{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b96078c8-43de-48e0-aa1c-393bc7825fe9",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---------------------------------\n",
      "Working on the host: Joachims-MacBook-Pro.local\n",
      "\n",
      "---------------------------------\n",
      "Python version: 3.10.2 | packaged by conda-forge | (main, Feb  1 2022, 19:30:18) [Clang 11.1.0 ]\n",
      "\n",
      "---------------------------------\n",
      "Python interpreter: /opt/miniconda3/envs/srh/bin/python\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "# Load the \"autoreload\" extension\n",
    "%load_ext autoreload\n",
    "# always reload modules\n",
    "%autoreload 2\n",
    "# black formatter for jupyter notebooks\n",
    "#%load_ext nb_black\n",
    "# black formatter for jupyter lab\n",
    "%load_ext lab_black\n",
    "\n",
    "%run ../../src/notebook_env.py"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89fbead3-183a-4341-93ef-4ea16c793357",
   "metadata": {},
   "source": [
    "# Logistische Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4d17e1c2-a862-4911-8096-05b771be3936",
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import folium\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e26688b-9061-4cc6-bcd4-362e6880162c",
   "metadata": {},
   "source": [
    "Die <a href=\"https://de.wikipedia.org/wiki/Logistische_Regression\">logistische Regression</a>, auch bekannt als **Logit-Regression** oder **Logit-Modell**, ist ein probabilistisches lineares Modell für dichotome Daten. Die Antwortvariable ist eine binäre Variable (Nominalvariable), d. h. die Variable hat zwei Kategorien oder zwei Werte: Wahr vs. Falsch oder $1$ vs. $0$ oder Erfolg vs. Misserfolg, mit den Wahrscheinlichkeiten $\\pi$ bzw. $1-\\pi$. Somit folgt die Antwortvariable einer Binomialverteilung, die wie folgt geschrieben wird"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2559f9d2-ec57-4dea-93e9-7b0ca659fc79",
   "metadata": {},
   "source": [
    "$$y \\sim B(\\eta,\\pi)\\text{,} $$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c027bfec-94ba-4444-800c-52b3c012f007",
   "metadata": {},
   "source": [
    "wobei $\\eta$ der binomische Nenner ist, der für eine binäre Variable $0$ oder $1$ ist, und $\\pi$ die Erfolgswahrscheinlichkeit ist."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df311389-967f-4f35-b45f-520869ef252a",
   "metadata": {},
   "source": [
    "## Die Logit-Funktion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0ac01e6-651e-4001-9477-c0b1b54bf349",
   "metadata": {},
   "source": [
    "Das Ergebnis einer logistischen Regression ist eine Wahrscheinlichkeit ($\\pi$), also ein Wert zwischen $0$ und $1$. Außerdem ist dieses Ergebnis eine lineare Funktion bekannter Kovariaten $x_i$, was nur ein anderes Wort für die Beobachtungen in unserem Datensatz ist. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c32ce5a-eb8d-4951-8c5c-68f5239273ec",
   "metadata": {},
   "source": [
    "$$\\pi =\\beta_0+ \\beta_1x_1+ \\beta_2x_2+ ... +\\beta_kx_k$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86121617-85bb-430d-ac0c-e863f18c9d71",
   "metadata": {},
   "source": [
    "Für ein einfaches logistisches Regressionsmodell mit einer Vorhersagevariablen vereinfacht sich die obige Gleichung zu"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b70dcfe-8c7f-47a2-b3b8-45729627bb9d",
   "metadata": {},
   "source": [
    "$$\\pi = \\beta_0+ \\beta_1x_1\\text{.}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87fbc88a-bdcd-458c-9e49-3f8505373a99",
   "metadata": {},
   "source": [
    "Der rechte Term der Gleichung kann jedoch jeden reellen Wert annehmen, während der linke Term der Gleichung eine Wahrscheinlichkeit auf der Skala von $0$ bis $1$ ist. Um die Skala der Daten (rechter Term) in eine Wahrscheinlichkeit zwischen $0$ und $1$ abzubilden wenden wir eine so genannte **Verknüpfungsfunktion** an.\n",
    "\n",
    "Für das logistische Regressionsmodell ist diese Verknüpfungsfunktion die <a href=\"https://de.wikipedia.org/wiki/Logit\">Logit-Funktion</a>. Die Logit-Funktion bildet Wahrscheinlichkeiten aus dem Bereich ($0,1$)\n",
    "auf den gesamten reellen Zahlenbereich ($-\\infty,\\infty$). Sie wird geschrieben als"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2259e441-d35e-4587-b0ab-6a1524a6df7d",
   "metadata": {},
   "source": [
    "$$\\eta = logit(\\pi)\\text{,}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34ee9051-2b02-4133-9efe-3a48efcedf59",
   "metadata": {},
   "source": [
    "wobei $\\pi$ die Wahrscheinlichkeit ist.\n",
    "\n",
    "Um den Logit zu verstehen, führen wir zunächst die <a href=\"https://de.wikipedia.org/wiki/Chance_(Stochastik)\">Chance</a> oder kurz **Odds** ein. Die Odds ($o$) können geschrieben werden als"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08fb84fa-0b75-4be7-98f9-14c4f0d51a2c",
   "metadata": {},
   "source": [
    "$$o = \\frac{\\pi}{1-\\pi}\\text{,}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e8cbacd-60ca-44b4-afda-0c56cd4188a7",
   "metadata": {},
   "source": [
    "wobei $\\pi$ die Wahrscheinlichkeit ist, dass ein Ereignis eintritt. Wenn die Wahrscheinlichkeit eines Ereignisses $0,5$ beträgt, ist die Wahrscheinlichkeit eins zu eins oder gerade $\\left(\\frac{0.5}{1-0.5}=1\\right)$. Wenn die Wahrscheinlichkeit $1/3$ beträgt, ist die Wahrscheinlichkeit eins zu zwei $\\left(\\frac{1/3}{1-1/3}=1/2\\right)$. Die Odds können jeden positiven Wert annehmen und unterliegen daher keiner Beschränkung nach oben $[0 \\ $,$ \\ \\infty[$. Daher definieren wir weiter die **Log-Odds**, die der Logarithmus der Odds ist: "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fb5f5f2-9e46-49cd-a60f-c960306a8f1c",
   "metadata": {},
   "source": [
    "$$\\eta = logit(\\pi) = log \\left( \\frac{\\pi}{1-\\pi}\\right)$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3fc42c5-13c4-4591-8532-be7021d47dfb",
   "metadata": {},
   "source": [
    "Diese logarithmische Funktion bewirkt, dass die Beschränkung der Untergrenze aufgehoben wird, so dass die Funktion, die <a href=\"https://de.wikipedia.org/wiki/Logit\">Logit-Funktion</a>, unsere Verknüpfungsfunktion, Werte im Bereich von $0$ bis $1$ in Werte über den gesamten realen Zahlenbereich $]-\\infty \\ $,$ \\ +\\infty[$ umwandelt. Wenn die Wahrscheinlichkeit $1/2$ beträgt sind die Odds gerade und der Logit ist Null. Negative Logits stehen für Wahrscheinlichkeiten unter der Hälfte und positive Logits für Wahrscheinlichkeiten über der Hälfte.\n",
    "\n",
    "Die umgekehrte Form der Logitfunktion wird auch als <a href=\"https://de.wikipedia.org/wiki/Logistische_Funktion\">logistische Funktion</a> bezeichnet, die aufgrund ihrer charakteristischen $S$-Form manchmal einfach als **<a href=\"https://de.wikipedia.org/wiki/Sigmoidfunktion\">Sigmoidfunktion</a>** abgekürzt wird. Sie ermöglicht es uns, von Logits auf Wahrscheinlichkeiten umzuschalten."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4e29af1-a093-491e-91ba-29989548f305",
   "metadata": {},
   "source": [
    "$$\\pi = logit^{-1}(\\eta) = \\frac{e^{\\eta}}{1+e^{\\eta}} = \\frac{1}{1+e^{-\\eta}} = \\frac{1}{1+e^{-(\\beta_0+ \\beta_1x_1+ \\beta_2x_2+ ... +\\beta_kx_k)}}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23bb4fb7-334c-47f9-ba40-e2d4cd8d742e",
   "metadata": {},
   "source": [
    "Die logistische Funktion für das Intervall $[-6 \\ $,$ \\ 6]$ ist unten dargestellt. Für Werte von $\\eta$ im Bereich von $-\\infty$ bis $\\infty$ liegt $\\pi$ im Bereich von $0$ bis $1$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1b19d7a7-20a4-4bcd-a21e-0acab39e9c38",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "x = np.linspace(-6, 6, 100)\n",
    "z = 1 / (1 + np.exp(-x))\n",
    "ax.plot(x, z, linewidth=4)\n",
    "\n",
    "ax.set_yticks([0, 0.5, 1])\n",
    "ax.set_xlabel(\"$\\eta$\")\n",
    "ax.set_ylabel(\"$\\pi$\")\n",
    "ax.axvline(0, color=\"k\")\n",
    "for _y in [0, 0.5, 1]:\n",
    "    ax.axhline(_y, color=\"k\", linestyle=\"--\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad7656bb-c918-4a73-9c3c-6997fa1be4a0",
   "metadata": {},
   "source": [
    "## Das logistische Regressionsmodell"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "339d54f9-b957-49ea-a86d-49d11f9de871",
   "metadata": {},
   "source": [
    "Die Logit-Funktion bildet Wahrscheinlichkeiten auf Werte über den gesamten realen Zahlenbereich ab. Die Wahrscheinlichkeit, dass ein Ereignis/Ergebnis/Erfolg wahr ist ($y=1$), wenn die Menge der unabhängigen Variablen $x_i$, unsere Daten, gegeben ist, wird also geschrieben als"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8ffd008-7019-4cdd-877e-786b4b434186",
   "metadata": {},
   "source": [
    "$$logit(P(y=1|x_i)) = \\beta_0+ \\beta_1x_1+ \\beta_2x_2 + ... + \\beta_kx_k\\text{,}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08f26a78-3036-4fb1-80a8-a899bdc37add",
   "metadata": {},
   "source": [
    "Der Einfachheit halber drücken wir das Inverse der obigen Funktion wie folgt aus"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a11a4aec-4317-4a3d-b22e-327568c81e4f",
   "metadata": {},
   "source": [
    "$$\\phi(\\eta) = \\frac{1}{1+e^{-\\eta}}\\text{,}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f02feef-dba4-4f59-b2e0-8f0a1837aa0e",
   "metadata": {},
   "source": [
    "wobei $\\eta$ die Linearkombination von Koeffizienten ($\\beta_i$) und unabhängiger Variablen ($x_i$) ist, berechnet als $\\eta = \\beta_0 + \\beta_1x_1 + \\beta_2x_2 + ... + \\beta_kx_k$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c0c315a-2d90-4e66-b547-9f70e0dc2140",
   "metadata": {},
   "source": [
    "Die Parameter ($\\beta_i$) des Logit-Modells werden nach der <a href=\"https://de.wikipedia.org/wiki/Maximum-Likelihood-Methode\">Methode der maximalen Wahrscheinlichkeit</a> geschätzt. Es gibt jedoch keine geschlossene Lösung, so dass die Maximum-Likelihood-Schätzungen u. a. durch iterative Algorithmen wie <a href=\"https://de.wikipedia.org/wiki/Newtonverfahren\">Newton-Raphson</a>, iterativ neu gewichtete kleinste Quadrate oder <a href=\"https://de.wikipedia.org/wiki/Gradientenverfahren\">Gradientenverfahren</a> ermittelt werden.\n",
    "\n",
    "Das Ergebnis der Sigmoidfunktion wird als die Wahrscheinlichkeit interpretiert, dass eine bestimmte Beobachtung zur Klasse $1$ gehört. Sie wird geschrieben als $\\phi(\\eta)=P(y=1|x_i,\\beta_i)$, die Erfolgswahrscheinlichkeit ($y=1$) bei den durch die Koeffizienten $\\beta_i$ parametrisierten Prädiktorvariablen $x_i$. Wenn wir beispielsweise für eine bestimmte Beobachtung $\\phi(\\eta)=0,65$ berechnen, bedeutet dies, dass die Wahrscheinlichkeit, dass diese Beobachtung zur Klasse $1$ gehört, $65 \\%$ beträgt. In ähnlicher Weise wird die Wahrscheinlichkeit, dass diese Beobachtung zu Klasse $2$ gehört, berechnet als $$\\phi(\\eta) = P(y=0|x_i,\\beta_i) = 1 - P(y=1|x_i,\\beta_i) = 1 - 0,65=0,35$$ oder $35 \\%$. Für die Klassenzuordnung wird die vorhergesagte Wahrscheinlichkeit dann über eine Einheitssprungfunktion in ein binäres Ergebnis umgewandelt:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b0cfdfe-7138-473f-96df-03c79eb3137f",
   "metadata": {},
   "source": [
    "$$\n",
    "\\hat{y} =\n",
    "\\begin{cases}\n",
    "1,  & \\text{wenn $\\phi(\\eta) \\ge$ 0,5} \\\\\n",
    "0, & \\text{sonst}\n",
    "\\end{cases}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd88f442-dddd-43b2-bb65-e53d4d59efb1",
   "metadata": {},
   "source": [
    "## Logistische Regression in Python - ein Beispiel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82e242b9-2e68-4f21-bfca-7567a3ee971e",
   "metadata": {},
   "source": [
    "Die logistische Regressionsanalyse gehört zur Klasse der <a href=\"https://de.wikipedia.org/wiki/Verallgemeinerte_lineare_Modelle\">verallgemeinerten linearen Modelle</a>. In Python werden verallgemeinerte lineare Modelle mit der Funktion `GLM()` verarbeitet. Die Funktion wird als `GLM(y=Antwort, X=Prädiktor, family=sm.families.Binomial())` geschrieben. Bitte beachten Sie, dass `logit` die Vorgabe für binomial ist; wir müssen es also nicht explizit eingeben. Die Funktion `GLM()` gibt ein Modellobjekt zurück, auf das wir Extraktormethoden wie `summary()`, `fitted()` oder `predict()` anwenden können. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d2ff801-5d92-427d-a847-fcb9c15b13ce",
   "metadata": {},
   "source": [
    "### Einführung und explorative Datenanalyse"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98c2228f-b855-4001-9725-3760943335ed",
   "metadata": {},
   "source": [
    "Dieses Beispiel ist inspiriert von der Arbeit von <a href=\"https://myweb.fsu.edu/jelsner/_site/index.html\">James B. Elsner</a> und seinen Kollegen (<a href=\"https://journals.ametsoc.org/view/journals/clim/9/11/1520-0442_1996_009_2880_ocoah_2_0_co_2.xml\">Elsner et al. 1996</a> und <a href=\"https://journals.ametsoc.org/doi/10.1175/1520-0442-11.8.2062\">Kimberlain und Elsner 1998</a>), die an der **Klassifizierung der nordatlantischen Hurrikane** auf der Grundlage von Entstehungs- und Entwicklungsmechanismen gearbeitet haben. Die Klassifizierung ergibt drei verschiedene Gruppen: tropische Wirbelstürme, Wirbelstürme unter baroklinem Einfluss und Wirbelstürme mit baroklinem Ursprung. Der Begriff \"baroklin\" bezieht sich auf die Tatsache, dass diese Hurrikane von Störungen der äußeren Tropen beeinflusst werden oder sogar in den äußeren Tropen entstehen. Die stärkeren tropischen Wirbelstürme entwickeln sich weiter südlich und treten hauptsächlich im August und September auf. Die schwächeren außertropischen Wirbelstürme treten während einer längeren Saison auf. Der ursprüngliche Datensatz zur objektiven Hurrikan-Klassifizierung kann <a href=\"https://myweb.fsu.edu/jelsner/temp/Data.html\">hier</a> abgerufen werden. Die Analyse von James B. Elsner kann <a href=\"https://rpubs.com/jelsner/5206\">hier</a> eingesehen werden.\n",
    "\n",
    "**Ziel der Übung ist es, ein Modell zu erstellen, das die Gruppenzugehörigkeit eines Hurrikans, entweder tropisch oder aussertropisch, auf der Grundlage des Breitengrades seiner Entstehung vorhersagt.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14be31d3-2eb1-44a6-9b05-bdcffc92a246",
   "metadata": {},
   "source": [
    "Wir beginnen die Analyse mit dem Laden des Datensatzes. Laden Sie die Daten auf Ihren Computer <a href=\"https://myweb.fsu.edu/jelsner/temp/Data.html\">herunter</a> und öffnen Sie die Datei. Bitte beachten Sie, dass es sich bei der Datei um ein *Excel*-Tabelle handelt. Um mit *Excel*-Tabellen umgehen zu können benutzen wir `read_excel()` aus dem `Pandas` Paket."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6ce0d73d-66d7-48b9-be8c-8af4c3b5a70c",
   "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>Number</th>\n",
       "      <th>Name</th>\n",
       "      <th>Year</th>\n",
       "      <th>Type</th>\n",
       "      <th>FirstLat</th>\n",
       "      <th>FirstLon</th>\n",
       "      <th>MaxLat</th>\n",
       "      <th>MaxLon</th>\n",
       "      <th>LastLat</th>\n",
       "      <th>LastLon</th>\n",
       "      <th>MaxInt</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RowNames</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>430</td>\n",
       "      <td>NOTNAMED</td>\n",
       "      <td>1944</td>\n",
       "      <td>1</td>\n",
       "      <td>30.2</td>\n",
       "      <td>-76.1</td>\n",
       "      <td>32.1</td>\n",
       "      <td>-74.8</td>\n",
       "      <td>35.1</td>\n",
       "      <td>-69.2</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>432</td>\n",
       "      <td>NOTNAMED</td>\n",
       "      <td>1944</td>\n",
       "      <td>0</td>\n",
       "      <td>25.6</td>\n",
       "      <td>-74.9</td>\n",
       "      <td>31.0</td>\n",
       "      <td>-78.1</td>\n",
       "      <td>32.6</td>\n",
       "      <td>-78.2</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>433</td>\n",
       "      <td>NOTNAMED</td>\n",
       "      <td>1944</td>\n",
       "      <td>0</td>\n",
       "      <td>14.2</td>\n",
       "      <td>-65.2</td>\n",
       "      <td>16.6</td>\n",
       "      <td>-72.2</td>\n",
       "      <td>20.6</td>\n",
       "      <td>-88.5</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>436</td>\n",
       "      <td>NOTNAMED</td>\n",
       "      <td>1944</td>\n",
       "      <td>0</td>\n",
       "      <td>20.8</td>\n",
       "      <td>-58.0</td>\n",
       "      <td>26.3</td>\n",
       "      <td>-72.3</td>\n",
       "      <td>42.1</td>\n",
       "      <td>-71.5</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>437</td>\n",
       "      <td>NOTNAMED</td>\n",
       "      <td>1944</td>\n",
       "      <td>0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>-84.2</td>\n",
       "      <td>20.6</td>\n",
       "      <td>-84.9</td>\n",
       "      <td>19.1</td>\n",
       "      <td>-93.9</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Number      Name  Year  Type  FirstLat  FirstLon  MaxLat  MaxLon  \\\n",
       "RowNames                                                                     \n",
       "1            430  NOTNAMED  1944     1      30.2     -76.1    32.1   -74.8   \n",
       "2            432  NOTNAMED  1944     0      25.6     -74.9    31.0   -78.1   \n",
       "3            433  NOTNAMED  1944     0      14.2     -65.2    16.6   -72.2   \n",
       "4            436  NOTNAMED  1944     0      20.8     -58.0    26.3   -72.3   \n",
       "5            437  NOTNAMED  1944     0      20.0     -84.2    20.6   -84.9   \n",
       "\n",
       "          LastLat  LastLon  MaxInt  \n",
       "RowNames                            \n",
       "1            35.1    -69.2      80  \n",
       "2            32.6    -78.2      80  \n",
       "3            20.6    -88.5     105  \n",
       "4            42.1    -71.5     120  \n",
       "5            19.1    -93.9      70  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hurricanes = pd.read_excel(\"../../data/hurricanes.xlsx\", index_col=0)\n",
    "hurricanes.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce0478be-7486-443c-8e94-442ab0ae5952",
   "metadata": {},
   "source": [
    "Zunächst untersuchen wir die Struktur des Datensatzes, indem wir die Methode `info()` anwenden."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e3fcfecf-c427-4222-bbcc-8c405dac55ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 337 entries, 1 to 337\n",
      "Data columns (total 11 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   Number    337 non-null    int64  \n",
      " 1   Name      337 non-null    object \n",
      " 2   Year      337 non-null    int64  \n",
      " 3   Type      337 non-null    int64  \n",
      " 4   FirstLat  337 non-null    float64\n",
      " 5   FirstLon  337 non-null    float64\n",
      " 6   MaxLat    337 non-null    float64\n",
      " 7   MaxLon    337 non-null    float64\n",
      " 8   LastLat   337 non-null    float64\n",
      " 9   LastLon   337 non-null    float64\n",
      " 10  MaxInt    337 non-null    int64  \n",
      "dtypes: float64(6), int64(4), object(1)\n",
      "memory usage: 31.6+ KB\n"
     ]
    }
   ],
   "source": [
    "hurricanes.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbbc207e-63f6-4627-9c99-ee711125c9cd",
   "metadata": {},
   "source": [
    "Der Datensatz besteht aus $337$ Beobachtungen und $12$ Variablen. Wir interessieren uns in erster Linie für die Variable `Type`, die unsere Antwortvariable ist, und für die Variable `FirstLat`, die dem Breitengrad der Entstehung entspricht und somit unsere Prädiktorvariable ist. Um jedoch ein Gefühl für den Datensatz zu bekommen, stellen wir die Anzahl der Hurrikane für jedes Jahr als Balkendiagramm mit dem `mathplotlib`-Paket dar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d0e55eba-e685-4090-93e2-c58e65a86cba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hurricanes[\"Year\"].value_counts().sort_index().plot.bar(figsize=(18, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53965e33-0eef-47b2-8d3a-98f57db1768b",
   "metadata": {},
   "source": [
    "Das ist eine schöne Darstellung. Indem wir den Datensatz umformen können wir die Balken zusätzlich entsprechend der Variable `Type` einfärben."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c4a0f467-8069-41f9-a917-366a0adc6e72",
   "metadata": {},
   "outputs": [],
   "source": [
    "hurricane_types = (\n",
    "    hurricanes.groupby(\"Type\")[\"Year\"].value_counts().unstack().transpose()\n",
    ")\n",
    "hurricane_types = hurricane_types.rename(\n",
    "    columns={0: \"Tropisch\", 1: \"Baroklinisch beeinflusst\", 3: \"Barokline Entstehung\"}\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3ea030a6-5022-44e7-b9e3-9178734adc86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Year'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ooYdWFvUrVqygd+/ePPnkkxx66KHMmTOHF154AYCZM2dywAEHsGjRoi3axl122YW1a9fyxhtvAGywHddccw0//OEPGTx4MHfffTedOnXitddeq7W9qKiosriXpNo4lULSNq9ijnGF8vJyxowZQ/v27Rk6bChXXXAVQ44Ywvr16+nVtxeT/jCJ8vLyz/UzevRoLr30Urp06cLatWsZMGAA11133QYxBx54INdffz1nnnnmFp0l4frrr+e8887jgQceoGnTpgwZMoQjjjiCPn36MH/+fHr27EmMkb59+3LZZZdVzhOui44dO3LCCSewfPly+vTpUzkV5JFHHuGSSy6p3L7TTz+dM844A4AnnniC4cOHs3r1asrLy3nooYcoLi7e7O0DaNWqFbfddhsDBw5kt91242tf+1rlsv/+7//m7LPPpnPnzjRv3pyuXbty2mmnsXz58hrbi4qKOOSQQ+jUqRMvvvgirVu33qLcJG2dQkO/ey4pKYnTp09v0BwKnSfn1tZg9uzZdOjQoaHTyNnrS1//XFunXTs1QCbKp8b6+pQ2xRpiQyGEGTHGktqWO5VCkiRJwsJYkiRJAiyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwAt8SGogtZ1bMyt1PUfn/Pnz2W+//ejSJcmnrKyMHXfckTvvvJPevXtnlk8IgQ8++IBdd921xvapU6cyceJERo8encn6+vbtyzvvvEOrVq02aP/e977HKaecUuvjVq5cyZAhQ3j++ec32v8PfvADunbtykknnbTRuOLiYh5//HFKSmo9bagkFQwLY0nbvB122IGZM2dW3h8/fjzDhg1jzpw59ZbDoEGDGDRoUKZ93n777RstgmuyfPnyOl2R7/nnn6djx46bm5okFSSnUkhSNcuWLWPPPfcEkstD/+jaH3F6/9MZ1HsQJ/Y6kSlTpgAwbNgwBg0aRKdOnbj66qtZuXIlZ555Jp07d6ZLly5cddVVrF+/foO+Fy9eTOfOnbn33ns3aB87diwnnHACkBztHTFiBEcccQTFxcWcd955lZegnjp1Kocffjg9evTgy1/+Mk8//fRmbeP222/PyJEj6dWrF/vssw/3338/AOecc07lJbLLysq48cYbOfjggykpKaF///68//773HvvvUyfPp3hw4fzu9/9jrVr13LFFVfQo0cPunbtyrBhw/joo48q1/XAAw9QUlJCu3btKi+RPWnSJDp37lwZU/X+yJEjGTZsGP379+eggw7imGOO4f333wfg5ZdfpqSkhIMPPpghQ4bQo0cPJk2atFnPgSRVl3NhHEIYFEJYVa0thBCuCyEsCCF8GkL4UwjhoOzSlKT8qSgEu3Xrxt57783ll1/OiBEjAJg1YxYfLP6Ahyc8zFNTnuKkU09i1KhRlY/99NNPef3117n11lu57LLLaN26NaWlpUyfPp1XX32VH//4x5WxCxcu5JhjjmHEiBFcfPHFG81p7ty5TJo0iVmzZjFhwgQmT57M8uXLOeecc3jooYf4xz/+wZNPPslFF13EggULauxj+PDhldtVcVu2bBkAa9asYdddd2Xq1Kk8/vjjXHHFFaxevZpf/vKXlUfQ33vvPe666y5efvllpk+fzle/+lX+/ve/c/HFF1NSUsLtt9/OkCFDGDVqFEVFRcyYMYNXX32Vvfbai2uuuaYyj+23357p06czbdo07rjjDt59991NjsmLL77IY489xptvvslOO+3ET3/6U9avX8/JJ5/MD3/4Q2bNmsVll122wZF+SdpSOU2lCCH0Av4XCNUW3QBcA1wNzAe+B/w5hNAxxrgygzwlKW+qT6WYOHEigwcPprS0lG5f7karL7Ri/LjxvDv/XV6e8jK7fWG3ytg+ffpU/j5hwgSmTJlCCIHmzZtz4YUXctddd1UWiccddxxt27bl61//+iZzOvHEE2nSpAktW7Zk//3358MPP+Sll17i/fffZ/DgwZVxIQRmzZpFu3btPtfHpqZSVMwP7tGjB2vWrOGTTz7ZYPmXvvQlunbtSo8ePRg4cCADBw7kmGOO+Vw/Tz/9NCtWrOBPf/oTAGvXrmW33f7zHFVs7x577MHuu+/OkiVLNrn9ffv2pWXLlgB0796dDz/8kNLSZN74wIEDATjqqKM2OOosSVuqTkeMQwjNQwhXAX8B1ldbtjNwJTAyxjg6xvgU0B/YGTg343wlKe/69evH/vvvz7Rp05j83GS+ffq3ATh6wNEMPXsoMcbK2BYtWlT+Xl5eTghhg/vr1q2rvP/AAw/QpEkT7rzzzk3msMMOO1T+HkIgxkhZWRkdOnRg5syZlbe//e1v9O/ff7O2s2IdFTlX3S6AJk2aMHnyZMaOHUvr1q254ooruOqqqz7XT1lZGXfffXdlTtOmTePxxx+vXN6sWbPPbUvFzwpr167d5PYXFRV9LsemTZvmutmSVKu6TqUYCIwAhgM/qbbsUKAF8FRFQ4xxOTAZGJBBjpJUr9566y3mz59P9+7deWnyS/Tt35fTzjmNTt068fyE5ykrK6vxcf379+eee+4hxsiaNWsYM2YMxx57bOXyww47jHHjxnHTTTfx2muv5ZzXoYceypw5c3jhhRcAmDlzJgcccACLFi3avA2tQVFREWVlZcQYefXVV+ncuTMdOnRgxIgRXHHFFbz88suVcRVFf8V2r127lvLycs4///zKqSi1adOmDQsWLGDJkiXEGPnNb36zydw6dOhA8+bN+eMf/wjAtGnTKC0t3eDNiCRtibpOpXgZ2CfGuCKEMLLasvbpz7nV2t8GNn4eH0kqABVzjCuUl5czZswY2rdvz9BhQ7nqgqsYcsQQ1q9fT6++vZj0h0mVX4aravTo0Vx66aV06dKFtWvXMmDAgMovm1U48MADuf766znzzDPrdPaHqtq0acMTTzzB8OHDWb16NeXl5Tz00EMUFxfXGD98+HBuuummDdpOPvlkbrjhhlrXseeee3LIIYfQqVMnXnzxRYYOHUpJSQktWrRghx12qDyd3KBBgxgxYgRr167l+uuv58orr6R79+6UlZXRrVs37rjjjo1uS8eOHfnWt75FSUkJe+65JyeccMImn4+ioiKeeOIJLrzwQkaMGEH79u3ZY4892HHHHTf6OEmqq1D9Y6lNPiApjK+MMbZI748Abowxbl8t7ibg2zHGL9bQxwXABQDt2rXr+c4772xe9tuKka1qaXf6thqP2bNn06FDh4ZOI2evL339c22ddu3UAJkIkmL/yiuvZPfdd+fdd9+la9euvP322+yyyy5b1G9jfX1Km1RANURt56+v63nnsxBCmBFjrPXE6lmcxzgANVXXAfj8IRUgxjgGGANQUlKSW2UuSdpm7b333hxzzDE0a9aMGCM///nPt7golqQKWRTGK4HmIYRmMcZ1VdpbpMskScrEJZdcwiWXXNLQaUjaSmVxgY85JEeH96nWvi/wzwz6lyRJkvIui8J4KrAaGFzREEL4AnAk8OcM+pckSZLybounUsQYPw4h/AS4KYRQDrwFXAd8BPx8S/uXtPWoOH+tVEhy/RK6pK1XFnOMAa4l+aLdlSRzi6cCZ3vVO0kVtt9+e5YtW0br1q0tjlUwYowsW7aM7bffftPBkrZ6ORfGMcaRwMhqbetJLgl9TSZZSdrqtG3bloULF/LBBx80dCo5Wfzx4s+1Nfkgi1loKhTbb789bdu2beg0JBWArI4YS9JGNWvWjH32qf4d3cI3dNzQz7XV5zk3JUn1x8MekiRJEhbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBUNTQCUhVFV/zTI3t80cdX8+ZSFKiy7guNbaXnl1az5lIuSte/UiN7fNre8DIVrW0r8winYLnEWNJkiQJC2NJkiQJsDCWJEmSAAtjSZIkCbAwliRJkgALY0mSJAmwMJYkSZIAC2NJkiQJsDCWJEmSAAtjSZIkCbAwliRJkgALY0mSJAmwMJYkSZIAC2NJkiQJsDCWJEmSAAtjSZIkCbAwliRJkgALY0mSJAmwMJYkSZKADAvjEELTEMJVIYR/hRA+DiH8PYRwdFb9S5IkSfmU5RHj4cAtwC+AwcBc4I8hhO4ZrkOSJEnKiywL47OBR2KMt8QYJwJnAYuBczNchyRJkpQXWRbGzYGPKu7EGMuAlcAXM1yHJEmSlBdZFsb3AmeFEI4JIbQKIVwOdAJ+k+E6JEmSpLwoyrCv+4GjgYlV2r4XY3wqw3VIkiRJeZFJYRxCCMCzQEfg28BsoB9wYwhhRYzx3mrxFwAXALRr1y6LFLZqxasfqbF9fi3xXcZ1qbG99OzSbBLKQSHl0tjV9Fz6POZf6bwFDZ2CpIz5v6l2udYcucj57+nIVrW0r6yxOYtxzeqIcW+gDzA0xvhY2jYphFAE3BZCGBdj/LgiOMY4BhgDUFJSEjPKQZIkSdpsWc0x/q/059+qtf8V2BEozmg9kiRJUl5kVRi/lf7sXa39K8B6YGFG65EkSZLyIpOpFDHGGSGEZ4D7QghfJJlj3Be4Grg7xrgii/VIkiRJ+ZLlWSm+BtwEXEdy7uI5wGXAAxmuQ5IkScqLzArjGONnwHfTmyRJktSoZHmBD0mSJKnRsjCWJEmSsDCWJEmSAAtjSZIkCbAwliRJkgALY0mSJAmwMJYkSZIAC2NJkiQJsDCWJEmSAAtjSZIkCbAwliRJkgALY0mSJAmwMJYkSZIAC2NJkiQJsDCWJEmSAAtjSZIkCbAwliRJkgALY0mSJAmwMJYkSZIAKGroBDYwslUt7SvrN496UHzNM59rmz/q+AbIJL9K5y1o6BQ2W01jBLWPU5dxXWpsLz27NJN8Vs0elUk/Ncl37rkopFykzVHTa7ixvH4bc+411hBbYf2wLSle/UiN7fPzuE6PGEuSJElYGEuSJEmAhbEkSZIEWBhLkiRJgIWxJEmSBFgYS5IkSYCFsSRJkgRYGEuSJEmAhbEkSZIEWBhLkiRJgIWxJEmSBFgYS5IkSYCFsSRJkgRYGEuSJEmAhbEkSZIEWBhLkiRJgIWxJEmSBFgYS5IkSYCFsSRJkgRkXBiHEI4JIfw9hPBZCOGdEML3QwhNs1yHJEmSlA+ZFcYhhN7ABGA2cDxwD3A18L2s1iFJkiTlS1GGfY0CnosxDkvvPx9CaA0cBXw/w/VIkiRJmcukMA4htAF6A4OrtscYr8mif0mSJCnfsppK0QUIwCchhN+HEFaHEJaEEEaGEPyCnyRJkgpeVkVrm/Tnr4A3gYHAfSTzi4dntA5JkiQpb7KaY9ws/flsjLGiEP5LCGFX4HshhB/HGMsqgkMIFwAXALRr1y6jFBrYyFa1tK+s3zyA0nkLcoovvuaZGtvnjzq+zvG1xapxyPU1U0iv9y7jutTYXnp2aT1nkrttKffGvK257h8570+SMpHFvpfVEeOP059/rNb+J6AFUFy1McY4JsZYEmMsadOmDZIkSVJDy6ow/lf6c7tq7RVHkmNG65EkSZLyIqvC+A1gEfC1au3HA+8B8zNajyRJkpQXmcwxjjGWhxCuBcaFEO4HHgf6AWcDF8UYy7NYjyRJkpQvmV3gI8b4qxDCOuBa4BzgXeDCGOOYrNYhSZIk5UuWV74jxvhr4NdZ9ilJkiTVBy++IUmSJGFhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEgBFDZ1AVcWrH6mxfX5tDxjZqpb2lVueyzXP1JzLqONrjs81922Ez0vjkOs4NeZx7TKuS43tpWeX1the07bOz6jvxqx03oK8xtf0XNb2POb8vOfxf0ehyfW5yXWc8imf+2ohbee2JN//O7Lo3yPGkiRJEhbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkAXkojEMIzUMIs0MIY7PuW5IkScqXfBwxvhE4KA/9SpIkSXmTaWEcQugOXAYszbJfSZIkKd8yK4xDCEXAL4DbgUVZ9StJkiTVhyyPGF8NbAf8KMM+JUmSpHpRlEUnIYSDgOuAY2KMa0MIWXQrSZIk1ZstLoxDCE2AB4EHY4wv1fExFwAXALRr126z1128+pEa2+dvdo9bh23qeRnZqpb2lfWbB1A6b0FO8V3Gdam5n7NLs0insNQ0ThmNUa7P+7akptdYra+vHPelfP+dyWVc8/0ayHVba4qvLbbQ5JJ7vv+GrZo9KpN+spDrtub83OTxb6Ryk8VUikuBvYEbQghF6VxjgFDl9w3EGMfEGEtijCVt2rTJIAVJkiRpy2RRGA8BvgR8CKxLb12BbwDrQgjFGaxDkiRJyqss5hh/C9i5WtvDwFvA94H3MliHJEmSlFdbXBjHGP9ZvS2E8BmwLMY4fUv7lyRJkupDPq58J0mSJDU6mZyurboYY7d89CtJkiTli0eMJUmSJCyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwMJYkiRJAiyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwMJYkiRJAiyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwMJYkiRJAqCooROoNyNb1dK+sn7zUKaKVz9SY/v8WuK7jOvyubbSs0uzS6hA1LSd0Di2tXTegkbbf6595xqf67jm0n+u+5IaRmPetwsp98b8ei+k57GQcsmKR4wlSZIkLIwlSZIkwMJYkiRJAiyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwMJYkiRJAiyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwMJYkiRJAiyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCMiyMQwhNQwjfCSHMDiF8EkJ4I4RwSQghZLUOSZIkKV+KMuzreuAa4IfA34DDgbuAHYHbMlyPJEmSlLlMCuMQQhPgO8DtMcab0+Y/hxDaAFdiYSxJkqQCl9VUilbAr4DfVmv/J9AmhLBTRuuRJEmS8iKTI8YxxuXAJTUsOhFYGGP8JIv1SJIkSfmS5RzjDYQQzgP6AZflax2SJElSVvJSGIcQzgB+CjwO3FPD8guACwDatWuXjxQ+p3j1IzW2z6+XtatQrJo9qqFTqJTPXErnLchb3/mW677amPftxpx7IWnUr5mRrWppX1m/eWyGxvx3RqpN5ucxDiFcATwEPA2cEWOM1WNijGNijCUxxpI2bdpknYIkSZKUs0wL4xDCLcCdJIXxKTHGtVn2L0mSJOVLlhf4uBwYAdwNDIsxrs+qb0mSJCnfsjqP8Z7ArUAp8BvgK9UueDfdQlmSJEmFLKsv3/UHmgNdgJdqWN4GWJrRuiRJkqTMZTKVIsY4NsYYNnKzKJYkSVJBy/ysFJIkSVJjZGEsSZIkYWEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRJgYSxJkiQBFsaSJEkSYGEsSZIkARbGkiRJEmBhLEmSJAEWxpIkSRIARQ2dgLS1KF79SI3t8+s3jYJU03Mzv/7TAPI7Tvl+DZTOW5BT/LbyvG9Lcn0N5BqfT6tmj2roFOpNPvfVQnoeCymXrHjEWJIkScLCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwMJYkiRJAiyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwMJYkiRJAiyMJUmSJMDCWJIkSQIsjCVJkiTAwliSJEkCLIwlSZIkwMJYkiRJAiyMJUmSJCDjwjiEcH4IYU4I4bMQwkshhMOy7F+SJEnKl8wK4xDCN4CfAv8L/D9gBfBsCGGfrNYhSZIk5UsmhXEIIQA/AMbEGL8fY/wDMAhYClyRxTokSZKkfMrqiPH+wN7AUxUNMcZ1wDPAgIzWIUmSJOVNVoVx+/Tnv6q1vw3sF0JomtF6JEmSpLzIqjBumf5cVa19VbqOnTJajyRJkpQXIca45Z2E8HXgYWCPGOO/q7SfD4wBdo4xflyl/QLggvTugcA/a+h2V5I5ynWVS3w++853fCHlkmt8IeWSa3wh5ZJrfCHlkmt8IeWSa7y5ZBNfSLnkGl9IueQaX0i55BpfSLnkGl9IueQaX0i5bCx+7xhjm1ofFWPc4htwPBCB/au1XwGUkRbgOfY5PV/x+ezb3BtHLubeOOILKZfGnHsh5WLujSO+kHIx98YRX0i5bE58xS2rqRRz0p/7VmvfF/hnTDOUJEmSClWWhfG7wOCKhhBCM5IjyX/OaB2SJElS3hRl0UmMMYYQRgH3hBCWA1OAS0jmd/zPZnY7Jo/x+ew73/GFlEuu8YWUS67xhZRLrvGFlEuu8YWUS67x5pJNfCHlkmt8IeWSa3wh5ZJrfCHlkmt8IeWSa3wh5bI58UBGX76r7CyE7wKXkxTEM4HvxhhfymwFkiRJUp5kWhhLkiRJjVVWc4wlSZKkRs3CWJIkScLCWJIkSQIyOiuFJEmSVN9CCN2AAUB7oCVQDqwkuaryn2OMr+TUX6F++S6E0ASYCHwrxjgnbTsO+GuM8aMqce2B4UBXkkv/TQLuiTF+WmX5MTHG+9P77YCrgC4kV+ubAowGHgF+FmP8TQ45BqA78MU0r9UhhH2BG4COwNvArVUHJYQwgGQAi4GdgE+BD0nO4vGHim1NY7uR4WBXy70YuBDYB5gNPBBjfL9aTHvgxzHGQen9vYDmMcZ56f0uwGXAl4BZwP/EKpcEr2Gd9TqmMcZ/hxD+TA7jmu8xTeO7kYdxbYgxTR+zxeOazzFN+3NfdV91X3VfdV/divbVEMLOwMPACcBHwHxgFRCAFuljdwaeBs6IMX5cl3xzvlReljfgiI3cjiJ5wZ5Xpa0MOKTK4w8BPgYWA78FJqRPzlygLXB0+mS+XmV9HwPvp/G/B5aRvEjK0/5/Aexah9zbAFPTx5QD84BOwKJ0kB8D/pWuvwuwPfDHNHYJsC5d9tc0fl16+0k6kE+lsSvSF8KLaezMtK0MeBJosRnPe/f0xbMEmAGsSfs8sVrcV9L17AT8Lv29DHgWODh9rt8F/pQ+j4uArxXQmHbMZVzzPKYhn+Oa5zHdeyNjmsW4Ds3XmLqvuq9uxpi6r7qvuq82jn31Z8C/0/xDDesOwDFpzJg6j2Wug5/lrcoLouIJ29itIqbqYE9NX9gtqrTtAZQCvwH+ng5qs3TZK+mLb8cq8bukfUTgauAdknclVwEtN5L7r9IX1bFAT5J3bB+kP5unMdul6/sD8GPgTaB9lfU+CdyS3m8FXJMO+Mu5DDbJEe+63u4m2eGeA3ZI+9sHeB5YC5xWww58F/Ae8A3g9PRF/EH64q3Y1tbp81sxVoUwps+m/ddpXPM8pteS406c47guyOOYPkp+99Vl+RpT91X31c0YU/dV91X31caxr34KnFXb66lKDt8AlmwqrjK+roH5uAF90xfDApJ3RF2r3HqmT/5pVdqqD/Za4IQa+v0asBz4BOhXpX0dcGwN8ceRFMaHkLyr/FH6hK8kecEfVsNjFgMnV7nfLs1vQLW440ne9SwCTqm2bG/gs6ovKOA76Qu7zoOdvqDLSd7hzdvE7e30hVw9z2bA/5G8yz2+2g68GPh6tXErB75arY9TSN6FFsqYrqrovy7jmucxnZs+7/ka17I8jumH5HdfjfkaU/dV99XNGFP3VfdV99XGsa+WVe17I2N6GrByU3EVtwb98l2McVIIoTNwM8kh+ZuB22OMZSGEpmnYWzHGVwGSaSrEKl28R/JkVbea5AlbCuxbpX0OsFsN8XtWyWkVMCKEcBdwEXAucEkI4d/ANJJ5SMtJzuhRNZeqv1fVhOSjgRYkL87qeTZP118xF2gWyTvXT2rpr6q1JO+4Tg4h3AZcDAyJMc7c2INCCItIPsb5T/IxrgshDCV5xzs+hPBVYH26uDnJkYIKfyOZy7OeDX1KskMVyph+XLGddRzXFuRvTHcleW7yMq55HtOY5321nPyNqfuq+6r7qvuq++rWua+WAT8OISyIMU6vqdMQQglwG8nR6LqpawWd7xvJu49Skrk+PYGmJDthjyox5SQTxm8heQcwjuRjh6ZVYnYj+cjkKeD7JO9ihqTL/h/JO67e6f0mwEkkL4pIlXdYNeR2Pck8m3kkL4zxwFvAkUCPNI8lwF/4z0cpOwKTgWdIPlKZAXyxSr8/SQe5aXp/V5KPY94jeQdaspHnqyTdll9XaXsamFaH5/ph4DVgnxqWtQReTZ+3W0heeE+TfBTTeiN97pxu69MFNKZ3U+2d8ybGdV0ex/TPwNh8jWt9jWmexvWfeRxT91X3VfdV91X31a1zX52cxpeRzId+kaQAfgZ4AViYLnuJOsxxr1xfXQPr40byscMPSN7V3ZVuUNXB/m46wK+QvPupmE9zXLr8VJJ3FkuAg9IXzH1pzJL0iVqc3l9F8k6sLH2Cax3oWnJtS/KOpSKHGemLdFU6QH8imau0nOSdXs90YJenA/lW+tgL0v6Gpi+gBSQfteQ82CRzmn4HdKhD7rPTPu6sYXlrkjlHFdvWnuTLAGuAnjXEn0jyJYOlQMcCGtMdcxnXPI9pR5K5UnkZ1/oc0zyMa8d8jan7qvvqZoyp+6r7qvtqI9lX07ajSI6ijycpvJ9Nf78ZOLqur7+KW0Geri09XckvSJ6gkhjjP2qIaUoyoAeTnGJlSQjhcJLJ8xucIiWEsD8wmOQbj21IXlQfk8zZeS7G+KcQwi+BH8T0lCl1zLOI5B1Qc2BqTD7W6ApcSvJieAu4K8b4dhp/AMlpWA4g2SEejjFOSpd1ALoBv4/pKUVCCEel29Oe5B1nIHlXNyfd5ufrmmsNuW9PcoqTFTHGibVs26XAoBjjUSGEXUi+IPBIjHFltdivkDy/98UY361lfbmO6fMxOS3MZo9pGpfTuNYypt2AS8hgTNP2vIxrOqYnAsvrY0zTuMzGNX0uTyLjMa2y7Xkb1218X93iv79pXBb76sb+/rZPlxXKvlpvY5rGZTauW8G+2i+Nz8e+Wm9/g3MY0w4kY7Wp/6t5Gdf6+L+apYIsjKHy3Hz/BSyKMVafc6NGyDHdOjmuW58qY/pejHFdQ+ejbLivbn229TENyYTqk6j93NQTgSdjLsVuroeY6+tGMqflbaBTQ8fXdy7At4E21WKOJPnIYQnwBsnHHl8qtPhCyqXQcq+y/OYq979CMtfsHZIvXjwMdM4xvlOusYUWn8/nJY/xnUnOYHBNXfbztJ+CiS+kXAot9/QxOwInk5wfds+07RCSuZtLSD4WP76W+L02Fp9LbB3j/7a5ueTafx76zmpbz63D815EcgGO/yOZozuHZO7vX4A7gaOqvQY2Fv8/9RnfwLlvUf/56pvky3j/IJmiMSuNfwj43/T3ii/ozQD2qPO+n8sfiqxvJKdFqe02jKTqv34TcVnFP1BAuWwwfwcYSPJN1dL0RXQ/yT/oipNtlxVQfCHlUmi5fy19zF/S+JPT+zPT+J+QvMP9DOidY/z38th3vuMbc+7lJGM+ETioDn/zCia+kHIpwNz3ISmmy9PbcpJ5jCtJvjB1O8kc1fXA4TnGD81j3/mOb8y5H0dSXH1EcsaE90n24UdJ5rIuIdnPf09ydoQvFlD8ngWUSyHl/gTJNIz9N7IvH5DGPLqp/b7yMXUNzMct3dgyaj9pdVm13/MZHwssl6oF16sk736aVGnbgf98eaB6Id2Q8eZee/wskjldFcveIjnyGKq0NU37mJpj/Cd57Dvf8Y059wicDUwn+RLNfcC+G/mbV14o8YWUSwHm/n8kR5kOIPnS1MPp6/Q31eIeJjkymUv80jz2ne/4xpz7+yRHm1tX2YfHAA+m9wPJGRxWkRTUPy+g+FkFlEsh5b6Gup3H+BTgw03FVcbXNTAfN+BAksv8vQsMIrmiScWtNckfsyOqtOUzvmcB5VK94FpLtZN+p+2DqHKy7QKJr15cmvt/4j9lw4+X1lLtI6S0/askf9xziY957Dvf8Y0990NIpkN9i+SUUOtIToF0OtUuLVvxmimE+ELKpQBzX0b6Df70/m5pH8fU8BpYnmN8eR77znd8Y8/9+Grte6Svg9ZV2s4l+T+9pIDiywool0LKvYy6XbTlPGDppuIqbk1oQDHGf8YY+5CcfPkh4FagPCbfzlyRhn0cY1yZ3vIZP6NQcql4eqo8VfOgxouxbE/yjdFCii+kXAot94Uk58msUEryZYHqOpEcmcklfn0e+853fGPOHYAYY3mM8QGSj3bPJ3mz+7/AshDCzBDCoyGEnxZSPMmRl4LIpQBzXw18ocpYV/y+MxtqSfI3IJd4cojNte98xzfm3EMN7duRHJGs2scikotMbF9A8U0KKJdCyn0dcGcI4ZQQwg7VHkMIoXkI4RSSI9GPV19eq7pW0Pm+AcUkV4dZSHKKkqYk7/B61Hd8Q+eS/v5P4BGSa4KPJ5lrU/WISVf+8xFvIcXHAsql0HK/lOSjnytI/lAfSXLk6gySE5bvBVxOctTyxhzjn8lj3/mOb8y5b/CpQbX9fDeS7wz8hORLI68VWHwsoFwKLfefkXz0fjbJHPMZJKesepX0Szzp62AWydzHXOLn5rHvfMc35twXpcvap+3NgcdIzqFbcYaubmkfvwOeLKD49wsol0LK/f+AX5IcXFlHcsT5DeB1kvMcryXZ9x8lvZhIXW4NXhDX8EfqmyTXHP8/qp20ur7jGyoXkqvOfD99kczlP3OTB6TLz00H+02SsykUUvz5BZRLQeWetl1FcvS44gTly6s8rmKe+c9J5ynnEp/Pvs291vhaC65a9vmCiS+kXAow911ILhRQnt6eJDnK/G+So5RzSN48vUNyqqxc4jvlse98xzfm3PuQvMFdT3IWqI9IvvtzUjrm56R9TCc5t+5+BRTfu4ByKajc07b9SP5/3wb8lORkCrelbbV+l6C2W0GexziEsCfJlyNOopaTVtdXfCHkEkLYieSE62/EGFemJ8buBjwWY/ykkOMLKZdCyT2EsDPQn9pPoj6nWr91js9n3+b++fgQwo3Az2KM71EHhRRfSLnkGp/vXKo8rg2wfUwvsBBC2IvkgEZbkk+CfhFjXLE58fns29xrjg8hfJGksDqA5OjiYzHGt9LHtCM54PH3GGN52lYw8YWUS6HlnrWCLIwlSZKkjUkPYJzLxi/w8WCMcVWdO831EHPWN5LJ1KNIzhG6guSjy5UkX2T6Lcm7hqL6iG9Eufwux77rNb6QcjF3czd3cy+0+ELKxdzNvbHmTnK2r3fTZU8BdwE/BG5Kf38qXfYO6Zzlutwa9IhxCGFvYArJRr8M7Esyh+lnJN9OPJjk+tqvkJxupUUe479J8iUgczH3QsjF3M3d3M3d3M3d3GuP/4jkyof9Y5WpNVWFEL5AMg/9wxjjwJpiPifLo7+53ki+afgMsF2VtpEk17WuuH8YyUTsn+c5/m1zMfcCysXczd3czd3czd3ca49fB5xQ0V7bjeRaAh9tKq4yvq6B+biRnJHhq9XaWpN863vPKm2nknzLNJ/x5eZi7gWUi7mbu7mbu7mbu7nXHl8GXFw1tqYb8F3gvU3FVdxquhhBffuvavfbkJyIu3mVtjVQeTGSfMWbi7kXUi7mbu7mbu7mbu7mXnv8auC29OIevwfmxhjXA4QQmpKcum8wyZzjO6mrulbQ+biRXHHo30C/9AlpS3L987np8h3TjZoLjM1z/FxzMfcCysXczd3czd3czd3cNx5/I8lc47L09inJxZfWV7l/K9C0zrVpAxfGbUgut1pGcoWSMpLrZPdKl59Nchj+dyQn8s5n/H7mYu4FlIu5m7u5m7u5m7u5byQ+bWtBMo/42yRXoR2R/n4ssBPJ1YW/WNfatMHPYxxCaEayQQeQnHbjjzHGZemy1iQTsN+vj3hzMfdCysXczd3czb3Q4gspF3M39xDClcCVJAX1QuDWGON9VBFC+AowNcbYlDpo8MJYkiRJykUI4WKS8xU/QHIxj0HA0SRntjgz/me+sYWxJEmStl4hhNeBR2OMP6jSdh5wP8nFPb4Wk0tS51QYN+hZKUIIH+UQHkm+lZiv+J2BVeayxfHm3jDx5t4w8ebeMPHm3jDx5t4w8eZee98vbtBBjD8PIXwG/IrkvMjfzKE/oIELY+BM4CGSkzTfQ/KkbMwreYw/EDjeXMy9QHIxd3M3d3M3d3M399pdDHwF+EvVxhjjwyGE3YA7QgjLgfGbWOeGqn8br75vQC+Sc9Ft8iTN+Y43F3MvpFzMvXHEF1Iu5t444gspF3NvHPGFlEuh5A58h+R0bCOBrjUsv4XkDBYzgbK6rDvG2PCFcZr8VcAyoGVDx5uLuRdSLubeOOILKRdzbxzxhZSLuTeO+ELKpRByJznP8UhgJTC6lpjLgc9ohIXxdsBJVLncX0PFm4u5F1Iu5t444gspF3NvHPGFlIu5N474QsqlkHInmZe8y0aW7wGcXZf1xlgA5zGWJEmSCkGTTYdIkiRJWz8LY0mSJAkLY0lqECGE+0MIMYRwRC3L7wohrA8h9Kzv3CRpW+UcY0lqACGElsBsYAXQLca4rsqynsDfgdtijNc2TIaStO2xMJakBhJCGAL8Frgmxnhr2taUpCjeEegeY1zTgClK0jbFqRSS1EBijL8DfgfcEEJolzZfDHQHvhljXBNCOD2EUBpCWB1CmBtCuLRqHyGEliGEu0MI74QQ1oYQPgghjAsh7FIlJoYQrg0hvB5CWBZCOKW+tlGSGhOPGEtSAwoh7AW8AfwRuBR4C3gwxnhlCOFsYCxwL/AUcChwAzAixnh7+vingc7ACOB9kkuk3kRywvvvpjGR5BKrlwNLgRdijP+ur22UpMbCwliSGlgI4ULgfmAKsBvQFVgDvAv8JcZ4ZpXY64HhwJ5AGUnBfGeM8Y9VYp4EvhRjLEnvR+CZGOMJ9bNFktQ4FTV0ApIkHgDOAHoDR8QYPwshHATsBTwTQqj6t3oC8APgkBjjX4CvAoQQioH2JEePOwKrq63jjbxugSRtBZxjLEkNLCYf3f0Z+DTG+Ne0uXX68xGSaRAVt5fT9j0BQgiDQghzgXnAw8CxwKckl0mtakneNkCSthIeMZakwrQy/XkxMK2G5fNCCAcAjwHjgCNjjAsBQgjjSY4aS5Jy4BFjSSpMbwLLgLYxxukVN5IjyT8EWgE9gO2AUVWK4p2APnz+iLEkaRM8YixJBSjGuD6EMBK4M4QAyVSLfYAfAXNIpk4UkXwB79YQwv3ArsCVwB4kX96TJOXAI8aSVKBijPcAFwKDgD+QfOnuMeD4mHgL+AZwcLr8NmA68G2gXXoqOElSHXm6NkmSJAmPGEuSJEmAhbEkSZIEWBhLkiRJgIWxJEmSBFgYS5IkSYCFsSRJkgRYGEuSJEmAhbEkSZIEWBhLkiRJAPx/+HDjTHaxBsoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hurricane_types.plot.bar(stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82a7db79-6db0-4fb9-a7c0-eb89b5b117da",
   "metadata": {},
   "source": [
    "Für eine numerische Darstellung der Hurricane-Klassen verwenden wir die Methode `sum()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8d46e204-5bbb-4aa4-af73-1ed066c7c6df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Klasse 0 (tropische Wirbelstürme) Hurrikans: 187.0\n",
      "Klasse 1 (barokline Einflüsse) Hurrikans: 77.0\n",
      "Klasse 3 (barokline Auslösung) Hurrikans: 73.0\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    f\"Klasse 0 (tropische Wirbelstürme) Hurrikans: {hurricane_types['Tropisch'].sum()}\"\n",
    ")\n",
    "print(\n",
    "    f\"Klasse 1 (barokline Einflüsse) Hurrikans: {hurricane_types['Baroklinisch beeinflusst'].sum()}\"\n",
    ")\n",
    "print(\n",
    "    f\"Klasse 3 (barokline Auslösung) Hurrikans: {hurricane_types['Barokline Entstehung'].sum()}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba44c1c2-69eb-438c-92db-99a900617564",
   "metadata": {},
   "source": [
    "Für die **Klasse** $0$, *tropische Wirbelstürme*, gibt es $187$ Beobachtungen, für die **Klasse** $1$, *barokline Einflüsse*, gibt es $77$ Beobachtungen und für die **Klasse** $3$, *barokline Auslösung*, gibt es $73$ Beobachtungen. Bei der logistischen Regression haben wir es mit dichotomen Daten zu tun; der Einfachheit halber kodieren wir die Klassen neu und weisen der Klasse $1$ und der Klasse $3$, die beide von den äußeren Tropen beeinflusst werden, die Bezeichnung `aussertropisch` zu."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "da266546-2993-44fb-8a4d-c36fb2fd3558",
   "metadata": {},
   "outputs": [],
   "source": [
    "hurricanes[\"Origins\"] = hurricanes[\"Type\"].replace(\n",
    "    {0: \"tropisch\", 1: \"aussertropisch\", 3: \"aussertropisch\"}\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faf5c3b2-1dcc-4a23-b342-c6fb6d1fdd15",
   "metadata": {},
   "source": [
    "Wir haben nun eine binäre Antwortvariable mit zwei Klassen: Tropische und aussertropische Wirbelstürmen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0cc1b873-cefa-41cf-8feb-7c361e88b37d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tropisch          187\n",
       "aussertropisch    150\n",
       "Name: Origins, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hurricanes[\"Origins\"].value_counts()"
   ]
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  {
   "cell_type": "markdown",
   "id": "279f583b-787d-447c-b818-ff0a3445daef",
   "metadata": {},
   "source": [
    "Um diesen Teil der explorativen Datenanalyse abzuschließen, stellen wir die Daten auf einer interaktiven Karte dar, indem wir das `folium`-Paket verwenden."
   ]
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   "execution_count": 12,
   "id": "729da249-c8a9-4b2a-8422-74968d52db4c",
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   "outputs": [
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       "          Number      Name  Year  Type  FirstLat  FirstLon  MaxLat  MaxLon  \\\n",
       "RowNames                                                                     \n",
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       "2            432  NOTNAMED  1944     0      25.6     -74.9    31.0   -78.1   \n",
       "3            433  NOTNAMED  1944     0      14.2     -65.2    16.6   -72.2   \n",
       "4            436  NOTNAMED  1944     0      20.8     -58.0    26.3   -72.3   \n",
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       "          LastLat  LastLon  MaxInt         Origins  \n",
       "RowNames                                            \n",
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       "3            20.6    -88.5     105        tropisch  \n",
       "4            42.1    -71.5     120        tropisch  \n",
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    "hurricanes.head()"
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       "            );\n",
       "            marker_1a628116aa9a26ad96f8541b469d34d7.setIcon(icon_780fec5381ea43df8307e8342b126726);\n",
       "        \n",
       "    \n",
       "            var marker_37f6429fc7754899014dc4e7c7acb2b1 = L.marker(\n",
       "                [19.0, -56.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0a05614342175812141a4a4160f187a2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_37f6429fc7754899014dc4e7c7acb2b1.setIcon(icon_0a05614342175812141a4a4160f187a2);\n",
       "        \n",
       "    \n",
       "            var marker_3fa58e87de5630ba5bf475c6dcc0a011 = L.marker(\n",
       "                [16.2, -82.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_154763b808ec5a698215a6f0c38eecf4 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3fa58e87de5630ba5bf475c6dcc0a011.setIcon(icon_154763b808ec5a698215a6f0c38eecf4);\n",
       "        \n",
       "    \n",
       "            var marker_646ec1e123a2cefd1dc2137344098501 = L.marker(\n",
       "                [19.6, -80.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7c22f4791f3a8beb29b2fd8ceca3bbb4 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_646ec1e123a2cefd1dc2137344098501.setIcon(icon_7c22f4791f3a8beb29b2fd8ceca3bbb4);\n",
       "        \n",
       "    \n",
       "            var marker_120bcc3847449b57d7ef7d26193cbc8b = L.marker(\n",
       "                [36.5, -72.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_df0c48727c05f365c016ec81acba6375 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_120bcc3847449b57d7ef7d26193cbc8b.setIcon(icon_df0c48727c05f365c016ec81acba6375);\n",
       "        \n",
       "    \n",
       "            var marker_47f483d498d7d74c019465bd2d5823da = L.marker(\n",
       "                [26.4, -77.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_47aebb7501960f238bb6911e9ee02a93 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_47f483d498d7d74c019465bd2d5823da.setIcon(icon_47aebb7501960f238bb6911e9ee02a93);\n",
       "        \n",
       "    \n",
       "            var marker_c1c13b2dc99bb45d1650752802f9980c = L.marker(\n",
       "                [19.6, -85.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5d30a25a1feb565825e565c72957f8b8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c1c13b2dc99bb45d1650752802f9980c.setIcon(icon_5d30a25a1feb565825e565c72957f8b8);\n",
       "        \n",
       "    \n",
       "            var marker_d97bf62299373bbbb99a15707b81ade3 = L.marker(\n",
       "                [21.0, -92.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d54acdf70f5898c1a8f48c8f6c5e3993 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d97bf62299373bbbb99a15707b81ade3.setIcon(icon_d54acdf70f5898c1a8f48c8f6c5e3993);\n",
       "        \n",
       "    \n",
       "            var marker_dbf7a58cf1387dd13a5fe66ba9257edd = L.marker(\n",
       "                [26.5, -90.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_974250674c177bdedc151927793fc434 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_dbf7a58cf1387dd13a5fe66ba9257edd.setIcon(icon_974250674c177bdedc151927793fc434);\n",
       "        \n",
       "    \n",
       "            var marker_a813f3ab818e66122ca3c30c0fc85f60 = L.marker(\n",
       "                [14.1, -24.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_14453cca8112f9efd3ea5111ca648a1a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a813f3ab818e66122ca3c30c0fc85f60.setIcon(icon_14453cca8112f9efd3ea5111ca648a1a);\n",
       "        \n",
       "    \n",
       "            var marker_a6193c723535c8e33d313cc6bd4124e6 = L.marker(\n",
       "                [24.1, -82.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_78cc379cd6d5db746f7b793b9dcbf713 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a6193c723535c8e33d313cc6bd4124e6.setIcon(icon_78cc379cd6d5db746f7b793b9dcbf713);\n",
       "        \n",
       "    \n",
       "            var marker_33f0e001722b663613545ac6125d515a = L.marker(\n",
       "                [19.7, -66.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_142f5672699f520dad8070a8cec58d97 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_33f0e001722b663613545ac6125d515a.setIcon(icon_142f5672699f520dad8070a8cec58d97);\n",
       "        \n",
       "    \n",
       "            var marker_a396dcd5d98c6aee4b87754dffdd9516 = L.marker(\n",
       "                [20.9, -61.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_9dc897edb99376e7b4ff5d4a2774b598 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a396dcd5d98c6aee4b87754dffdd9516.setIcon(icon_9dc897edb99376e7b4ff5d4a2774b598);\n",
       "        \n",
       "    \n",
       "            var marker_710d1fddd111351d8cd3ab0d5fa395fd = L.marker(\n",
       "                [25.8, -92.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_54b68ee93e28f734abeee597826c8c4b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_710d1fddd111351d8cd3ab0d5fa395fd.setIcon(icon_54b68ee93e28f734abeee597826c8c4b);\n",
       "        \n",
       "    \n",
       "            var marker_8472b795be24713977e168f8cbd160fc = L.marker(\n",
       "                [14.3, -23.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e51be23a477ca1854f1ef52cefa15a98 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8472b795be24713977e168f8cbd160fc.setIcon(icon_e51be23a477ca1854f1ef52cefa15a98);\n",
       "        \n",
       "    \n",
       "            var marker_6e1afd135fb2af4e09ab0121a860a9bf = L.marker(\n",
       "                [18.5, -80.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ce9b2d1e0208b277dadad93300b45688 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_6e1afd135fb2af4e09ab0121a860a9bf.setIcon(icon_ce9b2d1e0208b277dadad93300b45688);\n",
       "        \n",
       "    \n",
       "            var marker_8ecd083e88c27f14e6a246f2dd946038 = L.marker(\n",
       "                [19.4, -85.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_957c643ce4b2b321098008f2fd7931a6 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8ecd083e88c27f14e6a246f2dd946038.setIcon(icon_957c643ce4b2b321098008f2fd7931a6);\n",
       "        \n",
       "    \n",
       "            var marker_25c5ce6f1597ed89fc7a1e93228008c2 = L.marker(\n",
       "                [25.9, -68.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_31d8ae59705b865a14cf09e0490337c2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_25c5ce6f1597ed89fc7a1e93228008c2.setIcon(icon_31d8ae59705b865a14cf09e0490337c2);\n",
       "        \n",
       "    \n",
       "            var marker_a2318c4bf57869275620dc5a46792796 = L.marker(\n",
       "                [22.3, -64.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_4166eace746b45c03f805b1a67e3ec48 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a2318c4bf57869275620dc5a46792796.setIcon(icon_4166eace746b45c03f805b1a67e3ec48);\n",
       "        \n",
       "    \n",
       "            var marker_5843f82c2ecebe098e4d610ad272b8b1 = L.marker(\n",
       "                [23.4, -73.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e6b4be9fec09ae93e465aee49d9e8760 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5843f82c2ecebe098e4d610ad272b8b1.setIcon(icon_e6b4be9fec09ae93e465aee49d9e8760);\n",
       "        \n",
       "    \n",
       "            var marker_34dc8ab609c17a8519c1dca1ce414adf = L.marker(\n",
       "                [20.9, -66.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_8a9440e840740014841f0d0e511f25ba = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_34dc8ab609c17a8519c1dca1ce414adf.setIcon(icon_8a9440e840740014841f0d0e511f25ba);\n",
       "        \n",
       "    \n",
       "            var marker_814f6966601c3b0b3eae24bf82074900 = L.marker(\n",
       "                [23.0, -94.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e89b803f08f4041c44ab3a83adbc238c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_814f6966601c3b0b3eae24bf82074900.setIcon(icon_e89b803f08f4041c44ab3a83adbc238c);\n",
       "        \n",
       "    \n",
       "            var marker_1b0c6cf9f2e9b34f3325e680401e0bf1 = L.marker(\n",
       "                [16.4, -65.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_465d685798509f5ee4b5c0687b595e20 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1b0c6cf9f2e9b34f3325e680401e0bf1.setIcon(icon_465d685798509f5ee4b5c0687b595e20);\n",
       "        \n",
       "    \n",
       "            var marker_651c610c518802be22d0db15874a0725 = L.marker(\n",
       "                [22.0, -94.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0b5f7e1d9a8ae9c901c0dd0963a91115 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_651c610c518802be22d0db15874a0725.setIcon(icon_0b5f7e1d9a8ae9c901c0dd0963a91115);\n",
       "        \n",
       "    \n",
       "            var marker_2a3f8b58096bc78db21a87c63373ed8e = L.marker(\n",
       "                [24.2, -71.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3111448a6530e4ec853d3884da5756f6 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2a3f8b58096bc78db21a87c63373ed8e.setIcon(icon_3111448a6530e4ec853d3884da5756f6);\n",
       "        \n",
       "    \n",
       "            var marker_cb4bb416d629105bdb6fd2a26455185d = L.marker(\n",
       "                [21.0, -62.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_2355fb216052f63533d2ef2a6637b289 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_cb4bb416d629105bdb6fd2a26455185d.setIcon(icon_2355fb216052f63533d2ef2a6637b289);\n",
       "        \n",
       "    \n",
       "            var marker_4ca5ca570df796aa985fb264ddc985a4 = L.marker(\n",
       "                [16.5, -57.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_039c5c88a2f53af9e1e09a0407243338 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4ca5ca570df796aa985fb264ddc985a4.setIcon(icon_039c5c88a2f53af9e1e09a0407243338);\n",
       "        \n",
       "    \n",
       "            var marker_ea0e16bd0b0e9790f2811cd20433b108 = L.marker(\n",
       "                [22.0, -52.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3d162f137ca1218986cbb9f9984e524f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ea0e16bd0b0e9790f2811cd20433b108.setIcon(icon_3d162f137ca1218986cbb9f9984e524f);\n",
       "        \n",
       "    \n",
       "            var marker_28892883cc15e47e6689da81baf55ef5 = L.marker(\n",
       "                [15.7, -56.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_193c21e0ec02380c413ce7e08ad3ed37 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_28892883cc15e47e6689da81baf55ef5.setIcon(icon_193c21e0ec02380c413ce7e08ad3ed37);\n",
       "        \n",
       "    \n",
       "            var marker_c82f063c10a0a943758c655175b16f8b = L.marker(\n",
       "                [21.0, -82.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_872e6891e26dc0537192222e8245c838 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c82f063c10a0a943758c655175b16f8b.setIcon(icon_872e6891e26dc0537192222e8245c838);\n",
       "        \n",
       "    \n",
       "            var marker_4031fbfe6d9b6adc3fab38030f90e88f = L.marker(\n",
       "                [18.9, -50.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b01f2130064f9e2ee01934431e0bdd0d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4031fbfe6d9b6adc3fab38030f90e88f.setIcon(icon_b01f2130064f9e2ee01934431e0bdd0d);\n",
       "        \n",
       "    \n",
       "            var marker_d5ba0550b90d0e76bfad303adbdc3c5a = L.marker(\n",
       "                [30.3, -63.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b371c969a7b3a3615ee3dfdde505a764 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d5ba0550b90d0e76bfad303adbdc3c5a.setIcon(icon_b371c969a7b3a3615ee3dfdde505a764);\n",
       "        \n",
       "    \n",
       "            var marker_11546b0e3841ee013b19d938ac6f9b5e = L.marker(\n",
       "                [21.0, -93.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3afe67e1fe67a1fb0bb02e9fcdb2158b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_11546b0e3841ee013b19d938ac6f9b5e.setIcon(icon_3afe67e1fe67a1fb0bb02e9fcdb2158b);\n",
       "        \n",
       "    \n",
       "            var marker_280045b3e83278f5007095cfeba6fdf7 = L.marker(\n",
       "                [25.4, -55.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e8a4f169b6bd6664ac1e71ddf20c6419 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_280045b3e83278f5007095cfeba6fdf7.setIcon(icon_e8a4f169b6bd6664ac1e71ddf20c6419);\n",
       "        \n",
       "    \n",
       "            var marker_a9b650cb3a73b90a9b3940e3368dd687 = L.marker(\n",
       "                [18.2, -79.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6c3f0ee3b8d65ccc8274ea309d941d2f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a9b650cb3a73b90a9b3940e3368dd687.setIcon(icon_6c3f0ee3b8d65ccc8274ea309d941d2f);\n",
       "        \n",
       "    \n",
       "            var marker_27df3b62b3ca43a459ff7344c65cb50d = L.marker(\n",
       "                [27.5, -90.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ca6247f6d7a23080d3951fc235ed3604 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_27df3b62b3ca43a459ff7344c65cb50d.setIcon(icon_ca6247f6d7a23080d3951fc235ed3604);\n",
       "        \n",
       "    \n",
       "            var marker_2462c68df30e539a922bb3618f3fa0d3 = L.marker(\n",
       "                [28.7, -78.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_31240e67a756799b921ba98997cb263b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2462c68df30e539a922bb3618f3fa0d3.setIcon(icon_31240e67a756799b921ba98997cb263b);\n",
       "        \n",
       "    \n",
       "            var marker_224be0e3bb44d849c32801518b55724f = L.marker(\n",
       "                [15.4, -62.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_bb01d79ddf2b1a0a852d262e8970f3e1 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_224be0e3bb44d849c32801518b55724f.setIcon(icon_bb01d79ddf2b1a0a852d262e8970f3e1);\n",
       "        \n",
       "    \n",
       "            var marker_a15a30605a40c61cb0b26d4b04f8e881 = L.marker(\n",
       "                [14.1, -58.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_29183db4a86be3ad616441c17f7e6fb4 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a15a30605a40c61cb0b26d4b04f8e881.setIcon(icon_29183db4a86be3ad616441c17f7e6fb4);\n",
       "        \n",
       "    \n",
       "            var marker_8bfbc601ee59e6d2a2823d2f71906f65 = L.marker(\n",
       "                [16.6, -42.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_304eb473742fe751c52ebe85563bbbe0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8bfbc601ee59e6d2a2823d2f71906f65.setIcon(icon_304eb473742fe751c52ebe85563bbbe0);\n",
       "        \n",
       "    \n",
       "            var marker_83878ec97fbb89fe0a9898abf9e01732 = L.marker(\n",
       "                [15.2, -36.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f341a13d7403df5db44d919de290430a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_83878ec97fbb89fe0a9898abf9e01732.setIcon(icon_f341a13d7403df5db44d919de290430a);\n",
       "        \n",
       "    \n",
       "            var marker_f41e86919048bbba64a6d067ea964252 = L.marker(\n",
       "                [29.0, -78.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_443c9544d5a367bf1ac1314ec19737d3 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f41e86919048bbba64a6d067ea964252.setIcon(icon_443c9544d5a367bf1ac1314ec19737d3);\n",
       "        \n",
       "    \n",
       "            var marker_968881c006317fdf2cf976a4534725e9 = L.marker(\n",
       "                [18.5, -82.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_bdf43bccc8305338d8c4e9cf924c49c9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_968881c006317fdf2cf976a4534725e9.setIcon(icon_bdf43bccc8305338d8c4e9cf924c49c9);\n",
       "        \n",
       "    \n",
       "            var marker_57fad5000ff6b31b1ce9cd10c89483b3 = L.marker(\n",
       "                [29.4, -75.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e59463237767e120c48fb5aeb3e076ee = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_57fad5000ff6b31b1ce9cd10c89483b3.setIcon(icon_e59463237767e120c48fb5aeb3e076ee);\n",
       "        \n",
       "    \n",
       "            var marker_4b2782a299b1374fc4f16f9ec00b3a36 = L.marker(\n",
       "                [21.9, -64.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_acc3aa221a5e82563fec21926dd0c602 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4b2782a299b1374fc4f16f9ec00b3a36.setIcon(icon_acc3aa221a5e82563fec21926dd0c602);\n",
       "        \n",
       "    \n",
       "            var marker_739cf6f87c544e02bf1ee72312ecf6f6 = L.marker(\n",
       "                [18.2, -59.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6fac9655ec74fb7cb680a3e3daf8ea98 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_739cf6f87c544e02bf1ee72312ecf6f6.setIcon(icon_6fac9655ec74fb7cb680a3e3daf8ea98);\n",
       "        \n",
       "    \n",
       "            var marker_106b94512e49b58da9821795cf436543 = L.marker(\n",
       "                [24.5, -73.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e71232f1543adbb584dfaaa3702b5a42 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_106b94512e49b58da9821795cf436543.setIcon(icon_e71232f1543adbb584dfaaa3702b5a42);\n",
       "        \n",
       "    \n",
       "            var marker_b31d05c12de4ae1dd739b55f2b502d63 = L.marker(\n",
       "                [16.6, -54.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_db47742b859e7aacc03ceda1d27780fa = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b31d05c12de4ae1dd739b55f2b502d63.setIcon(icon_db47742b859e7aacc03ceda1d27780fa);\n",
       "        \n",
       "    \n",
       "            var marker_9994fc701392decc42e14cad90de3705 = L.marker(\n",
       "                [17.5, -51.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b2b881fda0be0592cf98342e312ea75d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_9994fc701392decc42e14cad90de3705.setIcon(icon_b2b881fda0be0592cf98342e312ea75d);\n",
       "        \n",
       "    \n",
       "            var marker_910d6e036216bd71a1249742d672c350 = L.marker(\n",
       "                [16.8, -82.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d72021b07225194e5525dcf044603d4f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_910d6e036216bd71a1249742d672c350.setIcon(icon_d72021b07225194e5525dcf044603d4f);\n",
       "        \n",
       "    \n",
       "            var marker_06972196f8720f8599e857cd30fb689c = L.marker(\n",
       "                [29.2, -75.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1ec613133471ed6bb42333d17e415323 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_06972196f8720f8599e857cd30fb689c.setIcon(icon_1ec613133471ed6bb42333d17e415323);\n",
       "        \n",
       "    \n",
       "            var marker_cb33e0b99963a19732161947295049ab = L.marker(\n",
       "                [14.2, -49.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f4b8eeeeb6fbcc162ae63619d20983a0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_cb33e0b99963a19732161947295049ab.setIcon(icon_f4b8eeeeb6fbcc162ae63619d20983a0);\n",
       "        \n",
       "    \n",
       "            var marker_e35e83fe0e17ec8ffdb79d32c93bfe80 = L.marker(\n",
       "                [20.7, -69.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7e6c443c8d13405e38d0338a589de1e2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e35e83fe0e17ec8ffdb79d32c93bfe80.setIcon(icon_7e6c443c8d13405e38d0338a589de1e2);\n",
       "        \n",
       "    \n",
       "            var marker_232b6922346975d2a61b0e9d0071093c = L.marker(\n",
       "                [20.9, -67.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1aa33df9c26d7c49e2476b1c15238e04 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_232b6922346975d2a61b0e9d0071093c.setIcon(icon_1aa33df9c26d7c49e2476b1c15238e04);\n",
       "        \n",
       "    \n",
       "            var marker_d51467ccb34cf397c5e9763c2dbe224e = L.marker(\n",
       "                [20.9, -85.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_46d5c438f85bb472071c9d1a8cd57f23 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d51467ccb34cf397c5e9763c2dbe224e.setIcon(icon_46d5c438f85bb472071c9d1a8cd57f23);\n",
       "        \n",
       "    \n",
       "            var marker_f789969e882a493166852cf7adead85d = L.marker(\n",
       "                [14.8, -42.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d62ea4f104ec13f118a88b07a68df9e0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f789969e882a493166852cf7adead85d.setIcon(icon_d62ea4f104ec13f118a88b07a68df9e0);\n",
       "        \n",
       "    \n",
       "            var marker_30de3ffc9f0793b6076abb6a141bb483 = L.marker(\n",
       "                [24.0, -95.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_34519b731fe84b54d3506c38739f9623 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_30de3ffc9f0793b6076abb6a141bb483.setIcon(icon_34519b731fe84b54d3506c38739f9623);\n",
       "        \n",
       "    \n",
       "            var marker_1fb07117f88569c26b1415d74f0b630b = L.marker(\n",
       "                [28.9, -76.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5ae76969fc4c505ee231148817fc9636 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1fb07117f88569c26b1415d74f0b630b.setIcon(icon_5ae76969fc4c505ee231148817fc9636);\n",
       "        \n",
       "    \n",
       "            var marker_fe30d4b74a1dff41ea45c03e807f9f90 = L.marker(\n",
       "                [24.8, -69.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e36be1d98593171e189ecd9265a82d4c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_fe30d4b74a1dff41ea45c03e807f9f90.setIcon(icon_e36be1d98593171e189ecd9265a82d4c);\n",
       "        \n",
       "    \n",
       "            var marker_1036edb0b19667d3b9180d0c67e62513 = L.marker(\n",
       "                [22.2, -70.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_630a1a4517ba411b928c4edb595e2c9f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1036edb0b19667d3b9180d0c67e62513.setIcon(icon_630a1a4517ba411b928c4edb595e2c9f);\n",
       "        \n",
       "    \n",
       "            var marker_65f1c0f5993c13e25943145070756b7c = L.marker(\n",
       "                [20.8, -95.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d9a8930e1741972cc9cf0692794c8def = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_65f1c0f5993c13e25943145070756b7c.setIcon(icon_d9a8930e1741972cc9cf0692794c8def);\n",
       "        \n",
       "    \n",
       "            var marker_d8e667e9c24b87683aae7ab3586ce8f4 = L.marker(\n",
       "                [31.0, -53.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_962dfb98fdb911c67298caa6cd19da5c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d8e667e9c24b87683aae7ab3586ce8f4.setIcon(icon_962dfb98fdb911c67298caa6cd19da5c);\n",
       "        \n",
       "    \n",
       "            var marker_ce7ced87f32d6ce9eec7c1235056b23f = L.marker(\n",
       "                [12.8, -61.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_91f66305657ca1feb70b41194a1b920f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ce7ced87f32d6ce9eec7c1235056b23f.setIcon(icon_91f66305657ca1feb70b41194a1b920f);\n",
       "        \n",
       "    \n",
       "            var marker_4cb64eae88ce28fdaa5fa67bec33473f = L.marker(\n",
       "                [20.6, -55.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f7276106d3b9a90ae7b030d4ba930115 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4cb64eae88ce28fdaa5fa67bec33473f.setIcon(icon_f7276106d3b9a90ae7b030d4ba930115);\n",
       "        \n",
       "    \n",
       "            var marker_21ce910910004c3310adc6f8f1a46c4e = L.marker(\n",
       "                [18.0, -54.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_626c1af953c1259f649394a778e6f618 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_21ce910910004c3310adc6f8f1a46c4e.setIcon(icon_626c1af953c1259f649394a778e6f618);\n",
       "        \n",
       "    \n",
       "            var marker_985c1af456b891c39af5a20bf45350d1 = L.marker(\n",
       "                [24.0, -61.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e22abb3dad37d53b04af192c83550b9b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_985c1af456b891c39af5a20bf45350d1.setIcon(icon_e22abb3dad37d53b04af192c83550b9b);\n",
       "        \n",
       "    \n",
       "            var marker_163d0a512dfd55794da82348747684b2 = L.marker(\n",
       "                [21.3, -56.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_649a7af13b44462b0a654b9d18ee3297 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_163d0a512dfd55794da82348747684b2.setIcon(icon_649a7af13b44462b0a654b9d18ee3297);\n",
       "        \n",
       "    \n",
       "            var marker_bd55cc9f6ebbff1a8ba69a139044b0b4 = L.marker(\n",
       "                [21.0, -40.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1e18c3a1db8b2050198e504ea44f96ff = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_bd55cc9f6ebbff1a8ba69a139044b0b4.setIcon(icon_1e18c3a1db8b2050198e504ea44f96ff);\n",
       "        \n",
       "    \n",
       "            var marker_f5519e549162b8a5f4d8ecfe091253aa = L.marker(\n",
       "                [23.6, -96.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d1c7be38f3c86d66fd4f2b905fe9fcfa = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f5519e549162b8a5f4d8ecfe091253aa.setIcon(icon_d1c7be38f3c86d66fd4f2b905fe9fcfa);\n",
       "        \n",
       "    \n",
       "            var marker_a127de438f0d5299ae2443a45472abca = L.marker(\n",
       "                [19.8, -68.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_de3f66e5df5ba8ad5bdc1cb66f4d19fd = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a127de438f0d5299ae2443a45472abca.setIcon(icon_de3f66e5df5ba8ad5bdc1cb66f4d19fd);\n",
       "        \n",
       "    \n",
       "            var marker_6d9f221563f5aaf7ffaa77042040ad20 = L.marker(\n",
       "                [19.3, -62.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_a27d57f69f4ee7dca93403475c4fda9f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_6d9f221563f5aaf7ffaa77042040ad20.setIcon(icon_a27d57f69f4ee7dca93403475c4fda9f);\n",
       "        \n",
       "    \n",
       "            var marker_9a72a2ad0affd61445f5ab3a895f58e5 = L.marker(\n",
       "                [12.9, -59.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_2be3a03ae4d6ba3d3e75200d56e12d9a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_9a72a2ad0affd61445f5ab3a895f58e5.setIcon(icon_2be3a03ae4d6ba3d3e75200d56e12d9a);\n",
       "        \n",
       "    \n",
       "            var marker_b329dd37286df7c0b2d2ad67b075cd39 = L.marker(\n",
       "                [14.3, -75.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_26e3af3d45c4aa55ae5f13afebd16ba9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b329dd37286df7c0b2d2ad67b075cd39.setIcon(icon_26e3af3d45c4aa55ae5f13afebd16ba9);\n",
       "        \n",
       "    \n",
       "            var marker_e7cffb0833c7e99b673a291eb6ab16fe = L.marker(\n",
       "                [21.5, -96.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_daf205e0944da260c7ed3bd4f4781d39 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e7cffb0833c7e99b673a291eb6ab16fe.setIcon(icon_daf205e0944da260c7ed3bd4f4781d39);\n",
       "        \n",
       "    \n",
       "            var marker_773ce630ce6e514b19ea99781da7061b = L.marker(\n",
       "                [14.1, -53.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c89ab5d25946576aa597c769fd231038 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_773ce630ce6e514b19ea99781da7061b.setIcon(icon_c89ab5d25946576aa597c769fd231038);\n",
       "        \n",
       "    \n",
       "            var marker_2344f9240ba6f38a7c68531c8e331f1e = L.marker(\n",
       "                [26.9, -91.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_25c8467603b7ab3460b78a837ebf7ee8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2344f9240ba6f38a7c68531c8e331f1e.setIcon(icon_25c8467603b7ab3460b78a837ebf7ee8);\n",
       "        \n",
       "    \n",
       "            var marker_b06d2f8c1c7c8d7672297130ae3d0294 = L.marker(\n",
       "                [23.3, -69.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_38c0c19bb9af2cdf1191b085de412d8b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b06d2f8c1c7c8d7672297130ae3d0294.setIcon(icon_38c0c19bb9af2cdf1191b085de412d8b);\n",
       "        \n",
       "    \n",
       "            var marker_b105bfdc7f63588ddc1d0e8a5fda24c1 = L.marker(\n",
       "                [22.0, -93.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b40f1278a9e7e2d39951dc64b1856c74 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b105bfdc7f63588ddc1d0e8a5fda24c1.setIcon(icon_b40f1278a9e7e2d39951dc64b1856c74);\n",
       "        \n",
       "    \n",
       "            var marker_c7d3bb59718442a6eed216daa9cdbea6 = L.marker(\n",
       "                [14.5, -32.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_cc61e1c15fd97b7b739986c02c5d31d2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c7d3bb59718442a6eed216daa9cdbea6.setIcon(icon_cc61e1c15fd97b7b739986c02c5d31d2);\n",
       "        \n",
       "    \n",
       "            var marker_33ed1152d14b05209327f3dcd569d2df = L.marker(\n",
       "                [36.4, -65.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1c00133fe9a7af18c329225fd22966e6 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_33ed1152d14b05209327f3dcd569d2df.setIcon(icon_1c00133fe9a7af18c329225fd22966e6);\n",
       "        \n",
       "    \n",
       "            var marker_df2580c3f08ccb32305f15c9426e635c = L.marker(\n",
       "                [12.0, -35.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0d7a75b90191fa67a5f3eb7737e7a162 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_df2580c3f08ccb32305f15c9426e635c.setIcon(icon_0d7a75b90191fa67a5f3eb7737e7a162);\n",
       "        \n",
       "    \n",
       "            var marker_2ff60d2afb4aa711b0576e51a1857aad = L.marker(\n",
       "                [27.0, -76.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_833a0389db1359b3a00a421b3ff5ac35 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2ff60d2afb4aa711b0576e51a1857aad.setIcon(icon_833a0389db1359b3a00a421b3ff5ac35);\n",
       "        \n",
       "    \n",
       "            var marker_5162cf5724ac982ff3612bf3892d883a = L.marker(\n",
       "                [16.3, -67.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_cd85bd6708f8426bb0db0868b2a8afb3 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5162cf5724ac982ff3612bf3892d883a.setIcon(icon_cd85bd6708f8426bb0db0868b2a8afb3);\n",
       "        \n",
       "    \n",
       "            var marker_89faddc108bfef9f121a33b1dc7f728b = L.marker(\n",
       "                [15.6, -55.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_af02cb0556d9ea9822e78d542784280d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_89faddc108bfef9f121a33b1dc7f728b.setIcon(icon_af02cb0556d9ea9822e78d542784280d);\n",
       "        \n",
       "    \n",
       "            var marker_62192796e6ef8bafc6f5b8d2fd260f6f = L.marker(\n",
       "                [26.7, -72.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5bb5e82f14cc376268265f8c26a16bcc = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_62192796e6ef8bafc6f5b8d2fd260f6f.setIcon(icon_5bb5e82f14cc376268265f8c26a16bcc);\n",
       "        \n",
       "    \n",
       "            var marker_e2e2b5576191dc965fc2f6804a7b831b = L.marker(\n",
       "                [18.5, -57.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5562024c107083e8d79c07d96698bbcd = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e2e2b5576191dc965fc2f6804a7b831b.setIcon(icon_5562024c107083e8d79c07d96698bbcd);\n",
       "        \n",
       "    \n",
       "            var marker_8ed65c272c8a9fa814722f5c5bbf5142 = L.marker(\n",
       "                [27.2, -75.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d2da08ce38852c35970f37ae77decb11 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8ed65c272c8a9fa814722f5c5bbf5142.setIcon(icon_d2da08ce38852c35970f37ae77decb11);\n",
       "        \n",
       "    \n",
       "            var marker_7a712f30ced75a63c82b4a0fce386886 = L.marker(\n",
       "                [38.4, -65.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c709cdd8b3935020a7bb554c90201c37 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_7a712f30ced75a63c82b4a0fce386886.setIcon(icon_c709cdd8b3935020a7bb554c90201c37);\n",
       "        \n",
       "    \n",
       "            var marker_df599ec76039e806247c7f095d53dc5c = L.marker(\n",
       "                [32.3, -78.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_12e93200517b460c332efa8649c471fa = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_df599ec76039e806247c7f095d53dc5c.setIcon(icon_12e93200517b460c332efa8649c471fa);\n",
       "        \n",
       "    \n",
       "            var marker_878c2335869f6e812e20571eb10c85ed = L.marker(\n",
       "                [28.3, -95.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_bcf86c39d44fb90ac4e68563c71b7659 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_878c2335869f6e812e20571eb10c85ed.setIcon(icon_bcf86c39d44fb90ac4e68563c71b7659);\n",
       "        \n",
       "    \n",
       "            var marker_54ac4f1a8cd07a61cac8a7755015fa0c = L.marker(\n",
       "                [28.7, -41.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e9fdca9cc9e2cc28ac392d6c062273bf = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_54ac4f1a8cd07a61cac8a7755015fa0c.setIcon(icon_e9fdca9cc9e2cc28ac392d6c062273bf);\n",
       "        \n",
       "    \n",
       "            var marker_d833e5a5cff3fb906f556bcc256c1e90 = L.marker(\n",
       "                [23.3, -73.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0ed27b03131885d7982f5befb267a29d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d833e5a5cff3fb906f556bcc256c1e90.setIcon(icon_0ed27b03131885d7982f5befb267a29d);\n",
       "        \n",
       "    \n",
       "            var marker_9d810c67ee2f8884e0a93355885f2988 = L.marker(\n",
       "                [27.0, -54.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_152ff29e23b929844b7125f469debc8b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_9d810c67ee2f8884e0a93355885f2988.setIcon(icon_152ff29e23b929844b7125f469debc8b);\n",
       "        \n",
       "    \n",
       "            var marker_764f618dd84a7bc9fb339ec1a028c5fd = L.marker(\n",
       "                [24.7, -84.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f2dfde8bb54fb0a8ac118fc425b86e1e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_764f618dd84a7bc9fb339ec1a028c5fd.setIcon(icon_f2dfde8bb54fb0a8ac118fc425b86e1e);\n",
       "        \n",
       "    \n",
       "            var marker_895244837857f79909f7740003091111 = L.marker(\n",
       "                [13.8, -61.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_a98038e9664687310e75ce6b3f876aa9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_895244837857f79909f7740003091111.setIcon(icon_a98038e9664687310e75ce6b3f876aa9);\n",
       "        \n",
       "    \n",
       "            var marker_e0056aa55e7846a7c2330eec59d23b29 = L.marker(\n",
       "                [27.8, -71.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_00881c5c167d05e4b90ba34e2034367f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e0056aa55e7846a7c2330eec59d23b29.setIcon(icon_00881c5c167d05e4b90ba34e2034367f);\n",
       "        \n",
       "    \n",
       "            var marker_4d0b6f530b78b01c0f70cc2ed7401e5d = L.marker(\n",
       "                [12.2, -39.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_02d6b38232c420c442ea626544910a73 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4d0b6f530b78b01c0f70cc2ed7401e5d.setIcon(icon_02d6b38232c420c442ea626544910a73);\n",
       "        \n",
       "    \n",
       "            var marker_55acb6d86474c2a52189759757f234d6 = L.marker(\n",
       "                [25.6, -89.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_eefd30a2f6b366aa1a0e0684044bee4b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_55acb6d86474c2a52189759757f234d6.setIcon(icon_eefd30a2f6b366aa1a0e0684044bee4b);\n",
       "        \n",
       "    \n",
       "            var marker_6a895f7eee783c34f27b7c4a7a8dd6f1 = L.marker(\n",
       "                [12.4, -65.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_a92091cacb955e19836b998d8fe071d8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_6a895f7eee783c34f27b7c4a7a8dd6f1.setIcon(icon_a92091cacb955e19836b998d8fe071d8);\n",
       "        \n",
       "    \n",
       "            var marker_3a37431128fdf2b3faf6b8711ee4267d = L.marker(\n",
       "                [15.9, -46.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0efc81ba092862308160997e8f5f4274 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3a37431128fdf2b3faf6b8711ee4267d.setIcon(icon_0efc81ba092862308160997e8f5f4274);\n",
       "        \n",
       "    \n",
       "            var marker_4477052b8e94178b699df946a38a2297 = L.marker(\n",
       "                [18.8, -85.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3812f0dd7d9d339edb0a49493f26a943 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4477052b8e94178b699df946a38a2297.setIcon(icon_3812f0dd7d9d339edb0a49493f26a943);\n",
       "        \n",
       "    \n",
       "            var marker_9667c1ed89a113f0c233ef271b378a74 = L.marker(\n",
       "                [15.2, -25.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7cd4e8465803caf5481d27babada6bc8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_9667c1ed89a113f0c233ef271b378a74.setIcon(icon_7cd4e8465803caf5481d27babada6bc8);\n",
       "        \n",
       "    \n",
       "            var marker_c24c994479c6055c9bbfcd0ab5b09209 = L.marker(\n",
       "                [16.8, -40.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ecffa748354aa73c41933d3daa3fd2c5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c24c994479c6055c9bbfcd0ab5b09209.setIcon(icon_ecffa748354aa73c41933d3daa3fd2c5);\n",
       "        \n",
       "    \n",
       "            var marker_bf2755981ea702b6debaec12d24b9856 = L.marker(\n",
       "                [24.3, -71.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_db290700d0eb7db50294cbf694bea3c7 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_bf2755981ea702b6debaec12d24b9856.setIcon(icon_db290700d0eb7db50294cbf694bea3c7);\n",
       "        \n",
       "    \n",
       "            var marker_95f66423d7a76b3cd8f6e1c7180694c9 = L.marker(\n",
       "                [12.8, -81.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_fd9510d6ea0716fd986525e19a00bf16 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_95f66423d7a76b3cd8f6e1c7180694c9.setIcon(icon_fd9510d6ea0716fd986525e19a00bf16);\n",
       "        \n",
       "    \n",
       "            var marker_6b87f564fa6a9ba0459d7ec16f2f15f2 = L.marker(\n",
       "                [28.0, -51.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0dfc1a97801e94893fe1c7bc8c84fb0b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_6b87f564fa6a9ba0459d7ec16f2f15f2.setIcon(icon_0dfc1a97801e94893fe1c7bc8c84fb0b);\n",
       "        \n",
       "    \n",
       "            var marker_d72664be1856e5d063487816dd3d852b = L.marker(\n",
       "                [35.2, -75.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_483a28b69fa9e69fa5840c4522c42d35 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d72664be1856e5d063487816dd3d852b.setIcon(icon_483a28b69fa9e69fa5840c4522c42d35);\n",
       "        \n",
       "    \n",
       "            var marker_b024bd372b23dee8aa6aaf753c420b7a = L.marker(\n",
       "                [23.6, -66.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f4bad0b17ec83314605784ed82012b04 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b024bd372b23dee8aa6aaf753c420b7a.setIcon(icon_f4bad0b17ec83314605784ed82012b04);\n",
       "        \n",
       "    \n",
       "            var marker_fd41817847e04ca36605ee1c55a7146c = L.marker(\n",
       "                [28.1, -75.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7df883d88ae06916671a0427302bd2fe = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_fd41817847e04ca36605ee1c55a7146c.setIcon(icon_7df883d88ae06916671a0427302bd2fe);\n",
       "        \n",
       "    \n",
       "            var marker_69e6ea0e1428089d6289f6a9649eaa9e = L.marker(\n",
       "                [13.3, -48.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0638c7e5ad8ef55743fe039ea614ee81 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_69e6ea0e1428089d6289f6a9649eaa9e.setIcon(icon_0638c7e5ad8ef55743fe039ea614ee81);\n",
       "        \n",
       "    \n",
       "            var marker_bad3c501e35d61831c92ddb36afd494b = L.marker(\n",
       "                [17.9, -56.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b96cf3993a77435ef60253de0bfcf724 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_bad3c501e35d61831c92ddb36afd494b.setIcon(icon_b96cf3993a77435ef60253de0bfcf724);\n",
       "        \n",
       "    \n",
       "            var marker_733cbc94c9b456406c8b8e6b23cc0770 = L.marker(\n",
       "                [28.0, -93.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_9b5b94b15b1b345dadaf83faba0a0d40 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_733cbc94c9b456406c8b8e6b23cc0770.setIcon(icon_9b5b94b15b1b345dadaf83faba0a0d40);\n",
       "        \n",
       "    \n",
       "            var marker_b8d3a897a2e1c3162d24dd722c09c75a = L.marker(\n",
       "                [23.0, -48.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5b4e81c92e71591ca1afc3e038b56a61 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b8d3a897a2e1c3162d24dd722c09c75a.setIcon(icon_5b4e81c92e71591ca1afc3e038b56a61);\n",
       "        \n",
       "    \n",
       "            var marker_a7122955e479f2550bca2e40979bc99c = L.marker(\n",
       "                [13.2, -58.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_bb7ec7cd63ffaa5fa9011b492c9a143f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a7122955e479f2550bca2e40979bc99c.setIcon(icon_bb7ec7cd63ffaa5fa9011b492c9a143f);\n",
       "        \n",
       "    \n",
       "            var marker_95718ea8e545cf4b27e06ba697d5494f = L.marker(\n",
       "                [10.3, -56.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e46ffef619d95f7132166e5f181c5ed9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_95718ea8e545cf4b27e06ba697d5494f.setIcon(icon_e46ffef619d95f7132166e5f181c5ed9);\n",
       "        \n",
       "    \n",
       "            var marker_4fc20698dc5e21ccac58b7c7a637a884 = L.marker(\n",
       "                [33.5, -75.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_8c20b616010cc59108bf28f6cee2e361 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4fc20698dc5e21ccac58b7c7a637a884.setIcon(icon_8c20b616010cc59108bf28f6cee2e361);\n",
       "        \n",
       "    \n",
       "            var marker_f4ab0613e97f62a6c4894b73fbee80bb = L.marker(\n",
       "                [14.1, -51.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6f421be4b2d30f2d21402ef061de2ba0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f4ab0613e97f62a6c4894b73fbee80bb.setIcon(icon_6f421be4b2d30f2d21402ef061de2ba0);\n",
       "        \n",
       "    \n",
       "            var marker_a36ed736985d0c2501c50785f3adc50d = L.marker(\n",
       "                [17.8, -56.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5c1093ef6705619324c8719e43448e32 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a36ed736985d0c2501c50785f3adc50d.setIcon(icon_5c1093ef6705619324c8719e43448e32);\n",
       "        \n",
       "    \n",
       "            var marker_944a24ae988f7429f3d7bf9e7159627c = L.marker(\n",
       "                [24.4, -54.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_720e915e6ed05a7192e32e37243c6531 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_944a24ae988f7429f3d7bf9e7159627c.setIcon(icon_720e915e6ed05a7192e32e37243c6531);\n",
       "        \n",
       "    \n",
       "            var marker_5e73cb1325ba9393cfef3a44ace71a83 = L.marker(\n",
       "                [18.8, -52.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_88cbf700a3c27b77203c6f2b177b8350 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5e73cb1325ba9393cfef3a44ace71a83.setIcon(icon_88cbf700a3c27b77203c6f2b177b8350);\n",
       "        \n",
       "    \n",
       "            var marker_eaedad1cae48365fd6eca62c8754c55d = L.marker(\n",
       "                [23.4, -88.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_730558dc1daed037c7ba3c7e91eadcd9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_eaedad1cae48365fd6eca62c8754c55d.setIcon(icon_730558dc1daed037c7ba3c7e91eadcd9);\n",
       "        \n",
       "    \n",
       "            var marker_084e79f5e90e8a8d02b33b5cca6bd4f6 = L.marker(\n",
       "                [21.7, -84.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b474a3ef936c2a71b20b657ee39d1028 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_084e79f5e90e8a8d02b33b5cca6bd4f6.setIcon(icon_b474a3ef936c2a71b20b657ee39d1028);\n",
       "        \n",
       "    \n",
       "            var marker_d09ce7bcb7309cd22892edfa402a9e12 = L.marker(\n",
       "                [37.5, -51.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6f891170253380e353852bfb49c53b77 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d09ce7bcb7309cd22892edfa402a9e12.setIcon(icon_6f891170253380e353852bfb49c53b77);\n",
       "        \n",
       "    \n",
       "            var marker_5fb45e1c3141390cd030f3067f78c881 = L.marker(\n",
       "                [21.2, -64.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_83c84becd1e8002938f0f2b2847f3e7e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5fb45e1c3141390cd030f3067f78c881.setIcon(icon_83c84becd1e8002938f0f2b2847f3e7e);\n",
       "        \n",
       "    \n",
       "            var marker_56704b005dd7342f6e210e6f381387ba = L.marker(\n",
       "                [19.7, -40.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_461300c4f2602ca08153d3188fa22ea4 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_56704b005dd7342f6e210e6f381387ba.setIcon(icon_461300c4f2602ca08153d3188fa22ea4);\n",
       "        \n",
       "    \n",
       "            var marker_b276b3ff47fcbcbb5d050b5afe170d03 = L.marker(\n",
       "                [27.3, -59.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_dc412dbef1d6ad8df84e6b8e77b11c5c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b276b3ff47fcbcbb5d050b5afe170d03.setIcon(icon_dc412dbef1d6ad8df84e6b8e77b11c5c);\n",
       "        \n",
       "    \n",
       "            var marker_eff7cdaa99097186d93ab319b87573d3 = L.marker(\n",
       "                [18.5, -84.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_05b3c2f5cc4b3aa0c2c7b5fd7890318d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_eff7cdaa99097186d93ab319b87573d3.setIcon(icon_05b3c2f5cc4b3aa0c2c7b5fd7890318d);\n",
       "        \n",
       "    \n",
       "            var marker_ee001dfeecda651a1c38c2111c0203dc = L.marker(\n",
       "                [37.6, -54.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_eb388822069f689852bee283e682e6f8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ee001dfeecda651a1c38c2111c0203dc.setIcon(icon_eb388822069f689852bee283e682e6f8);\n",
       "        \n",
       "    \n",
       "            var marker_8259de659e74cfe7012f6dfd086df114 = L.marker(\n",
       "                [33.6, -67.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5a720d8ba5e58caa252825449966ae26 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8259de659e74cfe7012f6dfd086df114.setIcon(icon_5a720d8ba5e58caa252825449966ae26);\n",
       "        \n",
       "    \n",
       "            var marker_80581ba39f9b748ddbb17a2c55615240 = L.marker(\n",
       "                [33.0, -42.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_712a268335b2f271bcec44a8b3cedd6e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_80581ba39f9b748ddbb17a2c55615240.setIcon(icon_712a268335b2f271bcec44a8b3cedd6e);\n",
       "        \n",
       "    \n",
       "            var marker_c288949e18f257cc4b56f00eb227850f = L.marker(\n",
       "                [15.2, -39.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_988018399c35fe1a44306c2e8c52ad9c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c288949e18f257cc4b56f00eb227850f.setIcon(icon_988018399c35fe1a44306c2e8c52ad9c);\n",
       "        \n",
       "    \n",
       "            var marker_3e2b283964717d30728de78ca30fb144 = L.marker(\n",
       "                [15.8, -56.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_a3d59b0b3aecfb780789358a616d7963 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3e2b283964717d30728de78ca30fb144.setIcon(icon_a3d59b0b3aecfb780789358a616d7963);\n",
       "        \n",
       "    \n",
       "            var marker_a213d581ac8257288fa6d58378501894 = L.marker(\n",
       "                [24.8, -49.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5e34c92a0592284786a8437b275d6623 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a213d581ac8257288fa6d58378501894.setIcon(icon_5e34c92a0592284786a8437b275d6623);\n",
       "        \n",
       "    \n",
       "            var marker_950a4d86f76d76117878c51726ddba65 = L.marker(\n",
       "                [37.6, -55.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f567e8ddba42309ca7718ec8b053a3ea = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_950a4d86f76d76117878c51726ddba65.setIcon(icon_f567e8ddba42309ca7718ec8b053a3ea);\n",
       "        \n",
       "    \n",
       "            var marker_d595e4163057d8507ecf744671647cef = L.marker(\n",
       "                [14.7, -62.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_153dbda4e81bcd0b1a752213568c00c1 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d595e4163057d8507ecf744671647cef.setIcon(icon_153dbda4e81bcd0b1a752213568c00c1);\n",
       "        \n",
       "    \n",
       "            var marker_8afd1482ded7db3d5ff8b919a4acae09 = L.marker(\n",
       "                [26.3, -39.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_588deb9e688910d5ae0ef7dde5cbcb58 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8afd1482ded7db3d5ff8b919a4acae09.setIcon(icon_588deb9e688910d5ae0ef7dde5cbcb58);\n",
       "        \n",
       "    \n",
       "            var marker_8931a020e534124ffd7ba6b7eb3acf6f = L.marker(\n",
       "                [30.5, -77.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c485d1e0af140b2e8e48dd60170b2f4f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8931a020e534124ffd7ba6b7eb3acf6f.setIcon(icon_c485d1e0af140b2e8e48dd60170b2f4f);\n",
       "        \n",
       "    \n",
       "            var marker_e5e686ce798540f259ac64b2727056c4 = L.marker(\n",
       "                [22.6, -93.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c157c73a577036f67aee7ab5ea3ebe76 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e5e686ce798540f259ac64b2727056c4.setIcon(icon_c157c73a577036f67aee7ab5ea3ebe76);\n",
       "        \n",
       "    \n",
       "            var marker_fb72391ab9a843f75c14ebddb2b609b5 = L.marker(\n",
       "                [30.8, -64.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_73311274a0617d1a60ebe8bdd1c75e72 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_fb72391ab9a843f75c14ebddb2b609b5.setIcon(icon_73311274a0617d1a60ebe8bdd1c75e72);\n",
       "        \n",
       "    \n",
       "            var marker_cdf40ba965518bb07a07f511aeb9e7ee = L.marker(\n",
       "                [24.5, -83.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e6be37a294ba4043439442551d651b86 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_cdf40ba965518bb07a07f511aeb9e7ee.setIcon(icon_e6be37a294ba4043439442551d651b86);\n",
       "        \n",
       "    \n",
       "            var marker_5c477b6f253c07e2f5f197f25e366297 = L.marker(\n",
       "                [34.7, -68.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7927ef0438ab3fbc206d5b7216e727d9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5c477b6f253c07e2f5f197f25e366297.setIcon(icon_7927ef0438ab3fbc206d5b7216e727d9);\n",
       "        \n",
       "    \n",
       "            var marker_cde650bb680866fb57c717120e892998 = L.marker(\n",
       "                [36.4, -66.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c4a44a6e083cb3f4cee08aea8f7e4eb9 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_cde650bb680866fb57c717120e892998.setIcon(icon_c4a44a6e083cb3f4cee08aea8f7e4eb9);\n",
       "        \n",
       "    \n",
       "            var marker_9021a4fed8d65458167749f631697de0 = L.marker(\n",
       "                [35.2, -52.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3484c295307c2b51663f9ce3f4bd22b8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_9021a4fed8d65458167749f631697de0.setIcon(icon_3484c295307c2b51663f9ce3f4bd22b8);\n",
       "        \n",
       "    \n",
       "            var marker_58737c858b2a76219715af8f46ff885f = L.marker(\n",
       "                [21.7, -83.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f5289a53f430a5439bfda5d12396e3da = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_58737c858b2a76219715af8f46ff885f.setIcon(icon_f5289a53f430a5439bfda5d12396e3da);\n",
       "        \n",
       "    \n",
       "            var marker_c4c6797b9bded6dc63487792c7645326 = L.marker(\n",
       "                [35.5, -69.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_4c787e0cb12a4e6edc2e719578d15d77 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c4c6797b9bded6dc63487792c7645326.setIcon(icon_4c787e0cb12a4e6edc2e719578d15d77);\n",
       "        \n",
       "    \n",
       "            var marker_8ede84ae7e36db9728b34351837d79e7 = L.marker(\n",
       "                [20.7, -83.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_8775249b373e4c13ca38df219efb0d70 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8ede84ae7e36db9728b34351837d79e7.setIcon(icon_8775249b373e4c13ca38df219efb0d70);\n",
       "        \n",
       "    \n",
       "            var marker_215af7862ba436cca75c36753938702f = L.marker(\n",
       "                [15.5, -48.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f0fda2d520627516ecbd15e19473f087 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_215af7862ba436cca75c36753938702f.setIcon(icon_f0fda2d520627516ecbd15e19473f087);\n",
       "        \n",
       "    \n",
       "            var marker_21e0ce5bb92d55edf251ccd06972f950 = L.marker(\n",
       "                [17.3, -83.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_a22c0c6add6fd4162817297de062abdb = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_21e0ce5bb92d55edf251ccd06972f950.setIcon(icon_a22c0c6add6fd4162817297de062abdb);\n",
       "        \n",
       "    \n",
       "            var marker_a44fe1ae020a800c28e6213416568acf = L.marker(\n",
       "                [32.0, -78.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b87f73886bc7580350532b4e9a35ee97 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a44fe1ae020a800c28e6213416568acf.setIcon(icon_b87f73886bc7580350532b4e9a35ee97);\n",
       "        \n",
       "    \n",
       "            var marker_128335116d37daa6aa807714fc5c76c6 = L.marker(\n",
       "                [14.5, -49.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_96e09a1a46b362cd27d89897eb4dd1b5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_128335116d37daa6aa807714fc5c76c6.setIcon(icon_96e09a1a46b362cd27d89897eb4dd1b5);\n",
       "        \n",
       "    \n",
       "            var marker_c8220dac68a4958638a16b49297eb66a = L.marker(\n",
       "                [26.1, -64.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e1c2e5534331aaf0bc34f4e74be49ebb = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c8220dac68a4958638a16b49297eb66a.setIcon(icon_e1c2e5534331aaf0bc34f4e74be49ebb);\n",
       "        \n",
       "    \n",
       "            var marker_3eb64ac2f31222d150a1cbbe4877a7ce = L.marker(\n",
       "                [37.0, -66.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3a65b7058a1764fd8754e4831c2f54d5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3eb64ac2f31222d150a1cbbe4877a7ce.setIcon(icon_3a65b7058a1764fd8754e4831c2f54d5);\n",
       "        \n",
       "    \n",
       "            var marker_232d9f4078370ad5428016d5a92634fc = L.marker(\n",
       "                [32.2, -74.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_dd9bffbe8c3755d6d662ed4102b6e670 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_232d9f4078370ad5428016d5a92634fc.setIcon(icon_dd9bffbe8c3755d6d662ed4102b6e670);\n",
       "        \n",
       "    \n",
       "            var marker_3cf8751185e9f7ad69b5b5cd6583c440 = L.marker(\n",
       "                [24.3, -91.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_40605c8fc12e9ad82a47c6aae1429562 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3cf8751185e9f7ad69b5b5cd6583c440.setIcon(icon_40605c8fc12e9ad82a47c6aae1429562);\n",
       "        \n",
       "    \n",
       "            var marker_d00d2c2799acae5d2c6cf3664c8de466 = L.marker(\n",
       "                [28.0, -38.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ea8945086f564ac44d89b6e6d032dc33 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d00d2c2799acae5d2c6cf3664c8de466.setIcon(icon_ea8945086f564ac44d89b6e6d032dc33);\n",
       "        \n",
       "    \n",
       "            var marker_470750cc2e5dbbd4ee99e7bc85725bc8 = L.marker(\n",
       "                [10.3, -81.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_8fdd0f86830c0a1f8bfa0fb44b2f05a7 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_470750cc2e5dbbd4ee99e7bc85725bc8.setIcon(icon_8fdd0f86830c0a1f8bfa0fb44b2f05a7);\n",
       "        \n",
       "    \n",
       "            var marker_5909b93c6878ad0a981cd533dc912beb = L.marker(\n",
       "                [16.8, -81.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_8bdbf78f966af9248b82390492fe0375 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5909b93c6878ad0a981cd533dc912beb.setIcon(icon_8bdbf78f966af9248b82390492fe0375);\n",
       "        \n",
       "    \n",
       "            var marker_59d211172d2e0e9f1b294b8e8866edcd = L.marker(\n",
       "                [24.3, -87.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e856e18f00b63feb249104d9d91cc13a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_59d211172d2e0e9f1b294b8e8866edcd.setIcon(icon_e856e18f00b63feb249104d9d91cc13a);\n",
       "        \n",
       "    \n",
       "            var marker_a2f2cce9a17c84f21e9f7d866a262b74 = L.marker(\n",
       "                [23.0, -90.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5acca2fe134a9eef583614cc900d6fb0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a2f2cce9a17c84f21e9f7d866a262b74.setIcon(icon_5acca2fe134a9eef583614cc900d6fb0);\n",
       "        \n",
       "    \n",
       "            var marker_e8ce801590e20ccb5aac87d7d9da7c98 = L.marker(\n",
       "                [31.5, -66.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c970782a21ddee722a1d7b5cbd9c8d40 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e8ce801590e20ccb5aac87d7d9da7c98.setIcon(icon_c970782a21ddee722a1d7b5cbd9c8d40);\n",
       "        \n",
       "    \n",
       "            var marker_87287c61e2bc50f7f2139a7f95158e6f = L.marker(\n",
       "                [37.0, -36.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_a6d76e717e6300060fc915ea643f7e9d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_87287c61e2bc50f7f2139a7f95158e6f.setIcon(icon_a6d76e717e6300060fc915ea643f7e9d);\n",
       "        \n",
       "    \n",
       "            var marker_231e3cdbdb5a0f117fcde035494be750 = L.marker(\n",
       "                [46.0, -49.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_39ed8107630bbc6e963367d21ae6fcad = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_231e3cdbdb5a0f117fcde035494be750.setIcon(icon_39ed8107630bbc6e963367d21ae6fcad);\n",
       "        \n",
       "    \n",
       "            var marker_99bd27611257ce2ed881d21a35d990d4 = L.marker(\n",
       "                [37.2, -69.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_db6a4d96f93808b524c27760a6b54f1b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_99bd27611257ce2ed881d21a35d990d4.setIcon(icon_db6a4d96f93808b524c27760a6b54f1b);\n",
       "        \n",
       "    \n",
       "            var marker_f90942d165299ef60572e13d15cb1da3 = L.marker(\n",
       "                [13.2, -73.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c5d89332c9656b0183ce7c07f55a7938 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f90942d165299ef60572e13d15cb1da3.setIcon(icon_c5d89332c9656b0183ce7c07f55a7938);\n",
       "        \n",
       "    \n",
       "            var marker_b4dcd0af95d43425a513e74f6604a613 = L.marker(\n",
       "                [26.4, -93.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_92a077c8098ee6d10ea94508adcda1b0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b4dcd0af95d43425a513e74f6604a613.setIcon(icon_92a077c8098ee6d10ea94508adcda1b0);\n",
       "        \n",
       "    \n",
       "            var marker_c1d5f5889ceb21b777c9501f68c20967 = L.marker(\n",
       "                [27.9, -63.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f3e8720c62aa65608e34efda7cbca1ca = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c1d5f5889ceb21b777c9501f68c20967.setIcon(icon_f3e8720c62aa65608e34efda7cbca1ca);\n",
       "        \n",
       "    \n",
       "            var marker_ec5c10d6eb660099f827c1ac9160fda3 = L.marker(\n",
       "                [11.4, -82.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_133284be91d5179edf23eefb538f0742 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ec5c10d6eb660099f827c1ac9160fda3.setIcon(icon_133284be91d5179edf23eefb538f0742);\n",
       "        \n",
       "    \n",
       "            var marker_d1b7c462760ade73e3d1bdfbb7f57ce7 = L.marker(\n",
       "                [23.8, -85.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_9f9cb70fe6a24f3717956e2d7bdd6b29 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d1b7c462760ade73e3d1bdfbb7f57ce7.setIcon(icon_9f9cb70fe6a24f3717956e2d7bdd6b29);\n",
       "        \n",
       "    \n",
       "            var marker_c228e25209b60ce2844b4600e0350b1b = L.marker(\n",
       "                [38.8, -46.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_bb5556ee08a1d5b6e5a7f88ab52914ea = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c228e25209b60ce2844b4600e0350b1b.setIcon(icon_bb5556ee08a1d5b6e5a7f88ab52914ea);\n",
       "        \n",
       "    \n",
       "            var marker_09a961eaf4a663cf5b93a09364f55ced = L.marker(\n",
       "                [33.8, -70.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1fc06230ab6661d450aceee0cbf39bb8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_09a961eaf4a663cf5b93a09364f55ced.setIcon(icon_1fc06230ab6661d450aceee0cbf39bb8);\n",
       "        \n",
       "    \n",
       "            var marker_60d3b3283a513a9f86104850c4e9345c = L.marker(\n",
       "                [30.6, -65.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_297bebe18a82222175c4866a63d90fa8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_60d3b3283a513a9f86104850c4e9345c.setIcon(icon_297bebe18a82222175c4866a63d90fa8);\n",
       "        \n",
       "    \n",
       "            var marker_cbc48a86e2759289418c0ff66c6f841b = L.marker(\n",
       "                [19.8, -91.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_9ba996991f9018317681e02d2344126d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_cbc48a86e2759289418c0ff66c6f841b.setIcon(icon_9ba996991f9018317681e02d2344126d);\n",
       "        \n",
       "    \n",
       "            var marker_9beb10e1616df5b37abb2b81a399ffca = L.marker(\n",
       "                [26.9, -47.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_47bbd3033e921f8ed70e286eda223849 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_9beb10e1616df5b37abb2b81a399ffca.setIcon(icon_47bbd3033e921f8ed70e286eda223849);\n",
       "        \n",
       "    \n",
       "            var marker_35ecec018ae907fe9db8e641eb8a9e10 = L.marker(\n",
       "                [31.9, -55.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1b6c2b108a97c6676a8c4eb614fd2e56 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_35ecec018ae907fe9db8e641eb8a9e10.setIcon(icon_1b6c2b108a97c6676a8c4eb614fd2e56);\n",
       "        \n",
       "    \n",
       "            var marker_8c01943336a60f3a2bd2cea71d422816 = L.marker(\n",
       "                [33.7, -67.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_eb4c8bd2c59fa0f875d8de222f48d34c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8c01943336a60f3a2bd2cea71d422816.setIcon(icon_eb4c8bd2c59fa0f875d8de222f48d34c);\n",
       "        \n",
       "    \n",
       "            var marker_d30dfe11ce2410d9ce71bfa7dc152193 = L.marker(\n",
       "                [17.0, -76.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5101d0bdfb9a0df6d20c0e011aae2584 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d30dfe11ce2410d9ce71bfa7dc152193.setIcon(icon_5101d0bdfb9a0df6d20c0e011aae2584);\n",
       "        \n",
       "    \n",
       "            var marker_213ae29205531ebc95b61ed6e44507a8 = L.marker(\n",
       "                [16.6, -80.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d63b0db2d13567e4440848ff1b3fa61d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_213ae29205531ebc95b61ed6e44507a8.setIcon(icon_d63b0db2d13567e4440848ff1b3fa61d);\n",
       "        \n",
       "    \n",
       "            var marker_e474b0a75217d233f4e67c69239030eb = L.marker(\n",
       "                [11.0, -53.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f1107a7a31a869437c6c756e0d5f85fa = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e474b0a75217d233f4e67c69239030eb.setIcon(icon_f1107a7a31a869437c6c756e0d5f85fa);\n",
       "        \n",
       "    \n",
       "            var marker_ad6ec4b3a3fad3cb2fe8492a9ff2534d = L.marker(\n",
       "                [35.9, -70.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3eb2397fdd0e38051f06e8636eb196cf = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ad6ec4b3a3fad3cb2fe8492a9ff2534d.setIcon(icon_3eb2397fdd0e38051f06e8636eb196cf);\n",
       "        \n",
       "    \n",
       "            var marker_b01e99d6033132f2baaa4b3d76cdba8c = L.marker(\n",
       "                [23.3, -94.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_41dcdb06d2516faf5995fbd29964347a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b01e99d6033132f2baaa4b3d76cdba8c.setIcon(icon_41dcdb06d2516faf5995fbd29964347a);\n",
       "        \n",
       "    \n",
       "            var marker_d717aa57ac7727a23640ceff56ae4300 = L.marker(\n",
       "                [34.9, -46.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d8b26761a25d5e40457130978611bd99 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d717aa57ac7727a23640ceff56ae4300.setIcon(icon_d8b26761a25d5e40457130978611bd99);\n",
       "        \n",
       "    \n",
       "            var marker_bef504907dd4f3a6dbcb000dfe488e1c = L.marker(\n",
       "                [19.5, -68.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_607df237e7bc2aeae26d31b6f8028b2b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_bef504907dd4f3a6dbcb000dfe488e1c.setIcon(icon_607df237e7bc2aeae26d31b6f8028b2b);\n",
       "        \n",
       "    \n",
       "            var marker_5c38b49d19d50618bf72ca61b3429073 = L.marker(\n",
       "                [26.5, -60.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_70df7a6a456e271715071a53892842bc = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5c38b49d19d50618bf72ca61b3429073.setIcon(icon_70df7a6a456e271715071a53892842bc);\n",
       "        \n",
       "    \n",
       "            var marker_95eca1118c7134835c863a157ec7cb50 = L.marker(\n",
       "                [15.8, -44.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d140d5763395c8ecaf7d7e7219f9d57a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_95eca1118c7134835c863a157ec7cb50.setIcon(icon_d140d5763395c8ecaf7d7e7219f9d57a);\n",
       "        \n",
       "    \n",
       "            var marker_57a899ca6e7cbd55661b826ef7ee43ef = L.marker(\n",
       "                [26.6, -74.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0d5de36ecbe54feb36cf473d3ffcc2d5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_57a899ca6e7cbd55661b826ef7ee43ef.setIcon(icon_0d5de36ecbe54feb36cf473d3ffcc2d5);\n",
       "        \n",
       "    \n",
       "            var marker_ee9103b13115076270130d6e7c8307e9 = L.marker(\n",
       "                [41.2, -59.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6484500ae36653892680e0910751037a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ee9103b13115076270130d6e7c8307e9.setIcon(icon_6484500ae36653892680e0910751037a);\n",
       "        \n",
       "    \n",
       "            var marker_f7baea70dcbbe359db0f93ebc66a7eae = L.marker(\n",
       "                [26.5, -62.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_2965994380d924db016c8d646774ef24 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f7baea70dcbbe359db0f93ebc66a7eae.setIcon(icon_2965994380d924db016c8d646774ef24);\n",
       "        \n",
       "    \n",
       "            var marker_d4420a0e59a0c8d65b195e7a0de6898a = L.marker(\n",
       "                [18.3, -51.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_35d0af6a52d6cb340af564e50216a25e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d4420a0e59a0c8d65b195e7a0de6898a.setIcon(icon_35d0af6a52d6cb340af564e50216a25e);\n",
       "        \n",
       "    \n",
       "            var marker_b8c5269be08a567cbd51c3957f510f12 = L.marker(\n",
       "                [29.1, -59.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_619d7bedae96e55a21e8bfff3f459b9c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b8c5269be08a567cbd51c3957f510f12.setIcon(icon_619d7bedae96e55a21e8bfff3f459b9c);\n",
       "        \n",
       "    \n",
       "            var marker_33d4f247caa000968ef371ec3a35f133 = L.marker(\n",
       "                [24.9, -58.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_97625be49196e6e55ac8170e667077f1 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_33d4f247caa000968ef371ec3a35f133.setIcon(icon_97625be49196e6e55ac8170e667077f1);\n",
       "        \n",
       "    \n",
       "            var marker_379e6703b36e105ad5421525c75ccdcc = L.marker(\n",
       "                [26.5, -90.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_95d4c8a07058d507a720de2896efcfd0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_379e6703b36e105ad5421525c75ccdcc.setIcon(icon_95d4c8a07058d507a720de2896efcfd0);\n",
       "        \n",
       "    \n",
       "            var marker_a7e74e05ab650b0dbdc6196e314aecfa = L.marker(\n",
       "                [28.7, -91.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_702943499b71e7ad5133e98db2f8e417 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a7e74e05ab650b0dbdc6196e314aecfa.setIcon(icon_702943499b71e7ad5133e98db2f8e417);\n",
       "        \n",
       "    \n",
       "            var marker_5148412dae722a219feb8ef8992eb2d0 = L.marker(\n",
       "                [35.5, -67.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6c82d02c3e76da345f62ea79b6dbc8ef = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5148412dae722a219feb8ef8992eb2d0.setIcon(icon_6c82d02c3e76da345f62ea79b6dbc8ef);\n",
       "        \n",
       "    \n",
       "            var marker_20b45832f20c2d94b1f7b9e7a2cf40e9 = L.marker(\n",
       "                [35.5, -59.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7a789c52cb8d4beb9d7b2c98735ae2d3 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_20b45832f20c2d94b1f7b9e7a2cf40e9.setIcon(icon_7a789c52cb8d4beb9d7b2c98735ae2d3);\n",
       "        \n",
       "    \n",
       "            var marker_ba6c8ee811ce222cb3ddd2e3e674f870 = L.marker(\n",
       "                [39.2, -63.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_df538da46913b10bb9a1e10d74b5f958 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ba6c8ee811ce222cb3ddd2e3e674f870.setIcon(icon_df538da46913b10bb9a1e10d74b5f958);\n",
       "        \n",
       "    \n",
       "            var marker_5f107c210c01d8a4a19dfe9b3729e391 = L.marker(\n",
       "                [14.0, -43.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ded60ef66505fcef3a7ba5858eee64e4 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5f107c210c01d8a4a19dfe9b3729e391.setIcon(icon_ded60ef66505fcef3a7ba5858eee64e4);\n",
       "        \n",
       "    \n",
       "            var marker_8e2adcfa53c36c4eff452125516c4257 = L.marker(\n",
       "                [29.3, -68.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f720742369d5d1b2eaa07506fc9fb1c2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8e2adcfa53c36c4eff452125516c4257.setIcon(icon_f720742369d5d1b2eaa07506fc9fb1c2);\n",
       "        \n",
       "    \n",
       "            var marker_640deb2ad06ec0997c46bfe1bd91773b = L.marker(\n",
       "                [31.4, -44.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_887e13ed67fca578e2e7a39c9a3da30c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_640deb2ad06ec0997c46bfe1bd91773b.setIcon(icon_887e13ed67fca578e2e7a39c9a3da30c);\n",
       "        \n",
       "    \n",
       "            var marker_eb42c70a33982be44e5703ec16e178fd = L.marker(\n",
       "                [14.0, -77.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0722b125ea1bc6782d6e3e9968e39306 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_eb42c70a33982be44e5703ec16e178fd.setIcon(icon_0722b125ea1bc6782d6e3e9968e39306);\n",
       "        \n",
       "    \n",
       "            var marker_6ff6f6eb075cb1febf6498fd1ccf4e37 = L.marker(\n",
       "                [26.2, -74.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_52f3e4aeedb5f5b7401aca0adf696ecf = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_6ff6f6eb075cb1febf6498fd1ccf4e37.setIcon(icon_52f3e4aeedb5f5b7401aca0adf696ecf);\n",
       "        \n",
       "    \n",
       "            var marker_aaef1b410cdf3fb2fd4a5e91f3ad3aec = L.marker(\n",
       "                [26.2, -91.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_94bbef7e76c5ce216ac972a912746103 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_aaef1b410cdf3fb2fd4a5e91f3ad3aec.setIcon(icon_94bbef7e76c5ce216ac972a912746103);\n",
       "        \n",
       "    \n",
       "            var marker_939aeada499ebe0bf5b1f9abb288c0f1 = L.marker(\n",
       "                [11.8, -48.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_987c902c9a84fa1e4e8f830b47d690ca = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_939aeada499ebe0bf5b1f9abb288c0f1.setIcon(icon_987c902c9a84fa1e4e8f830b47d690ca);\n",
       "        \n",
       "    \n",
       "            var marker_22f1e2db47f16351b6f92c547993202e = L.marker(\n",
       "                [12.9, -48.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f76ec4a61b02ae1a3fc20e12a98660e0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_22f1e2db47f16351b6f92c547993202e.setIcon(icon_f76ec4a61b02ae1a3fc20e12a98660e0);\n",
       "        \n",
       "    \n",
       "            var marker_46e2e9036f4383e576172c679aa39235 = L.marker(\n",
       "                [24.4, -37.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ba639d49a287ef6cc5381b9abc3590c5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_46e2e9036f4383e576172c679aa39235.setIcon(icon_ba639d49a287ef6cc5381b9abc3590c5);\n",
       "        \n",
       "    \n",
       "            var marker_1f81d8319e665086270af5376aba66b2 = L.marker(\n",
       "                [20.2, -94.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_40e12f0b09d25b7bea0ab549bd48cc89 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1f81d8319e665086270af5376aba66b2.setIcon(icon_40e12f0b09d25b7bea0ab549bd48cc89);\n",
       "        \n",
       "    \n",
       "            var marker_7e7cd3e26749d0bda45ab94e5523b6ce = L.marker(\n",
       "                [12.4, -51.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c80b3becfeed561c17e847026dc987ab = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_7e7cd3e26749d0bda45ab94e5523b6ce.setIcon(icon_c80b3becfeed561c17e847026dc987ab);\n",
       "        \n",
       "    \n",
       "            var marker_5e0722bef7c12495fb8c73c118674947 = L.marker(\n",
       "                [22.0, -38.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5b676e7df691afcb3d50b9a0fdb08bcb = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5e0722bef7c12495fb8c73c118674947.setIcon(icon_5b676e7df691afcb3d50b9a0fdb08bcb);\n",
       "        \n",
       "    \n",
       "            var marker_d088bdb0904980ec5b77bf80ab7cd8a2 = L.marker(\n",
       "                [39.6, -65.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_83617ba869d40d78280d26f4606d580d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d088bdb0904980ec5b77bf80ab7cd8a2.setIcon(icon_83617ba869d40d78280d26f4606d580d);\n",
       "        \n",
       "    \n",
       "            var marker_86be10e3b18c14048fe19963ff59f78a = L.marker(\n",
       "                [30.4, -42.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c91db51e168a506c63aeabe68fce5e23 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_86be10e3b18c14048fe19963ff59f78a.setIcon(icon_c91db51e168a506c63aeabe68fce5e23);\n",
       "        \n",
       "    \n",
       "            var marker_b9d03d9e9973582569c0944a4f43ec89 = L.marker(\n",
       "                [13.0, -25.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e989fac199cd749a3f1712cfc360b244 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b9d03d9e9973582569c0944a4f43ec89.setIcon(icon_e989fac199cd749a3f1712cfc360b244);\n",
       "        \n",
       "    \n",
       "            var marker_1435964e7dc2967dbe153426a4dece13 = L.marker(\n",
       "                [40.2, -59.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5e7ad06c40a14b68a5adb76cc9f81d31 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1435964e7dc2967dbe153426a4dece13.setIcon(icon_5e7ad06c40a14b68a5adb76cc9f81d31);\n",
       "        \n",
       "    \n",
       "            var marker_598af72c50bda6c962a81275485f4412 = L.marker(\n",
       "                [30.1, -30.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3c2152cb3517b4cf0adc28c7de1ae672 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_598af72c50bda6c962a81275485f4412.setIcon(icon_3c2152cb3517b4cf0adc28c7de1ae672);\n",
       "        \n",
       "    \n",
       "            var marker_3bc58cd2bfbf4e8c61e996255ff0e015 = L.marker(\n",
       "                [24.1, -87.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1342878a9e83f5cda28315c545515d87 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3bc58cd2bfbf4e8c61e996255ff0e015.setIcon(icon_1342878a9e83f5cda28315c545515d87);\n",
       "        \n",
       "    \n",
       "            var marker_fda4dc1cb49935ce1e369498060cf71b = L.marker(\n",
       "                [37.7, -44.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6413bf30b96d3e9574d9722d0102b8db = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_fda4dc1cb49935ce1e369498060cf71b.setIcon(icon_6413bf30b96d3e9574d9722d0102b8db);\n",
       "        \n",
       "    \n",
       "            var marker_5773fbdbcb318848d60e5913ae41618c = L.marker(\n",
       "                [36.3, -73.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b98be4a007974cc7dd99f034c82ff027 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_5773fbdbcb318848d60e5913ae41618c.setIcon(icon_b98be4a007974cc7dd99f034c82ff027);\n",
       "        \n",
       "    \n",
       "            var marker_b1e48a58974b607e6f23b11ebc95e75a = L.marker(\n",
       "                [34.6, -63.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_cee4310466fab7193f8924833f53b7b0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b1e48a58974b607e6f23b11ebc95e75a.setIcon(icon_cee4310466fab7193f8924833f53b7b0);\n",
       "        \n",
       "    \n",
       "            var marker_416700552cbbfc515c5b5c0817b7eb7f = L.marker(\n",
       "                [21.7, -67.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ff8284c01cf35f0a7357fbbecbe6428a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_416700552cbbfc515c5b5c0817b7eb7f.setIcon(icon_ff8284c01cf35f0a7357fbbecbe6428a);\n",
       "        \n",
       "    \n",
       "            var marker_ffc462c548f467a62541a714888879c4 = L.marker(\n",
       "                [24.8, -74.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3775a1102827046b1f5e6489fc373ed0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ffc462c548f467a62541a714888879c4.setIcon(icon_3775a1102827046b1f5e6489fc373ed0);\n",
       "        \n",
       "    \n",
       "            var marker_e2410d2e84c6623ef4ba4a7650efd7ba = L.marker(\n",
       "                [20.2, -57.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_dff6d75f45a83a3f760e76a90c7d5417 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e2410d2e84c6623ef4ba4a7650efd7ba.setIcon(icon_dff6d75f45a83a3f760e76a90c7d5417);\n",
       "        \n",
       "    \n",
       "            var marker_ef564257e339bc1997157231286adafe = L.marker(\n",
       "                [15.6, -50.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ccd59960223939dbe87f2aafaa04fdf4 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ef564257e339bc1997157231286adafe.setIcon(icon_ccd59960223939dbe87f2aafaa04fdf4);\n",
       "        \n",
       "    \n",
       "            var marker_0c122fb4e5f6d08a055bd995a9bb17f3 = L.marker(\n",
       "                [19.6, -80.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5fcfef8376ae96fe2d98e0489a6737a5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_0c122fb4e5f6d08a055bd995a9bb17f3.setIcon(icon_5fcfef8376ae96fe2d98e0489a6737a5);\n",
       "        \n",
       "    \n",
       "            var marker_2b2dd51f01d280844649d79f6e3d75c6 = L.marker(\n",
       "                [24.0, -83.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_40ed20ae9fe5eca9cf7c86b061cf90e2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2b2dd51f01d280844649d79f6e3d75c6.setIcon(icon_40ed20ae9fe5eca9cf7c86b061cf90e2);\n",
       "        \n",
       "    \n",
       "            var marker_beb196a3cedb618c5b8bd2a2cce984cd = L.marker(\n",
       "                [25.6, -71.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0c68977bd7ebebc02fc6094a092937bd = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_beb196a3cedb618c5b8bd2a2cce984cd.setIcon(icon_0c68977bd7ebebc02fc6094a092937bd);\n",
       "        \n",
       "    \n",
       "            var marker_1134799bdd4ee202a0097fc2f9fe2600 = L.marker(\n",
       "                [27.4, -93.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_125d0c03f155b90246bcd6e7c3f65bc3 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1134799bdd4ee202a0097fc2f9fe2600.setIcon(icon_125d0c03f155b90246bcd6e7c3f65bc3);\n",
       "        \n",
       "    \n",
       "            var marker_b344977cbd22016a062471b47cdae1f8 = L.marker(\n",
       "                [25.5, -96.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_93cd346bd698b988e8f5ef75e689c71f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b344977cbd22016a062471b47cdae1f8.setIcon(icon_93cd346bd698b988e8f5ef75e689c71f);\n",
       "        \n",
       "    \n",
       "            var marker_394016bcd6110ad38cdb6d36a3f369ed = L.marker(\n",
       "                [32.8, -60.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_4f3de74d11e3f1f8cb906e611fc9b43f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_394016bcd6110ad38cdb6d36a3f369ed.setIcon(icon_4f3de74d11e3f1f8cb906e611fc9b43f);\n",
       "        \n",
       "    \n",
       "            var marker_b03f0b9b77ae0e1d28503f51b959177d = L.marker(\n",
       "                [30.5, -80.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f2dcb02679d889f173c01b525c44b222 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b03f0b9b77ae0e1d28503f51b959177d.setIcon(icon_f2dcb02679d889f173c01b525c44b222);\n",
       "        \n",
       "    \n",
       "            var marker_59ce4b9d8692ba5f4ffeea70d96802fd = L.marker(\n",
       "                [29.7, -60.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_38c4e6504a076905c4d92831d1845ae7 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_59ce4b9d8692ba5f4ffeea70d96802fd.setIcon(icon_38c4e6504a076905c4d92831d1845ae7);\n",
       "        \n",
       "    \n",
       "            var marker_805257395df57b789030e102d1d8e60f = L.marker(\n",
       "                [27.2, -72.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_bf443c675afd79982ede4924e9de67c5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_805257395df57b789030e102d1d8e60f.setIcon(icon_bf443c675afd79982ede4924e9de67c5);\n",
       "        \n",
       "    \n",
       "            var marker_a6ebca6d9548f9de546706e1a5ea63d1 = L.marker(\n",
       "                [19.4, -64.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_17696386e05fe2346cd91d524e079c8d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a6ebca6d9548f9de546706e1a5ea63d1.setIcon(icon_17696386e05fe2346cd91d524e079c8d);\n",
       "        \n",
       "    \n",
       "            var marker_943673c3feab927542d5a4eb7f6a0974 = L.marker(\n",
       "                [31.1, -52.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e41338945324a510bf46f7786f9465ba = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_943673c3feab927542d5a4eb7f6a0974.setIcon(icon_e41338945324a510bf46f7786f9465ba);\n",
       "        \n",
       "    \n",
       "            var marker_8346a4af9712ddd524a7a82ba171eea8 = L.marker(\n",
       "                [30.5, -80.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1d5c6cf79eaabcb29141d3a95537e5ce = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8346a4af9712ddd524a7a82ba171eea8.setIcon(icon_1d5c6cf79eaabcb29141d3a95537e5ce);\n",
       "        \n",
       "    \n",
       "            var marker_05abf5325f4cce97fd7ab52affa5d0f7 = L.marker(\n",
       "                [35.2, -52.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3e78082eeef4003dad6be11efe6721b2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_05abf5325f4cce97fd7ab52affa5d0f7.setIcon(icon_3e78082eeef4003dad6be11efe6721b2);\n",
       "        \n",
       "    \n",
       "            var marker_4ce66c22a81d39167e7f8925e48132ff = L.marker(\n",
       "                [26.8, -91.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5babb5aa87fe50afcf4c1a5f2fbef2c8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4ce66c22a81d39167e7f8925e48132ff.setIcon(icon_5babb5aa87fe50afcf4c1a5f2fbef2c8);\n",
       "        \n",
       "    \n",
       "            var marker_8d37751589b104e4d548540d5c7337ff = L.marker(\n",
       "                [25.0, -85.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3fb83034dfcded7b8eb0c4b1ba238761 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8d37751589b104e4d548540d5c7337ff.setIcon(icon_3fb83034dfcded7b8eb0c4b1ba238761);\n",
       "        \n",
       "    \n",
       "            var marker_b2d1633540a5ea81ee637be2700fca91 = L.marker(\n",
       "                [17.7, -55.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_beb1b6dd6864fde8594f5e51d43d114a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b2d1633540a5ea81ee637be2700fca91.setIcon(icon_beb1b6dd6864fde8594f5e51d43d114a);\n",
       "        \n",
       "    \n",
       "            var marker_66dbba574dc724d68107c28adab92e33 = L.marker(\n",
       "                [27.8, -91.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ce835926f028cdff490557dcab6fed48 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_66dbba574dc724d68107c28adab92e33.setIcon(icon_ce835926f028cdff490557dcab6fed48);\n",
       "        \n",
       "    \n",
       "            var marker_02ec479cbd3729a42bc7fe640bf58ff1 = L.marker(\n",
       "                [21.1, -65.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ac91d9bc7b7d4d4eb1b94ccda6b3a434 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_02ec479cbd3729a42bc7fe640bf58ff1.setIcon(icon_ac91d9bc7b7d4d4eb1b94ccda6b3a434);\n",
       "        \n",
       "    \n",
       "            var marker_229e338f8d04557bdd182a0bee38ca0d = L.marker(\n",
       "                [27.7, -92.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7c80da3969fd6ed5154c4564f698f89a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_229e338f8d04557bdd182a0bee38ca0d.setIcon(icon_7c80da3969fd6ed5154c4564f698f89a);\n",
       "        \n",
       "    \n",
       "            var marker_977130b5d46254ac816c29285a005671 = L.marker(\n",
       "                [34.4, -76.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f25c1108aa186040c90a4d5207eee49a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_977130b5d46254ac816c29285a005671.setIcon(icon_f25c1108aa186040c90a4d5207eee49a);\n",
       "        \n",
       "    \n",
       "            var marker_c7c5b45c37a943afa57e579273d4dbd8 = L.marker(\n",
       "                [25.0, -53.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ba39ccde55655d1dc8fa864c1115cb9f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c7c5b45c37a943afa57e579273d4dbd8.setIcon(icon_ba39ccde55655d1dc8fa864c1115cb9f);\n",
       "        \n",
       "    \n",
       "            var marker_15774f3764a65a7631cff6f9772e15cb = L.marker(\n",
       "                [27.0, -61.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7663a3a0339738099451719c1c659673 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_15774f3764a65a7631cff6f9772e15cb.setIcon(icon_7663a3a0339738099451719c1c659673);\n",
       "        \n",
       "    \n",
       "            var marker_32396eae84542374bb8a9422a256a9df = L.marker(\n",
       "                [36.5, -43.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d1badfd467237ea22d36ee984465d5f7 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_32396eae84542374bb8a9422a256a9df.setIcon(icon_d1badfd467237ea22d36ee984465d5f7);\n",
       "        \n",
       "    \n",
       "            var marker_3712b8dc9b2a1522e30d1537ad035629 = L.marker(\n",
       "                [15.1, -66.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d34b16db9f07bff7991eba7571e41382 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3712b8dc9b2a1522e30d1537ad035629.setIcon(icon_d34b16db9f07bff7991eba7571e41382);\n",
       "        \n",
       "    \n",
       "            var marker_26b1b38dbd90d15e08d3f3e33adc6646 = L.marker(\n",
       "                [24.0, -82.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c748b882cdf0887487100ee2dd84f25e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_26b1b38dbd90d15e08d3f3e33adc6646.setIcon(icon_c748b882cdf0887487100ee2dd84f25e);\n",
       "        \n",
       "    \n",
       "            var marker_848b72faa0340a363715ff1e646e57a5 = L.marker(\n",
       "                [20.8, -96.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_68feb03f17e16d526a5b600ffc4827ce = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_848b72faa0340a363715ff1e646e57a5.setIcon(icon_68feb03f17e16d526a5b600ffc4827ce);\n",
       "        \n",
       "    \n",
       "            var marker_f7b492a012d3ab230f0c5aa4bf707914 = L.marker(\n",
       "                [27.4, -89.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6e6e3a876181680f8e3af407d3365bd5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f7b492a012d3ab230f0c5aa4bf707914.setIcon(icon_6e6e3a876181680f8e3af407d3365bd5);\n",
       "        \n",
       "    \n",
       "            var marker_1eca202d4754f43e72c02533a427c2de = L.marker(\n",
       "                [15.9, -66.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c96a4cf699eb6dd0432a07695f93867c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1eca202d4754f43e72c02533a427c2de.setIcon(icon_c96a4cf699eb6dd0432a07695f93867c);\n",
       "        \n",
       "    \n",
       "            var marker_3d9d4ec000fff0b1a954393c495b6e81 = L.marker(\n",
       "                [12.1, -38.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ea4d55ca9123bd264722b5ba6d3edb49 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3d9d4ec000fff0b1a954393c495b6e81.setIcon(icon_ea4d55ca9123bd264722b5ba6d3edb49);\n",
       "        \n",
       "    \n",
       "            var marker_65174739b033626282c4423d290e2f4d = L.marker(\n",
       "                [11.8, -74.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_50d9a70d4c0974b1f3601ac17488101c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_65174739b033626282c4423d290e2f4d.setIcon(icon_50d9a70d4c0974b1f3601ac17488101c);\n",
       "        \n",
       "    \n",
       "            var marker_3ab503a039b2859492fdef8ef88c38d9 = L.marker(\n",
       "                [27.9, -92.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_48c6b6fdbdb3742461d999f0e416eac1 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3ab503a039b2859492fdef8ef88c38d9.setIcon(icon_48c6b6fdbdb3742461d999f0e416eac1);\n",
       "        \n",
       "    \n",
       "            var marker_a4dcdf0fb4220d42386fff25b8c7b556 = L.marker(\n",
       "                [17.3, -58.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_93c203eff91a82d1a4648ce4964b238e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a4dcdf0fb4220d42386fff25b8c7b556.setIcon(icon_93c203eff91a82d1a4648ce4964b238e);\n",
       "        \n",
       "    \n",
       "            var marker_3e1438f6ae2204b2b85710fde06cfece = L.marker(\n",
       "                [28.8, -44.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_968bf4263e25d52a1ce3363cb6984714 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3e1438f6ae2204b2b85710fde06cfece.setIcon(icon_968bf4263e25d52a1ce3363cb6984714);\n",
       "        \n",
       "    \n",
       "            var marker_8e63252d507f5cc7e89fd09898797f11 = L.marker(\n",
       "                [36.0, -48.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_2f70e01dda59584dee2fb2e1babca2af = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8e63252d507f5cc7e89fd09898797f11.setIcon(icon_2f70e01dda59584dee2fb2e1babca2af);\n",
       "        \n",
       "    \n",
       "            var marker_64ebd5bf7049cb787fe99ed891d4ffb0 = L.marker(\n",
       "                [11.5, -31.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_be93ff228384f0aa8cec93b8e222c546 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_64ebd5bf7049cb787fe99ed891d4ffb0.setIcon(icon_be93ff228384f0aa8cec93b8e222c546);\n",
       "        \n",
       "    \n",
       "            var marker_020ec87b1bf2506f044bc6bccb5e214c = L.marker(\n",
       "                [12.8, -43.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_73f4523c8d8b301dd0a17e5b2e9c9e0b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_020ec87b1bf2506f044bc6bccb5e214c.setIcon(icon_73f4523c8d8b301dd0a17e5b2e9c9e0b);\n",
       "        \n",
       "    \n",
       "            var marker_a56731097e220a4de31439dfd02f6b3d = L.marker(\n",
       "                [28.1, -94.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0f6cf0a699c4d19568093664dc134bd4 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a56731097e220a4de31439dfd02f6b3d.setIcon(icon_0f6cf0a699c4d19568093664dc134bd4);\n",
       "        \n",
       "    \n",
       "            var marker_453cf383421057ea80b288fe1567a431 = L.marker(\n",
       "                [30.2, -73.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_70a25d2131dcba4b998b50e477b8b85a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_453cf383421057ea80b288fe1567a431.setIcon(icon_70a25d2131dcba4b998b50e477b8b85a);\n",
       "        \n",
       "    \n",
       "            var marker_8d3e791fb673db677bb30007564ec970 = L.marker(\n",
       "                [20.7, -94.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_9e2b684b1d6c2e4afd43cd94a87237ad = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_8d3e791fb673db677bb30007564ec970.setIcon(icon_9e2b684b1d6c2e4afd43cd94a87237ad);\n",
       "        \n",
       "    \n",
       "            var marker_e4164940271e51f353b660fc802c5e08 = L.marker(\n",
       "                [14.5, -55.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f5bfe39945a253a6b4b8c59a3073d92c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e4164940271e51f353b660fc802c5e08.setIcon(icon_f5bfe39945a253a6b4b8c59a3073d92c);\n",
       "        \n",
       "    \n",
       "            var marker_790cdd68ef9bb360c8a063e504be1408 = L.marker(\n",
       "                [15.9, -36.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c22e12f069db069c7fa16baa0e10cb7a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_790cdd68ef9bb360c8a063e504be1408.setIcon(icon_c22e12f069db069c7fa16baa0e10cb7a);\n",
       "        \n",
       "    \n",
       "            var marker_180bc8002fb4c434044eaaf265562ca4 = L.marker(\n",
       "                [30.0, -41.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_4cdfba8d2d5e2125ceb5a9d218a91643 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_180bc8002fb4c434044eaaf265562ca4.setIcon(icon_4cdfba8d2d5e2125ceb5a9d218a91643);\n",
       "        \n",
       "    \n",
       "            var marker_fa183182427a665d4e821f82650a2fad = L.marker(\n",
       "                [17.2, -61.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b91d4fa869e3f13cbdda16caaa1e4be5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_fa183182427a665d4e821f82650a2fad.setIcon(icon_b91d4fa869e3f13cbdda16caaa1e4be5);\n",
       "        \n",
       "    \n",
       "            var marker_775a258ee13cc224e295ff355dcec10e = L.marker(\n",
       "                [31.2, -55.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c57722f4aee745a1b495b59b7e654c34 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_775a258ee13cc224e295ff355dcec10e.setIcon(icon_c57722f4aee745a1b495b59b7e654c34);\n",
       "        \n",
       "    \n",
       "            var marker_f49499bd34d535936bcf256a731bed08 = L.marker(\n",
       "                [22.8, -63.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f301a4ce84cc43cd8f65c24a83bdbafa = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f49499bd34d535936bcf256a731bed08.setIcon(icon_f301a4ce84cc43cd8f65c24a83bdbafa);\n",
       "        \n",
       "    \n",
       "            var marker_7fe3b6c5393bad2388a0f088a508dc27 = L.marker(\n",
       "                [29.0, -77.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_46092587193057ea17c1a276a79c7efa = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_7fe3b6c5393bad2388a0f088a508dc27.setIcon(icon_46092587193057ea17c1a276a79c7efa);\n",
       "        \n",
       "    \n",
       "            var marker_c39468f6363051ec65bcc992242920ad = L.marker(\n",
       "                [26.2, -58.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3158dccf7ae966e10c462165a51ee254 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c39468f6363051ec65bcc992242920ad.setIcon(icon_3158dccf7ae966e10c462165a51ee254);\n",
       "        \n",
       "    \n",
       "            var marker_594e6b640f9a4ba555d38f835f79b976 = L.marker(\n",
       "                [31.6, -68.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_04333010c33d2837d9bb717295e06e5e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_594e6b640f9a4ba555d38f835f79b976.setIcon(icon_04333010c33d2837d9bb717295e06e5e);\n",
       "        \n",
       "    \n",
       "            var marker_55534420093dbfcb7fad1114650db74d = L.marker(\n",
       "                [38.2, -66.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7175026c98ea537acedd6a893ff88d1a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_55534420093dbfcb7fad1114650db74d.setIcon(icon_7175026c98ea537acedd6a893ff88d1a);\n",
       "        \n",
       "    \n",
       "            var marker_37b736cbcd3dc548063ef59257e6bffe = L.marker(\n",
       "                [25.8, -68.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c52ed999000b6d29b3bfeddb5eb8b7c4 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_37b736cbcd3dc548063ef59257e6bffe.setIcon(icon_c52ed999000b6d29b3bfeddb5eb8b7c4);\n",
       "        \n",
       "    \n",
       "            var marker_a7b2465c7cbc1918279143cf9125ba9e = L.marker(\n",
       "                [34.3, -58.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_2079e0e27148f02882b3d3e61a3a0170 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a7b2465c7cbc1918279143cf9125ba9e.setIcon(icon_2079e0e27148f02882b3d3e61a3a0170);\n",
       "        \n",
       "    \n",
       "            var marker_ba4c7688fe7d16e9d2e9524bb74e8433 = L.marker(\n",
       "                [34.7, -34.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_63e937b15833513bbb9a2e7ceeb75737 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ba4c7688fe7d16e9d2e9524bb74e8433.setIcon(icon_63e937b15833513bbb9a2e7ceeb75737);\n",
       "        \n",
       "    \n",
       "            var marker_736d0826cd583c9a3c02506c04d46de5 = L.marker(\n",
       "                [28.7, -61.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_398f03f7d80fffc1247475ffe5685d2f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_736d0826cd583c9a3c02506c04d46de5.setIcon(icon_398f03f7d80fffc1247475ffe5685d2f);\n",
       "        \n",
       "    \n",
       "            var marker_637eef49f6da6ae7fa7e5739c6c75261 = L.marker(\n",
       "                [26.9, -61.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_07af2f8102d1072bf27653e973e9ac34 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_637eef49f6da6ae7fa7e5739c6c75261.setIcon(icon_07af2f8102d1072bf27653e973e9ac34);\n",
       "        \n",
       "    \n",
       "            var marker_c950cf4bb21d14a6796a320653372d43 = L.marker(\n",
       "                [41.7, -58.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_7bdae6f11033244f323a372697164645 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c950cf4bb21d14a6796a320653372d43.setIcon(icon_7bdae6f11033244f323a372697164645);\n",
       "        \n",
       "    \n",
       "            var marker_2a2eabb2e4a4ba567865616a8dd7c963 = L.marker(\n",
       "                [21.1, -95.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_8a9d135a98a27ecca2e50c61599eb471 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2a2eabb2e4a4ba567865616a8dd7c963.setIcon(icon_8a9d135a98a27ecca2e50c61599eb471);\n",
       "        \n",
       "    \n",
       "            var marker_50a6c89ed442f8fade86f1b03a1425fe = L.marker(\n",
       "                [35.6, -55.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_51c9eba6ae7c6735ca5c342120f5c36c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_50a6c89ed442f8fade86f1b03a1425fe.setIcon(icon_51c9eba6ae7c6735ca5c342120f5c36c);\n",
       "        \n",
       "    \n",
       "            var marker_2afe9a67ab8feed64dbcd993ff07400c = L.marker(\n",
       "                [14.5, -46.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6f9d1dd1e2e23ba903827cc5050d719a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2afe9a67ab8feed64dbcd993ff07400c.setIcon(icon_6f9d1dd1e2e23ba903827cc5050d719a);\n",
       "        \n",
       "    \n",
       "            var marker_f92c7973e2481deee91010c1fe83f79a = L.marker(\n",
       "                [28.1, -54.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6b46de78b0d736ac6821a14bc947629c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f92c7973e2481deee91010c1fe83f79a.setIcon(icon_6b46de78b0d736ac6821a14bc947629c);\n",
       "        \n",
       "    \n",
       "            var marker_711226cc7a00332d071c9a998170fdd9 = L.marker(\n",
       "                [31.5, -74.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_6c2fe8f08e5634776307e27ea686ac8d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_711226cc7a00332d071c9a998170fdd9.setIcon(icon_6c2fe8f08e5634776307e27ea686ac8d);\n",
       "        \n",
       "    \n",
       "            var marker_c3477cecf69830c5ccbccdc2aa8a7bbb = L.marker(\n",
       "                [24.7, -86.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_26dc7b6549fa6468e4892428bfc4e596 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c3477cecf69830c5ccbccdc2aa8a7bbb.setIcon(icon_26dc7b6549fa6468e4892428bfc4e596);\n",
       "        \n",
       "    \n",
       "            var marker_60525501fa9d3b25523b4663629c17e7 = L.marker(\n",
       "                [23.6, -74.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d4705f32e76be718a050f1c95916fa40 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_60525501fa9d3b25523b4663629c17e7.setIcon(icon_d4705f32e76be718a050f1c95916fa40);\n",
       "        \n",
       "    \n",
       "            var marker_d2071c24bde79be22f81bbc3cbbb3d96 = L.marker(\n",
       "                [18.9, -52.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_99d2fc850e3c7f9ac2de44fa4bf1a5c2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d2071c24bde79be22f81bbc3cbbb3d96.setIcon(icon_99d2fc850e3c7f9ac2de44fa4bf1a5c2);\n",
       "        \n",
       "    \n",
       "            var marker_d5374664b66123f99a18ac43a4b525a4 = L.marker(\n",
       "                [14.9, -38.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f593e162dbf182a1c2967a36b036c2db = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_d5374664b66123f99a18ac43a4b525a4.setIcon(icon_f593e162dbf182a1c2967a36b036c2db);\n",
       "        \n",
       "    \n",
       "            var marker_961f7d097be8b8420572a37944f55c23 = L.marker(\n",
       "                [15.0, -53.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1c0f274f67039da4c9fc61c9a236591a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_961f7d097be8b8420572a37944f55c23.setIcon(icon_1c0f274f67039da4c9fc61c9a236591a);\n",
       "        \n",
       "    \n",
       "            var marker_0bc1b5d880357d88d6e4837f9f863e47 = L.marker(\n",
       "                [13.7, -37.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b94680f5a12c200296d727c902660598 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_0bc1b5d880357d88d6e4837f9f863e47.setIcon(icon_b94680f5a12c200296d727c902660598);\n",
       "        \n",
       "    \n",
       "            var marker_642748e35869da157fafe1b30a6477c2 = L.marker(\n",
       "                [13.0, -57.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_73bb95fd90b7b016fa334ffe9f697e31 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_642748e35869da157fafe1b30a6477c2.setIcon(icon_73bb95fd90b7b016fa334ffe9f697e31);\n",
       "        \n",
       "    \n",
       "            var marker_ae40a76ad3fa5f773adaffde6f8daef0 = L.marker(\n",
       "                [15.2, -42.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_d86748a09c7c50d0717cc55b37bb57d6 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ae40a76ad3fa5f773adaffde6f8daef0.setIcon(icon_d86748a09c7c50d0717cc55b37bb57d6);\n",
       "        \n",
       "    \n",
       "            var marker_4bf1e9c56cbdc1eac159b352b1fd40a9 = L.marker(\n",
       "                [21.0, -92.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_29c59485b05ae9e6693ea703644e010b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_4bf1e9c56cbdc1eac159b352b1fd40a9.setIcon(icon_29c59485b05ae9e6693ea703644e010b);\n",
       "        \n",
       "    \n",
       "            var marker_2e963a7af852fbe8df25733977eb5da0 = L.marker(\n",
       "                [19.2, -84.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_63bb30959a47ca3ce77805476df984da = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2e963a7af852fbe8df25733977eb5da0.setIcon(icon_63bb30959a47ca3ce77805476df984da);\n",
       "        \n",
       "    \n",
       "            var marker_92cd86c03c5dfb3a1d5c290d5f9b606e = L.marker(\n",
       "                [30.5, -54.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_06ec8ce8e699a2d8c8dcb1f8676d800a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_92cd86c03c5dfb3a1d5c290d5f9b606e.setIcon(icon_06ec8ce8e699a2d8c8dcb1f8676d800a);\n",
       "        \n",
       "    \n",
       "            var marker_74f0bf123b31356200177473c90bfc2e = L.marker(\n",
       "                [16.5, -58.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ceae87df572259268a8ccfbb35674ed1 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_74f0bf123b31356200177473c90bfc2e.setIcon(icon_ceae87df572259268a8ccfbb35674ed1);\n",
       "        \n",
       "    \n",
       "            var marker_e4489154d495626655f79c01b447513a = L.marker(\n",
       "                [11.6, -79.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_93977ae05fbb0ee0c0b171679dc139e1 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_e4489154d495626655f79c01b447513a.setIcon(icon_93977ae05fbb0ee0c0b171679dc139e1);\n",
       "        \n",
       "    \n",
       "            var marker_14ef92560b640ab6df2afced3e7c6485 = L.marker(\n",
       "                [19.2, -87.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_a82a89869aa5af433aeab60c08fd9d48 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_14ef92560b640ab6df2afced3e7c6485.setIcon(icon_a82a89869aa5af433aeab60c08fd9d48);\n",
       "        \n",
       "    \n",
       "            var marker_f5ea10247227eedf216f96eb5d8ecb8f = L.marker(\n",
       "                [13.9, -38.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_38a78c6a50f1aa5d206a2a85e1bfb5c8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f5ea10247227eedf216f96eb5d8ecb8f.setIcon(icon_38a78c6a50f1aa5d206a2a85e1bfb5c8);\n",
       "        \n",
       "    \n",
       "            var marker_c960e741859bdaf8d47cc3d2cc3be2e8 = L.marker(\n",
       "                [16.4, -53.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f85325f891717a6fe45c53c004a4362d = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_c960e741859bdaf8d47cc3d2cc3be2e8.setIcon(icon_f85325f891717a6fe45c53c004a4362d);\n",
       "        \n",
       "    \n",
       "            var marker_2ce7518fa6911fc979ae83cbe695cd15 = L.marker(\n",
       "                [16.1, -64.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_98709d9fb122553abfe4fb9fafba916a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2ce7518fa6911fc979ae83cbe695cd15.setIcon(icon_98709d9fb122553abfe4fb9fafba916a);\n",
       "        \n",
       "    \n",
       "            var marker_96139afc0657b9624be0697f674b61c4 = L.marker(\n",
       "                [11.7, -34.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ceceddff1f5f8423f4edbfbab91810fc = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_96139afc0657b9624be0697f674b61c4.setIcon(icon_ceceddff1f5f8423f4edbfbab91810fc);\n",
       "        \n",
       "    \n",
       "            var marker_00ecc1eb6aa5d15ec48d8c04e4df81a2 = L.marker(\n",
       "                [19.6, -83.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_91e697e681daab51ed0672f53454f792 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_00ecc1eb6aa5d15ec48d8c04e4df81a2.setIcon(icon_91e697e681daab51ed0672f53454f792);\n",
       "        \n",
       "    \n",
       "            var marker_ad30be9e6d43e1166ea84580c2a6ba5c = L.marker(\n",
       "                [13.8, -78.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_2766924d9efef5c626adb716e19c49e8 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_ad30be9e6d43e1166ea84580c2a6ba5c.setIcon(icon_2766924d9efef5c626adb716e19c49e8);\n",
       "        \n",
       "    \n",
       "            var marker_476175179c74adfe1366c0a126b20316 = L.marker(\n",
       "                [37.9, -61.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_efd6ef58a8d99e86185ed34c81d50a0b = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_476175179c74adfe1366c0a126b20316.setIcon(icon_efd6ef58a8d99e86185ed34c81d50a0b);\n",
       "        \n",
       "    \n",
       "            var marker_6b837abe457197bc9c9ba2ed10e9e040 = L.marker(\n",
       "                [29.2, -89.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_b1403aea8e52ca24a8e3f58f864e2c6e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_6b837abe457197bc9c9ba2ed10e9e040.setIcon(icon_b1403aea8e52ca24a8e3f58f864e2c6e);\n",
       "        \n",
       "    \n",
       "            var marker_bc585ab2322a00e1875410ab0509c29d = L.marker(\n",
       "                [15.2, -53.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_276cab384987fa273134160333dbcce6 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_bc585ab2322a00e1875410ab0509c29d.setIcon(icon_276cab384987fa273134160333dbcce6);\n",
       "        \n",
       "    \n",
       "            var marker_b651ea6f85331a17cd38ffc0747fc681 = L.marker(\n",
       "                [21.1, -67.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_c8c0d9160d8f97a876abe0658fe5a5b3 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b651ea6f85331a17cd38ffc0747fc681.setIcon(icon_c8c0d9160d8f97a876abe0658fe5a5b3);\n",
       "        \n",
       "    \n",
       "            var marker_844340df0394d473e95fe128122d8f02 = L.marker(\n",
       "                [16.2, -43.3],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e34cb6462fc150fa2f9955d5551dddae = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_844340df0394d473e95fe128122d8f02.setIcon(icon_e34cb6462fc150fa2f9955d5551dddae);\n",
       "        \n",
       "    \n",
       "            var marker_109d7141026693afcd8ae34d30e372ce = L.marker(\n",
       "                [28.2, -89.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_3acd8a6a73ee58f42f4fe39d53d5b06c = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_109d7141026693afcd8ae34d30e372ce.setIcon(icon_3acd8a6a73ee58f42f4fe39d53d5b06c);\n",
       "        \n",
       "    \n",
       "            var marker_cb972bf120286d201023eb4d4ca2ff7f = L.marker(\n",
       "                [12.3, -40.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_a6812db9ad8f1fa7157de73e58e54891 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_cb972bf120286d201023eb4d4ca2ff7f.setIcon(icon_a6812db9ad8f1fa7157de73e58e54891);\n",
       "        \n",
       "    \n",
       "            var marker_2f3bfed5b1faa4d08782f081717c4902 = L.marker(\n",
       "                [29.6, -40.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1593f1a6a2c7cf345941d37465439fa2 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_2f3bfed5b1faa4d08782f081717c4902.setIcon(icon_1593f1a6a2c7cf345941d37465439fa2);\n",
       "        \n",
       "    \n",
       "            var marker_aa54f9ed0f13a62c890c2545578ce3d8 = L.marker(\n",
       "                [13.1, -25.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_5223fca8cee47fc199a4d72e77cc30a5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_aa54f9ed0f13a62c890c2545578ce3d8.setIcon(icon_5223fca8cee47fc199a4d72e77cc30a5);\n",
       "        \n",
       "    \n",
       "            var marker_9275f4b887a99f804cfcc3256b6f75bc = L.marker(\n",
       "                [30.4, -54.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ef84fad7402242d8a64d11b4073aad26 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_9275f4b887a99f804cfcc3256b6f75bc.setIcon(icon_ef84fad7402242d8a64d11b4073aad26);\n",
       "        \n",
       "    \n",
       "            var marker_86223899e34455661c090acf4a017edd = L.marker(\n",
       "                [41.6, -38.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_1608a75f525f9b95b8e96bafed546ee5 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_86223899e34455661c090acf4a017edd.setIcon(icon_1608a75f525f9b95b8e96bafed546ee5);\n",
       "        \n",
       "    \n",
       "            var marker_063b3b421e3608e02f4ae63d75809d7e = L.marker(\n",
       "                [13.9, -77.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_540ac1af35d1c1909fc5cb39fdc95c6a = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_063b3b421e3608e02f4ae63d75809d7e.setIcon(icon_540ac1af35d1c1909fc5cb39fdc95c6a);\n",
       "        \n",
       "    \n",
       "            var marker_1a4e8a0b0c98a11fd99059f891ab6840 = L.marker(\n",
       "                [32.6, -42.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_448112bb8d530fffcf1073ef2b422acb = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1a4e8a0b0c98a11fd99059f891ab6840.setIcon(icon_448112bb8d530fffcf1073ef2b422acb);\n",
       "        \n",
       "    \n",
       "            var marker_59b9e791065a10e5a0cc2e1fd1390f30 = L.marker(\n",
       "                [21.9, -94.5],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_663664b02db802ff6a5ff377a4ebac98 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_59b9e791065a10e5a0cc2e1fd1390f30.setIcon(icon_663664b02db802ff6a5ff377a4ebac98);\n",
       "        \n",
       "    \n",
       "            var marker_20d0d03564f3a161aad0473f19ea27fa = L.marker(\n",
       "                [14.2, -31.7],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_82e7576096222e6457249ba5f428e716 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_20d0d03564f3a161aad0473f19ea27fa.setIcon(icon_82e7576096222e6457249ba5f428e716);\n",
       "        \n",
       "    \n",
       "            var marker_f756de457f2f20887b8b6bb7cb987481 = L.marker(\n",
       "                [23.8, -73.1],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_041b1d29815122cf24fbc44369502ca1 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_f756de457f2f20887b8b6bb7cb987481.setIcon(icon_041b1d29815122cf24fbc44369502ca1);\n",
       "        \n",
       "    \n",
       "            var marker_389ef2dc13407d53ef8ea8d85a231a6e = L.marker(\n",
       "                [19.3, -58.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_56fc04630a82512110206372fa090513 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_389ef2dc13407d53ef8ea8d85a231a6e.setIcon(icon_56fc04630a82512110206372fa090513);\n",
       "        \n",
       "    \n",
       "            var marker_aac4d551a9cac8e27d14bf866f25514e = L.marker(\n",
       "                [15.9, -39.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_0224d50db3e4c7bd90463156a14fe96e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_aac4d551a9cac8e27d14bf866f25514e.setIcon(icon_0224d50db3e4c7bd90463156a14fe96e);\n",
       "        \n",
       "    \n",
       "            var marker_b93c1edffd0e95697399d2518f4e290b = L.marker(\n",
       "                [23.8, -82.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_2a4f4f17394d59192302559071c3525f = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_b93c1edffd0e95697399d2518f4e290b.setIcon(icon_2a4f4f17394d59192302559071c3525f);\n",
       "        \n",
       "    \n",
       "            var marker_0ad5badc6207f31c9f9a10f24ab98d51 = L.marker(\n",
       "                [14.9, -58.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_dc4c6e579c68ab350b88cf9b92fe4f37 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_0ad5badc6207f31c9f9a10f24ab98d51.setIcon(icon_dc4c6e579c68ab350b88cf9b92fe4f37);\n",
       "        \n",
       "    \n",
       "            var marker_1540b17ea8f696814421b256690d9c34 = L.marker(\n",
       "                [16.0, -78.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_8ade981de2e5c154079d7ba1b41782f0 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_1540b17ea8f696814421b256690d9c34.setIcon(icon_8ade981de2e5c154079d7ba1b41782f0);\n",
       "        \n",
       "    \n",
       "            var marker_55c4be09c0a9faf874736e3223db45c6 = L.marker(\n",
       "                [14.5, -33.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_ad6e8fd17eac25aa32302ad7a15a91f3 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_55c4be09c0a9faf874736e3223db45c6.setIcon(icon_ad6e8fd17eac25aa32302ad7a15a91f3);\n",
       "        \n",
       "    \n",
       "            var marker_7c479afbb945c44a4b6cb5aa4993ae69 = L.marker(\n",
       "                [15.4, -54.0],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e2bfe2714bef978b89452e8494381a08 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_7c479afbb945c44a4b6cb5aa4993ae69.setIcon(icon_e2bfe2714bef978b89452e8494381a08);\n",
       "        \n",
       "    \n",
       "            var marker_29f71b0ca0187f1dcbbd183aaf48b9fa = L.marker(\n",
       "                [30.1, -72.6],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_bdb8d54ab00ab22a0d01846e4bd821bf = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_29f71b0ca0187f1dcbbd183aaf48b9fa.setIcon(icon_bdb8d54ab00ab22a0d01846e4bd821bf);\n",
       "        \n",
       "    \n",
       "            var marker_a3f42a330e5fed9c5beb7a0ec7e285bc = L.marker(\n",
       "                [25.2, -85.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_9c524f138aca81edc919746d16fe4414 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_a3f42a330e5fed9c5beb7a0ec7e285bc.setIcon(icon_9c524f138aca81edc919746d16fe4414);\n",
       "        \n",
       "    \n",
       "            var marker_3169653e2c6a5da79097b659067d4ffb = L.marker(\n",
       "                [14.3, -33.2],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_e61827a70e60869892278a8dc02b1b7e = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_3169653e2c6a5da79097b659067d4ffb.setIcon(icon_e61827a70e60869892278a8dc02b1b7e);\n",
       "        \n",
       "    \n",
       "            var marker_353e7d65eb89f0dd465b500d3b3039fa = L.marker(\n",
       "                [12.4, -38.8],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_f7c48415301ba610e6017836152d29a6 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_353e7d65eb89f0dd465b500d3b3039fa.setIcon(icon_f7c48415301ba610e6017836152d29a6);\n",
       "        \n",
       "    \n",
       "            var marker_7ea38c779e5736aa1513575df3091982 = L.marker(\n",
       "                [17.9, -86.4],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_deb8f5b9db8a94345459c891a3de2f41 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_7ea38c779e5736aa1513575df3091982.setIcon(icon_deb8f5b9db8a94345459c891a3de2f41);\n",
       "        \n",
       "    \n",
       "            var marker_08fd94037d29435f7e0cc6e9798b240f = L.marker(\n",
       "                [30.1, -70.9],\n",
       "                {}\n",
       "            ).addTo(map_61ee0b1d974d15cd97df0bfca9de4594);\n",
       "        \n",
       "    \n",
       "            var icon_15f30d39d30ee970f0dad98ad90f4013 = L.AwesomeMarkers.icon(\n",
       "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;glyphicon&quot;}\n",
       "            );\n",
       "            marker_08fd94037d29435f7e0cc6e9798b240f.setIcon(icon_15f30d39d30ee970f0dad98ad90f4013);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x172940880>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create the map\n",
    "hurricane_map = folium.Map(location=[25, -50], zoom_start=4)\n",
    "# add marker one by one on the map\n",
    "colors = {\"aussertropisch\": \"green\", \"tropisch\": \"red\"}\n",
    "for row in hurricanes.itertuples():\n",
    "    m = folium.Marker(\n",
    "        location=[row.FirstLat, row.FirstLon], icon=folium.Icon(colors[row.Origins])\n",
    "    )\n",
    "    m.add_to(hurricane_map)\n",
    "# Show the map\n",
    "hurricane_map"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e108668-1cf0-41c7-aed9-720959b87cbd",
   "metadata": {},
   "source": [
    "### Logistische Regression: Modellanpassung"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6054a333-44d1-4e41-82d7-d7797c31c6c9",
   "metadata": {},
   "source": [
    "Erinnern Sie sich an das Ziel der Übung: Wir wollen ein Modell erstellen, das die Gruppenzugehörigkeit eines Hurrikans vorhersagt, entweder tropisch ($0$) oder aussertropisch ($1$), basierend auf dem Breitengrad der Entstehung des Hurrikans. Die Antwortvariable ist die binäre Variable `Origins` und die Prädiktorvariable ist `FirstLat`. Wir erstellen ein Logit-Modell, indem wir die Funktion `GLM()` anwenden. Für das logistische Regressionsmodell geben wir `family = sm.families.Binomial()` an. Statsmodel erwartet numerischen Inputvariablen, deshalb wandeln wir `tropisch` zu $0$ und `aussertropisch` zu $1$ um."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e4c2d8a7-e3c5-4e81-a825-077f7bc44a32",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = hurricanes[\"FirstLat\"].values\n",
    "X = sm.add_constant(X)\n",
    "y = hurricanes[\"Origins\"].replace({\"tropisch\": 0, \"aussertropisch\": 1}).values\n",
    "log_model = sm.GLM(y, X, family=sm.families.Binomial()).fit()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd7c936d-ce95-46dd-a851-780d60ec6349",
   "metadata": {},
   "source": [
    "Wir verwenden die Extraktormethode `summary()`, um die Modelleigenschaften zu überprüfen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "adbaa582-765d-4a7c-ad7f-01906a24d300",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>Generalized Linear Model Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>           <td>y</td>        <th>  No. Observations:  </th>  <td>   337</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                  <td>GLM</td>       <th>  Df Residuals:      </th>  <td>   335</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model Family:</th>        <td>Binomial</td>     <th>  Df Model:          </th>  <td>     1</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Link Function:</th>         <td>Logit</td>      <th>  Scale:             </th> <td>  1.0000</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>                <td>IRLS</td>       <th>  Log-Likelihood:    </th> <td> -116.02</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>            <td>Sat, 13 Aug 2022</td> <th>  Deviance:          </th> <td>  232.03</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                <td>06:44:55</td>     <th>  Pearson chi2:      </th>  <td>  430.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Iterations:</th>          <td>6</td>        <th>  Pseudo R-squ. (CS):</th>  <td>0.4963</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>     <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "    <td></td>       <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th> <td>   -9.0826</td> <td>    0.961</td> <td>   -9.446</td> <td> 0.000</td> <td>  -10.967</td> <td>   -7.198</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>x1</th>    <td>    0.3728</td> <td>    0.039</td> <td>    9.447</td> <td> 0.000</td> <td>    0.295</td> <td>    0.450</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                 Generalized Linear Model Regression Results                  \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   No. Observations:                  337\n",
       "Model:                            GLM   Df Residuals:                      335\n",
       "Model Family:                Binomial   Df Model:                            1\n",
       "Link Function:                  Logit   Scale:                          1.0000\n",
       "Method:                          IRLS   Log-Likelihood:                -116.02\n",
       "Date:                Sat, 13 Aug 2022   Deviance:                       232.03\n",
       "Time:                        06:44:55   Pearson chi2:                     430.\n",
       "No. Iterations:                     6   Pseudo R-squ. (CS):             0.4963\n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "const         -9.0826      0.961     -9.446      0.000     -10.967      -7.198\n",
       "x1             0.3728      0.039      9.447      0.000       0.295       0.450\n",
       "==============================================================================\n",
       "\"\"\""
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2985781b-9eef-49e3-b399-18971316b136",
   "metadata": {},
   "source": [
    "Schauen wir uns die Koeffizienten genauer an:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "61c39ba2-f404-4aa2-91f2-ec8bba02c4c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-9.08263355,  0.37282953])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_model.params"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd6f3863-4849-4391-aab9-977748e9c983",
   "metadata": {},
   "source": [
    "Beachten Sie, dass die Ausgabe des logistischen Modells auf der Link-Skala (*logit*) erfolgt; die numerische Ausgabe des Modells entspricht also den **Log-Odds**! Der Einfachheit halber schreiben wir das logistische Regressionsmodell mit dem berechneten Achsenabschnitt und Koeffizienten auf."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe6ddd85-3a55-447a-80e0-545d31817c47",
   "metadata": {},
   "source": [
    "$$\\phi(\\eta) = \\frac{1}{1+e^{-\\eta}}= \\frac{1}{1+e^{-(\\beta_0+\\beta_1x)}}= \\frac{1}{1+e^{-(-9,0826335+ 0,3728295x)}}$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "103f97c3-4112-4acc-8f6a-490781bd7f64",
   "metadata": {},
   "source": [
    "Konzentrieren wir uns zunächst auf den Koeffizienten des Achsenabschnitts. Der Koeffizient des Achsenabschnitts entspricht der logarithmischen Wahrscheinlichkeit der Beobachtung eines Hurrikans auf dem Breitengrad Null, der als Äquator bekannt ist. Um die Wahrscheinlichkeit der Beobachtung eines aussertropischen Hurrikans bei einem Breitengrad von Null zu berechnen, exponentzieren wir die log-odds $e^{-9,0826335} \\approx 1,1362198\\times 10^{-4}$. \n",
    "\n",
    "Dies ist eine sehr niedrige Zahl! Und sie macht durchaus Sinn, da es sehr unwahrscheinlich ist, einen aussertropischen Hurrikan am Äquator zu beobachten.\n",
    "\n",
    "Der Koeffizient der Variable für die Bildungsbreite (`FirstLat`) hat einen numerischen Wert von $0,3728295$. Das positive Vorzeichen dieses Wertes zeigt an, dass die Wahrscheinlichkeit, einen außertropischen Wirbelsturm zu beobachten, mit dem Breitengrad zunimmt. Die Größe des Koeffizienten bedeutet, dass die Log-Odds für jedes Grad Zunahme der geografischen Breite im Durchschnitt um konstant $0,3728295$ Einheiten zunimmt. Wenn man den Koeffizientenwertes als Exponenten nimmt, erhält man das Odds Verhältnis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "674d77df-7539-45d8-bbf5-9753a1c1b5db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.4518368266008623"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.exp(log_model.params[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ff2b665c-6d48-4399-a2ed-b2d9f7655e3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.37282953171362"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log_model.params[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11fe36a8-6d8b-4d88-8567-e631d02c39ce",
   "metadata": {},
   "source": [
    "Somit erhöht sich das Chancenverhältnis für jedes Grad Zunahme der Bildungsbreite im Durchschnitt um einen konstanten Faktor von $1,4518368$ (oder $45 \\%$). Die Interpretation gilt nur für den Bereich der Breitengrade in den Daten und ist für Breitengrade außerhalb des Bereichs, in dem Hurrikane auftreten, physikalisch bedeutungslos.\n",
    "\n",
    "Die obige Koeffiziententabelle enthält einen Standardfehler und den $p$-Wert. Je kleiner der $p$-Wert ist, desto geringer ist die Unterstützung für die Nullhypothese angesichts der Daten und des Modells. Zur Erinnerung: Die Nullhypothese besagt, dass der Koeffizient gleich $0$ ist,\n",
    "mit anderen Worten, die Nullhypothese besagt, dass es keinen Zusammenhang zwischen dem Auftreten eines nichttropischen Hurrikans und der Entstehungsbreite gibt. Der sehr kleine $p$-Wert stützt die Nullhypothese nicht und erlaubt uns, das Modell zu akzeptieren.\n",
    "\n",
    "Wir haben gelernt, dass jede Punktschätzung von einem Konfidenzniveau bezüglich dieser Punktschätzung begleitet sein sollte. Daher konstruieren wir ein $95 \\%$-Konfidenzintervall für den geschätzten Modellkoeffizienten. Wir exponentzieren das Ergebnis, um das Odds-Ratio zu erhalten, eine Größe, die leichter zu interpretieren ist als die Log-Odds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2f624e32-1051-4cbb-bc80-c7f0699c3e51",
   "metadata": {},
   "outputs": [],
   "source": [
    "lci = log_model.conf_int()[1][0]\n",
    "uci = log_model.conf_int()[1][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "115d8cbd-0f9d-4f70-a759-89b176d55eab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2,5%:  0.2955\n",
      "97,5%: 0.4502\n"
     ]
    }
   ],
   "source": [
    "print(f\"2,5%:  {round(lci,4)}\")\n",
    "print(f\"97,5%: {round(uci,4)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d3b7a92c-7778-4c08-a834-015c3843677a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2,5%:  1.3438\n",
      "97,5%: 1.5686\n"
     ]
    }
   ],
   "source": [
    "print(f\"2,5%:  {round(math.exp(lci),4)}\")\n",
    "print(f\"97,5%: {round(math.exp(uci),4)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48f39be7-0515-4642-9302-6956c27291dc",
   "metadata": {},
   "source": [
    "Wir können also mit $95 \\%$iger Sicherheit sagen, dass für jedes Grad Zunahme der geographischen Breite die Beobachtung eines aussertropischen Hurrikans im Durchschnitt zwischen $34$ und $57 \\%$ wahrscheinlicher wird. Macht Sinn, oder? In anderen Worten je weiter nördlich Wirbestürme entstehen, umso eher is dieser aussertropischen Einflüssen unterworfen. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa27d40d-7383-4438-93ae-983aeac5ff8a",
   "metadata": {},
   "source": [
    "### Logistische Regression: Modellvorhersage"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a407c494-fd17-45a1-bd15-f0b05cbdbc3d",
   "metadata": {
    "tags": []
   },
   "source": [
    "Im vorangegangenen Abschnitt haben wir ein logistisches Regressionsmodell für die Beziehung zwischen der Entstehungsbreite und der Art des Hurrikans (tropisch/aussertropisch) erstellt. In diesem Abschnitt wenden wir dieses Modell an, um Vorhersagen über die Wahrscheinlichkeit der Beobachtung eines aussertropischen Hurrikans in Abhängigkeit von der Entstehungsbreite zu machen.\n",
    "\n",
    "Um die Wahrscheinlichkeit vorherzusagen, dass ein zufällig ausgewählter Hurrikan, der sich auf einem bestimmten Breitengrad bildet, vom Typ aussertropisch ist, wenden wir die Funktion `predict()` an. Berechnen wir die Wahrscheinlichkeit, einen aussertropischen Hurrikan zu beobachten, der sich bei folgenden Breitengraden gebildet hat : $10^\\circ, 23,5^\\circ \\text{und }30^\\circ$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "48b06a50-9ee9-49cd-8d52-3bab5110b261",
   "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>mean</th>\n",
       "      <th>mean_se</th>\n",
       "      <th>mean_ci_lower</th>\n",
       "      <th>mean_ci_upper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.004705</td>\n",
       "      <td>0.002701</td>\n",
       "      <td>0.001524</td>\n",
       "      <td>0.01443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.420398</td>\n",
       "      <td>0.040645</td>\n",
       "      <td>0.343423</td>\n",
       "      <td>0.50145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.891122</td>\n",
       "      <td>0.028045</td>\n",
       "      <td>0.822841</td>\n",
       "      <td>0.93516</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       mean   mean_se  mean_ci_lower  mean_ci_upper\n",
       "0  0.004705  0.002701       0.001524        0.01443\n",
       "1  0.420398  0.040645       0.343423        0.50145\n",
       "2  0.891122  0.028045       0.822841        0.93516"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = [10.0, 23.5, 30.0]  #\n",
    "pred = sm.add_constant(pred)\n",
    "predictions = log_model.get_prediction(exog=pred).summary_frame()\n",
    "predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d0557a4-5089-4ae4-b47c-80d7186b17cf",
   "metadata": {},
   "source": [
    "Die Ergebnisse machen durchaus Sinn. Mit zunehmender geografischer Breite nimmt die Wahrscheinlichkeit, die Bildung eines nichttropischen Hurrikans zu beobachten, deutlich zu. Bei einem Breitengrad von $10^\\circ$ beträgt die Wahrscheinlichkeit der Beobachtung eines außertropischen Hurrikans $0,005$, während sie bei einem Breitengrad von $30^\\circ \\  0,891$ beträgt.\n",
    "\n",
    "Zum besseren Verständnis wollen wir die Wahrscheinlichkeit der Beobachtung eines nichttropischen Hurrikans, der sich bei einem Breitengrad von $23,5^\\circ$\n",
    "von Hand. Erinnern wir uns an die Gleichung für das Regressionsmodell von oben:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a933c911-9ecf-494b-b7e0-1790fd1b2f84",
   "metadata": {},
   "source": [
    "\n",
    "$\\phi(\\eta) = \\frac{1}{1+e^{-\\eta}} = \\frac{1}{1+e^{-(\\beta_0+\\beta_1x_1)}}$\n",
    "\n",
    "$ = \\frac{1}{1+e^{-(-9,0826335+ 0,3728295 \\times 23,5)}}$\n",
    "\n",
    "$ =\\frac{1}{1+e^{-(-0,3211396)}} $\n",
    "\n",
    "$ = \\frac{1}{2,378698}  = 0,4203981 $"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbe2e901-9d3d-431b-b23f-f367779c5e99",
   "metadata": {},
   "source": [
    "Zur Veranschaulichung unserer Ergebnisse erstellen wir ein Diagramm der Vorhersagen über eine Reihe von Breitengraden. Dazu erstellen wir zunächst einen Vektor der Breitengrade, `lats`. Wir geben eine Schrittweite von $0,1$ Grad an, damit die resultierende Vorhersagekurve glatt ist. Wir wenden die Funktion `predict()` an und verwenden die Methode `get_prediction()`, um den **Standardfehler** der Vorhersage zu erhalten. Die Kenntnis des Standardfehlers ermöglicht die Berechnung der **Fehlermarge** und damit des **Konfidenzintervalls**. Mit der Methode `summary_frame()` können wir die Werte in einem Dataframe ausgeben und darauf zugreifen. Schließlich zeichnen wir die Datenpunkte (Beobachtungen) bei $0$ und $1$ ein."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "332a4aa4-9831-4cb3-a5dd-4e76e6d4463e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x172c43700>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Berechne Vorhersagen für lats\n",
    "X = hurricanes[\"FirstLat\"].values\n",
    "X = sm.add_constant(X)\n",
    "y = hurricanes[\"Origins\"].replace({\"tropisch\": 0, \"aussertropisch\": 1}).values\n",
    "\n",
    "lats_grid = np.linspace(min(hurricanes[\"FirstLat\"]), max(hurricanes[\"FirstLat\"]))\n",
    "\n",
    "\n",
    "log_model = sm.GLM(y, X, family=sm.families.Binomial()).fit()\n",
    "predictions = log_model.get_prediction(exog=sm.add_constant(lats_grid)).summary_frame()\n",
    "\n",
    "# Ploting\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(lats_grid, predictions[\"mean\"])\n",
    "ax.fill_between(\n",
    "    lats_grid,\n",
    "    predictions[\"mean_ci_lower\"],\n",
    "    predictions[\"mean_ci_upper\"],\n",
    "    color=\"grey\",\n",
    "    alpha=0.25,\n",
    ")\n",
    "outer = hurricanes.loc[hurricanes.Origins == \"aussertropisch\", \"FirstLat\"].values\n",
    "ax.scatter(outer, np.repeat(1, repeats=len(outer)), label=\"aussertropisch\", alpha=0.4)\n",
    "tropical = hurricanes.loc[hurricanes.Origins == \"tropisch\", \"FirstLat\"].values\n",
    "ax.scatter(tropical, np.repeat(0, repeats=len(tropical)), label=\"tropisch\", alpha=0.4)\n",
    "\n",
    "ax.grid()\n",
    "for _y in [0.1, 0.5, 0.9]:\n",
    "    ax.axhline(y=_y, color=\"gray\", linestyle=\"dashed\")\n",
    "ax.set_xlabel(\"Geografische Breite\")\n",
    "ax.set_ylabel(\"Wahrscheinlichkeit\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db9a342f-b9da-4587-ab7d-eb17bb74e8a8",
   "metadata": {},
   "source": [
    "Die Beobachtungen tropischer und aussertropischer Hurrikane sind entlang der Linien $y=0$ bzw. $y=1$ Linien dargestellt. Das graue Band ist das $95 \\%$ige punktweise Konfidenzintervall.\n",
    "\n",
    "Die Modellvorhersagen zeigen, dass die Wahrscheinlichkeit eines nichttropischen Hurrikans bei Breitengraden südlich von $20^\\circ N$ weniger als $10 \\%$ beträgt. Bis zum Breitengrad $26^\\circ N$ übersteigt die Wahrscheinlichkeit jedoch $50 \\%$ und bis zum Breitengrad $33^\\circ N$ übersteigt die Wahrscheinlichkeit $90 \\%$. Das Chancenverhältnis ist konstant, aber die Wahrscheinlichkeit ist eine nichtlineare Funktion des Breitengrads."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}