From 23342ac8ac75dcce2f7b5ef2c26d5e29adeab750 Mon Sep 17 00:00:00 2001
From: itsGarrin <garrin.shieh@gmail.com>
Date: Sun, 5 Nov 2023 20:27:58 -0500
Subject: Continued work on the Zesty Salesman algorithm

---
 Clustering.ipynb    | 215 ++++++++++++++++++++++++----------------------------
 List E.csv          |   3 -
 ZestySalesman.ipynb | 167 ++++++++++++++++++++++++++--------------
 utils.py            |  37 ++++++++-
 4 files changed, 242 insertions(+), 180 deletions(-)
 delete mode 100644 List E.csv

diff --git a/Clustering.ipynb b/Clustering.ipynb
index 4bb7721..e658dcf 100644
--- a/Clustering.ipynb
+++ b/Clustering.ipynb
@@ -2,13 +2,13 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 248,
+   "execution_count": 78,
    "id": "initial_id",
    "metadata": {
     "collapsed": true,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:48.861074Z",
-     "start_time": "2023-11-06T00:18:48.853531Z"
+     "end_time": "2023-11-06T01:14:10.536728Z",
+     "start_time": "2023-11-06T01:14:10.525881Z"
     }
    },
    "outputs": [],
@@ -26,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": 79,
    "outputs": [],
    "source": [
     "# Load the data\n",
@@ -38,20 +38,20 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:49.113478Z",
-     "start_time": "2023-11-06T00:18:49.101708Z"
+     "end_time": "2023-11-06T01:14:10.821794Z",
+     "start_time": "2023-11-06T01:14:10.808507Z"
     }
    },
    "id": "bb6f57eef695cf76"
   },
   {
    "cell_type": "code",
-   "execution_count": 250,
+   "execution_count": 80,
    "outputs": [
     {
      "data": {
-      "text/plain": "                          name                     gps  \\\n0   521 Commercial Street #525  42.3688272,-71.0553792   \n1                     Acorn St  42.3576234,-71.0688746   \n2    Arlington's Great Meadows  42.4299758,-71.2038948   \n3        Arthur Fiedler Statue  42.3565057,-71.0754527   \n4                     BU Beach  42.3511927,-71.1060828   \n..                         ...                     ...   \n33               The Quiet Few  42.3670906,-71.0359889   \n34        The Tall Ship Boston  42.3649544,-71.0414523   \n35               Toasted Flats  42.3711266,-71.0371343   \n36                 Vega Market   42.3891835,-71.033703   \n37        Winthrop High School  42.3803348,-70.9799864   \n\n                                            googleUrl  \\\n0   https://maps.google.com/maps?q=+%4042.3688272,...   \n1   https://maps.google.com/maps?q=+%4042.3576234,...   \n2   https://maps.google.com/maps?q=+%4042.4299758,...   \n3   https://maps.google.com/maps?q=+%4042.3565057,...   \n4   https://maps.google.com/maps?q=+%4042.3511927,...   \n..                                                ...   \n33  https://maps.google.com/maps?q=+%4042.3670906,...   \n34  https://maps.google.com/maps?q=+%4042.3649544,...   \n35  https://maps.google.com/maps?q=+%4042.3711266,...   \n36  https://maps.google.com/maps?q=+%4042.3891835,...   \n37  https://maps.google.com/maps?q=+%4042.3803348,...   \n\n                                          originalUrl  info  types  \\\n0   https://www.google.com/maps/place/521+Commerci...   NaN    NaN   \n1   https://www.google.com/maps/place/Acorn+St/dat...   NaN    NaN   \n2   https://www.google.com/maps/place/Arlington's+...   NaN    NaN   \n3   https://www.google.com/maps/place/Arthur+Fiedl...   NaN    NaN   \n4   https://www.google.com/maps/place/BU+Beach/dat...   NaN    NaN   \n..                                                ...   ...    ...   \n33  https://www.google.com/maps/place/The+Quiet+Fe...   NaN    NaN   \n34  https://www.google.com/maps/place/The+Tall+Shi...   NaN    NaN   \n35  https://www.google.com/maps/place/Toasted+Flat...   NaN    NaN   \n36  https://www.google.com/maps/place/Vega+Market/...   NaN    NaN   \n37  https://www.google.com/maps/place/Winthrop+Hig...   NaN    NaN   \n\n                                              address  \\\n0                                                 NaN   \n1                                                 NaN   \n2   Minuteman Commuter Bikeway, Lexington, MA 0242...   \n3   Charles River Esplanades, Boston, MA 02114, Un...   \n4   270 Bay State Rd, Boston, MA 02215, United States   \n..                                                ...   \n33  331 Sumner St, East Boston, MA 02128, United S...   \n34       1 E Pier Dr, Boston, MA 02128, United States   \n35     53 Chelsea St, Boston, MA 02128, United States   \n36   29 Maverick St, Chelsea, MA 02150, United States   \n37     400 Main St, Winthrop, MA 02152, United States   \n\n                                          description             type  \\\n0                                                 NaN              NaN   \n1                                                 NaN              NaN   \n2   183-acres of wet meadows & uplands with trails...  Nature preserve   \n3                                                 NaN        Sculpture   \n4   A sloping, grassy plaza on the university grou...             Park   \n..                                                ...              ...   \n33                                                NaN              Bar   \n34  Laid-back waterside tall ship with tables doli...           Lounge   \n35  Snug eatery whipping up health-conscious flatb...    Sandwich shop   \n36                                                NaN    Grocery store   \n37                                                NaN      High school   \n\n              phone                                            website  \\\n0               NaN                                                NaN   \n1               NaN                                                NaN   \n2   +1 781-863-5385                              http://www.foagm.org/   \n3   +1 617-332-2433  http://helmicksculpture.com/portfolio/arthur-f...   \n4               NaN  https://www.bu.edu/today/2009/icons-among-us-t...   \n..              ...                                                ...   \n33  +1 617-561-1061                       https://www.thequietfew.com/   \n34  +1 617-307-7714                    https://www.tallshipboston.com/   \n35  +1 857-264-8531                          https://toastedflats.com/   \n36              NaN                                                NaN   \n37  +1 617-846-5505           https://www.winthrop.k12.ma.us/Domain/99   \n\n    ratingsAverage  ratingsTotal                               plusCode list  \n0              NaN           NaN                                    NaN    A  \n1              NaN           NaN                                    NaN    A  \n2              4.6         171.0  CQHW+XC Lexington, Massachusetts, USA    A  \n3              4.6          14.0     9W4F+JR Boston, Massachusetts, USA    A  \n4              4.5         133.0     9V2V+FH Boston, Massachusetts, USA    A  \n..             ...           ...                                    ...  ...  \n33             4.7         257.0   9X87+RJ East Boston, Boston, MA, USA    D  \n34             4.2         549.0     9X75+XC Boston, Massachusetts, USA    D  \n35             4.7         372.0     9XC7+F4 Boston, Massachusetts, USA    D  \n36             4.8           5.0    9XQ8+MG Chelsea, Massachusetts, USA    D  \n37             NaN           NaN   92JC+42 Winthrop, Massachusetts, USA    D  \n\n[169 rows x 15 columns]",
-      "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>name</th>\n      <th>gps</th>\n      <th>googleUrl</th>\n      <th>originalUrl</th>\n      <th>info</th>\n      <th>types</th>\n      <th>address</th>\n      <th>description</th>\n      <th>type</th>\n      <th>phone</th>\n      <th>website</th>\n      <th>ratingsAverage</th>\n      <th>ratingsTotal</th>\n      <th>plusCode</th>\n      <th>list</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>42.3688272,-71.0553792</td>\n      <td>https://maps.google.com/maps?q=+%4042.3688272,...</td>\n      <td>https://www.google.com/maps/place/521+Commerci...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>42.3576234,-71.0688746</td>\n      <td>https://maps.google.com/maps?q=+%4042.3576234,...</td>\n      <td>https://www.google.com/maps/place/Acorn+St/dat...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>42.4299758,-71.2038948</td>\n      <td>https://maps.google.com/maps?q=+%4042.4299758,...</td>\n      <td>https://www.google.com/maps/place/Arlington's+...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Minuteman Commuter Bikeway, Lexington, MA 0242...</td>\n      <td>183-acres of wet meadows &amp; uplands with trails...</td>\n      <td>Nature preserve</td>\n      <td>+1 781-863-5385</td>\n      <td>http://www.foagm.org/</td>\n      <td>4.6</td>\n      <td>171.0</td>\n      <td>CQHW+XC Lexington, Massachusetts, USA</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>42.3565057,-71.0754527</td>\n      <td>https://maps.google.com/maps?q=+%4042.3565057,...</td>\n      <td>https://www.google.com/maps/place/Arthur+Fiedl...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Charles River Esplanades, Boston, MA 02114, Un...</td>\n      <td>NaN</td>\n      <td>Sculpture</td>\n      <td>+1 617-332-2433</td>\n      <td>http://helmicksculpture.com/portfolio/arthur-f...</td>\n      <td>4.6</td>\n      <td>14.0</td>\n      <td>9W4F+JR Boston, Massachusetts, USA</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>42.3511927,-71.1060828</td>\n      <td>https://maps.google.com/maps?q=+%4042.3511927,...</td>\n      <td>https://www.google.com/maps/place/BU+Beach/dat...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>270 Bay State Rd, Boston, MA 02215, United States</td>\n      <td>A sloping, grassy plaza on the university grou...</td>\n      <td>Park</td>\n      <td>NaN</td>\n      <td>https://www.bu.edu/today/2009/icons-among-us-t...</td>\n      <td>4.5</td>\n      <td>133.0</td>\n      <td>9V2V+FH Boston, Massachusetts, USA</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>The Quiet Few</td>\n      <td>42.3670906,-71.0359889</td>\n      <td>https://maps.google.com/maps?q=+%4042.3670906,...</td>\n      <td>https://www.google.com/maps/place/The+Quiet+Fe...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>331 Sumner St, East Boston, MA 02128, United S...</td>\n      <td>NaN</td>\n      <td>Bar</td>\n      <td>+1 617-561-1061</td>\n      <td>https://www.thequietfew.com/</td>\n      <td>4.7</td>\n      <td>257.0</td>\n      <td>9X87+RJ East Boston, Boston, MA, USA</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>The Tall Ship Boston</td>\n      <td>42.3649544,-71.0414523</td>\n      <td>https://maps.google.com/maps?q=+%4042.3649544,...</td>\n      <td>https://www.google.com/maps/place/The+Tall+Shi...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>1 E Pier Dr, Boston, MA 02128, United States</td>\n      <td>Laid-back waterside tall ship with tables doli...</td>\n      <td>Lounge</td>\n      <td>+1 617-307-7714</td>\n      <td>https://www.tallshipboston.com/</td>\n      <td>4.2</td>\n      <td>549.0</td>\n      <td>9X75+XC Boston, Massachusetts, USA</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Toasted Flats</td>\n      <td>42.3711266,-71.0371343</td>\n      <td>https://maps.google.com/maps?q=+%4042.3711266,...</td>\n      <td>https://www.google.com/maps/place/Toasted+Flat...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>53 Chelsea St, Boston, MA 02128, United States</td>\n      <td>Snug eatery whipping up health-conscious flatb...</td>\n      <td>Sandwich shop</td>\n      <td>+1 857-264-8531</td>\n      <td>https://toastedflats.com/</td>\n      <td>4.7</td>\n      <td>372.0</td>\n      <td>9XC7+F4 Boston, Massachusetts, USA</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Vega Market</td>\n      <td>42.3891835,-71.033703</td>\n      <td>https://maps.google.com/maps?q=+%4042.3891835,...</td>\n      <td>https://www.google.com/maps/place/Vega+Market/...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>29 Maverick St, Chelsea, MA 02150, United States</td>\n      <td>NaN</td>\n      <td>Grocery store</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>4.8</td>\n      <td>5.0</td>\n      <td>9XQ8+MG Chelsea, Massachusetts, USA</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Winthrop High School</td>\n      <td>42.3803348,-70.9799864</td>\n      <td>https://maps.google.com/maps?q=+%4042.3803348,...</td>\n      <td>https://www.google.com/maps/place/Winthrop+Hig...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>400 Main St, Winthrop, MA 02152, United States</td>\n      <td>NaN</td>\n      <td>High school</td>\n      <td>+1 617-846-5505</td>\n      <td>https://www.winthrop.k12.ma.us/Domain/99</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>92JC+42 Winthrop, Massachusetts, USA</td>\n      <td>D</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 15 columns</p>\n</div>"
+      "text/plain": "                          name                     gps  \\\n0   521 Commercial Street #525  42.3688272,-71.0553792   \n1                     Acorn St  42.3576234,-71.0688746   \n2    Arlington's Great Meadows  42.4299758,-71.2038948   \n3        Arthur Fiedler Statue  42.3565057,-71.0754527   \n4                     BU Beach  42.3511927,-71.1060828   \n..                         ...                     ...   \n28                The Clam Box  42.2763168,-71.0092883   \n29               The Partisans  42.3478375,-71.0404428   \n30          Union Oyster House    42.361288,-71.056908   \n31            Victoria's Diner  42.3270498,-71.0667744   \n32             Wollaston Beach  42.2806539,-71.0119933   \n\n                                            googleUrl  \\\n0   https://maps.google.com/maps?q=+%4042.3688272,...   \n1   https://maps.google.com/maps?q=+%4042.3576234,...   \n2   https://maps.google.com/maps?q=+%4042.4299758,...   \n3   https://maps.google.com/maps?q=+%4042.3565057,...   \n4   https://maps.google.com/maps?q=+%4042.3511927,...   \n..                                                ...   \n28  https://maps.google.com/maps?q=+%4042.2763168,...   \n29  https://maps.google.com/maps?q=+%4042.3478375,...   \n30  https://maps.google.com/maps?q=+%4042.361288,-...   \n31  https://maps.google.com/maps?q=+%4042.3270498,...   \n32  https://maps.google.com/maps?q=+%4042.2806539,...   \n\n                                          originalUrl  info  types  \\\n0   https://www.google.com/maps/place/521+Commerci...   NaN    NaN   \n1   https://www.google.com/maps/place/Acorn+St/dat...   NaN    NaN   \n2   https://www.google.com/maps/place/Arlington's+...   NaN    NaN   \n3   https://www.google.com/maps/place/Arthur+Fiedl...   NaN    NaN   \n4   https://www.google.com/maps/place/BU+Beach/dat...   NaN    NaN   \n..                                                ...   ...    ...   \n28  https://www.google.com/maps/place/The+Clam+Box...   NaN    NaN   \n29  https://www.google.com/maps/place/The+Partisan...   NaN    NaN   \n30  https://www.google.com/maps/place/Union+Oyster...   NaN    NaN   \n31  https://www.google.com/maps/place/Victoria's+D...   NaN    NaN   \n32  https://www.google.com/maps/place/Wollaston+Be...   NaN    NaN   \n\n                                              address  \\\n0                                                 NaN   \n1                                                 NaN   \n2   Minuteman Commuter Bikeway, Lexington, MA 0242...   \n3   Charles River Esplanades, Boston, MA 02114, Un...   \n4   270 Bay State Rd, Boston, MA 02215, United States   \n..                                                ...   \n28  789 Quincy Shore Dr, Quincy, MA 02170, United ...   \n29                    Boston, MA 02210, United States   \n30       41 Union St, Boston, MA 02108, United States   \n31  1024 Massachusetts Ave, Boston, MA 02118, Unit...   \n32                          Quincy, MA, United States   \n\n                                          description                type  \\\n0                                                 NaN                 NaN   \n1                                                 NaN                 NaN   \n2   183-acres of wet meadows & uplands with trails...     Nature preserve   \n3                                                 NaN           Sculpture   \n4   A sloping, grassy plaza on the university grou...                Park   \n..                                                ...                 ...   \n28  Classic beachfront joint with a rustic vibe di...  Seafood restaurant   \n29                                                NaN           Sculpture   \n30  Historic eatery serving chowder & other New En...  Seafood restaurant   \n31  Long-standing classic diner for breakfast & sa...               Diner   \n32  Historic 2.3-mi.-long beach with a paved prome...               Beach   \n\n              phone                                            website  \\\n0               NaN                                                NaN   \n1               NaN                                                NaN   \n2   +1 781-863-5385                              http://www.foagm.org/   \n3   +1 617-332-2433  http://helmicksculpture.com/portfolio/arthur-f...   \n4               NaN  https://www.bu.edu/today/2009/icons-among-us-t...   \n..              ...                                                ...   \n28  +1 617-302-3474                      http://www.clamboxquincy.com/   \n29              NaN  https://www.bostonseaport.xyz/venue/the-partis...   \n30  +1 617-227-2750  http://www.unionoysterhouse.com/?y_source=1_Mj...   \n31  +1 617-442-5965                     http://www.victoriasdiner.com/   \n32              NaN                                                NaN   \n\n    ratingsAverage  ratingsTotal                               plusCode list  \n0              NaN           NaN                                    NaN    A  \n1              NaN           NaN                                    NaN    A  \n2              4.6         171.0  CQHW+XC Lexington, Massachusetts, USA    A  \n3              4.6          14.0     9W4F+JR Boston, Massachusetts, USA    A  \n4              4.5         133.0     9V2V+FH Boston, Massachusetts, USA    A  \n..             ...           ...                                    ...  ...  \n28             4.3        2145.0     7XGR+G7 Quincy, Massachusetts, USA    C  \n29             4.8           6.0     8XX5+4R Boston, Massachusetts, USA    C  \n30             4.3        8497.0     9W6V+G6 Boston, Massachusetts, USA    C  \n31             4.1        1797.0     8WGM+R7 Boston, Massachusetts, USA    C  \n32             4.4         171.0                                    NaN    C  \n\n[131 rows x 15 columns]",
+      "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>name</th>\n      <th>gps</th>\n      <th>googleUrl</th>\n      <th>originalUrl</th>\n      <th>info</th>\n      <th>types</th>\n      <th>address</th>\n      <th>description</th>\n      <th>type</th>\n      <th>phone</th>\n      <th>website</th>\n      <th>ratingsAverage</th>\n      <th>ratingsTotal</th>\n      <th>plusCode</th>\n      <th>list</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>42.3688272,-71.0553792</td>\n      <td>https://maps.google.com/maps?q=+%4042.3688272,...</td>\n      <td>https://www.google.com/maps/place/521+Commerci...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>42.3576234,-71.0688746</td>\n      <td>https://maps.google.com/maps?q=+%4042.3576234,...</td>\n      <td>https://www.google.com/maps/place/Acorn+St/dat...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>42.4299758,-71.2038948</td>\n      <td>https://maps.google.com/maps?q=+%4042.4299758,...</td>\n      <td>https://www.google.com/maps/place/Arlington's+...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Minuteman Commuter Bikeway, Lexington, MA 0242...</td>\n      <td>183-acres of wet meadows &amp; uplands with trails...</td>\n      <td>Nature preserve</td>\n      <td>+1 781-863-5385</td>\n      <td>http://www.foagm.org/</td>\n      <td>4.6</td>\n      <td>171.0</td>\n      <td>CQHW+XC Lexington, Massachusetts, USA</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>42.3565057,-71.0754527</td>\n      <td>https://maps.google.com/maps?q=+%4042.3565057,...</td>\n      <td>https://www.google.com/maps/place/Arthur+Fiedl...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Charles River Esplanades, Boston, MA 02114, Un...</td>\n      <td>NaN</td>\n      <td>Sculpture</td>\n      <td>+1 617-332-2433</td>\n      <td>http://helmicksculpture.com/portfolio/arthur-f...</td>\n      <td>4.6</td>\n      <td>14.0</td>\n      <td>9W4F+JR Boston, Massachusetts, USA</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>42.3511927,-71.1060828</td>\n      <td>https://maps.google.com/maps?q=+%4042.3511927,...</td>\n      <td>https://www.google.com/maps/place/BU+Beach/dat...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>270 Bay State Rd, Boston, MA 02215, United States</td>\n      <td>A sloping, grassy plaza on the university grou...</td>\n      <td>Park</td>\n      <td>NaN</td>\n      <td>https://www.bu.edu/today/2009/icons-among-us-t...</td>\n      <td>4.5</td>\n      <td>133.0</td>\n      <td>9V2V+FH Boston, Massachusetts, USA</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>The Clam Box</td>\n      <td>42.2763168,-71.0092883</td>\n      <td>https://maps.google.com/maps?q=+%4042.2763168,...</td>\n      <td>https://www.google.com/maps/place/The+Clam+Box...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>789 Quincy Shore Dr, Quincy, MA 02170, United ...</td>\n      <td>Classic beachfront joint with a rustic vibe di...</td>\n      <td>Seafood restaurant</td>\n      <td>+1 617-302-3474</td>\n      <td>http://www.clamboxquincy.com/</td>\n      <td>4.3</td>\n      <td>2145.0</td>\n      <td>7XGR+G7 Quincy, Massachusetts, USA</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>The Partisans</td>\n      <td>42.3478375,-71.0404428</td>\n      <td>https://maps.google.com/maps?q=+%4042.3478375,...</td>\n      <td>https://www.google.com/maps/place/The+Partisan...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Boston, MA 02210, United States</td>\n      <td>NaN</td>\n      <td>Sculpture</td>\n      <td>NaN</td>\n      <td>https://www.bostonseaport.xyz/venue/the-partis...</td>\n      <td>4.8</td>\n      <td>6.0</td>\n      <td>8XX5+4R Boston, Massachusetts, USA</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>Union Oyster House</td>\n      <td>42.361288,-71.056908</td>\n      <td>https://maps.google.com/maps?q=+%4042.361288,-...</td>\n      <td>https://www.google.com/maps/place/Union+Oyster...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>41 Union St, Boston, MA 02108, United States</td>\n      <td>Historic eatery serving chowder &amp; other New En...</td>\n      <td>Seafood restaurant</td>\n      <td>+1 617-227-2750</td>\n      <td>http://www.unionoysterhouse.com/?y_source=1_Mj...</td>\n      <td>4.3</td>\n      <td>8497.0</td>\n      <td>9W6V+G6 Boston, Massachusetts, USA</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>Victoria's Diner</td>\n      <td>42.3270498,-71.0667744</td>\n      <td>https://maps.google.com/maps?q=+%4042.3270498,...</td>\n      <td>https://www.google.com/maps/place/Victoria's+D...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>1024 Massachusetts Ave, Boston, MA 02118, Unit...</td>\n      <td>Long-standing classic diner for breakfast &amp; sa...</td>\n      <td>Diner</td>\n      <td>+1 617-442-5965</td>\n      <td>http://www.victoriasdiner.com/</td>\n      <td>4.1</td>\n      <td>1797.0</td>\n      <td>8WGM+R7 Boston, Massachusetts, USA</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>Wollaston Beach</td>\n      <td>42.2806539,-71.0119933</td>\n      <td>https://maps.google.com/maps?q=+%4042.2806539,...</td>\n      <td>https://www.google.com/maps/place/Wollaston+Be...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>Quincy, MA, United States</td>\n      <td>Historic 2.3-mi.-long beach with a paved prome...</td>\n      <td>Beach</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>4.4</td>\n      <td>171.0</td>\n      <td>NaN</td>\n      <td>C</td>\n    </tr>\n  </tbody>\n</table>\n<p>131 rows × 15 columns</p>\n</div>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -64,21 +64,21 @@
     "ListC['list'] = 'C'\n",
     "ListD['list'] = 'D'\n",
     "\n",
-    "TotalList = pd.concat([ListA, ListB, ListC, ListD])\n",
+    "TotalList = pd.concat([ListA, ListB, ListC])\n",
     "display(TotalList)"
    ],
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:49.364284Z",
-     "start_time": "2023-11-06T00:18:49.351342Z"
+     "end_time": "2023-11-06T01:14:11.326041Z",
+     "start_time": "2023-11-06T01:14:11.322857Z"
     }
    },
    "id": "dc434958d5e4a3a8"
   },
   {
    "cell_type": "code",
-   "execution_count": 251,
+   "execution_count": 81,
    "outputs": [],
    "source": [
     "# Remove all columns but name and gps\n",
@@ -87,15 +87,15 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:49.785140Z",
-     "start_time": "2023-11-06T00:18:49.779600Z"
+     "end_time": "2023-11-06T01:14:12.014736Z",
+     "start_time": "2023-11-06T01:14:12.007694Z"
     }
    },
    "id": "2873c16423fe3119"
   },
   {
    "cell_type": "code",
-   "execution_count": 252,
+   "execution_count": 82,
    "outputs": [],
    "source": [
     "# Convert the gps column to a list of lists for k-means\n",
@@ -105,20 +105,20 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:50.022174Z",
-     "start_time": "2023-11-06T00:18:50.008422Z"
+     "end_time": "2023-11-06T01:14:12.457221Z",
+     "start_time": "2023-11-06T01:14:12.448967Z"
     }
    },
    "id": "29f9155ef8d75fda"
   },
   {
    "cell_type": "code",
-   "execution_count": 253,
+   "execution_count": 83,
    "outputs": [
     {
      "data": {
-      "text/plain": "                          name                        gps list\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A\n1                     Acorn St  [42.3576234, -71.0688746]    A\n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A\n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A\n4                     BU Beach  [42.3511927, -71.1060828]    A\n..                         ...                        ...  ...\n33               The Quiet Few  [42.3670906, -71.0359889]    D\n34        The Tall Ship Boston  [42.3649544, -71.0414523]    D\n35               Toasted Flats  [42.3711266, -71.0371343]    D\n36                 Vega Market   [42.3891835, -71.033703]    D\n37        Winthrop High School  [42.3803348, -70.9799864]    D\n\n[169 rows x 3 columns]",
-      "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>name</th>\n      <th>gps</th>\n      <th>list</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>The Quiet Few</td>\n      <td>[42.3670906, -71.0359889]</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>The Tall Ship Boston</td>\n      <td>[42.3649544, -71.0414523]</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Toasted Flats</td>\n      <td>[42.3711266, -71.0371343]</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Vega Market</td>\n      <td>[42.3891835, -71.033703]</td>\n      <td>D</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Winthrop High School</td>\n      <td>[42.3803348, -70.9799864]</td>\n      <td>D</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 3 columns</p>\n</div>"
+      "text/plain": "                          name                        gps list\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A\n1                     Acorn St  [42.3576234, -71.0688746]    A\n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A\n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A\n4                     BU Beach  [42.3511927, -71.1060828]    A\n..                         ...                        ...  ...\n28                The Clam Box  [42.2763168, -71.0092883]    C\n29               The Partisans  [42.3478375, -71.0404428]    C\n30          Union Oyster House    [42.361288, -71.056908]    C\n31            Victoria's Diner  [42.3270498, -71.0667744]    C\n32             Wollaston Beach  [42.2806539, -71.0119933]    C\n\n[131 rows x 3 columns]",
+      "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>name</th>\n      <th>gps</th>\n      <th>list</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>The Clam Box</td>\n      <td>[42.2763168, -71.0092883]</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>The Partisans</td>\n      <td>[42.3478375, -71.0404428]</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>Union Oyster House</td>\n      <td>[42.361288, -71.056908]</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>Victoria's Diner</td>\n      <td>[42.3270498, -71.0667744]</td>\n      <td>C</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>Wollaston Beach</td>\n      <td>[42.2806539, -71.0119933]</td>\n      <td>C</td>\n    </tr>\n  </tbody>\n</table>\n<p>131 rows × 3 columns</p>\n</div>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -130,8 +130,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:50.242086Z",
-     "start_time": "2023-11-06T00:18:50.237892Z"
+     "end_time": "2023-11-06T01:14:13.043659Z",
+     "start_time": "2023-11-06T01:14:13.030154Z"
     }
    },
    "id": "a03a7c5dacebddd0"
@@ -148,12 +148,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 254,
+   "execution_count": 84,
    "outputs": [
     {
      "data": {
       "text/plain": "<Figure size 2500x1000 with 1 Axes>",
-      "image/png": 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      },
      "metadata": {},
      "output_type": "display_data"
@@ -174,22 +174,22 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:51.214742Z",
-     "start_time": "2023-11-06T00:18:50.736378Z"
+     "end_time": "2023-11-06T01:14:14.540031Z",
+     "start_time": "2023-11-06T01:14:14.088884Z"
     }
    },
    "id": "9e215df3a350e3cf"
   },
   {
    "cell_type": "code",
-   "execution_count": 255,
+   "execution_count": 85,
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Number of clusters: 10\n",
-      "Silhouette score: 0.4218177237729999\n"
+      "Number of clusters: 7\n",
+      "Silhouette score: 0.42876627286716495\n"
      ]
     }
    ],
@@ -211,8 +211,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:51.241741Z",
-     "start_time": "2023-11-06T00:18:51.217906Z"
+     "end_time": "2023-11-06T01:14:14.556841Z",
+     "start_time": "2023-11-06T01:14:14.545269Z"
     }
    },
    "id": "2f52d83746e670d"
@@ -229,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 256,
+   "execution_count": 86,
    "outputs": [],
    "source": [
     "# Cluster the data using Gaussian Mixture Models\n",
@@ -239,20 +239,20 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:54.543675Z",
-     "start_time": "2023-11-06T00:18:54.540819Z"
+     "end_time": "2023-11-06T01:14:15.329931Z",
+     "start_time": "2023-11-06T01:14:15.325838Z"
     }
    },
    "id": "45b59d81ae2de84e"
   },
   {
    "cell_type": "code",
-   "execution_count": 257,
+   "execution_count": 87,
    "outputs": [
     {
      "data": {
-      "text/plain": "                          name                        gps list   weights\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A  0.016268\n1                     Acorn St  [42.3576234, -71.0688746]    A  0.007206\n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A  0.000607\n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A  0.004854\n4                     BU Beach  [42.3511927, -71.1060828]    A  0.001925\n..                         ...                        ...  ...       ...\n33               The Quiet Few  [42.3670906, -71.0359889]    D  0.004835\n34        The Tall Ship Boston  [42.3649544, -71.0414523]    D  0.006736\n35               Toasted Flats  [42.3711266, -71.0371343]    D  0.004775\n36                 Vega Market   [42.3891835, -71.033703]    D  0.002828\n37        Winthrop High School  [42.3803348, -70.9799864]    D  0.001269\n\n[169 rows x 4 columns]",
-      "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>name</th>\n      <th>gps</th>\n      <th>list</th>\n      <th>weights</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n      <td>0.016268</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n      <td>0.007206</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n      <td>0.000607</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n      <td>0.004854</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n      <td>0.001925</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>The Quiet Few</td>\n      <td>[42.3670906, -71.0359889]</td>\n      <td>D</td>\n      <td>0.004835</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>The Tall Ship Boston</td>\n      <td>[42.3649544, -71.0414523]</td>\n      <td>D</td>\n      <td>0.006736</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Toasted Flats</td>\n      <td>[42.3711266, -71.0371343]</td>\n      <td>D</td>\n      <td>0.004775</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Vega Market</td>\n      <td>[42.3891835, -71.033703]</td>\n      <td>D</td>\n      <td>0.002828</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Winthrop High School</td>\n      <td>[42.3803348, -70.9799864]</td>\n      <td>D</td>\n      <td>0.001269</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 4 columns</p>\n</div>"
+      "text/plain": "                          name                        gps list   weights\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A  0.018132\n1                     Acorn St  [42.3576234, -71.0688746]    A  0.008032\n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A  0.000676\n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A  0.005410\n4                     BU Beach  [42.3511927, -71.1060828]    A  0.002145\n..                         ...                        ...  ...       ...\n28                The Clam Box  [42.2763168, -71.0092883]    C  0.001136\n29               The Partisans  [42.3478375, -71.0404428]    C  0.005315\n30          Union Oyster House    [42.361288, -71.056908]    C  0.037200\n31            Victoria's Diner  [42.3270498, -71.0667744]    C  0.003055\n32             Wollaston Beach  [42.2806539, -71.0119933]    C  0.001198\n\n[131 rows x 4 columns]",
+      "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>name</th>\n      <th>gps</th>\n      <th>list</th>\n      <th>weights</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n      <td>0.018132</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n      <td>0.008032</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n      <td>0.000676</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n      <td>0.005410</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n      <td>0.002145</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>The Clam Box</td>\n      <td>[42.2763168, -71.0092883]</td>\n      <td>C</td>\n      <td>0.001136</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>The Partisans</td>\n      <td>[42.3478375, -71.0404428]</td>\n      <td>C</td>\n      <td>0.005315</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>Union Oyster House</td>\n      <td>[42.361288, -71.056908]</td>\n      <td>C</td>\n      <td>0.037200</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>Victoria's Diner</td>\n      <td>[42.3270498, -71.0667744]</td>\n      <td>C</td>\n      <td>0.003055</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>Wollaston Beach</td>\n      <td>[42.2806539, -71.0119933]</td>\n      <td>C</td>\n      <td>0.001198</td>\n    </tr>\n  </tbody>\n</table>\n<p>131 rows × 4 columns</p>\n</div>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -278,15 +278,15 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:54.970160Z",
-     "start_time": "2023-11-06T00:18:54.956075Z"
+     "end_time": "2023-11-06T01:14:15.942150Z",
+     "start_time": "2023-11-06T01:14:15.938980Z"
     }
    },
    "id": "2f2975484d00129c"
   },
   {
    "cell_type": "code",
-   "execution_count": 258,
+   "execution_count": 88,
    "outputs": [
     {
      "name": "stderr",
@@ -305,15 +305,15 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:56.312805Z",
-     "start_time": "2023-11-06T00:18:56.299246Z"
+     "end_time": "2023-11-06T01:14:16.878902Z",
+     "start_time": "2023-11-06T01:14:16.865126Z"
     }
    },
    "id": "db1ef4b14a1da5f5"
   },
   {
    "cell_type": "code",
-   "execution_count": 259,
+   "execution_count": 89,
    "outputs": [],
    "source": [
     "# Add the cluster labels to the dataframe\n",
@@ -322,20 +322,20 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:58.475575Z",
-     "start_time": "2023-11-06T00:18:58.468594Z"
+     "end_time": "2023-11-06T01:14:17.887765Z",
+     "start_time": "2023-11-06T01:14:17.880353Z"
     }
    },
    "id": "99891fae96a2fff7"
   },
   {
    "cell_type": "code",
-   "execution_count": 260,
+   "execution_count": 90,
    "outputs": [
     {
      "data": {
-      "text/plain": "                          name                        gps list   weights  \\\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A  0.016268   \n1                     Acorn St  [42.3576234, -71.0688746]    A  0.007206   \n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A  0.000607   \n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A  0.004854   \n4                     BU Beach  [42.3511927, -71.1060828]    A  0.001925   \n..                         ...                        ...  ...       ...   \n33               The Quiet Few  [42.3670906, -71.0359889]    D  0.004835   \n34        The Tall Ship Boston  [42.3649544, -71.0414523]    D  0.006736   \n35               Toasted Flats  [42.3711266, -71.0371343]    D  0.004775   \n36                 Vega Market   [42.3891835, -71.033703]    D  0.002828   \n37        Winthrop High School  [42.3803348, -70.9799864]    D  0.001269   \n\n    cluster  \n0         0  \n1         0  \n2         1  \n3         0  \n4         1  \n..      ...  \n33        0  \n34        0  \n35        0  \n36        0  \n37        0  \n\n[169 rows x 5 columns]",
-      "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>name</th>\n      <th>gps</th>\n      <th>list</th>\n      <th>weights</th>\n      <th>cluster</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n      <td>0.016268</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n      <td>0.007206</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n      <td>0.000607</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n      <td>0.004854</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n      <td>0.001925</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>The Quiet Few</td>\n      <td>[42.3670906, -71.0359889]</td>\n      <td>D</td>\n      <td>0.004835</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>The Tall Ship Boston</td>\n      <td>[42.3649544, -71.0414523]</td>\n      <td>D</td>\n      <td>0.006736</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Toasted Flats</td>\n      <td>[42.3711266, -71.0371343]</td>\n      <td>D</td>\n      <td>0.004775</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Vega Market</td>\n      <td>[42.3891835, -71.033703]</td>\n      <td>D</td>\n      <td>0.002828</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Winthrop High School</td>\n      <td>[42.3803348, -70.9799864]</td>\n      <td>D</td>\n      <td>0.001269</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>169 rows × 5 columns</p>\n</div>"
+      "text/plain": "                          name                        gps list   weights  \\\n0   521 Commercial Street #525  [42.3688272, -71.0553792]    A  0.018132   \n1                     Acorn St  [42.3576234, -71.0688746]    A  0.008032   \n2    Arlington's Great Meadows  [42.4299758, -71.2038948]    A  0.000676   \n3        Arthur Fiedler Statue  [42.3565057, -71.0754527]    A  0.005410   \n4                     BU Beach  [42.3511927, -71.1060828]    A  0.002145   \n..                         ...                        ...  ...       ...   \n28                The Clam Box  [42.2763168, -71.0092883]    C  0.001136   \n29               The Partisans  [42.3478375, -71.0404428]    C  0.005315   \n30          Union Oyster House    [42.361288, -71.056908]    C  0.037200   \n31            Victoria's Diner  [42.3270498, -71.0667744]    C  0.003055   \n32             Wollaston Beach  [42.2806539, -71.0119933]    C  0.001198   \n\n    cluster  \n0         1  \n1         1  \n2         0  \n3         1  \n4         0  \n..      ...  \n28        1  \n29        1  \n30        1  \n31        1  \n32        1  \n\n[131 rows x 5 columns]",
+      "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>name</th>\n      <th>gps</th>\n      <th>list</th>\n      <th>weights</th>\n      <th>cluster</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>521 Commercial Street #525</td>\n      <td>[42.3688272, -71.0553792]</td>\n      <td>A</td>\n      <td>0.018132</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Acorn St</td>\n      <td>[42.3576234, -71.0688746]</td>\n      <td>A</td>\n      <td>0.008032</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Arlington's Great Meadows</td>\n      <td>[42.4299758, -71.2038948]</td>\n      <td>A</td>\n      <td>0.000676</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Arthur Fiedler Statue</td>\n      <td>[42.3565057, -71.0754527]</td>\n      <td>A</td>\n      <td>0.005410</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>BU Beach</td>\n      <td>[42.3511927, -71.1060828]</td>\n      <td>A</td>\n      <td>0.002145</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>The Clam Box</td>\n      <td>[42.2763168, -71.0092883]</td>\n      <td>C</td>\n      <td>0.001136</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>The Partisans</td>\n      <td>[42.3478375, -71.0404428]</td>\n      <td>C</td>\n      <td>0.005315</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>Union Oyster House</td>\n      <td>[42.361288, -71.056908]</td>\n      <td>C</td>\n      <td>0.037200</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>Victoria's Diner</td>\n      <td>[42.3270498, -71.0667744]</td>\n      <td>C</td>\n      <td>0.003055</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>Wollaston Beach</td>\n      <td>[42.2806539, -71.0119933]</td>\n      <td>C</td>\n      <td>0.001198</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n<p>131 rows × 5 columns</p>\n</div>"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -348,8 +348,8 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:18:58.847605Z",
-     "start_time": "2023-11-06T00:18:58.843691Z"
+     "end_time": "2023-11-06T01:14:19.060647Z",
+     "start_time": "2023-11-06T01:14:19.051699Z"
     }
    },
    "id": "49fc751352022ad1"
@@ -366,7 +366,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 261,
+   "execution_count": 91,
    "outputs": [],
    "source": [
     "# Create a map in Boston\n",
@@ -375,15 +375,15 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:19:00.620249Z",
-     "start_time": "2023-11-06T00:19:00.612951Z"
+     "end_time": "2023-11-06T01:14:20.184965Z",
+     "start_time": "2023-11-06T01:14:20.177057Z"
     }
    },
    "id": "48d76bd40c44cc61"
   },
   {
    "cell_type": "code",
-   "execution_count": 262,
+   "execution_count": 92,
    "outputs": [],
    "source": [
     "# Plot the centroids on the map\n",
@@ -418,22 +418,22 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:19:01.125434Z",
-     "start_time": "2023-11-06T00:19:01.109369Z"
+     "end_time": "2023-11-06T01:14:20.573947Z",
+     "start_time": "2023-11-06T01:14:20.558985Z"
     }
    },
    "id": "3c8a7d2b34d4f22d"
   },
   {
    "cell_type": "code",
-   "execution_count": 263,
+   "execution_count": 93,
    "outputs": [
     {
      "data": {
-      "text/plain": "<folium.folium.Map at 0x15e245d50>",
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      },
-     "execution_count": 263,
+     "execution_count": 93,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -445,21 +445,21 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:19:02.155307Z",
-     "start_time": "2023-11-06T00:19:02.145235Z"
+     "end_time": "2023-11-06T01:14:23.580878Z",
+     "start_time": "2023-11-06T01:14:23.507152Z"
     }
    },
    "id": "d6941d1f0a203ee7"
   },
   {
    "cell_type": "code",
-   "execution_count": 264,
+   "execution_count": 94,
    "outputs": [
     {
      "data": {
-      "text/plain": "0    106\n1     63\nName: cluster, dtype: int64"
+      "text/plain": "1    74\n0    57\nName: cluster, dtype: int64"
      },
-     "execution_count": 264,
+     "execution_count": 94,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -471,15 +471,15 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:19:05.516139Z",
-     "start_time": "2023-11-06T00:19:05.510902Z"
+     "end_time": "2023-11-06T01:14:28.465028Z",
+     "start_time": "2023-11-06T01:14:28.461813Z"
     }
    },
    "id": "479ba8f36cdafbf8"
   },
   {
    "cell_type": "code",
-   "execution_count": 244,
+   "execution_count": 73,
    "outputs": [],
    "source": [
     "# create a method to move n number of locations from the largest cluster to the smallest cluster, taking distance into account\n",
@@ -516,21 +516,21 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-05T23:51:40.761645Z",
-     "start_time": "2023-11-05T23:51:40.752184Z"
+     "end_time": "2023-11-06T01:08:43.493687Z",
+     "start_time": "2023-11-06T01:08:43.480182Z"
     }
    },
    "id": "4b79215a12bf36e2"
   },
   {
    "cell_type": "code",
-   "execution_count": 245,
+   "execution_count": 74,
    "outputs": [
     {
      "data": {
       "text/plain": "0    97\n1    72\nName: cluster, dtype: int64"
      },
-     "execution_count": 245,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -545,46 +545,21 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-05T23:51:41.510095Z",
-     "start_time": "2023-11-05T23:51:41.434643Z"
+     "end_time": "2023-11-06T01:08:43.649954Z",
+     "start_time": "2023-11-06T01:08:43.542655Z"
     }
    },
    "id": "176d5f92130c67b8"
   },
   {
    "cell_type": "code",
-   "execution_count": 267,
-   "outputs": [
-    {
-     "data": {
-      "text/plain": "0    106\n1     63\nName: cluster, dtype: int64"
-     },
-     "execution_count": 267,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "TotalList['cluster'].value_counts()"
-   ],
-   "metadata": {
-    "collapsed": false,
-    "ExecuteTime": {
-     "end_time": "2023-11-06T00:20:43.543111Z",
-     "start_time": "2023-11-06T00:20:43.529364Z"
-    }
-   },
-   "id": "1b8e5c1793fb2feb"
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 265,
+   "execution_count": 75,
    "outputs": [
     {
      "data": {
       "text/plain": "'-71.0553792,42.3688272;-71.0688746,42.3576234;-71.2038948,42.4299758;-71.0754527,42.3565057;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.0620802,42.3579151;-71.1459593,42.3501823;-71.0586014,42.357357;-71.0572023,42.3587627;-71.0556268,42.36521;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.0720926,42.3489004;-71.067859,42.3500079;-71.0632036,42.3556154;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.0620134,42.3248471;-71.0851891,42.3500031;-71.1123834,42.3360385;-71.066414,42.354296;-71.2273649,42.3145041;-71.0834061,42.341987;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0569649,42.3604952;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0498714,42.3256817;-71.0908104,42.329969;-71.0616035,42.3537983;-71.0359433,42.3485465;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.0638101,42.3587772;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.3598149,42.3140229;-71.1126695,42.3836229;-71.0555003,42.3640137;-71.119149,42.3884;-71.0712561,42.3407613;-71.0561781,42.3668968;-71.0664019,42.3554589;-71.059228,42.359349;-71.0668408,42.3524116;-71.0872846,42.2961434;-71.062146,42.366198;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.0651214,42.3553972;-71.0596124,42.3509517;-71.0359354,42.3478381;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.061757,42.3691906;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.0609962,42.3803747;-71.0516339,42.3609921;-71.1194344,42.3754427;-71.0809932,42.3675275;-71.0545357,42.3597994;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0342146,42.316274;-71.0756902,42.3695046;-71.0678704,42.3701829;-71.0968274,42.3799095;-71.0656594,42.3718401;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0611749,42.3551807;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.0554239,42.3739796;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0631664,42.3741694;-71.056823,42.361531;-71.0632852,42.2857047;-71.0637877,42.2845163;-71.0496839,42.3519736;-71.0454645,42.3162356;-71.0336324,42.3441918;-71.0487437,42.3508756;-71.0512911,42.3521821;-71.0013637,42.2075316;-71.0607764,42.3763541;-71.0374911,42.316031;-71.0125206,42.3378699;-71.0672898,42.3523158;-71.02832,42.2576602;-71.0502126,42.3516479;-71.0331956,42.3639107;-71.0432778,42.3528151;-71.0035279,42.2392354;-71.0470633,42.3537343;-71.0352443,42.3291218;-71.0898829,42.3463992;-71.0240951,42.2743442;-71.0234949,42.3358743;-70.985881,42.420226;-71.0005483,42.2454086;-71.0096371,42.3367603;-71.0447796,42.3509709;-71.0983169,42.3319001;-71.0092883,42.2763168;-71.0404428,42.3478375;-71.056908,42.361288;-71.0667744,42.3270498;-71.0119933,42.2806539;-71.0618764,42.4074484;-71.0612182,42.3986053;-71.0392667,42.3855456;-71.0515875,42.4025721;-70.9903023,42.3917606;-71.055873,42.4206339;-71.0433886,42.4222989;-71.06088,42.3761612;-71.0412802,42.3936888;-71.0714924,42.3968978;-71.0282154,42.3778389;-71.0350852,42.3809511;-71.0331398,42.3734483;-70.9693867,42.3895122;-71.0945712,42.3253252;-71.0280157,42.398422;-71.0155516,42.4114215;-70.993656,42.4110462;-71.0355621,42.3976519;-71.0056995,42.390191;-71.0589219,42.403759;-71.037937,42.3698284;-71.0386285,42.3903823;-71.0316196,42.4122481;-71.0328839,42.3861321;-71.0270609,42.4213082;-71.0366491,42.391236;-71.0361399,42.3649623;-71.0116946,42.3827415;-70.9973058,42.4183123;-71.1122037,42.4008442;-70.997123,42.390501;-71.0506461,42.41826;-71.0359889,42.3670906;-71.0414523,42.3649544;-71.0371343,42.3711266;-71.033703,42.3891835;-70.9799864,42.3803348;'"
      },
-     "execution_count": 265,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -595,28 +570,28 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:19:09.317992Z",
-     "start_time": "2023-11-06T00:19:09.308541Z"
+     "end_time": "2023-11-06T01:08:43.650401Z",
+     "start_time": "2023-11-06T01:08:43.622162Z"
     }
    },
    "id": "2d83e5db093608d2"
   },
   {
    "cell_type": "code",
-   "execution_count": 268,
+   "execution_count": 95,
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "106\n"
+      "57\n"
      ]
     },
     {
      "data": {
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+      "text/plain": "'-71.2038948,42.4299758;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.1459593,42.3501823;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.1123834,42.3360385;-71.2273649,42.3145041;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.3598149,42.3140229;-71.1126695,42.3836229;-71.119149,42.3884;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.1194344,42.3754427;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0968274,42.3799095;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0898829,42.3463992;-71.0983169,42.3319001;'"
      },
-     "execution_count": 268,
+     "execution_count": 95,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -629,28 +604,28 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:25:20.703565Z",
-     "start_time": "2023-11-06T00:25:20.690483Z"
+     "end_time": "2023-11-06T01:14:35.829990Z",
+     "start_time": "2023-11-06T01:14:35.821619Z"
     }
    },
    "id": "89297f77828e8ed8"
   },
   {
    "cell_type": "code",
-   "execution_count": 269,
+   "execution_count": 96,
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "63\n"
+      "74\n"
      ]
     },
     {
      "data": {
-      "text/plain": "'-71.2038948,42.4299758;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.1459593,42.3501823;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.0851891,42.3500031;-71.1123834,42.3360385;-71.2273649,42.3145041;-71.0834061,42.341987;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0908104,42.329969;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.3598149,42.3140229;-71.1126695,42.3836229;-71.119149,42.3884;-71.0872846,42.2961434;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.1194344,42.3754427;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0968274,42.3799095;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0898829,42.3463992;-71.0983169,42.3319001;-71.0945712,42.3253252;-71.1122037,42.4008442;'"
+      "text/plain": "'-71.0553792,42.3688272;-71.0688746,42.3576234;-71.0754527,42.3565057;-71.0620802,42.3579151;-71.0586014,42.357357;-71.0572023,42.3587627;-71.0556268,42.36521;-71.0720926,42.3489004;-71.067859,42.3500079;-71.0632036,42.3556154;-71.0620134,42.3248471;-71.0851891,42.3500031;-71.066414,42.354296;-71.0834061,42.341987;-71.0569649,42.3604952;-71.0498714,42.3256817;-71.0908104,42.329969;-71.0616035,42.3537983;-71.0359433,42.3485465;-71.0638101,42.3587772;-71.0555003,42.3640137;-71.0712561,42.3407613;-71.0561781,42.3668968;-71.0664019,42.3554589;-71.059228,42.359349;-71.0668408,42.3524116;-71.0872846,42.2961434;-71.062146,42.366198;-71.0651214,42.3553972;-71.0596124,42.3509517;-71.0359354,42.3478381;-71.061757,42.3691906;-71.0609962,42.3803747;-71.0516339,42.3609921;-71.0809932,42.3675275;-71.0545357,42.3597994;-71.0342146,42.316274;-71.0756902,42.3695046;-71.0678704,42.3701829;-71.0656594,42.3718401;-71.0611749,42.3551807;-71.0554239,42.3739796;-71.0631664,42.3741694;-71.056823,42.361531;-71.0632852,42.2857047;-71.0637877,42.2845163;-71.0496839,42.3519736;-71.0454645,42.3162356;-71.0336324,42.3441918;-71.0487437,42.3508756;-71.0512911,42.3521821;-71.0013637,42.2075316;-71.0607764,42.3763541;-71.0374911,42.316031;-71.0125206,42.3378699;-71.0672898,42.3523158;-71.02832,42.2576602;-71.0502126,42.3516479;-71.0331956,42.3639107;-71.0432778,42.3528151;-71.0035279,42.2392354;-71.0470633,42.3537343;-71.0352443,42.3291218;-71.0240951,42.2743442;-71.0234949,42.3358743;-70.985881,42.420226;-71.0005483,42.2454086;-71.0096371,42.3367603;-71.0447796,42.3509709;-71.0092883,42.2763168;-71.0404428,42.3478375;-71.056908,42.361288;-71.0667744,42.3270498;-71.0119933,42.2806539;'"
      },
-     "execution_count": 269,
+     "execution_count": 96,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -662,19 +637,23 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:25:30.097229Z",
-     "start_time": "2023-11-06T00:25:30.070409Z"
+     "end_time": "2023-11-06T01:14:36.909798Z",
+     "start_time": "2023-11-06T01:14:36.904157Z"
     }
    },
    "id": "6ff82e29a0366d9e"
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 77,
    "outputs": [],
    "source": [],
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2023-11-06T01:08:43.651470Z",
+     "start_time": "2023-11-06T01:08:43.640872Z"
+    }
    },
    "id": "7949bddd34b6731"
   }
diff --git a/List E.csv b/List E.csv
deleted file mode 100644
index 4424e36..0000000
--- a/List E.csv	
+++ /dev/null
@@ -1,3 +0,0 @@
-Title,Note,URL,Comment
-Somerville Museum,,https://www.google.com/maps/place/Somerville+Museum/data=!4m2!3m1!1s0x89e377319800f8e5:0xa135b53119b8c58a,
-Make Way for Ducklings,,https://www.google.com/maps/place/Make+Way+for+Ducklings/data=!4m2!3m1!1s0x89e3709e47f660b1:0x7a756ec808941b41,
diff --git a/ZestySalesman.ipynb b/ZestySalesman.ipynb
index fb03d13..7e74f46 100644
--- a/ZestySalesman.ipynb
+++ b/ZestySalesman.ipynb
@@ -2,13 +2,13 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 10,
    "id": "initial_id",
    "metadata": {
     "collapsed": true,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:26:14.565659Z",
-     "start_time": "2023-11-06T00:26:14.551906Z"
+     "end_time": "2023-11-06T01:23:16.767323Z",
+     "start_time": "2023-11-06T01:23:16.761053Z"
     }
    },
    "outputs": [],
@@ -16,107 +16,104 @@
     "import pandas as pd\n",
     "import numpy as np\n",
     "import requests\n",
-    "import folium"
+    "import folium\n",
+    "import utils"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 11,
    "outputs": [],
    "source": [
     "# Create a JSON request for the API\n",
     "# This is the data we want to get from the API\n",
     "northeastern_coordinate = \"-71.09033,42.33976;\"\n",
-    "coordinate_string = '-71.2038948,42.4299758;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.1459593,42.3501823;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.0851891,42.3500031;-71.1123834,42.3360385;-71.2273649,42.3145041;-71.0834061,42.341987;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0908104,42.329969;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.3598149,42.3140229;-71.1126695,42.3836229;-71.119149,42.3884;-71.0872846,42.2961434;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.1194344,42.3754427;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0968274,42.3799095;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0898829,42.3463992;-71.0983169,42.3319001;-71.0945712,42.3253252;-71.1122037,42.4008442'\n",
-    "coordinates = requests.get('http://acetyl.net:5000/trip/v1/bike/' + northeastern_coordinate + coordinate_string)\n",
-    "\n",
-    "coordinates = coordinates.json()"
+    "route_1 = '-71.2038948,42.4299758;-71.1060828,42.3511927;-71.0969274,42.3446263;-71.130887,42.35304;-71.1459593,42.3501823;-71.1460435,42.3495825;-71.1217152,42.3426377;-71.1258765,42.331864;-71.1095021,42.3364675;-71.133103,42.3890049;-71.1123834,42.3360385;-71.2273649,42.3145041;-71.0992038,42.3306454;-71.0990577,42.3381442;-71.0949218,42.3419564;-71.0942861,42.3413301;-71.0913583,42.3490205;-71.1000217,42.3323776;-71.1241295,42.3518397;-71.1618052,42.3245965;-71.1625829,42.340795;-71.167854,42.4107892;-71.155555,42.3317473;-71.1227278,42.3965778;-71.1126695,42.3836229;-71.119149,42.3884;-71.1427371,42.3433772;-71.1438455,42.3569102;-71.1313443,42.3525708;-71.1284677,42.3631904;-71.119301,42.388547;-71.097883,42.381008;-71.1107166,42.3741209;-71.1194344,42.3754427;-71.1013044,42.3627462;-71.1108423,42.3838224;-71.1026937,42.3820702;-71.1189467,42.373465;-71.1208817,42.3732344;-71.0968274,42.3799095;-71.094048,42.339381;-71.1854722,42.3621177;-71.1146697,42.3782386;-71.0935443,42.3817274;-71.0906355,42.3616095;-71.1161887,42.3766442;-71.0962734,42.3627993;-71.1155576,42.3784629;-71.0949101,42.3797674;-71.1087411,42.3640287;-71.09476,42.37736;-71.1014951,42.3614115;-71.1024769,42.3822934;-71.1011111,42.3636597;-71.0898829,42.3463992;-71.0983169,42.3319001'\n",
+    "route_2 = '-71.0553792,42.3688272;-71.0688746,42.3576234;-71.0754527,42.3565057;-71.0620802,42.3579151;-71.0586014,42.357357;-71.0572023,42.3587627;-71.0556268,42.36521;-71.0720926,42.3489004;-71.067859,42.3500079;-71.0632036,42.3556154;-71.0620134,42.3248471;-71.0851891,42.3500031;-71.066414,42.354296;-71.0834061,42.341987;-71.0569649,42.3604952;-71.0498714,42.3256817;-71.0908104,42.329969;-71.0616035,42.3537983;-71.0359433,42.3485465;-71.0638101,42.3587772;-71.0555003,42.3640137;-71.0712561,42.3407613;-71.0561781,42.3668968;-71.0664019,42.3554589;-71.059228,42.359349;-71.0668408,42.3524116;-71.0872846,42.2961434;-71.062146,42.366198;-71.0651214,42.3553972;-71.0596124,42.3509517;-71.0359354,42.3478381;-71.061757,42.3691906;-71.0609962,42.3803747;-71.0516339,42.3609921;-71.0809932,42.3675275;-71.0545357,42.3597994;-71.0342146,42.316274;-71.0756902,42.3695046;-71.0678704,42.3701829;-71.0656594,42.3718401;-71.0611749,42.3551807;-71.0554239,42.3739796;-71.0631664,42.3741694;-71.056823,42.361531;-71.0632852,42.2857047;-71.0637877,42.2845163;-71.0496839,42.3519736;-71.0454645,42.3162356;-71.0336324,42.3441918;-71.0487437,42.3508756;-71.0512911,42.3521821;-71.0013637,42.2075316;-71.0607764,42.3763541;-71.0374911,42.316031;-71.0125206,42.3378699;-71.0672898,42.3523158;-71.02832,42.2576602;-71.0502126,42.3516479;-71.0331956,42.3639107;-71.0432778,42.3528151;-71.0035279,42.2392354;-71.0470633,42.3537343;-71.0352443,42.3291218;-71.0240951,42.2743442;-71.0234949,42.3358743;-70.985881,42.420226;-71.0005483,42.2454086;-71.0096371,42.3367603;-71.0447796,42.3509709;-71.0092883,42.2763168;-71.0404428,42.3478375;-71.056908,42.361288;-71.0667744,42.3270498;-71.0119933,42.2806539'"
    ],
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:26:15.268775Z",
-     "start_time": "2023-11-06T00:26:14.558083Z"
+     "end_time": "2023-11-06T01:23:16.774149Z",
+     "start_time": "2023-11-06T01:23:16.765417Z"
     }
    },
    "id": "aa618161182b5b07"
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 12,
    "outputs": [],
    "source": [
     "# Create a dataframe from the JSON\n",
-    "df = pd.DataFrame(coordinates['waypoints'])"
+    "df1 = utils.create_json_df(northeastern_coordinate + route_1)\n",
+    "df2 = utils.create_json_df(northeastern_coordinate + route_2)"
    ],
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:26:15.278022Z",
-     "start_time": "2023-11-06T00:26:15.269158Z"
+     "end_time": "2023-11-06T01:23:18.694403Z",
+     "start_time": "2023-11-06T01:23:16.768656Z"
     }
    },
    "id": "32c485788eedd94"
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 13,
    "outputs": [],
    "source": [
-    "# Separate the location column into lon and lat columns\n",
-    "df['lat'] = df['location'].apply(lambda x: x[0])\n",
-    "df['lon'] = df['location'].apply(lambda x: x[1])\n",
-    "\n",
-    "df['waypoint_index'] = df['waypoint_index'].astype(int)\n",
+    "# Add columns for the route number\n",
+    "df1['route'] = 1\n",
+    "df2['route'] = 2\n",
     "\n",
-    "# Map out the waypoints in order of the waypoint index\n",
-    "df = df.sort_values(by=['waypoint_index'])"
+    "# Concatenate the two dataframes\n",
+    "df = pd.concat([df1, df2], ignore_index=True)"
    ],
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:26:15.284313Z",
-     "start_time": "2023-11-06T00:26:15.275568Z"
+     "end_time": "2023-11-06T01:23:18.698699Z",
+     "start_time": "2023-11-06T01:23:18.696008Z"
     }
    },
-   "id": "535ab02638d20cb2"
+   "id": "49dba1f17ca8337e"
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 14,
    "outputs": [
     {
      "data": {
-      "text/plain": "    waypoint_index  trips_index  \\\n0                0            0   \n14               1            0   \n60               2            0   \n46               3            0   \n16               4            0   \n..             ...          ...   \n61              59            0   \n15              60            0   \n19              61            0   \n31              62            0   \n62              63            0   \n\n                                                 hint   distance  \\\n0   DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...   0.236958   \n14  lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...   7.134933   \n60  tg0igLoNIoAOAAAAAAAAADwAAADtAQAA8CrBQAAAAACcrM...  17.496916   \n46  k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e...  36.240351   \n16  rLwhgLG8IYAEAAAABQAAADAAAABsAAAA1X8CQHGb7D9Kz6...  24.054372   \n..                                                ...        ...   \n61  g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA...  12.789906   \n15  cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC...  22.776295   \n19  5tYhgJHXIYAIAAAArQAAADwAAABCAQAAaRlbQD16mUGpAc...  17.374491   \n31  WhEngAASJ4BcAAAAdwAAAHoBAAAFAAAAI3gkQQlZRUJLNi...  13.907079   \n62  s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA...   4.111715   \n\n                      name                 location        lat        lon  \n0   Northeastern (Inbound)  [-71.090331, 42.339762] -71.090331  42.339762  \n14                           [-71.083465, 42.34194] -71.083465  42.341940  \n60        Public Alley 901  [-71.089677, 42.346361] -71.089677  42.346361  \n46                          [-71.093834, 42.339096] -71.093834  42.339096  \n16                          [-71.099284, 42.338007] -71.099284  42.338007  \n..                     ...                      ...        ...        ...  \n61          Tremont Street  [-71.098267, 42.332009] -71.098267  42.332009  \n15        Alleghany Street   [-71.099348, 42.33047] -71.099348  42.330470  \n19           Dudley Street  [-71.090904, 42.329829] -71.090904  42.329829  \n31        Blue Hill Avenue  [-71.087449, 42.296172] -71.087449  42.296172  \n62                           [-71.09454, 42.325354] -71.094540  42.325354  \n\n[64 rows x 8 columns]",
-      "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>waypoint_index</th>\n      <th>trips_index</th>\n      <th>hint</th>\n      <th>distance</th>\n      <th>name</th>\n      <th>location</th>\n      <th>lat</th>\n      <th>lon</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...</td>\n      <td>0.236958</td>\n      <td>Northeastern (Inbound)</td>\n      <td>[-71.090331, 42.339762]</td>\n      <td>-71.090331</td>\n      <td>42.339762</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>1</td>\n      <td>0</td>\n      <td>lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...</td>\n      <td>7.134933</td>\n      <td></td>\n      <td>[-71.083465, 42.34194]</td>\n      <td>-71.083465</td>\n      <td>42.341940</td>\n    </tr>\n    <tr>\n      <th>60</th>\n      <td>2</td>\n      <td>0</td>\n      <td>tg0igLoNIoAOAAAAAAAAADwAAADtAQAA8CrBQAAAAACcrM...</td>\n      <td>17.496916</td>\n      <td>Public Alley 901</td>\n      <td>[-71.089677, 42.346361]</td>\n      <td>-71.089677</td>\n      <td>42.346361</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>3</td>\n      <td>0</td>\n      <td>k4chgBiIIYAKAAAAFwAAAPQDAAB_AgAAHn2aP-biHUBi6e...</td>\n      <td>36.240351</td>\n      <td></td>\n      <td>[-71.093834, 42.339096]</td>\n      <td>-71.093834</td>\n      <td>42.339096</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>4</td>\n      <td>0</td>\n      <td>rLwhgLG8IYAEAAAABQAAADAAAABsAAAA1X8CQHGb7D9Kz6...</td>\n      <td>24.054372</td>\n      <td></td>\n      <td>[-71.099284, 42.338007]</td>\n      <td>-71.099284</td>\n      <td>42.338007</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>61</th>\n      <td>59</td>\n      <td>0</td>\n      <td>g38hgI1_IYBOAAAAfwAAAAAAAAAAAAAAZ4ECQsbEUkIAAA...</td>\n      <td>12.789906</td>\n      <td>Tremont Street</td>\n      <td>[-71.098267, 42.332009]</td>\n      <td>-71.098267</td>\n      <td>42.332009</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>60</td>\n      <td>0</td>\n      <td>cX8hgJF_IYA1AAAAMAAAAGcAAABOAAAATyWxQQ77nUEHMC...</td>\n      <td>22.776295</td>\n      <td>Alleghany Street</td>\n      <td>[-71.099348, 42.33047]</td>\n      <td>-71.099348</td>\n      <td>42.330470</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>61</td>\n      <td>0</td>\n      <td>5tYhgJHXIYAIAAAArQAAADwAAABCAQAAaRlbQD16mUGpAc...</td>\n      <td>17.374491</td>\n      <td>Dudley Street</td>\n      <td>[-71.090904, 42.329829]</td>\n      <td>-71.090904</td>\n      <td>42.329829</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>62</td>\n      <td>0</td>\n      <td>WhEngAASJ4BcAAAAdwAAAHoBAAAFAAAAI3gkQQlZRUJLNi...</td>\n      <td>13.907079</td>\n      <td>Blue Hill Avenue</td>\n      <td>[-71.087449, 42.296172]</td>\n      <td>-71.087449</td>\n      <td>42.296172</td>\n    </tr>\n    <tr>\n      <th>62</th>\n      <td>63</td>\n      <td>0</td>\n      <td>s9QhgLbUIYAwAAAAkAAAAAAAAAAAAAAA2XmpQNgrgEEAAA...</td>\n      <td>4.111715</td>\n      <td></td>\n      <td>[-71.09454, 42.325354]</td>\n      <td>-71.094540</td>\n      <td>42.325354</td>\n    </tr>\n  </tbody>\n</table>\n<p>64 rows × 8 columns</p>\n</div>"
+      "text/plain": "    waypoint_index  trips_index  \\\n0                0            0   \n17               1            0   \n22               2            0   \n73               3            0   \n11               4            0   \n..             ...          ...   \n3               70            0   \n12              71            0   \n9               72            0   \n8               73            0   \n14              74            0   \n\n                                                 hint   distance  \\\n0   DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...   0.236958   \n17  5tYhgJHXIYAIAAAArQAAADwAAABCAQAAaRlbQD16mUGpAc...  17.374491   \n22  XAAigHIAIoBKAAAASwAAAFUAAABDAQAARGUEQURlBEG2ZR...  11.054154   \n73  CdQhgB0OA4AYAAAAHgAAADkAAAAAAAAALdMlQdSMQ0Fd0r...  10.970598   \n11  43YhgPN2IYA1AAAAJAAAAAAAAAA5AAAAEha0QWgpbEEAAA...  18.896385   \n..                                                ...        ...   \n3   jt4hgJLeIYA7AAAALQAAAAAAAAAAAAAA4gPGQasVlUEAAA...   4.709088   \n12  0OEhgPvhIYADAAAABgAAAA8AAAA0AAAA2lq-PipQFD-Y-N...   2.009578   \n9   m8shgJ7LIYAOAAAAXgEAAAAAAAAAAAAAOFW-QDE5G0IAAA...   1.716409   \n8   YQ0DgBTPIYDvAAAAdAAAAAAAAAAAAAAAsgLVQbMxTUEAAA...   4.830022   \n14  lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...   7.134933   \n\n                      name                 location        lat        lon  \\\n0   Northeastern (Inbound)  [-71.090331, 42.339762] -71.090331  42.339762   \n17           Dudley Street  [-71.090904, 42.329829] -71.090904  42.329829   \n22                           [-71.071196, 42.34085] -71.071196  42.340850   \n73                          [-71.066844, 42.327134] -71.066844  42.327134   \n11             Lucy Street   [-71.06221, 42.324934] -71.062210  42.324934   \n..                     ...                      ...        ...        ...   \n3                           [-71.075414, 42.356537] -71.075414  42.356537   \n12                          [-71.085166, 42.349997] -71.085166  42.349997   \n9          Piedmont Street  [-71.067854, 42.349993] -71.067854  42.349993   \n8                           [-71.072038, 42.348915] -71.072038  42.348915   \n14                           [-71.083465, 42.34194] -71.083465  42.341940   \n\n    route  \n0       2  \n17      2  \n22      2  \n73      2  \n11      2  \n..    ...  \n3       2  \n12      2  \n9       2  \n8       2  \n14      2  \n\n[75 rows x 9 columns]",
+      "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>waypoint_index</th>\n      <th>trips_index</th>\n      <th>hint</th>\n      <th>distance</th>\n      <th>name</th>\n      <th>location</th>\n      <th>lat</th>\n      <th>lon</th>\n      <th>route</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>DoUhgBeFIYCcAAAAJgAAAAAAAAARAAAAm0CKQdkZiEAAAA...</td>\n      <td>0.236958</td>\n      <td>Northeastern (Inbound)</td>\n      <td>[-71.090331, 42.339762]</td>\n      <td>-71.090331</td>\n      <td>42.339762</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>1</td>\n      <td>0</td>\n      <td>5tYhgJHXIYAIAAAArQAAADwAAABCAQAAaRlbQD16mUGpAc...</td>\n      <td>17.374491</td>\n      <td>Dudley Street</td>\n      <td>[-71.090904, 42.329829]</td>\n      <td>-71.090904</td>\n      <td>42.329829</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>2</td>\n      <td>0</td>\n      <td>XAAigHIAIoBKAAAASwAAAFUAAABDAQAARGUEQURlBEG2ZR...</td>\n      <td>11.054154</td>\n      <td></td>\n      <td>[-71.071196, 42.34085]</td>\n      <td>-71.071196</td>\n      <td>42.340850</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>3</td>\n      <td>0</td>\n      <td>CdQhgB0OA4AYAAAAHgAAADkAAAAAAAAALdMlQdSMQ0Fd0r...</td>\n      <td>10.970598</td>\n      <td></td>\n      <td>[-71.066844, 42.327134]</td>\n      <td>-71.066844</td>\n      <td>42.327134</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>4</td>\n      <td>0</td>\n      <td>43YhgPN2IYA1AAAAJAAAAAAAAAA5AAAAEha0QWgpbEEAAA...</td>\n      <td>18.896385</td>\n      <td>Lucy Street</td>\n      <td>[-71.06221, 42.324934]</td>\n      <td>-71.062210</td>\n      <td>42.324934</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>70</td>\n      <td>0</td>\n      <td>jt4hgJLeIYA7AAAALQAAAAAAAAAAAAAA4gPGQasVlUEAAA...</td>\n      <td>4.709088</td>\n      <td></td>\n      <td>[-71.075414, 42.356537]</td>\n      <td>-71.075414</td>\n      <td>42.356537</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>71</td>\n      <td>0</td>\n      <td>0OEhgPvhIYADAAAABgAAAA8AAAA0AAAA2lq-PipQFD-Y-N...</td>\n      <td>2.009578</td>\n      <td></td>\n      <td>[-71.085166, 42.349997]</td>\n      <td>-71.085166</td>\n      <td>42.349997</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>72</td>\n      <td>0</td>\n      <td>m8shgJ7LIYAOAAAAXgEAAAAAAAAAAAAAOFW-QDE5G0IAAA...</td>\n      <td>1.716409</td>\n      <td>Piedmont Street</td>\n      <td>[-71.067854, 42.349993]</td>\n      <td>-71.067854</td>\n      <td>42.349993</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>73</td>\n      <td>0</td>\n      <td>YQ0DgBTPIYDvAAAAdAAAAAAAAAAAAAAAsgLVQbMxTUEAAA...</td>\n      <td>4.830022</td>\n      <td></td>\n      <td>[-71.072038, 42.348915]</td>\n      <td>-71.072038</td>\n      <td>42.348915</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>74</td>\n      <td>0</td>\n      <td>lhgDgIkYA4BkAAAAIgEAAFoBAAAaAAAAJyAzQWNrAEI8Ax...</td>\n      <td>7.134933</td>\n      <td></td>\n      <td>[-71.083465, 42.34194]</td>\n      <td>-71.083465</td>\n      <td>42.341940</td>\n      <td>2</td>\n    </tr>\n  </tbody>\n</table>\n<p>75 rows × 9 columns</p>\n</div>"
      },
-     "execution_count": 66,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "df"
+    "display(df2)"
    ],
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:26:15.297169Z",
-     "start_time": "2023-11-06T00:26:15.287354Z"
+     "end_time": "2023-11-06T01:23:18.708601Z",
+     "start_time": "2023-11-06T01:23:18.705324Z"
     }
    },
-   "id": "49dba1f17ca8337e"
+   "id": "f231d9a35358988c"
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 15,
    "outputs": [
     {
      "data": {
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&quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_1dd08ce65ea1c5eff7c42671f961b707 = L.circleMarker(\n                [42.359704, -71.054519],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var 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          var circle_marker_4cdc995d54a635b69a542a326d0f77fa = L.circleMarker(\n                [42.358757, -71.057201],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_b9d0bd86a9d2544f267d212683c883a4 = L.circleMarker(\n                [42.357428, -71.058565],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_4f9da61a38ffa81344353ca6a9803292 = L.circleMarker(\n                [42.359295, -71.059255],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_a51908a79a70ffd34ed9f88516adec25 = L.circleMarker(\n                [42.355519, -71.063037],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_a99535bd0a3e10f5e9a7b8edf40f957e = L.circleMarker(\n                [42.354894, -71.063514],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_92520c08f24fc984796db3876d801898 = L.circleMarker(\n                [42.352314, -71.067311],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_9edfda33501a7fa3815d779a3f570509 = L.circleMarker(\n                [42.352445, -71.066839],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_92e784effa5358909f0d68e3ea7d0311 = L.circleMarker(\n                [42.353792, -71.068086],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_35e03d6d5d9321eb0074b15353cc2f5d = L.circleMarker(\n                [42.356682, -71.066568],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_c6046cc222180b374655aa71644bd315 = L.circleMarker(\n                [42.357529, -71.069242],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_1c381b9b712d94c24fc0e254b3e14dc7 = L.circleMarker(\n                [42.356537, -71.075414],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_e2043db325b6d4f1532edc1e2ebc87d6 = L.circleMarker(\n                [42.349997, -71.085166],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_d1cb951f7b7c9a7a1e2e4354b42e8d17 = L.circleMarker(\n                [42.349993, -71.067854],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_609af4dabf78b10086609641c7d241c6 = L.circleMarker(\n                [42.348915, -71.072038],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n    \n            var circle_marker_ce317e52ff1e620443a1b4e5aca44ed1 = L.circleMarker(\n                [42.34194, -71.083465],\n                {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;blue&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: false, &quot;fillColor&quot;: &quot;blue&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 3, &quot;stroke&quot;: true, &quot;weight&quot;: 3}\n            ).addTo(map_aeeac5a1da4c82f72a6ebc2ad6ef0a4f);\n        \n&lt;/script&gt;\n&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      },
-     "execution_count": 67,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -125,12 +122,14 @@
     "# Create a map\n",
     "m = folium.Map(location=[df['lon'].mean(), df['lat'].mean()], zoom_start=11)\n",
     "\n",
-    "# Add a marker for each waypoint and connect with a line as the salesman would travel\n",
-    "for i in range(len(df)):\n",
-    "    folium.Marker([df.iloc[i]['lon'], df.iloc[i]['lat']], popup=df.iloc[i]['name']).add_to(m)\n",
-    "    if i < len(df) - 1:\n",
-    "        folium.PolyLine([[df.iloc[i]['lon'], df.iloc[i]['lat']], [df.iloc[i + 1]['lon'], df.iloc[i + 1]['lat']]],\n",
-    "                        color=\"red\", weight=2.5, opacity=1).add_to(m)\n",
+    "# Add the points and lines for the two routes with different colors\n",
+    "colors = ['red', 'blue']\n",
+    "\n",
+    "for route in df['route'].unique():\n",
+    "    df_route = df[df['route'] == route]\n",
+    "    folium.PolyLine(df_route[['lon', 'lat']].values.tolist(), color=colors[route-1]).add_to(m)\n",
+    "    for i in range(len(df_route)):\n",
+    "        folium.CircleMarker(df_route[['lon', 'lat']].iloc[i].values.tolist(), radius=3, color=colors[route-1]).add_to(m)\n",
     "\n",
     "# Display the map\n",
     "m"
@@ -138,50 +137,104 @@
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:26:15.360267Z",
-     "start_time": "2023-11-06T00:26:15.298760Z"
+     "end_time": "2023-11-06T01:23:18.781393Z",
+     "start_time": "2023-11-06T01:23:18.709803Z"
     }
    },
    "id": "80fd847da2833913"
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 16,
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "The trip will take 10.198055555555555 hours\n"
+      "The trip will take 6.789722222222222 hours\n",
+      "The trip will take 9.955833333333333 hours\n"
      ]
     }
    ],
    "source": [
-    "trip_hrs = int(coordinates['trips'][0]['duration'])/3600\n",
-    "print(\"The trip will take {} hours\".format(trip_hrs))"
+    "trip_hrs_1 = utils.get_trip_time(route_1)\n",
+    "print(\"The trip will take {} hours\".format(trip_hrs_1))\n",
+    "trip_hrs_2 = utils.get_trip_time(route_2)\n",
+    "print(\"The trip will take {} hours\".format(trip_hrs_2))"
    ],
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:26:15.360383Z",
-     "start_time": "2023-11-06T00:26:15.353591Z"
+     "end_time": "2023-11-06T01:23:20.448487Z",
+     "start_time": "2023-11-06T01:23:18.761079Z"
     }
    },
    "id": "a3ec09dfb5cbb5b3"
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 17,
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "    waypoint_index  trips_index  \\\n",
+      "20              20            0   \n",
+      "\n",
+      "                                                 hint  distance         name  \\\n",
+      "20  2M4pgNrOKYCCAQAADAAAAAAAAAAAAAAALKILQ27Ah0AAAA...       0.0  Echo Bridge   \n",
+      "\n",
+      "                   location        lat        lon  route  \n",
+      "20  [-71.227365, 42.314504] -71.227365  42.314504      1  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Find the westmost point in Route 1\n",
+    "df1 = df[df['route'] == 1]\n",
+    "west = df1[df1['lon'] == df1['lon'].min()]\n",
+    "print(west)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2023-11-06T01:23:20.455714Z",
+     "start_time": "2023-11-06T01:23:20.453647Z"
+    }
+   },
+   "id": "be94c3708a1bd250"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "outputs": [],
+   "source": [
+    "# Remove the westmost point from Route 1\n",
+    "df = df.drop(west.index)"
+   ],
+   "metadata": {
+    "collapsed": false,
+    "ExecuteTime": {
+     "end_time": "2023-11-06T01:23:20.460791Z",
+     "start_time": "2023-11-06T01:23:20.456599Z"
+    }
+   },
+   "id": "21fef07e5b2a03a0"
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
    "outputs": [],
    "source": [],
    "metadata": {
     "collapsed": false,
     "ExecuteTime": {
-     "end_time": "2023-11-06T00:26:15.360410Z",
-     "start_time": "2023-11-06T00:26:15.355568Z"
+     "end_time": "2023-11-06T01:23:20.460900Z",
+     "start_time": "2023-11-06T01:23:20.458522Z"
     }
    },
-   "id": "be94c3708a1bd250"
+   "id": "eafe5678c44e94fd"
   }
  ],
  "metadata": {
diff --git a/utils.py b/utils.py
index f250a9c..880dd2a 100644
--- a/utils.py
+++ b/utils.py
@@ -1,5 +1,9 @@
-# make a function that turns a list of lists of coordinates into a string
+import folium
+import pandas as pd
+import requests
+
 
+# make a function that turns a list of lists of coordinates into a string
 def list_to_string(list_of_lists):
     """
     Takes a list of lists of coordinates and returns a string of the coordinates
@@ -7,4 +11,33 @@ def list_to_string(list_of_lists):
     string = ''
     for i in list_of_lists:
         string += str(i[1]) + ',' + str(i[0]) + ';'
-    return string
\ No newline at end of file
+    return string
+
+
+def create_json_df(coordinate_string):
+    coordinates = requests.get('http://acetyl.net:5000/trip/v1/bike/' + coordinate_string)
+    coordinates = coordinates.json()
+
+    # Create a dataframe from the JSON
+    df = pd.DataFrame(coordinates['waypoints'])
+
+    # Separate the location column into lon and lat columns
+    df['lat'] = df['location'].apply(lambda x: x[0])
+    df['lon'] = df['location'].apply(lambda x: x[1])
+
+    df['waypoint_index'] = df['waypoint_index'].astype(int)
+
+    # Map out the waypoints in order of the waypoint index
+    df = df.sort_values(by=['waypoint_index'])
+
+    return df
+
+
+def get_trip_time(coordinate_string):
+    """
+    Takes a list of lists of coordinates and returns the time of the trip in hours
+    """
+    coordinates = requests.get('http://acetyl.net:5000/trip/v1/bike/' + coordinate_string)
+    coordinates = coordinates.json()
+
+    return int(coordinates['trips'][0]['duration']) / 3600
-- 
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