972.62   36113.0"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 1,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -242,7 +235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -427,7 +420,7 @@
        "  2014    0.6    7.9   379.7  12.92  189.0  48.0  0.91  12.7   115.7"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -465,7 +458,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
@@ -473,114 +466,114 @@
       "text/html": [
        "<style type=\"text/css\">\n",
        "</style>\n",
-       "<table id=\"T_15818\">\n",
+       "<table id=\"T_9313a\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th class=\"blank level0\" >&nbsp;</th>\n",
-       "      <th id=\"T_15818_level0_col0\" class=\"col_heading level0 col0\" >date</th>\n",
-       "      <th id=\"T_15818_level0_col1\" class=\"col_heading level0 col1\" >square</th>\n",
-       "      <th id=\"T_15818_level0_col2\" class=\"col_heading level0 col2\" >cluster</th>\n",
-       "      <th id=\"T_15818_level0_col3\" class=\"col_heading level0 col3\" >total</th>\n",
-       "      <th id=\"T_15818_level0_col4\" class=\"col_heading level0 col4\" >comment</th>\n",
+       "      <th id=\"T_9313a_level0_col0\" class=\"col_heading level0 col0\" >date</th>\n",
+       "      <th id=\"T_9313a_level0_col1\" class=\"col_heading level0 col1\" >square</th>\n",
+       "      <th id=\"T_9313a_level0_col2\" class=\"col_heading level0 col2\" >cluster</th>\n",
+       "      <th id=\"T_9313a_level0_col3\" class=\"col_heading level0 col3\" >total</th>\n",
+       "      <th id=\"T_9313a_level0_col4\" class=\"col_heading level0 col4\" >comment</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row0\" class=\"row_heading level0 row0\" ></th>\n",
-       "      <td id=\"T_15818_row0_col0\" class=\"data row0 col0\" ><a href=\"https://www.statshunters.com/?to=20240428\" rel=\"noopener noreferrer\" target=\"_blank\">04/28/2024</a></td>\n",
-       "      <td id=\"T_15818_row0_col1\" class=\"data row0 col1\" >14</td>\n",
-       "      <td id=\"T_15818_row0_col2\" class=\"data row0 col2\" >1275</td>\n",
-       "      <td id=\"T_15818_row0_col3\" class=\"data row0 col3\" >3382</td>\n",
-       "      <td id=\"T_15818_row0_col4\" class=\"data row0 col4\" ><a href=\"https://www.strava.com/activities/11287081291\" rel=\"noopener noreferrer\" target=\"_blank\">Livermore</a></td>\n",
+       "      <th id=\"T_9313a_level0_row0\" class=\"row_heading level0 row0\" ></th>\n",
+       "      <td id=\"T_9313a_row0_col0\" class=\"data row0 col0\" ><a href=\"https://www.statshunters.com/?to=20240428\" rel=\"noopener noreferrer\" target=\"_blank\">04/28/2024</a></td>\n",
+       "      <td id=\"T_9313a_row0_col1\" class=\"data row0 col1\" >14</td>\n",
+       "      <td id=\"T_9313a_row0_col2\" class=\"data row0 col2\" >1275</td>\n",
+       "      <td id=\"T_9313a_row0_col3\" class=\"data row0 col3\" >3382</td>\n",
+       "      <td id=\"T_9313a_row0_col4\" class=\"data row0 col4\" ><a href=\"https://www.strava.com/activities/11287081291\" rel=\"noopener noreferrer\" target=\"_blank\">Livermore</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row1\" class=\"row_heading level0 row1\" ></th>\n",
-       "      <td id=\"T_15818_row1_col0\" class=\"data row1 col0\" ><a href=\"https://www.statshunters.com/?to=20240225\" rel=\"noopener noreferrer\" target=\"_blank\">02/25/2024</a></td>\n",
-       "      <td id=\"T_15818_row1_col1\" class=\"data row1 col1\" >14</td>\n",
-       "      <td id=\"T_15818_row1_col2\" class=\"data row1 col2\" >1196</td>\n",
-       "      <td id=\"T_15818_row1_col3\" class=\"data row1 col3\" >3279</td>\n",
-       "      <td id=\"T_15818_row1_col4\" class=\"data row1 col4\" ><a href=\"https://www.strava.com/activities/10838162005\" rel=\"noopener noreferrer\" target=\"_blank\">Expanding through Santa Cruz and to the South</a></td>\n",
+       "      <th id=\"T_9313a_level0_row1\" class=\"row_heading level0 row1\" ></th>\n",
+       "      <td id=\"T_9313a_row1_col0\" class=\"data row1 col0\" ><a href=\"https://www.statshunters.com/?to=20240225\" rel=\"noopener noreferrer\" target=\"_blank\">02/25/2024</a></td>\n",
+       "      <td id=\"T_9313a_row1_col1\" class=\"data row1 col1\" >14</td>\n",
+       "      <td id=\"T_9313a_row1_col2\" class=\"data row1 col2\" >1196</td>\n",
+       "      <td id=\"T_9313a_row1_col3\" class=\"data row1 col3\" >3279</td>\n",
+       "      <td id=\"T_9313a_row1_col4\" class=\"data row1 col4\" ><a href=\"https://www.strava.com/activities/10838162005\" rel=\"noopener noreferrer\" target=\"_blank\">Expanding through Santa Cruz and to the South</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row2\" class=\"row_heading level0 row2\" ></th>\n",
-       "      <td id=\"T_15818_row2_col0\" class=\"data row2 col0\" ><a href=\"https://www.statshunters.com/?to=20240101\" rel=\"noopener noreferrer\" target=\"_blank\">01/01/2024</a></td>\n",
-       "      <td id=\"T_15818_row2_col1\" class=\"data row2 col1\" >14</td>\n",
-       "      <td id=\"T_15818_row2_col2\" class=\"data row2 col2\" >1056</td>\n",
-       "      <td id=\"T_15818_row2_col3\" class=\"data row2 col3\" >3105</td>\n",
-       "      <td id=\"T_15818_row2_col4\" class=\"data row2 col4\" >Start of this year</td>\n",
+       "      <th id=\"T_9313a_level0_row2\" class=\"row_heading level0 row2\" ></th>\n",
+       "      <td id=\"T_9313a_row2_col0\" class=\"data row2 col0\" ><a href=\"https://www.statshunters.com/?to=20240101\" rel=\"noopener noreferrer\" target=\"_blank\">01/01/2024</a></td>\n",
+       "      <td id=\"T_9313a_row2_col1\" class=\"data row2 col1\" >14</td>\n",
+       "      <td id=\"T_9313a_row2_col2\" class=\"data row2 col2\" >1056</td>\n",
+       "      <td id=\"T_9313a_row2_col3\" class=\"data row2 col3\" >3105</td>\n",
+       "      <td id=\"T_9313a_row2_col4\" class=\"data row2 col4\" >Start of this year</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row3\" class=\"row_heading level0 row3\" ></th>\n",
-       "      <td id=\"T_15818_row3_col0\" class=\"data row3 col0\" ><a href=\"https://www.statshunters.com/?to=20231208\" rel=\"noopener noreferrer\" target=\"_blank\">12/08/2023</a></td>\n",
-       "      <td id=\"T_15818_row3_col1\" class=\"data row3 col1\" >14</td>\n",
-       "      <td id=\"T_15818_row3_col2\" class=\"data row3 col2\" >1042</td>\n",
-       "      <td id=\"T_15818_row3_col3\" class=\"data row3 col3\" >3084</td>\n",
-       "      <td id=\"T_15818_row3_col4\" class=\"data row3 col4\" ><a href=\"https://www.strava.com/activities/10350071201\" rel=\"noopener noreferrer\" target=\"_blank\">Benicia ride connects East Bay and Napa clusters</a></td>\n",
+       "      <th id=\"T_9313a_level0_row3\" class=\"row_heading level0 row3\" ></th>\n",
+       "      <td id=\"T_9313a_row3_col0\" class=\"data row3 col0\" ><a href=\"https://www.statshunters.com/?to=20231208\" rel=\"noopener noreferrer\" target=\"_blank\">12/08/2023</a></td>\n",
+       "      <td id=\"T_9313a_row3_col1\" class=\"data row3 col1\" >14</td>\n",
+       "      <td id=\"T_9313a_row3_col2\" class=\"data row3 col2\" >1042</td>\n",
+       "      <td id=\"T_9313a_row3_col3\" class=\"data row3 col3\" >3084</td>\n",
+       "      <td id=\"T_9313a_row3_col4\" class=\"data row3 col4\" ><a href=\"https://www.strava.com/activities/10350071201\" rel=\"noopener noreferrer\" target=\"_blank\">Benicia ride connects East Bay and Napa clusters</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row4\" class=\"row_heading level0 row4\" ></th>\n",
-       "      <td id=\"T_15818_row4_col0\" class=\"data row4 col0\" ><a href=\"https://www.statshunters.com/?to=20231105\" rel=\"noopener noreferrer\" target=\"_blank\">11/05/2023</a></td>\n",
-       "      <td id=\"T_15818_row4_col1\" class=\"data row4 col1\" >14</td>\n",
-       "      <td id=\"T_15818_row4_col2\" class=\"data row4 col2\" >932</td>\n",
-       "      <td id=\"T_15818_row4_col3\" class=\"data row4 col3\" >2914</td>\n",
-       "      <td id=\"T_15818_row4_col4\" class=\"data row4 col4\" ><a href=\"https://www.strava.com/activities/8850905872\" rel=\"noopener noreferrer\" target=\"_blank\">Alum Rock ride gets 14x14 max square</a></td>\n",
+       "      <th id=\"T_9313a_level0_row4\" class=\"row_heading level0 row4\" ></th>\n",
+       "      <td id=\"T_9313a_row4_col0\" class=\"data row4 col0\" ><a href=\"https://www.statshunters.com/?to=20231105\" rel=\"noopener noreferrer\" target=\"_blank\">11/05/2023</a></td>\n",
+       "      <td id=\"T_9313a_row4_col1\" class=\"data row4 col1\" >14</td>\n",
+       "      <td id=\"T_9313a_row4_col2\" class=\"data row4 col2\" >932</td>\n",
+       "      <td id=\"T_9313a_row4_col3\" class=\"data row4 col3\" >2914</td>\n",
+       "      <td id=\"T_9313a_row4_col4\" class=\"data row4 col4\" ><a href=\"https://www.strava.com/activities/8850905872\" rel=\"noopener noreferrer\" target=\"_blank\">Alum Rock ride gets 14x14 max square</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row5\" class=\"row_heading level0 row5\" ></th>\n",
-       "      <td id=\"T_15818_row5_col0\" class=\"data row5 col0\" ><a href=\"https://www.statshunters.com/?to=20230630\" rel=\"noopener noreferrer\" target=\"_blank\">06/30/2023</a></td>\n",
-       "      <td id=\"T_15818_row5_col1\" class=\"data row5 col1\" >13</td>\n",
-       "      <td id=\"T_15818_row5_col2\" class=\"data row5 col2\" >689</td>\n",
-       "      <td id=\"T_15818_row5_col3\" class=\"data row5 col3\" >2640</td>\n",
-       "      <td id=\"T_15818_row5_col4\" class=\"data row5 col4\" ><a href=\"https://www.strava.com/activities/9298603815\" rel=\"noopener noreferrer\" target=\"_blank\">Rides in east Bay fill in holes</a></td>\n",
+       "      <th id=\"T_9313a_level0_row5\" class=\"row_heading level0 row5\" ></th>\n",
+       "      <td id=\"T_9313a_row5_col0\" class=\"data row5 col0\" ><a href=\"https://www.statshunters.com/?to=20230630\" rel=\"noopener noreferrer\" target=\"_blank\">06/30/2023</a></td>\n",
+       "      <td id=\"T_9313a_row5_col1\" class=\"data row5 col1\" >13</td>\n",
+       "      <td id=\"T_9313a_row5_col2\" class=\"data row5 col2\" >689</td>\n",
+       "      <td id=\"T_9313a_row5_col3\" class=\"data row5 col3\" >2640</td>\n",
+       "      <td id=\"T_9313a_row5_col4\" class=\"data row5 col4\" ><a href=\"https://www.strava.com/activities/9298603815\" rel=\"noopener noreferrer\" target=\"_blank\">Rides in east Bay fill in holes</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row6\" class=\"row_heading level0 row6\" ></th>\n",
-       "      <td id=\"T_15818_row6_col0\" class=\"data row6 col0\" ><a href=\"https://www.statshunters.com/?to=20230414\" rel=\"noopener noreferrer\" target=\"_blank\">04/14/2023</a></td>\n",
-       "      <td id=\"T_15818_row6_col1\" class=\"data row6 col1\" >13</td>\n",
-       "      <td id=\"T_15818_row6_col2\" class=\"data row6 col2\" >630</td>\n",
-       "      <td id=\"T_15818_row6_col3\" class=\"data row6 col3\" >2595</td>\n",
-       "      <td id=\"T_15818_row6_col4\" class=\"data row6 col4\" ><a href=\"https://www.strava.com/activities/8891171008\" rel=\"noopener noreferrer\" target=\"_blank\">Black Sands Beach low-tide hike connects Marin to max cluster</a></td>\n",
+       "      <th id=\"T_9313a_level0_row6\" class=\"row_heading level0 row6\" ></th>\n",
+       "      <td id=\"T_9313a_row6_col0\" class=\"data row6 col0\" ><a href=\"https://www.statshunters.com/?to=20230414\" rel=\"noopener noreferrer\" target=\"_blank\">04/14/2023</a></td>\n",
+       "      <td id=\"T_9313a_row6_col1\" class=\"data row6 col1\" >13</td>\n",
+       "      <td id=\"T_9313a_row6_col2\" class=\"data row6 col2\" >630</td>\n",
+       "      <td id=\"T_9313a_row6_col3\" class=\"data row6 col3\" >2595</td>\n",
+       "      <td id=\"T_9313a_row6_col4\" class=\"data row6 col4\" ><a href=\"https://www.strava.com/activities/8891171008\" rel=\"noopener noreferrer\" target=\"_blank\">Black Sands Beach low-tide hike connects Marin to max cluster</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row7\" class=\"row_heading level0 row7\" ></th>\n",
-       "      <td id=\"T_15818_row7_col0\" class=\"data row7 col0\" ><a href=\"https://www.statshunters.com/?to=20230304\" rel=\"noopener noreferrer\" target=\"_blank\">03/04/2023</a></td>\n",
-       "      <td id=\"T_15818_row7_col1\" class=\"data row7 col1\" >13</td>\n",
-       "      <td id=\"T_15818_row7_col2\" class=\"data row7 col2\" >583</td>\n",
-       "      <td id=\"T_15818_row7_col3\" class=\"data row7 col3\" >2574</td>\n",
-       "      <td id=\"T_15818_row7_col4\" class=\"data row7 col4\" ><a href=\"https://www.strava.com/activities/8654437264\" rel=\"noopener noreferrer\" target=\"_blank\">Almaden rides connects Gilroy to max cluster</a></td>\n",
+       "      <th id=\"T_9313a_level0_row7\" class=\"row_heading level0 row7\" ></th>\n",
+       "      <td id=\"T_9313a_row7_col0\" class=\"data row7 col0\" ><a href=\"https://www.statshunters.com/?to=20230304\" rel=\"noopener noreferrer\" target=\"_blank\">03/04/2023</a></td>\n",
+       "      <td id=\"T_9313a_row7_col1\" class=\"data row7 col1\" >13</td>\n",
+       "      <td id=\"T_9313a_row7_col2\" class=\"data row7 col2\" >583</td>\n",
+       "      <td id=\"T_9313a_row7_col3\" class=\"data row7 col3\" >2574</td>\n",
+       "      <td id=\"T_9313a_row7_col4\" class=\"data row7 col4\" ><a href=\"https://www.strava.com/activities/8654437264\" rel=\"noopener noreferrer\" target=\"_blank\">Almaden rides connects Gilroy to max cluster</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row8\" class=\"row_heading level0 row8\" ></th>\n",
-       "      <td id=\"T_15818_row8_col0\" class=\"data row8 col0\" ><a href=\"https://www.statshunters.com/?to=20221022\" rel=\"noopener noreferrer\" target=\"_blank\">10/22/2022</a></td>\n",
-       "      <td id=\"T_15818_row8_col1\" class=\"data row8 col1\" >13</td>\n",
-       "      <td id=\"T_15818_row8_col2\" class=\"data row8 col2\" >396</td>\n",
-       "      <td id=\"T_15818_row8_col3\" class=\"data row8 col3\" >2495</td>\n",
-       "      <td id=\"T_15818_row8_col4\" class=\"data row8 col4\" ><a href=\"https://www.strava.com/activities/8003921626\" rel=\"noopener noreferrer\" target=\"_blank\">Alviso levees to get to 13x13 max square</a></td>\n",
+       "      <th id=\"T_9313a_level0_row8\" class=\"row_heading level0 row8\" ></th>\n",
+       "      <td id=\"T_9313a_row8_col0\" class=\"data row8 col0\" ><a href=\"https://www.statshunters.com/?to=20221022\" rel=\"noopener noreferrer\" target=\"_blank\">10/22/2022</a></td>\n",
+       "      <td id=\"T_9313a_row8_col1\" class=\"data row8 col1\" >13</td>\n",
+       "      <td id=\"T_9313a_row8_col2\" class=\"data row8 col2\" >396</td>\n",
+       "      <td id=\"T_9313a_row8_col3\" class=\"data row8 col3\" >2495</td>\n",
+       "      <td id=\"T_9313a_row8_col4\" class=\"data row8 col4\" ><a href=\"https://www.strava.com/activities/8003921626\" rel=\"noopener noreferrer\" target=\"_blank\">Alviso levees to get to 13x13 max square</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row9\" class=\"row_heading level0 row9\" ></th>\n",
-       "      <td id=\"T_15818_row9_col0\" class=\"data row9 col0\" ><a href=\"https://www.statshunters.com/?to=20221016\" rel=\"noopener noreferrer\" target=\"_blank\">10/16/2022</a></td>\n",
-       "      <td id=\"T_15818_row9_col1\" class=\"data row9 col1\" >12</td>\n",
-       "      <td id=\"T_15818_row9_col2\" class=\"data row9 col2\" >393</td>\n",
-       "      <td id=\"T_15818_row9_col3\" class=\"data row9 col3\" >2492</td>\n",
-       "      <td id=\"T_15818_row9_col4\" class=\"data row9 col4\" ><a href=\"https://www.strava.com/activities/7974994605\" rel=\"noopener noreferrer\" target=\"_blank\">Milpitas ride connects East Bay to max cluster</a></td>\n",
+       "      <th id=\"T_9313a_level0_row9\" class=\"row_heading level0 row9\" ></th>\n",
+       "      <td id=\"T_9313a_row9_col0\" class=\"data row9 col0\" ><a href=\"https://www.statshunters.com/?to=20221016\" rel=\"noopener noreferrer\" target=\"_blank\">10/16/2022</a></td>\n",
+       "      <td id=\"T_9313a_row9_col1\" class=\"data row9 col1\" >12</td>\n",
+       "      <td id=\"T_9313a_row9_col2\" class=\"data row9 col2\" >393</td>\n",
+       "      <td id=\"T_9313a_row9_col3\" class=\"data row9 col3\" >2492</td>\n",
+       "      <td id=\"T_9313a_row9_col4\" class=\"data row9 col4\" ><a href=\"https://www.strava.com/activities/7974994605\" rel=\"noopener noreferrer\" target=\"_blank\">Milpitas ride connects East Bay to max cluster</a></td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th id=\"T_15818_level0_row10\" class=\"row_heading level0 row10\" ></th>\n",
-       "      <td id=\"T_15818_row10_col0\" class=\"data row10 col0\" ><a href=\"https://www.statshunters.com/?to=20220908\" rel=\"noopener noreferrer\" target=\"_blank\">09/08/2022</a></td>\n",
-       "      <td id=\"T_15818_row10_col1\" class=\"data row10 col1\" >11</td>\n",
-       "      <td id=\"T_15818_row10_col2\" class=\"data row10 col2\" >300</td>\n",
-       "      <td id=\"T_15818_row10_col3\" class=\"data row10 col3\" >2487</td>\n",
-       "      <td id=\"T_15818_row10_col4\" class=\"data row10 col4\" >First started tracking tiles</td>\n",
+       "      <th id=\"T_9313a_level0_row10\" class=\"row_heading level0 row10\" ></th>\n",
+       "      <td id=\"T_9313a_row10_col0\" class=\"data row10 col0\" ><a href=\"https://www.statshunters.com/?to=20220908\" rel=\"noopener noreferrer\" target=\"_blank\">09/08/2022</a></td>\n",
+       "      <td id=\"T_9313a_row10_col1\" class=\"data row10 col1\" >11</td>\n",
+       "      <td id=\"T_9313a_row10_col2\" class=\"data row10 col2\" >300</td>\n",
+       "      <td id=\"T_9313a_row10_col3\" class=\"data row10 col3\" >2487</td>\n",
+       "      <td id=\"T_9313a_row10_col4\" class=\"data row10 col4\" >First started tracking tiles</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fc7ab461b80>"
+       "<pandas.io.formats.style.Styler at 0x7fa78b464fd0>"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -602,7 +595,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -2273,7 +2266,7 @@
        "  1,236 mi to 0.02%  "
       ]
      },
-     "execution_count": 25,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2293,7 +2286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -2403,7 +2396,7 @@
        "  31.88  "
       ]
      },
-     "execution_count": 26,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -2437,7 +2430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -2552,7 +2545,7 @@
        "  2014     46     35"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2577,7 +2570,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -2688,7 +2681,7 @@
        "  112       62     77         54"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2737,7 +2730,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -2777,7 +2770,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -2808,7 +2801,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -2817,7 +2810,7 @@
        "'Coast: 70 min, Creek: 64 min.'"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2846,7 +2839,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -2875,7 +2868,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -3222,7 +3215,7 @@
        "  14.58  0.53    77.0  "
       ]
      },
-     "execution_count": 33,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3240,7 +3233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -3737,7 +3730,7 @@
        "   7.10  2.43   173.0  "
       ]
      },
-     "execution_count": 34,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3755,7 +3748,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -4144,7 +4137,7 @@
        "  32.33  2788  12.93  340.0   86.0  1.63   52.02   850.0  "
       ]
      },
-     "execution_count": 35,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4165,7 +4158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -4332,7 +4325,7 @@
        "max    406.000000  153.000000    2.900000  164.780000  2330.000000  "
       ]
      },
-     "execution_count": 36,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4343,7 +4336,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -4501,7 +4494,7 @@
        "max    839.000000   15.890000   11.870000  575.000000  "
       ]
      },
-     "execution_count": 37,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4512,7 +4505,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -4901,7 +4894,7 @@
        "  15.20  141.0  30.0  0.58   70.68   408.0  "
       ]
      },
-     "execution_count": 38,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4912,7 +4905,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -5259,7 +5252,7 @@
        "  1.74  1.96    34.0  "
       ]
      },
-     "execution_count": 39,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5270,7 +5263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -5617,7 +5610,7 @@
        "   2.09   128.0  "
       ]
      },
-     "execution_count": 40,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5628,7 +5621,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -5975,7 +5968,7 @@
        "  0.51    53.0  "
       ]
      },
-     "execution_count": 41,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5986,7 +5979,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -6375,7 +6368,7 @@
        "   6.49   77.73  6991  11.98  328.0  90.0  1.70  125.07  2131.0  "
       ]
      },
-     "execution_count": 42,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }