notebooks/figure_8_melt.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Volcano-tomography catalogue** © 2020 Michele Paulatto, Kajetan Chrapkiewicz, ...\n",
    "\n",
    "# Figure 9 - Melt histogram\n",
    "This notebook can be used to reproduce figure 6 of the manuscript\n",
    "\n",
    "Requirements:\n",
    "- Pandas: https://pandas.pydata.org/\n",
    "- Numpy\n",
    "- Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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>Volcano_Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Country</th>\n",
       "      <th>Region</th>\n",
       "      <th>Subregion</th>\n",
       "      <th>Volcano_Number</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Tectonic_Setting</th>\n",
       "      <th>Primary_Volcano_Type</th>\n",
       "      <th>Elevation</th>\n",
       "      <th>Major_Rock_Type</th>\n",
       "      <th>Last_Eruption_Year</th>\n",
       "      <th>Max_Erupted_Volume</th>\n",
       "      <th>Max_VEI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Agung</td>\n",
       "      <td>Bali</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>264020</td>\n",
       "      <td>115.508</td>\n",
       "      <td>-8.343</td>\n",
       "      <td>Subduction</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>2997.0</td>\n",
       "      <td>Andesite</td>\n",
       "      <td>2019 CE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aira</td>\n",
       "      <td>Kyushu</td>\n",
       "      <td>Japan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>282080</td>\n",
       "      <td>130.657</td>\n",
       "      <td>31.593</td>\n",
       "      <td>Subduction</td>\n",
       "      <td>Caldera</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>Andesite</td>\n",
       "      <td>2021 CE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Akutan</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>USA</td>\n",
       "      <td>311320</td>\n",
       "      <td>-165.986</td>\n",
       "      <td>54.134</td>\n",
       "      <td>Subduction</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>Basalt - andesite</td>\n",
       "      <td>1992 CE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Asama</td>\n",
       "      <td>Honshu</td>\n",
       "      <td>Japan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Japan</td>\n",
       "      <td>283110</td>\n",
       "      <td>138.523</td>\n",
       "      <td>36.406</td>\n",
       "      <td>Subduction</td>\n",
       "      <td>Complex</td>\n",
       "      <td>2568.0</td>\n",
       "      <td>Andesite</td>\n",
       "      <td>2019 CE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Askja</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>373060</td>\n",
       "      <td>-16.783</td>\n",
       "      <td>65.033</td>\n",
       "      <td>Rift</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>Basalt</td>\n",
       "      <td>1961 CE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Volcano_Name Location    Country  Region  Subregion  Volcano_Number  \\\n",
       "0        Agung     Bali  Indonesia     NaN  Indonesia          264020   \n",
       "1         Aira   Kyushu      Japan     NaN      Japan          282080   \n",
       "2       Akutan   Alaska        USA     NaN        USA          311320   \n",
       "3        Asama   Honshu      Japan     NaN      Japan          283110   \n",
       "4        Askja  Iceland    Iceland     NaN    Iceland          373060   \n",
       "\n",
       "   Longitude  Latitude Tectonic_Setting Primary_Volcano_Type  Elevation  \\\n",
       "0    115.508    -8.343       Subduction        Stratovolcano     2997.0   \n",
       "1    130.657    31.593       Subduction              Caldera     1117.0   \n",
       "2   -165.986    54.134       Subduction        Stratovolcano     1303.0   \n",
       "3    138.523    36.406       Subduction              Complex     2568.0   \n",
       "4    -16.783    65.033             Rift        Stratovolcano     1080.0   \n",
       "\n",
       "     Major_Rock_Type Last_Eruption_Year  Max_Erupted_Volume  Max_VEI  \n",
       "0           Andesite            2019 CE                 NaN      NaN  \n",
       "1           Andesite            2021 CE                 NaN      NaN  \n",
       "2  Basalt - andesite            1992 CE                 NaN      NaN  \n",
       "3           Andesite            2019 CE                 NaN      NaN  \n",
       "4             Basalt            1961 CE                 NaN      5.0  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_excel('../database/Catalogue_v1.0.xlsx',header=[0],sheet_name=\"Volcanoes\")\n",
    "\n",
    "df.Volcano_Number = df.Volcano_Number.fillna(0).astype(int)\n",
    "\n",
    "df.dtypes\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "datatypes={\"Volcano_Name\":str,\n",
    "           \"Volcano_Number\":np.int32,\n",
    "           \"Date_Start\":np.float64,\n",
    "           \"Date_End\":np.float64,\n",
    "           \"OBS_Stations\":np.float64,\n",
    "           \"Land_Stations\":np.float64,\n",
    "           \"Sonobuoys\":np.float64,\n",
    "           \"Shots\":np.float64,\n",
    "           \"Earthquakes\":np.float64,\n",
    "           \"Phases\":str,\n",
    "           \"Imaging_Method\":str,\n",
    "           \"Frequency_Range\":str,\n",
    "           \"Physical_Properties\":str,\n",
    "           \"Anomaly_Description\":str,\n",
    "           \"Depth_Top\":np.float64,\n",
    "           \"Depth_Bottom\":np.float64,\n",
    "           \"Vp\":np.float64,\n",
    "           \"Vs\":np.float64,\n",
    "           \"Reference_Vp\":np.float64,\n",
    "           \"Reference_Vs\":np.float64,\n",
    "           \"Vp_Anomaly\":np.float64,\n",
    "           \"Vs_Anomaly\":np.float64,\n",
    "           \"Vp/Vs\":np.float64,\n",
    "           \"Other\":str,\n",
    "           \"Resolution_Length_Diameter\":np.float64,\n",
    "           \"Melt_Min\":np.float64,\n",
    "           \"Melt_Max\":np.float64,\n",
    "           \"Melt_Best\":np.float64,\n",
    "           \"Anomaly_Radius\":np.float64,\n",
    "           \"Radius_Uncertainty\":np.float64,\n",
    "           \"Anomaly_Thickness\":np.float64,\n",
    "           \"Thickness_Uncertainty\":np.float64,\n",
    "           \"Anomaly_Volume\":np.float64,\n",
    "           \"Melt_Volume\":np.float64,\n",
    "           \"Melt_Method\":str,\n",
    "           \"Reference\":str,\n",
    "           \"Year\":np.int32,\n",
    "           \"DOI\":str,\n",
    "           \"Code\":str,\n",
    "           \"Dataset\":str,\n",
    "           \"Ship\":str,\n",
    "           \"URL\":str,\n",
    "           \"Comments\":str,\n",
    "           \"Stars\":np.float64,\n",
    "           }\n",
    "\n",
    "               \n",
    "pp = pd.read_excel('../database/Catalogue_v1.0.xlsx',header=[0],sheet_name=\"Data\",dtype=datatypes)\n",
    "pp.OBS_Stations = pp.OBS_Stations.fillna(0)\n",
    "pp.Land_Stations = pp.Land_Stations.fillna(0)\n",
    "pp.Shots = pp.Shots.fillna(0)\n",
    "pp.Earthquakes = pp.Earthquakes.fillna(0)\n",
    "pp.Sonobuoys = pp.Sonobuoys.fillna(0)\n",
    "\n",
    "\n",
    "#pp.head()\n",
    "#pp.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x252 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#---------------\n",
    "melt = pp.Melt_Best.fillna(np.nan)\n",
    "meltmin = pp.Melt_Min.fillna(np.nan)\n",
    "meltmax = pp.Melt_Max.fillna(np.nan)\n",
    "melterr=[melt-meltmin,meltmax-melt]\n",
    "vol = pp.Anomaly_Volume.fillna(np.nan)\n",
    "name=pp.Volcano_Name.fillna(np.nan)\n",
    "method=pp.Imaging_Method.fillna(np.nan)\n",
    "\n",
    "meltmelt=melt[melt>0].values\n",
    "\n",
    "\n",
    "depth = (pp.Depth_Top.fillna(np.nan)+pp.Depth_Bottom.fillna(np.nan))/2\n",
    "depth_err = (pp.Depth_Top.fillna(np.nan)-pp.Depth_Bottom.fillna(np.nan))/2\n",
    "\n",
    "vp = pp.Vp.fillna(np.nan)\n",
    "vs = pp.Vs.fillna(np.nan)\n",
    "vpa = pp.Vp_Anomaly.fillna(np.nan)\n",
    "vsa = pp.Vs_Anomaly.fillna(np.nan)\n",
    "\n",
    "\n",
    "#---------------\n",
    "\n",
    "#plt.hist(year,bins=range(1975,2022,1),stacked=True)\n",
    "fig=plt.figure(figsize=(10,3.5),constrained_layout=True)\n",
    "\n",
    "\n",
    "plt.subplot(1,3,1)\n",
    "plt.hist(meltmelt,bins=range(0,100,10))\n",
    "plt.xlabel('Melt fraction (%)')\n",
    "plt.title(\"a\",loc=\"left\")\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.errorbar(depth,melt,xerr=depth_err,yerr=melterr,fmt='ok',ecolor='gray')\n",
    "plt.xlabel('Depth (km)')\n",
    "plt.ylabel('Melt fraction (%)')        \n",
    "plt.title(\"c\",loc=\"left\")\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.errorbar(vol,melt,yerr=melterr,fmt='ok',ecolor='gray')\n",
    "plt.xlabel('Anomaly volume (km$^3$)')\n",
    "plt.ylabel('Melt fraction (%)')\n",
    "plt.xlim([1,500000])\n",
    "plt.xscale(\"log\")\n",
    "plt.title(\"d\",loc=\"left\")\n",
    "\n",
    "\n",
    "plt.show()\n",
    "fig.savefig(\"paperfigures/Fig_9_melt.pdf\")\n",
    "fig.savefig(\"paperfigures/Fig_9_melt.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
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              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
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              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
              "Santorini<br>Erupted volume: 100.0<br><br>References:<br>McVey et al., 2019",
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              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
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              "Tungurahua<br>Erupted volume: nan<br><br>References:<br>Molina et al. (2005)",
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        "IPY_MODEL_5992cec4a4e34dd1ba25dc29580cf2b6"
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      "model_module": "@jupyter-widgets/controls",
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      "model_name": "LayoutModel",
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       "outputs": [
        {
         "ename": "ValueError",
         "evalue": "Invalid property specified for object of type plotly.graph_objs.Layout: 'projection'\n\n    Valid properties:\n        angularaxis\n            plotly.graph_objects.layout.AngularAxis instance or\n            dict with compatible properties\n        annotations\n            A tuple of plotly.graph_objects.layout.Annotation\n            instances or dicts with compatible properties\n        annotationdefaults\n            When used in a template (as\n            layout.template.layout.annotationdefaults), sets the\n            default property values to use for elements of\n            layout.annotations\n        autosize\n            Determines whether or not a layout width or height that\n            has been left undefined by the user is initialized on\n            each relayout. Note that, regardless of this attribute,\n            an undefined layout width or height is always\n            initialized on the first call to plot.\n        bargap\n            Sets the gap (in plot fraction) between bars of\n            adjacent location coordinates.\n        bargroupgap\n            Sets the gap (in plot fraction) between bars of the\n            same location coordinate.\n        barmode\n            Determines how bars at the same location coordinate are\n            displayed on the graph. With \"stack\", the bars are\n            stacked on top of one another With \"relative\", the bars\n            are stacked on top of one another, with negative values\n            below the axis, positive values above With \"group\", the\n            bars are plotted next to one another centered around\n            the shared location. With \"overlay\", the bars are\n            plotted over one another, you might need to an\n            \"opacity\" to see multiple bars.\n        barnorm\n            Sets the normalization for bar traces on the graph.\n            With \"fraction\", the value of each bar is divided by\n            the sum of all values at that location coordinate.\n            \"percent\" is the same but multiplied by 100 to show\n            percentages.\n        boxgap\n            Sets the gap (in plot fraction) between boxes of\n            adjacent location coordinates. Has no effect on traces\n            that have \"width\" set.\n        boxgroupgap\n            Sets the gap (in plot fraction) between boxes of the\n            same location coordinate. Has no effect on traces that\n            have \"width\" set.\n        boxmode\n            Determines how boxes at the same location coordinate\n            are displayed on the graph. If \"group\", the boxes are\n            plotted next to one another centered around the shared\n            location. If \"overlay\", the boxes are plotted over one\n            another, you might need to set \"opacity\" to see them\n            multiple boxes. Has no effect on traces that have\n            \"width\" set.\n        calendar\n            Sets the default calendar system to use for\n            interpreting and displaying dates throughout the plot.\n        clickmode\n            Determines the mode of single click interactions.\n            \"event\" is the default value and emits the\n            `plotly_click` event. In addition this mode emits the\n            `plotly_selected` event in drag modes \"lasso\" and\n            \"select\", but with no event data attached (kept for\n            compatibility reasons). The \"select\" flag enables\n            selecting single data points via click. This mode also\n            supports persistent selections, meaning that pressing\n            Shift while clicking, adds to / subtracts from an\n            existing selection. \"select\" with `hovermode`: \"x\" can\n            be confusing, consider explicitly setting `hovermode`:\n            \"closest\" when using this feature. Selection events are\n            sent accordingly as long as \"event\" flag is set as\n            well. When the \"event\" flag is missing, `plotly_click`\n            and `plotly_selected` events are not fired.\n        coloraxis\n            plotly.graph_objects.layout.Coloraxis instance or dict\n            with compatible properties\n        colorscale\n            plotly.graph_objects.layout.Colorscale instance or dict\n            with compatible properties\n        colorway\n            Sets the default trace colors.\n        datarevision\n            If provided, a changed value tells `Plotly.react` that\n            one or more data arrays has changed. This way you can\n            modify arrays in-place rather than making a complete\n            new copy for an incremental change. If NOT provided,\n            `Plotly.react` assumes that data arrays are being\n            treated as immutable, thus any data array with a\n            different identity from its predecessor contains new\n            data.\n        direction\n            Legacy polar charts are deprecated! Please switch to\n            \"polar\" subplots. Sets the direction corresponding to\n            positive angles in legacy polar charts.\n        dragmode\n            Determines the mode of drag interactions. \"select\" and\n            \"lasso\" apply only to scatter traces with markers or\n            text. \"orbit\" and \"turntable\" apply only to 3D scenes.\n        editrevision\n            Controls persistence of user-driven changes in\n            `editable: true` configuration, other than trace names\n            and axis titles. Defaults to `layout.uirevision`.\n        extendfunnelareacolors\n            If `true`, the funnelarea slice colors (whether given\n            by `funnelareacolorway` or inherited from `colorway`)\n            will be extended to three times its original length by\n            first repeating every color 20% lighter then each color\n            20% darker. This is intended to reduce the likelihood\n            of reusing the same color when you have many slices,\n            but you can set `false` to disable. Colors provided in\n            the trace, using `marker.colors`, are never extended.\n        extendpiecolors\n            If `true`, the pie slice colors (whether given by\n            `piecolorway` or inherited from `colorway`) will be\n            extended to three times its original length by first\n            repeating every color 20% lighter then each color 20%\n            darker. This is intended to reduce the likelihood of\n            reusing the same color when you have many slices, but\n            you can set `false` to disable. Colors provided in the\n            trace, using `marker.colors`, are never extended.\n        extendsunburstcolors\n            If `true`, the sunburst slice colors (whether given by\n            `sunburstcolorway` or inherited from `colorway`) will\n            be extended to three times its original length by first\n            repeating every color 20% lighter then each color 20%\n            darker. This is intended to reduce the likelihood of\n            reusing the same color when you have many slices, but\n            you can set `false` to disable. Colors provided in the\n            trace, using `marker.colors`, are never extended.\n        extendtreemapcolors\n            If `true`, the treemap slice colors (whether given by\n            `treemapcolorway` or inherited from `colorway`) will be\n            extended to three times its original length by first\n            repeating every color 20% lighter then each color 20%\n            darker. This is intended to reduce the likelihood of\n            reusing the same color when you have many slices, but\n            you can set `false` to disable. Colors provided in the\n            trace, using `marker.colors`, are never extended.\n        font\n            Sets the global font. Note that fonts used in traces\n            and other layout components inherit from the global\n            font.\n        funnelareacolorway\n            Sets the default funnelarea slice colors. Defaults to\n            the main `colorway` used for trace colors. If you\n            specify a new list here it can still be extended with\n            lighter and darker colors, see\n            `extendfunnelareacolors`.\n        funnelgap\n            Sets the gap (in plot fraction) between bars of\n            adjacent location coordinates.\n        funnelgroupgap\n            Sets the gap (in plot fraction) between bars of the\n            same location coordinate.\n        funnelmode\n            Determines how bars at the same location coordinate are\n            displayed on the graph. With \"stack\", the bars are\n            stacked on top of one another With \"group\", the bars\n            are plotted next to one another centered around the\n            shared location. With \"overlay\", the bars are plotted\n            over one another, you might need to an \"opacity\" to see\n            multiple bars.\n        geo\n            plotly.graph_objects.layout.Geo instance or dict with\n            compatible properties\n        grid\n            plotly.graph_objects.layout.Grid instance or dict with\n            compatible properties\n        height\n            Sets the plot's height (in px).\n        hiddenlabels\n            hiddenlabels is the funnelarea & pie chart analog of\n            visible:'legendonly' but it can contain many labels,\n            and can simultaneously hide slices from several\n            pies/funnelarea charts\n        hiddenlabelssrc\n            Sets the source reference on plot.ly for  hiddenlabels\n            .\n        hidesources\n            Determines whether or not a text link citing the data\n            source is placed at the bottom-right cored of the\n            figure. Has only an effect only on graphs that have\n            been generated via forked graphs from the plotly\n            service (at https://plot.ly or on-premise).\n        hoverdistance\n            Sets the default distance (in pixels) to look for data\n            to add hover labels (-1 means no cutoff, 0 means no\n            looking for data). This is only a real distance for\n            hovering on point-like objects, like scatter points.\n            For area-like objects (bars, scatter fills, etc)\n            hovering is on inside the area and off outside, but\n            these objects will not supersede hover on point-like\n            objects in case of conflict.\n        hoverlabel\n            plotly.graph_objects.layout.Hoverlabel instance or dict\n            with compatible properties\n        hovermode\n            Determines the mode of hover interactions. If\n            `clickmode` includes the \"select\" flag, `hovermode`\n            defaults to \"closest\". If `clickmode` lacks the\n            \"select\" flag, it defaults to \"x\" or \"y\" (depending on\n            the trace's `orientation` value) for plots based on\n            cartesian coordinates. For anything else the default\n            value is \"closest\".\n        images\n            A tuple of plotly.graph_objects.layout.Image instances\n            or dicts with compatible properties\n        imagedefaults\n            When used in a template (as\n            layout.template.layout.imagedefaults), sets the default\n            property values to use for elements of layout.images\n        legend\n            plotly.graph_objects.layout.Legend instance or dict\n            with compatible properties\n        mapbox\n            plotly.graph_objects.layout.Mapbox instance or dict\n            with compatible properties\n        margin\n            plotly.graph_objects.layout.Margin instance or dict\n            with compatible properties\n        meta\n            Assigns extra meta information that can be used in\n            various `text` attributes. Attributes such as the\n            graph, axis and colorbar `title.text`, annotation\n            `text` `trace.name` in legend items, `rangeselector`,\n            `updatemenus` and `sliders` `label` text all support\n            `meta`. One can access `meta` fields using template\n            strings: `%{meta[i]}` where `i` is the index of the\n            `meta` item in question. `meta` can also be an object\n            for example `{key: value}` which can be accessed\n            %{meta[key]}.\n        metasrc\n            Sets the source reference on plot.ly for  meta .\n        modebar\n            plotly.graph_objects.layout.Modebar instance or dict\n            with compatible properties\n        orientation\n            Legacy polar charts are deprecated! Please switch to\n            \"polar\" subplots. Rotates the entire polar by the given\n            angle in legacy polar charts.\n        paper_bgcolor\n            Sets the color of paper where the graph is drawn.\n        piecolorway\n            Sets the default pie slice colors. Defaults to the main\n            `colorway` used for trace colors. If you specify a new\n            list here it can still be extended with lighter and\n            darker colors, see `extendpiecolors`.\n        plot_bgcolor\n            Sets the color of plotting area in-between x and y\n            axes.\n        polar\n            plotly.graph_objects.layout.Polar instance or dict with\n            compatible properties\n        radialaxis\n            plotly.graph_objects.layout.RadialAxis instance or dict\n            with compatible properties\n        scene\n            plotly.graph_objects.layout.Scene instance or dict with\n            compatible properties\n        selectdirection\n            When \"dragmode\" is set to \"select\", this limits the\n            selection of the drag to horizontal, vertical or\n            diagonal. \"h\" only allows horizontal selection, \"v\"\n            only vertical, \"d\" only diagonal and \"any\" sets no\n            limit.\n        selectionrevision\n            Controls persistence of user-driven changes in selected\n            points from all traces.\n        separators\n            Sets the decimal and thousand separators. For example,\n            *. * puts a '.' before decimals and a space between\n            thousands. In English locales, dflt is \".,\" but other\n            locales may alter this default.\n        shapes\n            A tuple of plotly.graph_objects.layout.Shape instances\n            or dicts with compatible properties\n        shapedefaults\n            When used in a template (as\n            layout.template.layout.shapedefaults), sets the default\n            property values to use for elements of layout.shapes\n        showlegend\n            Determines whether or not a legend is drawn. Default is\n            `true` if there is a trace to show and any of these: a)\n            Two or more traces would by default be shown in the\n            legend. b) One pie trace is shown in the legend. c) One\n            trace is explicitly given with `showlegend: true`.\n        sliders\n            A tuple of plotly.graph_objects.layout.Slider instances\n            or dicts with compatible properties\n        sliderdefaults\n            When used in a template (as\n            layout.template.layout.sliderdefaults), sets the\n            default property values to use for elements of\n            layout.sliders\n        spikedistance\n            Sets the default distance (in pixels) to look for data\n            to draw spikelines to (-1 means no cutoff, 0 means no\n            looking for data). As with hoverdistance, distance does\n            not apply to area-like objects. In addition, some\n            objects can be hovered on but will not generate\n            spikelines, such as scatter fills.\n        sunburstcolorway\n            Sets the default sunburst slice colors. Defaults to the\n            main `colorway` used for trace colors. If you specify a\n            new list here it can still be extended with lighter and\n            darker colors, see `extendsunburstcolors`.\n        template\n            Default attributes to be applied to the plot. This\n            should be a dict with format: `{'layout':\n            layoutTemplate, 'data': {trace_type: [traceTemplate,\n            ...], ...}}` where `layoutTemplate` is a dict matching\n            the structure of `figure.layout` and `traceTemplate` is\n            a dict matching the structure of the trace with type\n            `trace_type` (e.g. 'scatter'). Alternatively, this may\n            be specified as an instance of\n            plotly.graph_objs.layout.Template.  Trace templates are\n            applied cyclically to traces of each type. Container\n            arrays (eg `annotations`) have special handling: An\n            object ending in `defaults` (eg `annotationdefaults`)\n            is applied to each array item. But if an item has a\n            `templateitemname` key we look in the template array\n            for an item with matching `name` and apply that\n            instead. If no matching `name` is found we mark the\n            item invisible. Any named template item not referenced\n            is appended to the end of the array, so this can be\n            used to add a watermark annotation or a logo image, for\n            example. To omit one of these items on the plot, make\n            an item with matching `templateitemname` and `visible:\n            false`.\n        ternary\n            plotly.graph_objects.layout.Ternary instance or dict\n            with compatible properties\n        title\n            plotly.graph_objects.layout.Title instance or dict with\n            compatible properties\n        titlefont\n            Deprecated: Please use layout.title.font instead. Sets\n            the title font. Note that the title's font used to be\n            customized by the now deprecated `titlefont` attribute.\n        transition\n            Sets transition options used during Plotly.react\n            updates.\n        treemapcolorway\n            Sets the default treemap slice colors. Defaults to the\n            main `colorway` used for trace colors. If you specify a\n            new list here it can still be extended with lighter and\n            darker colors, see `extendtreemapcolors`.\n        uirevision\n            Used to allow user interactions with the plot to\n            persist after `Plotly.react` calls that are unaware of\n            these interactions. If `uirevision` is omitted, or if\n            it is given and it changed from the previous\n            `Plotly.react` call, the exact new figure is used. If\n            `uirevision` is truthy and did NOT change, any\n            attribute that has been affected by user interactions\n            and did not receive a different value in the new figure\n            will keep the interaction value. `layout.uirevision`\n            attribute serves as the default for `uirevision`\n            attributes in various sub-containers. For finer control\n            you can set these sub-attributes directly. For example,\n            if your app separately controls the data on the x and y\n            axes you might set `xaxis.uirevision=*time*` and\n            `yaxis.uirevision=*cost*`. Then if only the y data is\n            changed, you can update `yaxis.uirevision=*quantity*`\n            and the y axis range will reset but the x axis range\n            will retain any user-driven zoom.\n        updatemenus\n            A tuple of plotly.graph_objects.layout.Updatemenu\n            instances or dicts with compatible properties\n        updatemenudefaults\n            When used in a template (as\n            layout.template.layout.updatemenudefaults), sets the\n            default property values to use for elements of\n            layout.updatemenus\n        violingap\n            Sets the gap (in plot fraction) between violins of\n            adjacent location coordinates. Has no effect on traces\n            that have \"width\" set.\n        violingroupgap\n            Sets the gap (in plot fraction) between violins of the\n            same location coordinate. Has no effect on traces that\n            have \"width\" set.\n        violinmode\n            Determines how violins at the same location coordinate\n            are displayed on the graph. If \"group\", the violins are\n            plotted next to one another centered around the shared\n            location. If \"overlay\", the violins are plotted over\n            one another, you might need to set \"opacity\" to see\n            them multiple violins. Has no effect on traces that\n            have \"width\" set.\n        waterfallgap\n            Sets the gap (in plot fraction) between bars of\n            adjacent location coordinates.\n        waterfallgroupgap\n            Sets the gap (in plot fraction) between bars of the\n            same location coordinate.\n        waterfallmode\n            Determines how bars at the same location coordinate are\n            displayed on the graph. With \"group\", the bars are\n            plotted next to one another centered around the shared\n            location. With \"overlay\", the bars are plotted over one\n            another, you might need to an \"opacity\" to see multiple\n            bars.\n        width\n            Sets the plot's width (in px).\n        xaxis\n            plotly.graph_objects.layout.XAxis instance or dict with\n            compatible properties\n        yaxis\n            plotly.graph_objects.layout.YAxis instance or dict with\n            compatible properties\n        ",
         "output_type": "error",
         "traceback": [
          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
          "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/ipywidgets/widgets/interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m    254\u001b[0m                     \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    255\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 256\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    257\u001b[0m                 \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    258\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m<ipython-input-29-23210972af92>\u001b[0m in \u001b[0;36m_\u001b[0;34m(key)\u001b[0m\n\u001b[1;32m     10\u001b[0m                          \u001b[0mmarker\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmarker\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m                          text=df['hover_text'])\n\u001b[0;32m---> 12\u001b[0;31m     \u001b[0mlayout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLayout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgeo\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlayout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGeo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprojection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"natural earth\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     13\u001b[0m     \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlayout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/plotly/graph_objs/__init__.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, arg, angularaxis, annotations, annotationdefaults, autosize, bargap, bargroupgap, barmode, barnorm, boxgap, boxgroupgap, boxmode, calendar, clickmode, coloraxis, colorscale, colorway, datarevision, direction, dragmode, editrevision, extendfunnelareacolors, extendpiecolors, extendsunburstcolors, extendtreemapcolors, font, funnelareacolorway, funnelgap, funnelgroupgap, funnelmode, geo, grid, height, hiddenlabels, hiddenlabelssrc, hidesources, hoverdistance, hoverlabel, hovermode, images, imagedefaults, legend, mapbox, margin, meta, metasrc, modebar, orientation, paper_bgcolor, piecolorway, plot_bgcolor, polar, radialaxis, scene, selectdirection, selectionrevision, separators, shapes, shapedefaults, showlegend, sliders, sliderdefaults, spikedistance, sunburstcolorway, template, ternary, title, titlefont, transition, treemapcolorway, uirevision, updatemenus, updatemenudefaults, violingap, violingroupgap, violinmode, waterfallgap, waterfallgroupgap, waterfallmode, width, xaxis, yaxis, **kwargs)\u001b[0m\n\u001b[1;32m  97791\u001b[0m         \u001b[0;31m# Process unknown kwargs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  97792\u001b[0m         \u001b[0;31m# ----------------------\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m> 97793\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_process_kwargs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m  97794\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  97795\u001b[0m         \u001b[0;31m# Reset skip_invalid\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/plotly/basedatatypes.py\u001b[0m in \u001b[0;36m_process_kwargs\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m   4290\u001b[0m             \u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_subplot_re_match\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4291\u001b[0m         }\n\u001b[0;32m-> 4292\u001b[0;31m         \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mBaseLayoutHierarchyType\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_process_kwargs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0munknown_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4293\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4294\u001b[0m         \u001b[0msubplot_kwargs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_subplot_re_match\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/plotly/basedatatypes.py\u001b[0m in \u001b[0;36m_process_kwargs\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m   3033\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3034\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0minvalid_kwargs\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_skip_invalid\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3035\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_raise_on_invalid_property_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minvalid_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3036\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3037\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/plotly/basedatatypes.py\u001b[0m in \u001b[0;36m_raise_on_invalid_property_error\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m   3664\u001b[0m                     \u001b[0mfull_obj_name\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfull_obj_name\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3665\u001b[0m                     \u001b[0minvalid_str\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minvalid_str\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3666\u001b[0;31m                     \u001b[0mprop_descriptions\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_prop_descriptions\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3667\u001b[0m                 )\n\u001b[1;32m   3668\u001b[0m             )\n",
          "\u001b[0;31mValueError\u001b[0m: Invalid property specified for object of type plotly.graph_objs.Layout: 'projection'\n\n    Valid properties:\n        angularaxis\n            plotly.graph_objects.layout.AngularAxis instance or\n            dict with compatible properties\n        annotations\n            A tuple of plotly.graph_objects.layout.Annotation\n            instances or dicts with compatible properties\n        annotationdefaults\n            When used in a template (as\n            layout.template.layout.annotationdefaults), sets the\n            default property values to use for elements of\n            layout.annotations\n        autosize\n            Determines whether or not a layout width or height that\n            has been left undefined by the user is initialized on\n            each relayout. Note that, regardless of this attribute,\n            an undefined layout width or height is always\n            initialized on the first call to plot.\n        bargap\n            Sets the gap (in plot fraction) between bars of\n            adjacent location coordinates.\n        bargroupgap\n            Sets the gap (in plot fraction) between bars of the\n            same location coordinate.\n        barmode\n            Determines how bars at the same location coordinate are\n            displayed on the graph. With \"stack\", the bars are\n            stacked on top of one another With \"relative\", the bars\n            are stacked on top of one another, with negative values\n            below the axis, positive values above With \"group\", the\n            bars are plotted next to one another centered around\n            the shared location. With \"overlay\", the bars are\n            plotted over one another, you might need to an\n            \"opacity\" to see multiple bars.\n        barnorm\n            Sets the normalization for bar traces on the graph.\n            With \"fraction\", the value of each bar is divided by\n            the sum of all values at that location coordinate.\n            \"percent\" is the same but multiplied by 100 to show\n            percentages.\n        boxgap\n            Sets the gap (in plot fraction) between boxes of\n            adjacent location coordinates. Has no effect on traces\n            that have \"width\" set.\n        boxgroupgap\n            Sets the gap (in plot fraction) between boxes of the\n            same location coordinate. Has no effect on traces that\n            have \"width\" set.\n        boxmode\n            Determines how boxes at the same location coordinate\n            are displayed on the graph. If \"group\", the boxes are\n            plotted next to one another centered around the shared\n            location. If \"overlay\", the boxes are plotted over one\n            another, you might need to set \"opacity\" to see them\n            multiple boxes. Has no effect on traces that have\n            \"width\" set.\n        calendar\n            Sets the default calendar system to use for\n            interpreting and displaying dates throughout the plot.\n        clickmode\n            Determines the mode of single click interactions.\n            \"event\" is the default value and emits the\n            `plotly_click` event. In addition this mode emits the\n            `plotly_selected` event in drag modes \"lasso\" and\n            \"select\", but with no event data attached (kept for\n            compatibility reasons). The \"select\" flag enables\n            selecting single data points via click. This mode also\n            supports persistent selections, meaning that pressing\n            Shift while clicking, adds to / subtracts from an\n            existing selection. \"select\" with `hovermode`: \"x\" can\n            be confusing, consider explicitly setting `hovermode`:\n            \"closest\" when using this feature. Selection events are\n            sent accordingly as long as \"event\" flag is set as\n            well. When the \"event\" flag is missing, `plotly_click`\n            and `plotly_selected` events are not fired.\n        coloraxis\n            plotly.graph_objects.layout.Coloraxis instance or dict\n            with compatible properties\n        colorscale\n            plotly.graph_objects.layout.Colorscale instance or dict\n            with compatible properties\n        colorway\n            Sets the default trace colors.\n        datarevision\n            If provided, a changed value tells `Plotly.react` that\n            one or more data arrays has changed. This way you can\n            modify arrays in-place rather than making a complete\n            new copy for an incremental change. If NOT provided,\n            `Plotly.react` assumes that data arrays are being\n            treated as immutable, thus any data array with a\n            different identity from its predecessor contains new\n            data.\n        direction\n            Legacy polar charts are deprecated! Please switch to\n            \"polar\" subplots. Sets the direction corresponding to\n            positive angles in legacy polar charts.\n        dragmode\n            Determines the mode of drag interactions. \"select\" and\n            \"lasso\" apply only to scatter traces with markers or\n            text. \"orbit\" and \"turntable\" apply only to 3D scenes.\n        editrevision\n            Controls persistence of user-driven changes in\n            `editable: true` configuration, other than trace names\n            and axis titles. Defaults to `layout.uirevision`.\n        extendfunnelareacolors\n            If `true`, the funnelarea slice colors (whether given\n            by `funnelareacolorway` or inherited from `colorway`)\n            will be extended to three times its original length by\n            first repeating every color 20% lighter then each color\n            20% darker. This is intended to reduce the likelihood\n            of reusing the same color when you have many slices,\n            but you can set `false` to disable. Colors provided in\n            the trace, using `marker.colors`, are never extended.\n        extendpiecolors\n            If `true`, the pie slice colors (whether given by\n            `piecolorway` or inherited from `colorway`) will be\n            extended to three times its original length by first\n            repeating every color 20% lighter then each color 20%\n            darker. This is intended to reduce the likelihood of\n            reusing the same color when you have many slices, but\n            you can set `false` to disable. Colors provided in the\n            trace, using `marker.colors`, are never extended.\n        extendsunburstcolors\n            If `true`, the sunburst slice colors (whether given by\n            `sunburstcolorway` or inherited from `colorway`) will\n            be extended to three times its original length by first\n            repeating every color 20% lighter then each color 20%\n            darker. This is intended to reduce the likelihood of\n            reusing the same color when you have many slices, but\n            you can set `false` to disable. Colors provided in the\n            trace, using `marker.colors`, are never extended.\n        extendtreemapcolors\n            If `true`, the treemap slice colors (whether given by\n            `treemapcolorway` or inherited from `colorway`) will be\n            extended to three times its original length by first\n            repeating every color 20% lighter then each color 20%\n            darker. This is intended to reduce the likelihood of\n            reusing the same color when you have many slices, but\n            you can set `false` to disable. Colors provided in the\n            trace, using `marker.colors`, are never extended.\n        font\n            Sets the global font. Note that fonts used in traces\n            and other layout components inherit from the global\n            font.\n        funnelareacolorway\n            Sets the default funnelarea slice colors. Defaults to\n            the main `colorway` used for trace colors. If you\n            specify a new list here it can still be extended with\n            lighter and darker colors, see\n            `extendfunnelareacolors`.\n        funnelgap\n            Sets the gap (in plot fraction) between bars of\n            adjacent location coordinates.\n        funnelgroupgap\n            Sets the gap (in plot fraction) between bars of the\n            same location coordinate.\n        funnelmode\n            Determines how bars at the same location coordinate are\n            displayed on the graph. With \"stack\", the bars are\n            stacked on top of one another With \"group\", the bars\n            are plotted next to one another centered around the\n            shared location. With \"overlay\", the bars are plotted\n            over one another, you might need to an \"opacity\" to see\n            multiple bars.\n        geo\n            plotly.graph_objects.layout.Geo instance or dict with\n            compatible properties\n        grid\n            plotly.graph_objects.layout.Grid instance or dict with\n            compatible properties\n        height\n            Sets the plot's height (in px).\n        hiddenlabels\n            hiddenlabels is the funnelarea & pie chart analog of\n            visible:'legendonly' but it can contain many labels,\n            and can simultaneously hide slices from several\n            pies/funnelarea charts\n        hiddenlabelssrc\n            Sets the source reference on plot.ly for  hiddenlabels\n            .\n        hidesources\n            Determines whether or not a text link citing the data\n            source is placed at the bottom-right cored of the\n            figure. Has only an effect only on graphs that have\n            been generated via forked graphs from the plotly\n            service (at https://plot.ly or on-premise).\n        hoverdistance\n            Sets the default distance (in pixels) to look for data\n            to add hover labels (-1 means no cutoff, 0 means no\n            looking for data). This is only a real distance for\n            hovering on point-like objects, like scatter points.\n            For area-like objects (bars, scatter fills, etc)\n            hovering is on inside the area and off outside, but\n            these objects will not supersede hover on point-like\n            objects in case of conflict.\n        hoverlabel\n            plotly.graph_objects.layout.Hoverlabel instance or dict\n            with compatible properties\n        hovermode\n            Determines the mode of hover interactions. If\n            `clickmode` includes the \"select\" flag, `hovermode`\n            defaults to \"closest\". If `clickmode` lacks the\n            \"select\" flag, it defaults to \"x\" or \"y\" (depending on\n            the trace's `orientation` value) for plots based on\n            cartesian coordinates. For anything else the default\n            value is \"closest\".\n        images\n            A tuple of plotly.graph_objects.layout.Image instances\n            or dicts with compatible properties\n        imagedefaults\n            When used in a template (as\n            layout.template.layout.imagedefaults), sets the default\n            property values to use for elements of layout.images\n        legend\n            plotly.graph_objects.layout.Legend instance or dict\n            with compatible properties\n        mapbox\n            plotly.graph_objects.layout.Mapbox instance or dict\n            with compatible properties\n        margin\n            plotly.graph_objects.layout.Margin instance or dict\n            with compatible properties\n        meta\n            Assigns extra meta information that can be used in\n            various `text` attributes. 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Rotates the entire polar by the given\n            angle in legacy polar charts.\n        paper_bgcolor\n            Sets the color of paper where the graph is drawn.\n        piecolorway\n            Sets the default pie slice colors. Defaults to the main\n            `colorway` used for trace colors. 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In addition, some\n            objects can be hovered on but will not generate\n            spikelines, such as scatter fills.\n        sunburstcolorway\n            Sets the default sunburst slice colors. Defaults to the\n            main `colorway` used for trace colors. If you specify a\n            new list here it can still be extended with lighter and\n            darker colors, see `extendsunburstcolors`.\n        template\n            Default attributes to be applied to the plot. This\n            should be a dict with format: `{'layout':\n            layoutTemplate, 'data': {trace_type: [traceTemplate,\n            ...], ...}}` where `layoutTemplate` is a dict matching\n            the structure of `figure.layout` and `traceTemplate` is\n            a dict matching the structure of the trace with type\n            `trace_type` (e.g. 'scatter'). Alternatively, this may\n            be specified as an instance of\n            plotly.graph_objs.layout.Template.  Trace templates are\n            applied cyclically to traces of each type. Container\n            arrays (eg `annotations`) have special handling: An\n            object ending in `defaults` (eg `annotationdefaults`)\n            is applied to each array item. But if an item has a\n            `templateitemname` key we look in the template array\n            for an item with matching `name` and apply that\n            instead. If no matching `name` is found we mark the\n            item invisible. Any named template item not referenced\n            is appended to the end of the array, so this can be\n            used to add a watermark annotation or a logo image, for\n            example. To omit one of these items on the plot, make\n            an item with matching `templateitemname` and `visible:\n            false`.\n        ternary\n            plotly.graph_objects.layout.Ternary instance or dict\n            with compatible properties\n        title\n            plotly.graph_objects.layout.Title instance or dict with\n            compatible properties\n        titlefont\n            Deprecated: Please use layout.title.font instead. Sets\n            the title font. Note that the title's font used to be\n            customized by the now deprecated `titlefont` attribute.\n        transition\n            Sets transition options used during Plotly.react\n            updates.\n        treemapcolorway\n            Sets the default treemap slice colors. Defaults to the\n            main `colorway` used for trace colors. If you specify a\n            new list here it can still be extended with lighter and\n            darker colors, see `extendtreemapcolors`.\n        uirevision\n            Used to allow user interactions with the plot to\n            persist after `Plotly.react` calls that are unaware of\n            these interactions. If `uirevision` is omitted, or if\n            it is given and it changed from the previous\n            `Plotly.react` call, the exact new figure is used. If\n            `uirevision` is truthy and did NOT change, any\n            attribute that has been affected by user interactions\n            and did not receive a different value in the new figure\n            will keep the interaction value. `layout.uirevision`\n            attribute serves as the default for `uirevision`\n            attributes in various sub-containers. For finer control\n            you can set these sub-attributes directly. For example,\n            if your app separately controls the data on the x and y\n            axes you might set `xaxis.uirevision=*time*` and\n            `yaxis.uirevision=*cost*`. Then if only the y data is\n            changed, you can update `yaxis.uirevision=*quantity*`\n            and the y axis range will reset but the x axis range\n            will retain any user-driven zoom.\n        updatemenus\n            A tuple of plotly.graph_objects.layout.Updatemenu\n            instances or dicts with compatible properties\n        updatemenudefaults\n            When used in a template (as\n            layout.template.layout.updatemenudefaults), sets the\n            default property values to use for elements of\n            layout.updatemenus\n        violingap\n            Sets the gap (in plot fraction) between violins of\n            adjacent location coordinates. Has no effect on traces\n            that have \"width\" set.\n        violingroupgap\n            Sets the gap (in plot fraction) between violins of the\n            same location coordinate. Has no effect on traces that\n            have \"width\" set.\n        violinmode\n            Determines how violins at the same location coordinate\n            are displayed on the graph. If \"group\", the violins are\n            plotted next to one another centered around the shared\n            location. If \"overlay\", the violins are plotted over\n            one another, you might need to set \"opacity\" to see\n            them multiple violins. Has no effect on traces that\n            have \"width\" set.\n        waterfallgap\n            Sets the gap (in plot fraction) between bars of\n            adjacent location coordinates.\n        waterfallgroupgap\n            Sets the gap (in plot fraction) between bars of the\n            same location coordinate.\n        waterfallmode\n            Determines how bars at the same location coordinate are\n            displayed on the graph. With \"group\", the bars are\n            plotted next to one another centered around the shared\n            location. With \"overlay\", the bars are plotted over one\n            another, you might need to an \"opacity\" to see multiple\n            bars.\n        width\n            Sets the plot's width (in px).\n        xaxis\n            plotly.graph_objects.layout.XAxis instance or dict with\n            compatible properties\n        yaxis\n            plotly.graph_objects.layout.YAxis instance or dict with\n            compatible properties\n        "
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
              "Santorini<br>Erupted volume: 100.0<br><br>References:<br>McVey et al., 2019",
              null,
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Sudo & Kong, 2001",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
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              "Tungurahua<br>Erupted volume: nan<br><br>References:<br>Molina et al. (2005)",
              "Gran Canaria<br>Erupted volume: nan<br><br>References:<br>Krastel and Schmincke (2002)"
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
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              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br>References:<br>Paulatto et al., 2012",
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              "Toba<br>Erupted volume: 2800.0<br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
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              "Mt. Rainier<br>Erupted volume: nan<br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
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              "Krafla<br>Erupted volume: nan<br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
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              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
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              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
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              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
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              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
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              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
              "Santorini<br>Erupted volume: 100.0<br><br>References:<br>McVey et al., 2019",
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              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Sudo & Kong, 2001",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
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              "Gran Canaria<br>Erupted volume: nan<br><br>References:<br>Krastel and Schmincke (2002)"
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br> References:Paulatto et al., 2012",
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              "Toba<br>Erupted volume: 2800.0<br> References:Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br> References:Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br> References:Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br> References:Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br> References:(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br> References:Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br> References:Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br> References:Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br> References:Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br> References:Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br> References:(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br> References:Jiang, 2018",
              "Valles<br>Erupted volume: nan<br> References:Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br> References:Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br> References:(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br> References:(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br> References:Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br> References:(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br> References:(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br> References:Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br> References:Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br> References:Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br> References:Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br> References:Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br> References:Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br> References:Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br> References:Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br> References:Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br> References:(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br> References:Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br> References:(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br> References:(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br> References:1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br> References:(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
              null,
              "Pinatubo<br>Erupted volume: nan<br> References:Mori et al. (1996)",
              "Nevado del Ruiz<br>Erupted volume: nan<br> References:Londoño and Sudo (2003)",
              "Tungurahua<br>Erupted volume: nan<br> References:Molina et al. (2005)",
              "Gran Canaria<br>Erupted volume: nan<br> References:Krastel and Schmincke (2002)"
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              "Santorini<br>Erupted volume: 100.0",
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              "Toba<br>Erupted volume: 2800.0",
              "Toba<br>Erupted volume: 2800.0",
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              "Yellowstone<br>Erupted volume: 2450.0",
              "Yellowstone<br>Erupted volume: 2450.0",
              "Yellowstone<br>Erupted volume: 2450.0",
              "Yellowstone<br>Erupted volume: 2450.0",
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              "Long Valley<br>Erupted volume: nan",
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              "Nevado del Ruiz<br>Erupted volume: nan",
              "Tungurahua<br>Erupted volume: nan",
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
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              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Sudo & Kong, 2001",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
              null,
              "Pinatubo<br>Erupted volume: nan<br><br>References:<br>Mori et al. (1996)",
              "Nevado del Ruiz<br>Erupted volume: nan<br><br>References:<br>Londoño and Sudo (2003)",
              "Tungurahua<br>Erupted volume: nan<br><br>References:<br>Molina et al. (2005)",
              "Gran Canaria<br>Erupted volume: nan<br><br>References:<br>Krastel and Schmincke (2002)"
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          "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/ipywidgets/widgets/interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m    254\u001b[0m                     \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    255\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 256\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    257\u001b[0m                 \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    258\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m<ipython-input-30-46f97cde31d6>\u001b[0m in \u001b[0;36m_\u001b[0;34m(key)\u001b[0m\n\u001b[1;32m     11\u001b[0m                          text=df['hover_text'])\n\u001b[1;32m     12\u001b[0m     \u001b[0mlayout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLayout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgeo\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlayout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGeo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m     \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlayout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprojection\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"natural earth\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     14\u001b[0m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/plotly/graph_objs/_figure.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, layout, frames, skip_invalid, **kwargs)\u001b[0m\n\u001b[1;32m    606\u001b[0m             \u001b[0;32mis\u001b[0m \u001b[0minvalid\u001b[0m \u001b[0mAND\u001b[0m \u001b[0mskip_invalid\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    607\u001b[0m         \"\"\"\n\u001b[0;32m--> 608\u001b[0;31m         \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskip_invalid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    609\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    610\u001b[0m     def add_area(\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/plotly/basedatatypes.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, layout_plotly, frames, skip_invalid, **kwargs)\u001b[0m\n\u001b[1;32m    276\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    277\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mskip_invalid\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 278\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"invalid Figure property: {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    279\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    280\u001b[0m     \u001b[0;31m# Magic Methods\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;31mTypeError\u001b[0m: invalid Figure property: projection"
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             "text": [
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
              "Santorini<br>Erupted volume: 100.0<br><br>References:<br>McVey et al., 2019",
              null,
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Sudo & Kong, 2001",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
              null,
              "Pinatubo<br>Erupted volume: nan<br><br>References:<br>Mori et al. (1996)",
              "Nevado del Ruiz<br>Erupted volume: nan<br><br>References:<br>Londoño and Sudo (2003)",
              "Tungurahua<br>Erupted volume: nan<br><br>References:<br>Molina et al. (2005)",
              "Gran Canaria<br>Erupted volume: nan<br><br>References:<br>Krastel and Schmincke (2002)"
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              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
              "Santorini<br>Erupted volume: 100.0<br><br>References:<br>McVey et al., 2019",
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              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Sudo & Kong, 2001",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
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              "Nevado del Ruiz<br>Erupted volume: nan<br><br>References:<br>Londoño and Sudo (2003)",
              "Tungurahua<br>Erupted volume: nan<br><br>References:<br>Molina et al. (2005)",
              "Gran Canaria<br>Erupted volume: nan<br><br>References:<br>Krastel and Schmincke (2002)"
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          "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/ipywidgets/widgets/interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m    254\u001b[0m                     \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    255\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 256\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    257\u001b[0m                 \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    258\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m<ipython-input-13-ce0d19b7ff59>\u001b[0m in \u001b[0;36m_\u001b[0;34m(key)\u001b[0m\n\u001b[1;32m     11\u001b[0m                          marker=marker, text=df['hover_text'])\n\u001b[1;32m     12\u001b[0m     \u001b[0mlayout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLayout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgeo\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlayout\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGeo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m     \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlayout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m14\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     14\u001b[0m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/plotly/graph_objs/_figure.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, layout, frames, skip_invalid, **kwargs)\u001b[0m\n\u001b[1;32m    606\u001b[0m             \u001b[0;32mis\u001b[0m \u001b[0minvalid\u001b[0m \u001b[0mAND\u001b[0m \u001b[0mskip_invalid\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    607\u001b[0m         \"\"\"\n\u001b[0;32m--> 608\u001b[0;31m         \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskip_invalid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    609\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    610\u001b[0m     def add_area(\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/plotly/basedatatypes.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, layout_plotly, frames, skip_invalid, **kwargs)\u001b[0m\n\u001b[1;32m    276\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    277\u001b[0m             \u001b[0;32melif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mskip_invalid\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 278\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"invalid Figure property: {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    279\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    280\u001b[0m     \u001b[0;31m# Magic Methods\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;31mTypeError\u001b[0m: invalid Figure property: figsize"
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             "text": [
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Erupted volume: 10.0<br><br>References:<br>Paulatto et al., 2019",
              "Santorini<br>Erupted volume: 100.0<br><br>References:<br>McVey et al., 2019",
              null,
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Sudo & Kong, 2001",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Erupted volume: 600.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Erupted volume: 2800.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Erupted volume: 2450.0<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Erupted volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Erupted volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Erupted volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Erupted volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Erupted volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Erupted volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Erupted volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Erupted volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Erupted volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Erupted volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Erupted volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Erupted volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Erupted volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Erupted volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Erupted volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Erupted volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Erupted volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Erupted volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Erupted volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Erupted volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Erupted volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Erupted volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
              null,
              "Pinatubo<br>Erupted volume: nan<br><br>References:<br>Mori et al. (1996)",
              "Nevado del Ruiz<br>Erupted volume: nan<br><br>References:<br>Londoño and Sudo (2003)",
              "Tungurahua<br>Erupted volume: nan<br><br>References:<br>Molina et al. (2005)",
              "Gran Canaria<br>Erupted volume: nan<br><br>References:<br>Krastel and Schmincke (2002)"
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         "ename": "TypeError",
         "evalue": "unsupported operand type(s) for ** or pow(): 'str' and 'float'",
         "output_type": "error",
         "traceback": [
          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
          "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/ops.py\u001b[0m in \u001b[0;36mna_op\u001b[0;34m(x, y)\u001b[0m\n\u001b[1;32m   1504\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1505\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mexpressions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr_rep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0meval_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1506\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/computation/expressions.py\u001b[0m in \u001b[0;36mevaluate\u001b[0;34m(op, op_str, a, b, use_numexpr, **eval_kwargs)\u001b[0m\n\u001b[1;32m    207\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0muse_numexpr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 208\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0m_evaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0meval_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    209\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0m_evaluate_standard\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop_str\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/computation/expressions.py\u001b[0m in \u001b[0;36m_evaluate_standard\u001b[0;34m(op, op_str, a, b, **eval_kwargs)\u001b[0m\n\u001b[1;32m     67\u001b[0m     \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'ignore'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 68\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     69\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for ** or pow(): 'str' and 'float'",
          "\nDuring handling of the above exception, another exception occurred:\n",
          "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/ops.py\u001b[0m in \u001b[0;36msafe_na_op\u001b[0;34m(lvalues, rvalues)\u001b[0m\n\u001b[1;32m   1528\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'ignore'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1529\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mna_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1530\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/ops.py\u001b[0m in \u001b[0;36mna_op\u001b[0;34m(x, y)\u001b[0m\n\u001b[1;32m   1506\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1507\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmasked_arith_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1508\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/ops.py\u001b[0m in \u001b[0;36mmasked_arith_op\u001b[0;34m(x, y, op)\u001b[0m\n\u001b[1;32m   1025\u001b[0m             \u001b[0;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'ignore'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1026\u001b[0;31m                 \u001b[0mresult\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mxrav\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1027\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for ** or pow(): 'str' and 'float'",
          "\nDuring handling of the above exception, another exception occurred:\n",
          "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/ipywidgets/widgets/interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m    254\u001b[0m                     \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    255\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 256\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    257\u001b[0m                 \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    258\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m<ipython-input-26-ec86c6dcd72f>\u001b[0m in \u001b[0;36m_\u001b[0;34m(key)\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'hover_text'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Name'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'<br>'\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m': '\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mscale\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1e-2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m     marker = go.scattergeo.Marker(size=df[key].fillna(1)**(1/3)/scale,\n\u001b[0m\u001b[1;32m      8\u001b[0m                                   sizemode='area')\n\u001b[1;32m      9\u001b[0m     data = go.Scattergeo(lon=df['Longitude'], lat=df['Latitude'], \n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/ops.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(left, right)\u001b[0m\n\u001b[1;32m   1581\u001b[0m             \u001b[0mrvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1582\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1583\u001b[0;31m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msafe_na_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1584\u001b[0m         return construct_result(left, result,\n\u001b[1;32m   1585\u001b[0m                                 index=left.index, name=res_name, dtype=None)\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/ops.py\u001b[0m in \u001b[0;36msafe_na_op\u001b[0;34m(lvalues, rvalues)\u001b[0m\n\u001b[1;32m   1531\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1532\u001b[0m                 return libalgos.arrmap_object(lvalues,\n\u001b[0;32m-> 1533\u001b[0;31m                                               lambda x: op(x, rvalues))\n\u001b[0m\u001b[1;32m   1534\u001b[0m             \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1535\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32mpandas/_libs/algos.pyx\u001b[0m in \u001b[0;36mpandas._libs.algos.arrmap\u001b[0;34m()\u001b[0m\n",
          "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/pandas/core/ops.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m   1531\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1532\u001b[0m                 return libalgos.arrmap_object(lvalues,\n\u001b[0;32m-> 1533\u001b[0;31m                                               lambda x: op(x, rvalues))\n\u001b[0m\u001b[1;32m   1534\u001b[0m             \u001b[0;32mraise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1535\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for ** or pow(): 'str' and 'float'"
         ]
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              "Soufriere Hills Volcano<br>Anomaly volume: 25.0<br><br>References:<br>Paulatto et al., 2012",
              "Soufriere Hills Volcano<br>Anomaly volume: 80.0<br><br>References:<br>Paulatto et al., 2019",
              "Santorini<br>Anomaly volume: 35.0<br><br>References:<br>McVey et al., 2019",
              null,
              "Aso Caldera<br>Anomaly volume: 113.0<br><br>References:<br>Sudo & Kong, 2001",
              "Aso Caldera<br>Anomaly volume: nan<br><br>References:<br>Huang et al., 2018",
              "Aso Caldera<br>Anomaly volume: 300.0<br><br>References:<br>Abe et al., 2017",
              "Toba<br>Anomaly volume: nan<br><br>References:<br>Koulakov et al., 2009",
              "Toba<br>Anomaly volume: nan<br><br>References:<br>Mastruryono et al., 2001",
              "Toba<br>Anomaly volume: nan<br><br>References:<br>Jaxybulatov et al., 2014",
              "Toba<br>Anomaly volume: 34000.0<br><br>References:<br>Stankiewicz et al., 2010",
              "Yellowstone<br>Anomaly volume: nan<br><br>References:<br>(Iyer et al., 1981, Benz and Smith, 1984, Clawson et al., 1989, Miller and Smith, 1999, Husen and Smith, 2004, Yuan and Dueker, 2005)",
              "Yellowstone<br>Anomaly volume: 4300.0<br><br>References:<br>Chu et al., 2010",
              "Yellowstone<br>Anomaly volume: nan<br><br>References:<br>Farrell et al., 2014",
              "Yellowstone<br>Anomaly volume: 56000.0<br><br>References:<br>Huang et al., 2015",
              "Yellowstone<br>Anomaly volume: nan<br><br>References:<br>Miller and Smith, 1999",
              "Yellowstone<br>Anomaly volume: nan<br><br>References:<br>Jiang, 2018",
              "Long Valley<br>Anomaly volume: nan<br><br>References:<br>(Peppin, 1985, Dawson et al., 1987, Hauksson, 1988, Dawson et al., 1990, Sanders, 1993a, Sanders, 1993b, Sanders et al., 1994, Steck, 1995, Sanders et al., 1995, Weiland et al., 1995, O'Doherty et al., 1997)",
              "Long Valley<br>Anomaly volume: nan<br><br>References:<br>Jiang, 2018",
              "Valles<br>Anomaly volume: nan<br><br>References:<br>Lutter et al. (1995)",
              "Taupo<br>Anomaly volume: nan<br><br>References:<br>Sherburn et al. (2003)",
              "Newberry volcano<br>Anomaly volume: nan<br><br>References:<br>(Achauer et al., 1988, Stauber et al., 1988)",
              "Medicine Lake<br>Anomaly volume: nan<br><br>References:<br>(Evans and Zucca, 1988, Lees and Crosson, 1989, Ritter and Evans, 1997)",
              "Mt. St. Helens<br>Anomaly volume: nan<br><br>References:<br>Lees (1992)",
              "Mt. Rainier<br>Anomaly volume: nan<br><br>References:<br>(Lees and Crosson, 1990, Moran et al., 1999)",
              null,
              "Krafla<br>Anomaly volume: nan<br><br>References:<br>(Einarsson, 1978, Foulger and Arnott, 1993)",
              "Hekla<br>Anomaly volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Torfajökull<br>Anomaly volume: nan<br><br>References:<br>Soosalu and Einarsson (2004)",
              "Hengill–Grensdalur<br>Anomaly volume: nan<br><br>References:<br>Toomey and Foulger (1989)",
              "Redoubt<br>Anomaly volume: nan<br><br>References:<br>Benz et al. (1996)",
              "Unzen<br>Anomaly volume: nan<br><br>References:<br>Ohmi and Lees (1995)",
              "Onikobe<br>Anomaly volume: nan<br><br>References:<br>Nakajima and Hasegawa (2003)",
              "Kirishima<br>Anomaly volume: nan<br><br>References:<br>Yamamoto and Ida (1994)",
              "Nikko-Shirane<br>Anomaly volume: nan<br><br>References:<br>Horiuchi et al. (1997)",
              "Mt. Fuji<br>Anomaly volume: nan<br><br>References:<br>Nakamichi (2005)",
              "Klyuchevskoy<br>Anomaly volume: nan<br><br>References:<br>(Anosov et al., 1978, Ozerov, 2000)",
              "Halemaumau<br>Anomaly volume: nan<br><br>References:<br>Rowan and Clayton (1993)",
              "Kilauea<br>Anomaly volume: nan<br><br>References:<br>(Thurber, 1984, Rowan and Clayton, 1993, Okubo et al., 1997, Haslinger et al., 2001)",
              "Vesuvius<br>Anomaly volume: nan<br><br>References:<br>(De Natale et al., 1998, Zollo et al., 1998)",
              "Campi Flegrei<br>Anomaly volume: nan<br><br>References:<br>1988; Aster et al., 1992",
              "Mt. Etna<br>Anomaly volume: nan<br><br>References:<br>(Cardaci et al., 1993, Villasenor et al., 1998, Laigle and Hirn, 1999, Chiarabba et al., 2000, Aloisi et al., 2002)",
              null,
              "Pinatubo<br>Anomaly volume: nan<br><br>References:<br>Mori et al. (1996)",
              "Nevado del Ruiz<br>Anomaly volume: nan<br><br>References:<br>Londoño and Sudo (2003)",
              "Tungurahua<br>Anomaly volume: nan<br><br>References:<br>Molina et al. (2005)",
              "Gran Canaria<br>Anomaly volume: nan<br><br>References:<br>Krastel and Schmincke (2002)"
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