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index 0000000..8dc4f73
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+.venv/lib/python3.11/site-packages/setuptools/config/__pycache__/_apply_pyprojecttoml.cpython-311.pyc
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diff --git a/Basic_ORS.ipynb b/Basic_ORS.ipynb
new file mode 100644
index 0000000..9509e3a
--- /dev/null
+++ b/Basic_ORS.ipynb
@@ -0,0 +1,158 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets try and implement Open route service. Ideally quickly.\n",
+    "https://github.com/GIScience/openrouteservice-py"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "zsh:1: command not found: poetry\n"
+     ]
+    }
+   ],
+   "source": [
+    "!python -m venv .venv && source .venv/bin/activate\n",
+    "!poetry install -vv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting openrouteservice\n",
+      "  Downloading openrouteservice-2.3.3-py3-none-any.whl (33 kB)\n",
+      "Requirement already satisfied: requests>=2.0 in /Users/rohitzacharia/.pyenv/versions/3.11.3/lib/python3.11/site-packages (from openrouteservice) (2.31.0)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/rohitzacharia/.pyenv/versions/3.11.3/lib/python3.11/site-packages (from requests>=2.0->openrouteservice) (3.2.0)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /Users/rohitzacharia/.pyenv/versions/3.11.3/lib/python3.11/site-packages (from requests>=2.0->openrouteservice) (3.4)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/rohitzacharia/.pyenv/versions/3.11.3/lib/python3.11/site-packages (from requests>=2.0->openrouteservice) (2.0.4)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /Users/rohitzacharia/.pyenv/versions/3.11.3/lib/python3.11/site-packages (from requests>=2.0->openrouteservice) (2023.7.22)\n",
+      "Installing collected packages: openrouteservice\n",
+      "Successfully installed openrouteservice-2.3.3\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip available: \u001b[0m\u001b[31;49m22.3.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install openrouteservice"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets try and test it."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Give me a list of routes please!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'bbox': [-73.986123, 40.658488, -73.943234, 40.695703], 'routes': [{'summary': {'distance': 7967.0, 'duration': 931.9}, 'segments': [{'distance': 7967.0, 'duration': 931.9, 'steps': [{'distance': 122.5, 'duration': 29.4, 'type': 11, 'instruction': 'Head northeast on Howard Place', 'name': 'Howard Place', 'way_points': [0, 1]}, {'distance': 78.3, 'duration': 18.8, 'type': 0, 'instruction': 'Turn left onto Windsor Place', 'name': 'Windsor Place', 'way_points': [1, 2]}, {'distance': 130.6, 'duration': 31.3, 'type': 0, 'instruction': 'Turn left onto Prospect Park West', 'name': 'Prospect Park West', 'way_points': [2, 6]}, {'distance': 475.0, 'duration': 34.2, 'type': 1, 'instruction': 'Turn right onto Prospect Avenue', 'name': 'Prospect Avenue', 'way_points': [6, 9]}, {'distance': 2109.1, 'duration': 162.4, 'type': 1, 'instruction': 'Turn right onto 7th Avenue', 'name': '7th Avenue', 'way_points': [9, 35]}, {'distance': 49.3, 'duration': 11.8, 'type': 1, 'instruction': 'Turn right onto Park Place', 'name': 'Park Place', 'way_points': [35, 37]}, {'distance': 32.4, 'duration': 7.8, 'type': 6, 'instruction': 'Continue straight onto Park Place', 'name': 'Park Place', 'way_points': [37, 38]}, {'distance': 563.3, 'duration': 130.9, 'type': 0, 'instruction': 'Turn left onto Carlton Avenue', 'name': 'Carlton Avenue', 'way_points': [38, 46]}, {'distance': 547.7, 'duration': 78.7, 'type': 3, 'instruction': 'Turn sharp right onto Atlantic Avenue', 'name': 'Atlantic Avenue', 'way_points': [46, 54]}, {'distance': 1384.6, 'duration': 88.3, 'type': 2, 'instruction': 'Turn sharp left onto Washington Avenue', 'name': 'Washington Avenue', 'way_points': [54, 64]}, {'distance': 1748.7, 'duration': 207.6, 'type': 1, 'instruction': 'Turn right onto Myrtle Avenue', 'name': 'Myrtle Avenue', 'way_points': [64, 85]}, {'distance': 165.6, 'duration': 29.8, 'type': 1, 'instruction': 'Turn right onto Tompkins Avenue', 'name': 'Tompkins Avenue', 'way_points': [85, 87]}, {'distance': 242.5, 'duration': 43.7, 'type': 0, 'instruction': 'Turn left onto Willoughby Avenue', 'name': 'Willoughby Avenue', 'way_points': [87, 88]}, {'distance': 82.2, 'duration': 14.8, 'type': 0, 'instruction': 'Turn left onto Throop Avenue', 'name': 'Throop Avenue', 'way_points': [88, 89]}, {'distance': 235.2, 'duration': 42.3, 'type': 0, 'instruction': 'Turn left onto Vernon Avenue', 'name': 'Vernon Avenue', 'way_points': [89, 90]}, {'distance': 0.0, 'duration': 0.0, 'type': 10, 'instruction': 'Arrive at Vernon Avenue, straight ahead', 'name': '-', 'way_points': [90, 90]}]}], 'bbox': [-73.986123, 40.658488, -73.943234, 40.695703], 'geometry': 'qbdwFlkpbMyD{CiAzCf@b@h@b@dBrAJL}AzCkDzGiGvLyBgBwBeBwBcByBcBwBcBwBeBwBcByBcBuBcByBeBwBcByBcBwBeBwBcBwBcBwBcByBcBwBcBoDsC}BuA_CuA}BuA}BuAoCaB}BsA}BwAXcAFe@NiAmD_AoD_AmD}@yCw@yCu@QGiBe@SDv@iGVoBTqB\\\\kCR}ANoA|@eH^wC_@DqJfAmHz@uLvAeHz@aD`@aCZWHiKlA{H|@UaEG}@MyBUyDSwDUyDY_FUyDSiDGoAKaBIsASuDGgAMuBU{DSqDSsDWwDiAoS_AwPrC]pC[aAyPqC\\\\~@fP', 'way_points': [0, 90], 'legs': []}], 'metadata': {'attribution': 'openrouteservice.org | OpenStreetMap contributors', 'service': 'routing', 'timestamp': 1694886502059, 'query': {'coordinates': [[-73.9808731, 40.6584876], [-73.9461372, 40.6949719]], 'profile': 'driving-car', 'format': 'json'}, 'engine': {'version': '7.1.0', 'build_date': '2023-07-09T01:31:50Z', 'graph_date': '2023-09-03T10:10:37Z'}}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import openrouteservice\n",
+    "\n",
+    "# coords = ((40.6584876,-73.9808731),(40.6949719,-73.9461372))\n",
+    "coords = ((-73.9808731, 40.6584876), (-73.9461372, 40.6949719))\n",
+    "# coords = ((8.34234,48.23424),(8.34423,48.26424))\n",
+    "\n",
+    "client = openrouteservice.Client(key='5b3ce3597851110001cf6248f5bd04972a564fcdad6e3b2fdc172d39') # Specify your personal API key\n",
+    "routes = client.directions(coords)\n",
+    "\n",
+    "print(routes)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets get an optimization going."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'bbox': [-74.000029, 40.641876, -73.898828, 40.697315], 'routes': [{'summary': {'distance': 24290.5, 'duration': 2442.0}, 'segments': [{'distance': 5337.0, 'duration': 596.2, 'steps': [{'distance': 91.6, 'duration': 14.9, 'type': 11, 'instruction': 'Head west on Joralemon Street', 'name': 'Joralemon Street', 'way_points': [0, 2]}, {'distance': 2216.4, 'duration': 236.5, 'type': 0, 'instruction': 'Turn left onto Court Street', 'name': 'Court Street', 'way_points': [2, 38]}, {'distance': 1031.2, 'duration': 121.5, 'type': 0, 'instruction': 'Turn left onto Hamilton Avenue', 'name': 'Hamilton Avenue', 'way_points': [38, 57]}, {'distance': 1431.8, 'duration': 129.9, 'type': 0, 'instruction': 'Turn left onto 19th Street', 'name': '19th Street', 'way_points': [57, 68]}, {'distance': 154.3, 'duration': 39.5, 'type': 1, 'instruction': 'Turn right onto Prospect Park West', 'name': 'Prospect Park West', 'way_points': [68, 73]}, {'distance': 172.6, 'duration': 20.7, 'type': 0, 'instruction': 'Turn left onto Border Avenue', 'name': 'Border Avenue', 'way_points': [73, 79]}, {'distance': 50.2, 'duration': 6.0, 'type': 1, 'instruction': 'Turn right onto Ocean Avenue', 'name': 'Ocean Avenue', 'way_points': [79, 81]}, {'distance': 161.6, 'duration': 23.3, 'type': 1, 'instruction': 'Turn right onto Elm Avenue', 'name': 'Elm Avenue', 'way_points': [81, 88]}, {'distance': 27.3, 'duration': 3.9, 'type': 1, 'instruction': 'Turn right onto Grove Avenue', 'name': 'Grove Avenue', 'way_points': [88, 91]}, {'distance': 0.0, 'duration': 0.0, 'type': 10, 'instruction': 'Arrive at Grove Avenue, on the right', 'name': '-', 'way_points': [91, 91]}]}, {'distance': 10360.4, 'duration': 953.0, 'steps': [{'distance': 27.3, 'duration': 3.9, 'type': 11, 'instruction': 'Head east on Grove Avenue', 'name': 'Grove Avenue', 'way_points': [91, 94]}, {'distance': 161.6, 'duration': 23.3, 'type': 0, 'instruction': 'Turn left onto Elm Avenue', 'name': 'Elm Avenue', 'way_points': [94, 101]}, {'distance': 50.2, 'duration': 6.0, 'type': 0, 'instruction': 'Turn left onto Ocean Avenue', 'name': 'Ocean Avenue', 'way_points': [101, 103]}, {'distance': 172.6, 'duration': 20.7, 'type': 0, 'instruction': 'Turn left onto Border Avenue', 'name': 'Border Avenue', 'way_points': [103, 109]}, {'distance': 154.3, 'duration': 39.5, 'type': 1, 'instruction': 'Turn right', 'name': '-', 'way_points': [109, 114]}, {'distance': 238.1, 'duration': 24.1, 'type': 1, 'instruction': 'Turn right onto 19th Street', 'name': '19th Street', 'way_points': [114, 117]}, {'distance': 79.8, 'duration': 9.6, 'type': 3, 'instruction': 'Turn sharp right onto 10th Avenue, NY 27 Truck', 'name': '10th Avenue, NY 27 Truck', 'way_points': [117, 118]}, {'distance': 1401.5, 'duration': 97.4, 'type': 0, 'instruction': 'Turn left onto McDonald Avenue, NY 27 Truck', 'name': 'McDonald Avenue, NY 27 Truck', 'way_points': [118, 130]}, {'distance': 5481.9, 'duration': 479.3, 'type': 2, 'instruction': 'Turn sharp left onto Church Avenue', 'name': 'Church Avenue', 'way_points': [130, 229]}, {'distance': 480.0, 'duration': 55.3, 'type': 13, 'instruction': 'Keep right onto Linden Boulevard', 'name': 'Linden Boulevard', 'way_points': [229, 238]}, {'distance': 14.8, 'duration': 1.3, 'type': 2, 'instruction': 'Turn sharp left onto Rockaway Parkway', 'name': 'Rockaway Parkway', 'way_points': [238, 239]}, {'distance': 459.3, 'duration': 19.5, 'type': 3, 'instruction': 'Turn sharp right onto Linden Boulevard, NY 27', 'name': 'Linden Boulevard, NY 27', 'way_points': [239, 246]}, {'distance': 1616.8, 'duration': 167.8, 'type': 1, 'instruction': 'Turn right onto Rockaway Avenue', 'name': 'Rockaway Avenue', 'way_points': [246, 267]}, {'distance': 22.1, 'duration': 5.3, 'type': 1, 'instruction': 'Turn right onto Avenue J', 'name': 'Avenue J', 'way_points': [267, 268]}, {'distance': 0.0, 'duration': 0.0, 'type': 10, 'instruction': 'Arrive at Avenue J, on the right', 'name': '-', 'way_points': [268, 268]}]}, {'distance': 8593.1, 'duration': 892.8, 'steps': [{'distance': 22.1, 'duration': 5.3, 'type': 11, 'instruction': 'Head northeast on Avenue J', 'name': 'Avenue J', 'way_points': [268, 269]}, {'distance': 5074.2, 'duration': 550.1, 'type': 0, 'instruction': 'Turn left onto Rockaway Parkway', 'name': 'Rockaway Parkway', 'way_points': [269, 342]}, {'distance': 2318.9, 'duration': 204.8, 'type': 0, 'instruction': 'Turn left onto Bushwick Avenue', 'name': 'Bushwick Avenue', 'way_points': [342, 381]}, {'distance': 257.8, 'duration': 30.9, 'type': 12, 'instruction': 'Keep left onto Myrtle Avenue', 'name': 'Myrtle Avenue', 'way_points': [381, 386]}, {'distance': 908.7, 'duration': 93.5, 'type': 6, 'instruction': 'Continue straight onto Myrtle Avenue', 'name': 'Myrtle Avenue', 'way_points': [386, 396]}, {'distance': 11.5, 'duration': 8.2, 'type': 0, 'instruction': 'Turn left', 'name': '-', 'way_points': [396, 397]}, {'distance': 0.0, 'duration': 0.0, 'type': 10, 'instruction': 'Arrive at your destination, on the left', 'name': '-', 'way_points': [397, 397]}]}], 'bbox': [-74.000029, 40.641876, -73.898828, 40.697315], 'geometry': 'mvjwF`drbMUhCEjArBt@dAb@xBx@~B|@bC~@hBp@XJfBp@\\\\LhBr@\\\\LlBt@jAb@x@ZdA`@`A^`A^dA`@dC~@hC`AdC`AdC~@fC`AbC|@tCfA`DlAbDnAbDlApCdA~B|@`C|@~B|@`C|@lAh@p@VRHxCaBhBaAf@YfCqALEVO^QlE{BdHqDhAi@z@[~Ac@jAQdBGH?jAFpANjBf@d@Tj@gAvEgJLUhGyLhGwLdF_K`@y@j@gA~EmJdDsGbBeDnBrBDDDFJHpAtAXi@h@eB^aALOPErA@b@~@VVQ^SXGN?PHNlAnAbAjASRGJCLBMFKRScAkAmAoAIO?QFORYP_@WWc@_AsAAQDMN_@`Ai@dBYh@qAuAKIEGEEoBsBrDiHlAyBBUpBrBhFm@d@E`BSzC]pEe@zKmAlJeAh@Gd@GtLqAdBSfJcAe@{AEKq@uBiAoDgAmDkAoDe@cBm@mBEKGUM]IYEKk@iBi@eBqAiE[eAc@wAg@{A]eAMa@mAiEeAoDcAoDeAoDeAqDcAoDiAwDa@{Ac@yAeAoDEOq@cEAWYmES_DGeAEWGYEuCOqKGkEQqJA_BCgAEqCQiJIcEGyDIeEK_EK{DIiD?WDaBE_BI{DKyDIyDIcEAq@A_@EoBGyDIaEEwBAkAIyDIaEIaEG{DGgECw@e@oC[gBSmA[_EMcEIyDKaEGoD@QD{@Bo@@UB_@@a@EiCCi@IkECaAE]GS]m@s@qAYe@Uc@{AmCqA}B@o@@}BDwBDiBDoCFoG?c@DiDBqBSTEwEEgBIoAQoBi@gHSeCScCRC~@QlDk@fNwBpGiAd@IbDi@v@Od@G~AWbE_F`BmBDGrCcDn@s@dDyD~BmCb@g@h@m@vCgDdBqBVf@Wg@eBpBwCfDi@l@c@f@_ClCeDxDo@r@sCbDEFaBlBcE~E_BVe@Fw@NcDh@e@HqGhAgNvBmDj@_APSBYDSDa@FuCd@yAVmItAsHlAuB\\\\{Dn@sHnAsCb@aDf@qHnAqHlAuAToB\\\\u@L}F~@oB\\\\UBwB^mEt@Q?WCw@C}@Em@CYEgDM_BI{@EkBI[AOAQAcCKYA}EUyBI_@FYJgANsCZoCZsC\\\\qC\\\\sCZqC\\\\q@m@OKy@q@cFcFuAvCuAtCsAtCuAtCuAtCuAtCuAtCsAvCuAtCuAtCuAtCuAtCsAvCuAtCsAtC}AbDg@bAe@dAsAtCu@dB[r@w@dB[r@s@bB]r@w@fBYp@u@`B]t@qAvCS`@wA`De@bAa@~@q@zAO\\\\_ArBsAvCo@rAJrA@Z@RVvEX~Fz@rNVnEj@vJJfBr@jMNrCZdF?BBf@F|@RC', 'way_points': [0, 91, 268, 397], 'warnings': [{'code': 1, 'message': 'There may be restrictions on some roads'}], 'legs': [], 'extras': {'roadaccessrestrictions': {'values': [[0, 72, 0], [72, 110, 32], [110, 397, 0]], 'summary': [{'value': 0.0, 'distance': 23350.0, 'amount': 96.13}, {'value': 32.0, 'distance': 940.5, 'amount': 3.87}]}}}], 'metadata': {'attribution': 'openrouteservice.org | OpenStreetMap contributors', 'service': 'routing', 'timestamp': 1694886628863, 'query': {'coordinates': [[-73.98985281, 40.69267361], [-73.98535329, 40.65440096], [-73.89905704, 40.6419026], [-73.94575174, 40.69553062]], 'profile': 'driving-car', 'format': 'json'}, 'engine': {'version': '7.1.0', 'build_date': '2023-07-09T01:31:50Z', 'graph_date': '2023-09-03T10:10:37Z'}}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "# import openrouteservice\n",
+    "\n",
+    "coords = ((-73.98985281, 40.69267361),(-73.89905704, 40.6419026),(-73.98535329, 40.65440096), (-73.94575174, 40.69553062))\n",
+    "\n",
+    "client = openrouteservice.Client(key='5b3ce3597851110001cf6248f5bd04972a564fcdad6e3b2fdc172d39') # Specify your personal API key\n",
+    "routes = client.directions(coords, profile='driving-car', optimize_waypoints=True)\n",
+    "\n",
+    "print(routes)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Distance_Matrix.ipynb b/Distance_Matrix.ipynb
new file mode 100644
index 0000000..bff47de
--- /dev/null
+++ b/Distance_Matrix.ipynb
@@ -0,0 +1,910 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets build out the basic distance matrix.\n",
+    "Basically a combination of all the unique facility_ids."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "location_df = pd.read_csv('stops_jitter.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>Deliv_ID</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>Hot_Skill</th>\n",
+       "      <th>Fridge_Skill</th>\n",
+       "      <th>Serv_Time</th>\n",
+       "      <th>lat_new</th>\n",
+       "      <th>long_new</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>6960.000000</td>\n",
+       "      <td>7445.547374</td>\n",
+       "      <td>1.224122</td>\n",
+       "      <td>0.611091</td>\n",
+       "      <td>0.388909</td>\n",
+       "      <td>6.276381</td>\n",
+       "      <td>40.672577</td>\n",
+       "      <td>-73.940529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>4018.790884</td>\n",
+       "      <td>4291.529388</td>\n",
+       "      <td>0.908008</td>\n",
+       "      <td>0.487520</td>\n",
+       "      <td>0.487520</td>\n",
+       "      <td>1.132443</td>\n",
+       "      <td>0.024242</td>\n",
+       "      <td>0.035039</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>40.573465</td>\n",
+       "      <td>-74.028411</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>3480.000000</td>\n",
+       "      <td>3747.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>40.657986</td>\n",
+       "      <td>-73.964435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>6960.000000</td>\n",
+       "      <td>7501.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>40.675148</td>\n",
+       "      <td>-73.941428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>10440.000000</td>\n",
+       "      <td>11236.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>40.690234</td>\n",
+       "      <td>-73.915615</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>13920.000000</td>\n",
+       "      <td>14941.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>40.738458</td>\n",
+       "      <td>-73.859150</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Unnamed: 0      Deliv_ID      Quantity     Hot_Skill  Fridge_Skill  \\\n",
+       "count  13921.000000  13921.000000  13921.000000  13921.000000  13921.000000   \n",
+       "mean    6960.000000   7445.547374      1.224122      0.611091      0.388909   \n",
+       "std     4018.790884   4291.529388      0.908008      0.487520      0.487520   \n",
+       "min        0.000000      2.000000      1.000000      0.000000      0.000000   \n",
+       "25%     3480.000000   3747.000000      1.000000      0.000000      0.000000   \n",
+       "50%     6960.000000   7501.000000      1.000000      1.000000      0.000000   \n",
+       "75%    10440.000000  11236.000000      1.000000      1.000000      1.000000   \n",
+       "max    13920.000000  14941.000000      5.000000      1.000000      1.000000   \n",
+       "\n",
+       "          Serv_Time       lat_new      long_new  \n",
+       "count  13921.000000  13921.000000  13921.000000  \n",
+       "mean       6.276381     40.672577    -73.940529  \n",
+       "std        1.132443      0.024242      0.035039  \n",
+       "min        6.000000     40.573465    -74.028411  \n",
+       "25%        6.000000     40.657986    -73.964435  \n",
+       "50%        6.000000     40.675148    -73.941428  \n",
+       "75%        6.000000     40.690234    -73.915615  \n",
+       "max       11.000000     40.738458    -73.859150  "
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "location_df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Unnamed: 0</th>\n",
+       "      <th>Weekday</th>\n",
+       "      <th>Contract</th>\n",
+       "      <th>Deliv_ID</th>\n",
+       "      <th>Quantity</th>\n",
+       "      <th>Hot_Skill</th>\n",
+       "      <th>Fridge_Skill</th>\n",
+       "      <th>Serv_Time</th>\n",
+       "      <th>Route_Code</th>\n",
+       "      <th>lat_new</th>\n",
+       "      <th>long_new</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>Friday</td>\n",
+       "      <td>BK2_3</td>\n",
+       "      <td>11918</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>B</td>\n",
+       "      <td>40.692674</td>\n",
+       "      <td>-73.989853</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Monday</td>\n",
+       "      <td>BK2_3</td>\n",
+       "      <td>465</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>B</td>\n",
+       "      <td>40.692674</td>\n",
+       "      <td>-73.989853</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Thursday</td>\n",
+       "      <td>BK2_3</td>\n",
+       "      <td>8058</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>B</td>\n",
+       "      <td>40.692674</td>\n",
+       "      <td>-73.989853</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Friday</td>\n",
+       "      <td>BK2_3</td>\n",
+       "      <td>11717</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>B</td>\n",
+       "      <td>40.692674</td>\n",
+       "      <td>-73.989853</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Tuesday</td>\n",
+       "      <td>BK2_3</td>\n",
+       "      <td>3290</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>B</td>\n",
+       "      <td>40.692674</td>\n",
+       "      <td>-73.989853</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Unnamed: 0   Weekday Contract  Deliv_ID  Quantity  Hot_Skill  Fridge_Skill  \\\n",
+       "0           0    Friday    BK2_3     11918         1          1             0   \n",
+       "1           1    Monday    BK2_3       465         1          1             0   \n",
+       "2           2  Thursday    BK2_3      8058         1          1             0   \n",
+       "3           3    Friday    BK2_3     11717         1          0             1   \n",
+       "4           4   Tuesday    BK2_3      3290         1          1             0   \n",
+       "\n",
+       "   Serv_Time Route_Code    lat_new   long_new  \n",
+       "0        6.0          B  40.692674 -73.989853  \n",
+       "1        6.0          B  40.692674 -73.989853  \n",
+       "2        6.0          B  40.692674 -73.989853  \n",
+       "3        6.0          B  40.692674 -73.989853  \n",
+       "4        6.0          B  40.692674 -73.989853  "
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "location_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Delivery_id = location_df[['Deliv_ID', 'long_new', 'lat_new']].sort_values('Deliv_ID').copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Deliv_ID</th>\n",
+       "      <th>long_new</th>\n",
+       "      <th>lat_new</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>10775</th>\n",
+       "      <td>2</td>\n",
+       "      <td>-73.953443</td>\n",
+       "      <td>40.709717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6842</th>\n",
+       "      <td>3</td>\n",
+       "      <td>-73.950178</td>\n",
+       "      <td>40.699487</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10776</th>\n",
+       "      <td>4</td>\n",
+       "      <td>-73.953443</td>\n",
+       "      <td>40.709717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10779</th>\n",
+       "      <td>5</td>\n",
+       "      <td>-73.934727</td>\n",
+       "      <td>40.703086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10782</th>\n",
+       "      <td>6</td>\n",
+       "      <td>-73.934727</td>\n",
+       "      <td>40.703086</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Deliv_ID   long_new    lat_new\n",
+       "10775         2 -73.953443  40.709717\n",
+       "6842          3 -73.950178  40.699487\n",
+       "10776         4 -73.953443  40.709717\n",
+       "10779         5 -73.934727  40.703086\n",
+       "10782         6 -73.934727  40.703086"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Delivery_id.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Unique_delivery_id = Delivery_id.drop_duplicates()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Deliv_ID</th>\n",
+       "      <th>long_new</th>\n",
+       "      <th>lat_new</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>10775</th>\n",
+       "      <td>2</td>\n",
+       "      <td>-73.953443</td>\n",
+       "      <td>40.709717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6842</th>\n",
+       "      <td>3</td>\n",
+       "      <td>-73.950178</td>\n",
+       "      <td>40.699487</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10776</th>\n",
+       "      <td>4</td>\n",
+       "      <td>-73.953443</td>\n",
+       "      <td>40.709717</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10779</th>\n",
+       "      <td>5</td>\n",
+       "      <td>-73.934727</td>\n",
+       "      <td>40.703086</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10782</th>\n",
+       "      <td>6</td>\n",
+       "      <td>-73.934727</td>\n",
+       "      <td>40.703086</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Deliv_ID   long_new    lat_new\n",
+       "10775         2 -73.953443  40.709717\n",
+       "6842          3 -73.950178  40.699487\n",
+       "10776         4 -73.953443  40.709717\n",
+       "10779         5 -73.934727  40.703086\n",
+       "10782         6 -73.934727  40.703086"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Unique_delivery_id.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Deliv_ID</th>\n",
+       "      <th>long_new</th>\n",
+       "      <th>lat_new</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "      <td>13921.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>7445.547374</td>\n",
+       "      <td>-73.940529</td>\n",
+       "      <td>40.672577</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>4291.529388</td>\n",
+       "      <td>0.035039</td>\n",
+       "      <td>0.024242</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-74.028411</td>\n",
+       "      <td>40.573465</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>3747.000000</td>\n",
+       "      <td>-73.964435</td>\n",
+       "      <td>40.657986</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>7501.000000</td>\n",
+       "      <td>-73.941428</td>\n",
+       "      <td>40.675148</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>11236.000000</td>\n",
+       "      <td>-73.915615</td>\n",
+       "      <td>40.690234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>14941.000000</td>\n",
+       "      <td>-73.859150</td>\n",
+       "      <td>40.738458</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           Deliv_ID      long_new       lat_new\n",
+       "count  13921.000000  13921.000000  13921.000000\n",
+       "mean    7445.547374    -73.940529     40.672577\n",
+       "std     4291.529388      0.035039      0.024242\n",
+       "min        2.000000    -74.028411     40.573465\n",
+       "25%     3747.000000    -73.964435     40.657986\n",
+       "50%     7501.000000    -73.941428     40.675148\n",
+       "75%    11236.000000    -73.915615     40.690234\n",
+       "max    14941.000000    -73.859150     40.738458"
+      ]
+     },
+     "execution_count": 60,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Unique_delivery_id.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Ok, lets initalize the matrix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Sorted_delivery_id = pd.DataFrame()\n",
+    "# Sorted_delivery_id['UID'] = Unique_delivery_id['Deliv_ID'].sort_values()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>UID</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>10775</th>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6842</th>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10776</th>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10779</th>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10782</th>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       UID\n",
+       "10775    2\n",
+       "6842     3\n",
+       "10776    4\n",
+       "10779    5\n",
+       "10782    6"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Sorted_delivery_id.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import openrouteservice"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets now define a function to return the distance between two long, lats"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[0.0, 6045.15], [6045.15, 0.0]]"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def get_distance(a):\n",
+    "    client = openrouteservice.Client(key='5b3ce3597851110001cf6248f5bd04972a564fcdad6e3b2fdc172d39')\n",
+    "    matrix = client.distance_matrix(\n",
+    "    locations=a,\n",
+    "    profile='foot-walking',\n",
+    "    metrics=['distance'],\n",
+    "    validate=False,\n",
+    "    )\n",
+    "    return matrix\n",
+    "test = get_distance(((-73.9808731, 40.6584876), (-73.9461372, 40.6949719)))\n",
+    "\n",
+    "test['distances']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Ok so we have the bones now. Lets put it all together."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets get a long scalar of the coordinates."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "distance_matrix = np.zeros((13922, 13921))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0., 0., 0., ..., 0., 0., 0.])"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "distance_matrix[0,:]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "InvalidIndexError",
+     "evalue": "(slice(None, None, None), 0)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "File \u001b[0;32m~/.pyenv/versions/3.11.3/lib/python3.11/site-packages/pandas/core/indexes/base.py:3653\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3652\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m-> 3653\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_engine\u001b[39m.\u001b[39;49mget_loc(casted_key)\n\u001b[1;32m   3654\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n",
+      "File \u001b[0;32m~/.pyenv/versions/3.11.3/lib/python3.11/site-packages/pandas/_libs/index.pyx:147\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m~/.pyenv/versions/3.11.3/lib/python3.11/site-packages/pandas/_libs/index.pyx:153\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: '(slice(None, None, None), 0)' is an invalid key",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mInvalidIndexError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[1;32m/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb Cell 21\u001b[0m line \u001b[0;36m8\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X40sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39m# for i in Unique_delivery_id['Deliv_ID']:\u001b[39;00m\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X40sZmlsZQ%3D%3D?line=1'>2</a>\u001b[0m \u001b[39m#     print(i)\u001b[39;00m\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X40sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m distance_matrix \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mDataFrame(distance_matrix, columns \u001b[39m=\u001b[39m \u001b[39mlist\u001b[39m(Unique_delivery_id[\u001b[39m'\u001b[39m\u001b[39mDeliv_ID\u001b[39m\u001b[39m'\u001b[39m]))\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X40sZmlsZQ%3D%3D?line=7'>8</a>\u001b[0m distance_matrix[:,\u001b[39m0\u001b[39;49m]\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X40sZmlsZQ%3D%3D?line=8'>9</a>\u001b[0m                 \u001b[39m# ] = Unique_delivery_id['Deliv_ID']\u001b[39;00m\n\u001b[1;32m     <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X40sZmlsZQ%3D%3D?line=10'>11</a>\u001b[0m \u001b[39mprint\u001b[39m(distance_matrix)\n",
+      "File \u001b[0;32m~/.pyenv/versions/3.11.3/lib/python3.11/site-packages/pandas/core/frame.py:3761\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3759\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mnlevels \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[1;32m   3760\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3761\u001b[0m indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mget_loc(key)\n\u001b[1;32m   3762\u001b[0m \u001b[39mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m   3763\u001b[0m     indexer \u001b[39m=\u001b[39m [indexer]\n",
+      "File \u001b[0;32m~/.pyenv/versions/3.11.3/lib/python3.11/site-packages/pandas/core/indexes/base.py:3660\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3655\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[1;32m   3656\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[1;32m   3657\u001b[0m     \u001b[39m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m   3658\u001b[0m     \u001b[39m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m   3659\u001b[0m     \u001b[39m#  the TypeError.\u001b[39;00m\n\u001b[0;32m-> 3660\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_check_indexing_error(key)\n\u001b[1;32m   3661\u001b[0m     \u001b[39mraise\u001b[39;00m\n",
+      "File \u001b[0;32m~/.pyenv/versions/3.11.3/lib/python3.11/site-packages/pandas/core/indexes/base.py:5737\u001b[0m, in \u001b[0;36mIndex._check_indexing_error\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   5733\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_check_indexing_error\u001b[39m(\u001b[39mself\u001b[39m, key):\n\u001b[1;32m   5734\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m is_scalar(key):\n\u001b[1;32m   5735\u001b[0m         \u001b[39m# if key is not a scalar, directly raise an error (the code below\u001b[39;00m\n\u001b[1;32m   5736\u001b[0m         \u001b[39m# would convert to numpy arrays and raise later any way) - GH29926\u001b[39;00m\n\u001b[0;32m-> 5737\u001b[0m         \u001b[39mraise\u001b[39;00m InvalidIndexError(key)\n",
+      "\u001b[0;31mInvalidIndexError\u001b[0m: (slice(None, None, None), 0)"
+     ]
+    }
+   ],
+   "source": [
+    "# for i in Unique_delivery_id['Deliv_ID']:\n",
+    "#     print(i)\n",
+    "\n",
+    "distance_matrix = pd.DataFrame(distance_matrix, columns = list(Unique_delivery_id['Deliv_ID']))\n",
+    "\n",
+    "\n",
+    "\n",
+    "distance_matrix[:,0] = Unique_delivery_id['Deliv_ID']\n",
+    "\n",
+    "print(distance_matrix)\n",
+    "print(type(distance_matrix))\n",
+    "\n",
+    "# distance_matrix.columns = list(Unique_delivery_id['Deliv_ID'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Lets get the matrix data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'NoneType' object has no attribute 'append'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[1;32m/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb Cell 23\u001b[0m line \u001b[0;36m7\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X43sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m long_lats\u001b[39m.\u001b[39mappend(\u001b[39m1\u001b[39m)\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X43sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m \u001b[39mfor\u001b[39;00m UID \u001b[39min\u001b[39;00m Unique_delivery_id[\u001b[39m'\u001b[39m\u001b[39mDeliv_ID\u001b[39m\u001b[39m'\u001b[39m]:\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X43sZmlsZQ%3D%3D?line=5'>6</a>\u001b[0m     \u001b[39m# long_lats = long_lats.append([Unique_delivery_id['long_new'], Unique_delivery_id['lat_new']])\u001b[39;00m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X43sZmlsZQ%3D%3D?line=6'>7</a>\u001b[0m     long_lats \u001b[39m=\u001b[39m long_lats\u001b[39m.\u001b[39;49mappend(\u001b[39m'\u001b[39m\u001b[39m1\u001b[39m\u001b[39m'\u001b[39m)\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X43sZmlsZQ%3D%3D?line=7'>8</a>\u001b[0m long_lats\n\u001b[1;32m     <a href='vscode-notebook-cell:/Users/rohitzacharia/Library/CloudStorage/SynologyDrive-ZDrive/Zachs%20Documents/Coding/DataExploration/DataKind/RiseBoro/RiseBoroRouteOptimization/Distance_Matrics.ipynb#X43sZmlsZQ%3D%3D?line=9'>10</a>\u001b[0m \u001b[39m# unprocessed_matrix = get_distance(((-73.9808731, 40.6584876), (-73.9461372, 40.6949719)))\u001b[39;00m\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'append'"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "long_lats = []\n",
+    "\n",
+    "long_lats.append(1)\n",
+    "\n",
+    "for UID in Unique_delivery_id['Deliv_ID']:\n",
+    "    # long_lats = long_lats.append([Unique_delivery_id['long_new'], Unique_delivery_id['lat_new']])\n",
+    "    long_lats = long_lats.append('1')\n",
+    "long_lats\n",
+    "\n",
+    "# unprocessed_matrix = get_distance(((-73.9808731, 40.6584876), (-73.9461372, 40.6949719)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.3"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/MappingScratch.ipynb b/MappingScratch.ipynb
index b4c5cd0..2a69f79 100644
--- a/MappingScratch.ipynb
+++ b/MappingScratch.ipynb
@@ -2680,7 +2680,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.4"
+   "version": "3.11.3"
   }
  },
  "nbformat": 4,