sfsheath/notebook.ipynb

## notebook.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import bokeh as bk\n",
    "\n",
    "\n",
    "# you might not have bokeh installed. fix that.\n",
    "from bokeh.plotting import figure, show, output_file, output_notebook\n",
    "from bokeh.models import *\n",
    "\n",
    "import geopandas as gpd\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot a single series of numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    100\n",
       "1    200\n",
       "2    201\n",
       "3    205\n",
       "4    280\n",
       "5    350\n",
       "dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = pd.Series([100,200,201,205,280,350])\n",
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x111031b00>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ekipn0EtS5Qx6SaqcQS9JlTPoJalyBr0kVc6gl6TKGfSSVDmDXpIqZ9BLUuUMekmqnEEvSZXr+Y+DdxIRJwOXAfsB/5KZa4c1liRp74ZyRh8R+wGXA6cARwBnRMQRwxhLkrRvw1q6OQbYlJkPZ+avgPXAqiGNJUnah2Et3SwDHmnb3gIc294hImaBWYDMZGZmZvGj3HB37xVOgLs+1sNrMkE+8OG657d2bcWrlTNXjXa4kY4GH57ZOOIRh2ts/xibmXOZeXRmHg1MjfIREfeMekzn5/xe6HNzfkN7dDSsoN8KrGjbXl7aJEkjNqylm7uAlRFxGK2APx348yGNJUnah6Gc0WfmTuAc4CbgoVZTfm8YY/VobtwFDJnzm1w1zw2c31hMNZvNcdcgSRoi74yVpMoZ9JJUOYNekio3tO+6eT6JiFfRujN3WWnaCmzIzIfGV5UEEXEM0MzMu8rXhJwM/CAzbxxzaUMREesy88xx1/FCU/0/xkbEecAZtL6GYUtpXk7rks/1ftna81v5kF4G3JGZz7S1n5yZ3xhfZf2LiItofR/UNHAzrbvHbwFOAm7KzEvGWF7fImLDHk1TwJuBbwNk5p+NvKghiog30Pr6lwcz85vjrqfdC2HpZjXwR5m5NjO/VB5rab0hq8dc21BFxPvGXUM/IuJc4Drgr4EHI6L9+5L+cTxVDdQ7geOANwJrgFMz82LgrcC7x1nYgCwHngI+DXyqPJ5uez7RIuLOtudnA58FXgpcFBHnj62wBbwQgv7XLPxVGUvLvpp9YtwF9Ols4HWZeSpwPPC3EfHBsq+rW7+f53Zm5q7MfBb4UWY+BZCZv6SO/zaPBu4B/gZ4MjO/A/wyM7+bmd8da2WDsX/b81ngpMz8BPAW4C/GU9LCXghr9B8CNkbED/m/L1r7PeBwWjd1TbSIuH8vu6aAJaOsZQhetHu5JjM3R8TxwDUR8fvUEfS/iojfLkH/ut2NEfEyKgj6zPw1cGlE/Fv5uZ26MudFEfG7tE6YpzLzZwCZ+d8RsXO8pT1X9Wf0ZR33lbTObm8qj48DfzDpa7zFEuBM4B0LPH4+xroGYXtEHLl7o4T+24EG8Idjq2pw3lhCfnco7rY/cNZ4Shq8zNySme8Cvg58adz1DNDLaP0/lruBgyNiKUBEHMjz7ESkpk/XvSr/I7p93HUMyfXAgZl53547IuI7oy9noM4EnnNmVL5e48yI+Nx4ShqczNyxl/Z5YH7E5QxdZt4A3DDuOgYlMw/dy65fA6eNsJSOqr/qRpJe6KpfupGkFzqDXpIqZ9BLUuUMekmq3P8CFhMDSJHPqM8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1111199b0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s.plot.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1111fbe80>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.Series(np.random.normal(100, 100, size=100000)).plot.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot a DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>amount</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>small</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>200</td>\n",
       "      <td>small</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>201</td>\n",
       "      <td>small</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>205</td>\n",
       "      <td>small</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>300</td>\n",
       "      <td>big</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>350</td>\n",
       "      <td>big</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   amount category\n",
       "0     100    small\n",
       "1     200    small\n",
       "2     201    small\n",
       "3     205    small\n",
       "4     300      big\n",
       "5     350      big"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({\"amount\":[100,200,201,205,300,350],\n",
    "                     \"category\":['small','small','small','small','big','big']})\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1117e7b38>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.bar()\n",
    "# x = 'category'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1111f18d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11192e390>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['amount'].plot.pie(figsize=(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x109741550>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5ohnnvNvOPdmic+hMHoCtecXlE0QHURvdFvFQtqL1+Xymjo4ONfXPGHaqe/tVTafe3SrL3m7RYaJND+QaTptziDAOQGVecTlNY/Wj2yIeyla0hw8fvtzv96uu57fX3z6vvvXVTqenaa/oLNHkKHfR3Kw4WQAq8orLqV9NgG6LeF8r2mnTprmKi4uz1q5dOwoIrhXtpk2bvhg2bBhzu93hXIEyRHxsc2fZjJMdZRWcy9SfIgQOyq7LRGfQuUwAm/KKy2eKDqIGui3iQ21FazQaTRs3bpx24sSJcEcNBYPL27SgvuXlox7fKdrAYAgkzo85II0RnYNgOJRCHtKVbVqkiiWGIpYEDrEV7eRFixblZGdns/Hjx0cgbWhwSJcfb9/gTkmYUjEs5SoLY4wubw5SM/faoaxhJuJlACjLKy6/qWrN4u2iw4hCrWiDJEmSsaOjY+pgL+JpbGzEtm3bQh0raAYW99noYcsyY4zJtMFvEDZJnbuOcLfuR38q4wAwv2rNYl2e+9HtdMpgcM5ZZ2fn5DBfhRkRMvfMamx7M7Gz98DHorNoBefcXcfddEJNfVKhNM/S5TpyKuIDxDlHZ2fnBL/fnyQ6SwiZO3p2XdvY9tbHkuzpFB1G7VyQD0iA5v+AR6ksAO/nFZfr7iIsKuID5HA4xnm93qh8g/gkx7UNrTZXr7tut+gsalbH3b2iM5ALmg7grbzi8jjRQSKJivgA9PT0jBR9JWb48VEtXZWzTrR/UClz/6D3DY1mNbJLlx/XNWYBlF2zdIOK+EV4PJ7k3t5evSwpY25fs6Wh5ZUmt7elRnQYNZE5t3fAT6tStOHf84rLfyI6RKRQEb8ASZJMDodDd70aOOSJJzo2Tmrp2kK9ygNa4asTnYEEgfNHfvXjR3Sxubgq1omPOPyfIV2y1TLpNxddd37kyJHYu+++e/K2bdsO9L///vvvv3TVqlXNOTk57q6uromyLOu1R0ZMr/vYApencd/ojKXmGJN5nOhAIh2SXbqaZ9Ukzh1jnC37lzVuNSxs3n1FnOx73b7svSvHbtjZLDpaOKmiiKvJM888Uw8ADocjy+fzJYvOI5rMfTmNp97uSUvK2ZqePGue6DwicM59R7ibuhaqEecdl/UcP3Bz49a4eS2fXxHDpWv7/TQBwIv2Zbk3jN2wM2q30tN1EZckCffcc89lBw8eTJwwYYKrpKSk7o477pj80EMPnZo0aVLmW2+9heeffx4pKSmYMmUKYmJiUFRUJDq2CMmdvfvmdbuO7hidsfQykzEhyk/ynskDfsAPTluFqQTjcutkh73m642VyVe1HZhp5PKFBhfXAfh/AJ6KULyI0/WcuN1uj//2t7/d8sknnxxISkqS//SnPw0HAJ/PN6q1tRXPPvssSktL8dxzz+HYsWOi4wonyb1fs7e9hm7X4R2is0RSPXd3ic6gdwYuHZ/ecaTi4b3P7Xmt4j+Hrfvsj5ZrW/fNNnJ5IAPRX9mX5UbtfqgRHYkzxpIA2H73u99dM2PGjIThw4cfb25uHjMiNpIpvjR8+HDvggULegHgtttuO/WXv/xlhMFgiOOcx+zfvx9z5syB2WwGAOTn56O+nraxBDC8zfHxcIfz4JZR6TfMMhhion7KqVZ2UWsCAYyyv35mx+Fjt9grhs/oPJLNgNGDfKkEAM/Zl+UuiMZplUhPp9wE4Pj111+/IS0tbZrf7zc2N4s753B2/yeDwWBijOn1RGZQvP5T8+tbX63PTFt8LCFudI7oPOEic97cCh9tQhAhMbLvyOxTB+232DePutzRcDmAS0P00vMA/AjA70P0eqoR6emUfQDyd+/ePcvhcCSbTCahy9daWlpit2zZkgQAb7755rA5c+acvqR6+vTp2LVrFxwOB/x+P8rKysQFVS350pOdH2U3d5ZHba/yDvi/EJ0h2sVJ3oPzmz/b/Nuq9UderXx44s8O/G1hoICH2m/sy3LHh+F1hYroSJxzfogxNjs1NfWfzc3NV/T09DgAoOnStXtiYmL8bW1tw5xOZ9K4ceMaAKC6ujpn8uTJNV1dXebu7m7zpZdeesxgMPDq6uqcCRMmHIyPj/fu27dvVk5Ozmdutzu2rq5u8tSpUw9cOMWXxo4d637uuedGPPjgg4kTJkzgt912m6myshIAMGLECNx777246667YDabMX78eCQnR/3MwWAYnZ7GBfWtr9SMTl8SFxuTHlXr6g/JLqPoDFGHc54geaqvbd3buqKh4rIxrtbLAYSjaJ8tEcA6AN+IwLEiJtJz4qMBtE+aNOkY53xke3v7JQN5niRJRqPR6DMYDNzhcKT4fL4hz6JPnDjRu3379gOB1485derUDM45nn322dOPWbJkCVauXAm/34/Vq1dj4cKFQz1s1OLcP62p/R1XasLUyoyUvPnR0Kuccy4d5i417Z2qXZzLyX7nPkvzZ51ft1dOGeHpFNUN8g77stz/GbthZ9T0H4/0nHgOgOKPPvpoTE5OTlxWVlZ9Q0PDRTdiyMjIaD927Nik2tra7Pj4eGdsbGxIe3v09PSM5px/ZWqppKQEn376KbxeL66++mosWrQolIeNRgkOV62l11O3a3TGstEmY5KmTwj6wGs84DNE59Aszv1mX8/eRSd39t7cuHVqhrf7CtGRAp4CcO1FH6URut8Uwufzxbe3t0dsVKCWTSEioDMjJa/GnDjtGtFBBuuo7Kool7sWiM6hKZx7h3m69lx/YodnSdPH01P9znTRkc7DOnbDztdEhwgFXV/sAyijcNEZolRae3fVNd3OQx+PyrhputEQZxYdKFg13DWg6T7d49w50t2+98bj26X849tzkiRPnuhIA/Ab+7LcN8du2Kn53kC6LuI+ny/O6/WqdaQQFXxS17UNrbbjI8yWo0nxl84SnWegOOftJ7hXFZ8WVYnz7ixn676lTdsMi07unBkv+64WHSlIEwH8GwDVjcYZYz2c82TG2HgA73J+4Sk9XRdxp9M5UnQGfeCjW7oqRsW7Misy0667mjGj6ptJdUGqRRTNm4YE553je0/sv7lxS+z85q/0KdGiB6HCIh4s3RZxSZJMHo9nmOgcOsLc3pML6lteOZyZcYMUHzM8EkvKBu2w7Ir8ySIVYlxundTdWPt1e2Xi1W37r7hInxKtybUvy104dsPOzYN9gb6r0AGMAWAE8F8AngDwMoAlAPwA7gPwGwCTABRzzp9hjCUDeBtAOoAYAD/nnL89mAyqKOKvHrgrpK1o75j+wkVb0dbW1o76wQ9+YHjttTP/EK9duxZ33nknJkyIquXOqsEhTTrR/r43OX5ixSWp185njKmufw/nnB/irqjttXExBi6fmNpVd2iFvcI851TtTAP4fNGZwuhBAJuH8PybABznnC8DAMaYGUoRb+CcX8kYWw/geQBzoezPuh/AMwDcAG7lnDsYY5cA2M4Y+ycfxEoTVRTxSOOcM5/Pl3Gunz3yyCORjqNHsT3uIwucHvue0RlLh8WYUlW1c5If/JATsqo/KYSaUZbsOZ2Hj65oqBg2s/PwdAZoenloEJbYl+VOHrth52CvzN0H4LeMsSegzF9vCVwi8c9+P0/mnHcD6GaMeRhjaQB6ATzOGLMAkKFs9DwSwMlgA+iyiLvdbjPn3CRJEh5++GHU1NRg4sSJWLt2LR544AEUFhYiOzsb1Io2vGTuvaLx1FvdaUlXbE1PvkI1H9NPcO9JROYKQqFiZP/RWe0HG25p2Jw51VE/FYBe9xC9B8DDg3li31XoAJYC+BVjrK8/hyfwVe73fd+/TQC+BWA4gDmccx9jrA7KSD1oA/4oa7VarzrP/V8bzIFF8ng8GQBQV1eH22+/HW+++SaSkpLQf2qFWtFGTEpn75559tY3t0uy+5ToMABQy11pojOES5zkPTiv+fPNT+78nyOvVj40oWh/6cJAAdezu+3Lcgc1rRe4Ct3JOf87gGIAswf4VDOAlkABX4QhNPoKZiT+IYDUc9y/EcA5pybUSJZlg9frTQOAzMxMXHml0ut/6dKleOWVV04/jlrRRpZf7rm6odXWcknq3KqUhInC1hlzzh127omqXXwS/O4D17Tubb3FXnnZGGdLpPqUaMkYAPMBVAziuTkAihljMgAfgB8AeH0Az3sRwDuMsX0AdgKoHcSxAQygiFutVgMABoBZrVYW+L7PRChnXzXD7Xanc87P2dcjCtp9aN2INse2Ed2ug1sy0/JnGwwxSZEO0AOphgPn/NSpGZzLSX7X/vktn3essFdOGumO3BXJGvZNDKKIc84/APDBWXeP7/fz56Gc2Oz79/h+jzvn1cyc8+TA1zoAF237MJCPEH4AXigdwPxQ/tr03aoBPD2A11ANt9t9+lPDyZMnsWfPHgDAxo0bT4/KAWpFK5LH1za/vvXVVpf3xIA7UobKEe72RvqYIcG53+zt2b2iYXPlnz/5ddsL2345874v3low0t2eJTqaRqywL8vV5ChuINMpl0EZfVcAsPS7nwNotdlsrqGGGMiSwFDgnDO/35/S9+/x48fDZrPhsccew4QJE3DbbbeBWtGqhTz+ZMeH/sS4cRUjzJa5jBkichL+oOy6LBLHCQnOvRlex57rT+xwL236eHqqr3eg87Hkq0ZCmRrZKzpIsHTVAMvj8aR0dnYOeJcWp9OJxMTE061oV6xYgcWLFw8pg44aYIUMY6bq0RlLEmJN6WEtsBLnR/8qNav7AgHOXSPcHXtuPP6JdMPxT2ckSW7N9aRRsZ+O3bDzt6JDBGvAoxur1ZoB4KcArgRwxpDUZrNZzvkklfF6vSkXf9SXqBWtOnDuz2469Y4zNTG7clhKbtjea83cawegviLOefdoV+u+pU0fs8Unds6Ml71a61OiFfkAoreIA3gJQByUS0yd4YkTXl6v91yra86rsLAwXFFI8BIdzmpLr/vYztEZS8eajEkh73tTy13qmS/jvGtc78l9NzdujbW0fDYzVvZrvU+JFljsy3Ljxm7Y6bn4Q9UjmCJ+LYDhNpstFL9gxHeclmXZIElSYqSPS0JLkl259rY32oelfG17auLUkI1IOeeueu4WuoqDcbltYndTzfLGLQnXtO69whRdfUq0IAHALACa2vUnmCK+F8p6yiNDPagkSTU+ny8nJiYmYsXc7/cnnG9pYaTIsoyOjg6REaJFxqnuHVc7XIe2jU6/KcdgiA3qE9a5OCEfkIDcUIQLhoHLJy/vqj+o9CmpyTFGd58SLZiJKC7i5QA2Wq3Wv+Ks6/ttNttzwRzU6/X+t8PhgNFonIYgrhodio6Ojont7e2RONSFMqC6ulpohmji83fOrW99tXFk2qJjiXFjhrT1Vx13R2yK0ChLjTM6jxxZYa/IuKLjixkMyIzUsclFzRQdIFjBFPH5ABqhTP73xwEEVcTnzJkjQ9l1OmKKiop+i/Msridaxsc0d5aPTogdXTEybdE1jBkHtYl2rewKa98Qk+w/Nqv9YP0tDRUjpznqpkH5VEvUJ3qLuM1m0/rSjKi6lJqcweDyHl9Q3/LKoVEZN7K4mEuCaiMrc27vgD/kyxdjJe8Xuadqjt/asDlrYk/TJCjXXBB1yxEdIFjBLDE877SHzWaL+InKQaAiHuU4pCnH29/zJCdMqrgk5ZoB9ypvha8OIergF+/3VF/Ttq/llobN48c6WyYD0G1fco1Ksy/LHTZ2w05VNGMbiGCmU/xQpk7OxRiCLOFGGyLrQ1yP6/ACp9v++eiMpcNjTCkXvez8kOwa/HZxnPMkv2vfvJY9HSvsFRMz3e3ZoAGD1o0EEJVF/OyPgqMAFAF4J3RxwqOoqMgMnfZO1yuZe65sPPWPrvSkWdvSknPmnu9xnHPfEe4OruhyLqX6evcubN7Vvdy+5fJhXofm5lHJBY2E0hdKE4KZEz+7D2u91WotAFAF4C8hTRV6tJemPpk7ej+b2+0+/MnojCWXGw3xX2mZ7AE/4Ae/8lxPPgPnvnSvY8/1J6pcS5u2ZZt9vbPCkpiowQjRAYIx1NFpKpTdKdSOiriO+aXuaxpaX2senjpvZ3LCZWesBa/n7q7zPpFz93BP554bjm/333h8+4xkvyvi68iJECG/Gjicgjmx+QLOnBNPhNLV8O+hDhUGVMR1j49sdWwZ6XA911xFAAAQZklEQVTVVmam5+cZmCkBAGpl15l7SXLeM8rVtm9J08e47mRVToLk1XZvcTIYmmoqFsxI/PBZ/+4F8IzNZvsohHnCZfAnrkhU8fhaLfUtrxzLTL/eFRczclgrfFMCfUr2L2vaZlrQvPuKWNlP1xPomxYWapwWzJz4Y+EMEmaa2n2IhAPniTFyR2q83GlOkLrTE/7R05ti3r/SXZc0taMhyZQoGzAZUs1k0w46B65vsS7u0NKO0UG9W61W67cB3AUgC0ATgBdsNttfwxEsxHyiA5DQizfJjpR4qcMcLzvSEiRXeoLfk5YgyanxMpLjpJiEGJ4QZ5KTjQakMSCdMWSg336wH/rqKlpk54Jjl8YI/C2ICpXdIDpBEIKZE38YwN1Q+u3WQ9md+UGr1TraZrP9Okz5QoVG4hoQY5SdKXFyuzlecqQlSL3piZLHHC/5zQkSS4mTTYkxclyciSebjDyNARmMIRXn3rx7QHq5FML0JIpoaou+YEbi3wWwsP9SQ6vV+gGASgBUxMlXGBn3JsdJ7eYEudMcL/WkJ0ietETJnxYvITlOMibFynFxMTwpxsBTDQwZjCERygnziHBCpnkTci5R2088CUDrWfedgtKDV+0cogNEAwYuJcfJ7anxUqc5QepJT5BcaQmS3xwvyanxsjEpVo6Lj5ETYow81ciQHhgpZ0KlXfrcXB5UsywS9aJ2JL4RwItWq7UIQAOU6ZRfA/ggHMFCrEl0AHU682RfWoLkTE+QfGkJEk+Nl1hSrByTECMnxhp5itGANCjzysOhjWsDLsoLmTYJIedy8uIPUY9giviPAPwByuYQJignC20AHghDrpBat25da1FRkQc6WGo41JN9eiKBD3kzCRKVakUHCEYwSwwdAO62Wq33ALgEQJtGuhf2aYIaN8G9iEif7NMTGUgTnYGojgTgC9EhghHsEsNEAJOg7HY/yWq1AgBsNtvHoY8Wco1QQRFX+8k+vZA49wJIEZ2DqM6xwvyy6JwTt1qtd0OZTvECcPX7EQcwLsS5wuEYlDYBIRVtJ/v0wgmpAxrrkUEiQlNTKUBwI/H/BrDSZrN9GK4wYbZnYA/T98k+vXBy2QEq4uSrorqIewFsDlOOsEtL8O++JEnaRyf7CAD0cKlXdAaiSjWiAwQrmCL+CwBPWa3Wx2w2W1u4AoXLTxe1fgZgOoABbdlFols397su/iiiQ1E9Ej8EYC2AVX0nNAEwANxms6m+65fJUurwVxZUA5ghOgsRrwcS9dMh5xLVI/EXAPwNwKs488SmlnwMKuIEQA+XtLQ8lkTGzsL8sg7RIYIVTBEfBuARm812vs2StWArgPtEhyDi9XKJptXI2f4hOsBgBPNG/iuUNrRa9i6oLS0B4KLmV+SrNFnEGecDG1hbrdatAL4GZb11c/+f2Wy2kK+/Dhd/ZcEGAEtF5yBi/dlzfLcL8mzROYhqHCzML5sqOsRgBDMaeTZw07pXQUVc93zgSaIzEFXR5CgcCGI6xWazlULpZNgeeJ6x301L3oLG+gWT0KPmV+Qs0V/ErVbrLVA2S14LoATAjwNfNTVPbrKUOqD8MSI6xqn5FflSE4Aq0SEGK5gTm78CcK/NZpsFoDfw9T4Au8KSLLxeFR2AiOPjshPa2MyERMZbhfllml11F0wRH2ez2V47675SKPtuas070O5adzJETsiaWwtMwupl0QGGIpgi3mK1WvsaBtVZrdZrAEyE9ubEYbKU9kC5eInoUC+XaLs+0mdLYX7ZNtEhhiKYIv4sgHmB79cD2ASlM+DToQ4VIetAGyjrUjeXnKIzENVQ+ybvFzXgdeJns1qt4wAk2Ww2zfUa6OOvLPgbNHZilgzdLr/j448lx7WicxDhdhbml+WJDjFUg75qzWazNYQyiCCPA/gWqLOhrnRziT6BESAKRuGAzouXyVJaC+AN0TlIZPVC0uxKBBIy+wG8LTpEKOi6iAdExV9jMnC9XKb3PXlcy8sK+9P9m9lkKd0DpTEW0Qk3l2JEZyBCfYEoulZE90U84OeglSq64QGnC3307TeF+WVR00+eijhOj8afEp2DRIYPMjW/0q8dUC5SjBpUxL/0SwBHRYcg4ScDZtEZiBB+AN+LplE4QEX8NJOl1AXg+6JzkPDinHMOpIvOQYR4qjC/bK/oEKFGRbwfk6X0I9Dl+FHNA+7AEK6PIJp1DMBjokOEAxXxr/oJgDbRIUh4OLnUKToDiTgZwD2F+WVR2W6BivhZTJbSNiiFnEShHkjdojOQiHuqML+sUnSIcKEifg4mS+kLAF4XnYOEXg+XqAWxvuyDsoQ4alERP79vAzggOgQJrW4u0dZ8+uEFcFdhfllU/39ORfw8Aj3HbwFAc6hRpIf7JdEZSMTcV5hftkd0iHCjIn4BJkvpYQB3AoiKHgsE6EVULREm5/frwvyyqLqo53yoiF+EyVK6AcqFQCQKOLlE7/no9wqAX4gOESn0hh6Y/0KUtK3UOxeX40RnIGH1CYBvR0uHwoGgIj4AJksph7IhdK3oLGRovJATRWcgYXMUwIrC/DK36CCRREV8gEyWUgeAGwDUCY5ChsAPniw6AwmLTgDLCvPLWkUHiTQq4kEwWUrtABYBsIvOQgZHBtJEZyAh5wOwsjC/TJeflKmIB8lkKa0DsBjAccFRSJBkziVQB8Now6EsJSwXHUQUKuKDEFh6eB2AZtFZyMC5IHcAYKJzkJDxQ7mY53nRQUSiIj5IgU2Wrwc1y9IMJ5e6RGcgIeMG8G+F+WUvig4iGhXxITBZSvcDyAfQIToLubgeLvWKzkBCohvAksL8sndEB1EDKuJDZLKUfg5ljrxJdBZyYT2QorIVqc60AVhUmF+2WXQQtaAiHgKBQn4VgM9FZyHn180ln+gMZEgaAVgK88t2iQ6iJlTEQ8RkKW0CMA8AfcRTqR4uUeMU7ToMYF5hflmN6CBqQ0U8hEyW0l4onQ//R3QW8lW9nBoYatQeKAW8XnQQNaIiHmImS6lsspQWAvghAKoaKuKERHtras/fAFxbmF9Gy3nPg97UYWKylD7tryw4CsAGIEV0HgJ4qPmVlrgA/Lgwv+wvooOoHY3Ew8hkKd0I4GooW0QRwbzg1PxKGw4BuIoK+MBQEQ8zk6W0GkAegN+LzqJ3Eniq6Azkol4BkFuYX0YDnwFinOum7a5w/sqCJQCeBzBCcBRd+l9PYw8A6mKoTh4AhYX5ZX8SHURraCQeQSZL6fsAcgC8JzqL3vg594AKuFodhXLykgr4IFARjzCTpbTFZCldBuABKP0fSAQ4IVFrBHV6BcDswvyy3aKDaBVNpwjkryzIAfAilNE5CaMTsufQ677WKaJzkNPsAFYV5pe9KzqI1tFIXCCTpXQfgDkAHoKypIqESS81v1ILGcAfAEynAh4aNBJXCX9lwWUA/ghgiegs0egzf/cnW6Wua0Tn0Ll9UDZw2C46SDShkbhKmCylx0yW0qUAbgPQIDpPtOkBNb8SqAvAfwCYRQU89GgkrkL+yoIEAD8D8CCABMFxosL7vlMVh2XXAtE5dIYDKAXws8L8shbRYaIVFXEV81cWjAPwJIDbRWfRute9LZUnuNciOoeOfApl3fcng3kyY2w8gHc55zPOuv/PAJ7inFcPOWGUoOmUQWCMjWeM7T/H/X9mjGWH6jgmS2mDyVJqhXLp/sZQva4euSDHiM6gE1UAlhXml1092AJ+IZzz71IBPxM1wAohzvl3w/G6JkvppwCW+CsLrgbwSwA3huM40YyaX4XdTgC/LMwv2xDC1zQxxl4EMBvAAQB3Q7lQ7qec852Mse9AmXbshNKu1sM5/1EIj68JNBIfPBNj7EXGWA1j7HXGWCJjbDNjLBcAGGPfYYwdYoztYIw9yxj7w5APaCndbrKU3gTgWgAfDvX19MQHTldrhscuAMsL88vyQlzAAeByAE9zzqcBcABY1fcDxthoAL+A8il1LoCpIT62ZlARHzxhbzCTpfQTk6X0Big7CX0UyteOVtT8KuR2A1hRmF+WG8b13nbO+bbA93+H8n7v8zUAFZzzds65D8BrYcqgejSdMnhnv8Ee6Pez028wAGCMvQYg5FcLmiyl2wDk+ysL5gF4GMo0Cwv1caIBB9JFZ4gSn0OZNnk7Asc6e9UFrcI4BxqJD55q3mAmS+lWk6V0CZRPB+uhzBGSAC+XewDQnPjg+aBsbrK4ML9sVoQKOACMY4z1XaD1TQBb+/2sCsACxlg6Y8wEYGWEMqkOFfHBU90bzGQp/cJkKf0JgCwA34MyatI9J5foj9rgHAPwnwDGFOaX3VGYX7Ypwsc/COCHjLEaKJ+kTnc55Jw3AXgcwA4A2wDUQbmoSHdonfggBNawboRyRn4OgGoAd+HMM+f3AVgDoB1ALYBGzvnDkc7qryy4Fsp8/e0AYiN9fDVokj3Vb/paQ7b0M8r5AbwDoATAvwrzy1RbIBhjyZzznsBA6R8AnuOc/0N0rkijIh4manuD+SsLRgD4LoDvAJggKocItVLvzg/9Hbmic6icHcCzAP5SmF92XHSYgWCMPQngegDxAP4F4D+4DgsaFfEwUfMbzF9ZkAfgGwCsAMYIjhN2O/2ObZ9Ijrmic6iQG8AHAP4C4L3C/DJJcB4yCFTEdcxfWcCgLIG8A8p0y0ixicJjk6+jYr/cS31TFA4AG6B8Ony/ML+sR3AeMkRUxAkAwF9ZYASwAMoI/d8ADBObKHTe8bVV1MluPRfxVgBvA3gTQFlhfplXcB4SQlTEyVf4KwtiACyEsu78Bmh856FXvc1bWrhvvugcEVYPZbT9DwBbC/PLZMF5SJhQEScX5a8sGAUgH0pBzwcwQmyi4JR6TnzqgHSV6Bxh5oeytLUMwFuF+WW7BOchEUJFnAQlMI9+BZSC3nfpv6ovpPn/nuN7PZBnis4RYhKUviWbAGyGMtqm+W0doiJOhiSwgcVVUFoN5AW+jhMa6ixPexqPSMBE0TmGqAdKj+6PoVzc8klhfplDbCSiBlTEScj5KwtG4suC3lfcM0Tl+V9PYxuAS0QdfxBcUC4Q248vC/deWgJIzoWKOIkIf2XBRCgFfSaUZmBTAEyCso4+bDjn/A/eJhmAMZzHGSQ3lGJ9IHCrDnw9SiciyUBRESfC+CsLDFCmXqacdbs8cP+Qe/u4uNTxZ+8JkR0MOYA2AE0AavBlwe4r1jS6JkNCRZyokr+yIA7AeACZUC5C6vt6rtt5T6y2yb5jL/uaLwtDRA5l/fVxACf6fT1x1n0nC/PLfGE4PiEAqIiTKOCvLDBDKeZpAJL6307IHuPrvtY0ADFQGoDF9vs+BoAXyhy0+xxfz3dfF5Ti7I/Qr0jIeVERJ4QQDaN+4oQQomFUxAkhRMOoiBNCiIZRESeEEA2jIk4IIRpGRZwQQjSMijghhGgYFXFCCNEwKuKEEKJhVMQJIUTDqIgTQoiGUREnhBANoyJOCCEaRkWcEEI0jIo4IYRoGBVxQgjRMCrihBCiYVTECSFEw6iIE0KIhlERJ4QQDaMiTgghGkZFnBBCNIyKOCGEaBgVcUII0TAq4oQQomFUxAkhRMOoiBNCiIZRESeEEA2jIk4IIRpGRZwQQjSMijghhGjY/wHb58gKmVCdggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.pie(y='amount', labels = df.category)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "big           AxesSubplot(0.1,0.15;0.363636x0.75)\n",
       "small    AxesSubplot(0.536364,0.15;0.363636x0.75)\n",
       "dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(by='category').boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x111b11208>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(by='category').sum().plot.pie(subplots = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x111b41f98>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby(by='category').sum().plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## From a CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['id',\n",
       " 'title',\n",
       " 'label',\n",
       " 'latintoponym',\n",
       " 'pleiades',\n",
       " 'welchid',\n",
       " 'golvinid',\n",
       " 'buildingtype',\n",
       " 'chronogroup',\n",
       " 'secondcentury',\n",
       " 'capacity',\n",
       " 'modcountry',\n",
       " 'romanregion',\n",
       " 'arenamajor',\n",
       " 'arenaminor',\n",
       " 'extmajor',\n",
       " 'extminor',\n",
       " 'exteriorheight',\n",
       " 'longitude',\n",
       " 'latitude',\n",
       " 'elevation']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ramphs_df = pd.read_csv('http://sebastianheath.com/roman-amphitheaters/roman-amphitheaters.csv')\n",
    "list(ramphs_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10629efd0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ramphs_df.extmajor.plot.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1114d6b38>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ramphs_df.extmajor.plot.density()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1062f5320>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ramphs_df.plot.scatter(x='extmajor', y = 'extminor')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1118df080>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DON'T RUN THIS!\n",
    "ramphs_df.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1142fabe0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ramphs_df.query('modcountry == \"United Kingdom\"')[['label','extmajor','extminor']].dropna()\\\n",
    "  .sort_values(by = 'extmajor').plot.bar(stacked = True, figsize = (10,10), rot = 90, x = 'label')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interactive HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"5591f415-6a9b-409a-bd8d-de70cf0d0c76\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id !== undefined) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var element_id = msg.content.text.trim();\n",
       "            Bokeh.index[element_id].model.document.clear();\n",
       "            delete Bokeh.index[element_id];\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"5591f415-6a9b-409a-bd8d-de70cf0d0c76\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"5591f415-6a9b-409a-bd8d-de70cf0d0c76\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '5591f415-6a9b-409a-bd8d-de70cf0d0c76' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.15.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"5591f415-6a9b-409a-bd8d-de70cf0d0c76\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"5591f415-6a9b-409a-bd8d-de70cf0d0c76\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"5591f415-6a9b-409a-bd8d-de70cf0d0c76\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '5591f415-6a9b-409a-bd8d-de70cf0d0c76' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.15.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"5591f415-6a9b-409a-bd8d-de70cf0d0c76\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"ffd6dfac-2bb8-4457-8f9b-e81155201ff9\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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Assisi\",\"Amphitheater at Durr\\u00ebs\",\"Amphitheater at Lambaesis\",\"Amphitheater at Mactaris\",\"Amphitheater at Cirencester\",\"Amphitheater at Vindonissa\",\"Small Amphitheater at Thysdrus\",\"Amphitheater at Thysdrus\",\"Amphitheater Fr\\u00e9jus\",\"Amphitheater at Gortyn\",\"Amphitheater at Leptiminus\",\"Amphitheater at Micia\",\"Amphitheater at Gemellae\",\"Amphitheater at Cherchell\",\"Amphitheater at Pula\",\"Amphitheater at Carmona\",\"Amphitheater at Caesarea\",\"Amphitheater at Pergamum\",\"Amphitheater at Anazarbus\",\"Amphitheater at Antioch\",\"Amphitheater at Cyzicus\",\"Amphitheater at Sabratha\",\"Amphitheater at Salamis\",\"Amphitheater at Paphos\",\"Amphitheater at Carmarthen\",\"Amphitheater at Caerwent\",\"Amphitheater at Tomen y Mur\",\"Amphitheater at Thaenae\",\"Amphitheater at Sbeitla\",\"Amphitheater at Theveste\",\"Amphitheater at Trier\",\"Amphitheater at Susa\",\"Amphitheater at Ivrea\",\"Amphitheater at Bararus\",\"Amphitheater at Castra Albana\",\"Amphitheater at Sophia\",\"Amphitheater at Ptolemais\",\"Amphitheater at Toulouse\",\"Amphitheater at Caparra\",\"Amphitheater at Cordoba\",\"Amphitheater at Lillebonne\",\"Amphitheater at Besan\\u00e7on\",\"Amphitheater at Limoges\",\"Amphitheater at Poitiers\",\"Amphitheater at Reims\",\"Amphitheater at Rodez\",\"Amphitheater at Milan\",\"Amphitheater at Aquileia\",\"Amphitheater at Padua\",\"Amphitheater at Lecce\",\"Amphitheater at Termini Imerese\",\"Amphitheater at San Benedetto dei Marsi\",\"Amphitheater at Monteleone\",\"Amphitheater at Bolsena\",\"Amphitheater at Ancona\",\"Amphitheater at Ascoli Picenum\",\"Amphitheater at Benevento\",\"Amphitheater at Calvi Risorta\",\"Amphitheater at San Vittorino\",\"Amphitheater at B\\u00e9ziers\",\"Amphitheater at Agen\",\"Amphitheater at Narbonne\",\"Amphitheater at Amiens\",\"Amphitheater at Meaux\",\"Amphitheater at Chartres\",\"Amphitheater at Senlis\",\"Amphitheater at Tours\",\"Amphitheater at Caistor Saint Edmund\",\"Republican Amphitheater at Capua\",\"Imperial Amphitheater at Capua\",\"Amphitheater at Literno\",\"Amphitheater at Nole\",\"Amphitheater at Silchester\",\"Amphitheater at Dorchester / Maumbury Henge\",\"Amphitheater at Braga\",\"Amphitheater at Sisapo\",\"Amphitheater at Le\\u00f3n\",\"Amphitheater at Autun\",\"Amphitheater at Xanten\",\"Amphitheater at Arnsburg\",\"Amphitheater at Ierapetra\",\"Amphitheater at K\\u00fcnzing\",\"Amphitheater at Nocera Superiore\",\"Amphitheater at Bobadela\",\"Amphitheater at Sopron\",\"Amphitheater at Nyon\",\"Amphitheater at Bern\",\"Amphitheater at \\u201cDambach\\u201d\",\"Amphitheater at Burnum\",\"Amphitheater at Gleisdorf\",\"Amphitheater at Skikda\",\"Amphitheater at Bosra\",\"Possible Amphitheater at Palmyra\",\"Amphitheater at Saint Marcel\",\"Amphitheater at Metz\",\"Half Amphitheater at Grand\",\"Amphitheater at Albegna\",\"Amphitheater at Aquino\",\"Amphitheater at Bourges\",\"Amphitheater at Chassenon\",\"Amphitheater at Drevant\",\"Amphitheater at Seressi\",\"Amphitheater at Chemtou\",\"Amphitheater at Bekalta\",\"Amphitheater at Sidi bou Arkoub\",\"Private Amphitheater at Genzano\",\"Amphitheater at Ain Hedjah\",\"Amphitheater at Utica\",\"Amphitheater at Thuburbo Minus\",\"Amphitheater at Henchir el Kasbat\",\"Amphitheater at Espejo\",\"Amphitheater at Henchir Zembra\",\"Amphitheater at Botria\",\"Amphitheater at Tipasa\",\"Amphitheater at Bulla Regia\",\"Amphitheater at Pupput\",\"Amphitheater at Sicca Veneria\",\"Amphitheater at Thibari\",\"Oval Structure at Portus\",\"Gallo-Roman Amphitheater at Montbouy\",\"Amphitheater of Statilius Taurus\",\"Amphitheater at Hisarya\",\"Amphitheater at Mesarfelta\",\"Amphitheater at Tigava Castra\",\"Amphitheater at Carpis\",\"Amphitheater at Altinum\",\"Amphitheater at Augusta Benniorum\",\"Amphitheater at Aosta\",\"Amphitheater at Falerii Novi\",\"Amphitheater at Rimini\",\"Amphitheater at Imola\",\"Amphitheater at Venosa\",\"Amphitheater at Teramo\",\"Amphitheater at Velleia\",\"Amphitheater at Ordona\",\"Amphitheater at Bevagna\",\"Amphitheater at Minturno\",\"Amphitheater at Sinuessa\",\"Late Roman Amphitheater at Aphrodisas\",\"Djerba Amphitheater\",\"Zagarolo Ludus\",\"Tusculum Amphitheater\",\"Forum Novum Amphitheater\",\"Todi Amphitheater\",\"Terni Amphitheater\",\"Spoleto Amphitheater\",\"Aquae Neri Amphitheater\",\"Aurelium Commodianum Amphitheater\",\"Jebel Moraba Amphitheater\",\"Falerone Amphitheater\",\"Fermo Amphitheater\",\"Frosinone Amphitheater\",\"Rugge Amphitheater\",\"Egnazia Amphitheater\",\"Canosa Amphitheater\",\"Siponto Amphitheater\",\"Chieti Amphitheater\",\"Amphitheater at Teano\",\"Henchir Douama Amphitheater\",\"Ain Tounga Amphitheater\",\"Aleria Amphitheater\",\"Volterra Amphitheater\",\"Amphitheater at Vasto\",\"Amphitheater at Suasa\",\"Amphitheater at Pollenzo\",\"Amphitheater at Vercelli\",\"Amphitheater at San Giovanni in Carico\",\"Amphitheater at Megiddo\",\"Amphitheater at Suessa Arunca\",\"Amphitheater at Altripalda\",\"Amphitheater at Compsa\",\"Amphitheater at York\",\"Amphitheater at Barcelona\",\"Amphitheater at Istanbul\",\"Amphitheater at Chichester\",\"Amphitheater at Reggio Emilia\",\"Amphitheater at Tharros\"],\"welchid\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[260]}},\"selected\":null,\"selection_policy\":null},\"id\":\"4acd8c18-0415-4962-9db2-cd6907f96f70\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"plot\":null,\"text\":\"Amphitheater Lengths\"},\"id\":\"98a2e62a-3888-4c7a-bdd9-8c755c5ad28a\",\"type\":\"Title\"},{\"attributes\":{\"formatter\":{\"id\":\"a50fef6b-f2cc-45f4-a24b-2754f376a12b\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"092423bf-0337-4440-a181-d4ab5628292f\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"42f9a5c3-117e-48bc-8599-6dae3ff95f37\",\"type\":\"BasicTicker\"}},\"id\":\"114c6b69-1dfc-4b08-b209-07ad6ee97c41\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"cb7b8b1e-d2f8-49b5-9d74-7892996df108\",\"type\":\"LinearScale\"},{\"attributes\":{\"overlay\":{\"id\":\"a927bdb3-78e3-4a79-961f-484855347989\",\"type\":\"BoxAnnotation\"}},\"id\":\"0fd4d2ff-6fd5-4d63-9406-9c6cf79104f0\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"dimension\":1,\"plot\":{\"id\":\"092423bf-0337-4440-a181-d4ab5628292f\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"42f9a5c3-117e-48bc-8599-6dae3ff95f37\",\"type\":\"BasicTicker\"}},\"id\":\"bbd88cd1-a4f5-48bb-a633-cd7ce9ea510e\",\"type\":\"Grid\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"113abc1f-b22b-4af8-b5eb-ba7fd0ca5d8a\",\"type\":\"PanTool\"},{\"id\":\"8f3517b7-0c44-4e94-89da-83348fa272e1\",\"type\":\"WheelZoomTool\"},{\"id\":\"0fd4d2ff-6fd5-4d63-9406-9c6cf79104f0\",\"type\":\"BoxZoomTool\"},{\"id\":\"eb584158-5851-41ac-93f4-38725529408f\",\"type\":\"SaveTool\"},{\"id\":\"1e017319-a25c-4d7d-b614-53545bbc66b6\",\"type\":\"ResetTool\"},{\"id\":\"6fe9a874-2b2d-4bc6-b29f-138e8efeb883\",\"type\":\"HelpTool\"}]},\"id\":\"8791be36-5aeb-40b0-8d19-f15d63d1c114\",\"type\":\"Toolbar\"},{\"attributes\":{\"formatter\":{\"id\":\"1be53a87-4d1b-48a0-a321-9dc445d8b53d\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"092423bf-0337-4440-a181-d4ab5628292f\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"e6efeee0-86e6-4cab-9af2-f43bed9bfda1\",\"type\":\"BasicTicker\"}},\"id\":\"1c675ce3-4ce9-4c2e-ab45-0521ca6c4f66\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"extmajor\"},\"y\":{\"field\":\"extminor\"}},\"id\":\"91fdda7f-81b7-4c93-8e80-f0e446e7e1d1\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1be53a87-4d1b-48a0-a321-9dc445d8b53d\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"42f9a5c3-117e-48bc-8599-6dae3ff95f37\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"113abc1f-b22b-4af8-b5eb-ba7fd0ca5d8a\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"eb584158-5851-41ac-93f4-38725529408f\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"6fe9a874-2b2d-4bc6-b29f-138e8efeb883\",\"type\":\"HelpTool\"},{\"attributes\":{\"source\":{\"id\":\"4acd8c18-0415-4962-9db2-cd6907f96f70\",\"type\":\"ColumnDataSource\"}},\"id\":\"5a49d5a2-795e-46f8-9646-22ecb86c7849\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null},\"id\":\"43caf212-84df-4988-b5c4-1d778f910ba0\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"extmajor\"},\"y\":{\"field\":\"extminor\"}},\"id\":\"aaf95b87-50ca-4cc1-bc67-e8b87105e917\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1e017319-a25c-4d7d-b614-53545bbc66b6\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"a50fef6b-f2cc-45f4-a24b-2754f376a12b\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"092423bf-0337-4440-a181-d4ab5628292f\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"e6efeee0-86e6-4cab-9af2-f43bed9bfda1\",\"type\":\"BasicTicker\"}},\"id\":\"d184a47f-d60a-4094-86d1-85718b0c31a1\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"a927bdb3-78e3-4a79-961f-484855347989\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"8f3517b7-0c44-4e94-89da-83348fa272e1\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"092423bf-0337-4440-a181-d4ab5628292f\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.15\"}};\n",
       "  var render_items = [{\"docid\":\"f12f5eac-e910-4f68-a103-442921938e5a\",\"elementid\":\"ffd6dfac-2bb8-4457-8f9b-e81155201ff9\",\"modelid\":\"092423bf-0337-4440-a181-d4ab5628292f\"}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "092423bf-0337-4440-a181-d4ab5628292f"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = figure(title = \"Amphitheater Lengths\")\n",
    "\n",
    "p.circle('extmajor', 'extminor',\n",
    "          fill_alpha=0.2, size=10, source = ramphs_df)\n",
    "\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# output_file(\"bokeh.html\")\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"c81d1d82-e14c-4fe6-b40b-d2b5995d1562\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id !== undefined) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var element_id = msg.content.text.trim();\n",
       "            Bokeh.index[element_id].model.document.clear();\n",
       "            delete Bokeh.index[element_id];\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"c81d1d82-e14c-4fe6-b40b-d2b5995d1562\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    }\n",
       "    finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        root._bokeh_is_loading--;\n",
       "        if (root._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"c81d1d82-e14c-4fe6-b40b-d2b5995d1562\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'c81d1d82-e14c-4fe6-b40b-d2b5995d1562' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.15.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"c81d1d82-e14c-4fe6-b40b-d2b5995d1562\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"c81d1d82-e14c-4fe6-b40b-d2b5995d1562\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"c81d1d82-e14c-4fe6-b40b-d2b5995d1562\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'c81d1d82-e14c-4fe6-b40b-d2b5995d1562' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-0.12.15.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.15.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.15.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-0.12.15.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"c81d1d82-e14c-4fe6-b40b-d2b5995d1562\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<div class=\"bk-root\">\n",
       "    <div class=\"bk-plotdiv\" id=\"8a006fbf-dddc-4902-8f84-25adbd587516\"></div>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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Assisi\",\"Amphitheater at Durr\\u00ebs\",\"Amphitheater at Lambaesis\",\"Amphitheater at Mactaris\",\"Amphitheater at Cirencester\",\"Amphitheater at Vindonissa\",\"Small Amphitheater at Thysdrus\",\"Amphitheater at Thysdrus\",\"Amphitheater Fr\\u00e9jus\",\"Amphitheater at Gortyn\",\"Amphitheater at Leptiminus\",\"Amphitheater at Micia\",\"Amphitheater at Gemellae\",\"Amphitheater at Cherchell\",\"Amphitheater at Pula\",\"Amphitheater at Carmona\",\"Amphitheater at Caesarea\",\"Amphitheater at Pergamum\",\"Amphitheater at Anazarbus\",\"Amphitheater at Antioch\",\"Amphitheater at Cyzicus\",\"Amphitheater at Sabratha\",\"Amphitheater at Salamis\",\"Amphitheater at Paphos\",\"Amphitheater at Carmarthen\",\"Amphitheater at Caerwent\",\"Amphitheater at Tomen y Mur\",\"Amphitheater at Thaenae\",\"Amphitheater at Sbeitla\",\"Amphitheater at Theveste\",\"Amphitheater at Trier\",\"Amphitheater at Susa\",\"Amphitheater at Ivrea\",\"Amphitheater at Bararus\",\"Amphitheater at Castra Albana\",\"Amphitheater at Sophia\",\"Amphitheater at Ptolemais\",\"Amphitheater at Toulouse\",\"Amphitheater at Caparra\",\"Amphitheater at Cordoba\",\"Amphitheater at Lillebonne\",\"Amphitheater at Besan\\u00e7on\",\"Amphitheater at Limoges\",\"Amphitheater at Poitiers\",\"Amphitheater at Reims\",\"Amphitheater at Rodez\",\"Amphitheater at Milan\",\"Amphitheater at Aquileia\",\"Amphitheater at Padua\",\"Amphitheater at Lecce\",\"Amphitheater at Termini Imerese\",\"Amphitheater at San Benedetto dei Marsi\",\"Amphitheater at Monteleone\",\"Amphitheater at Bolsena\",\"Amphitheater at Ancona\",\"Amphitheater at Ascoli Picenum\",\"Amphitheater at Benevento\",\"Amphitheater at Calvi Risorta\",\"Amphitheater at San Vittorino\",\"Amphitheater at B\\u00e9ziers\",\"Amphitheater at Agen\",\"Amphitheater at Narbonne\",\"Amphitheater at Amiens\",\"Amphitheater at Meaux\",\"Amphitheater at Chartres\",\"Amphitheater at Senlis\",\"Amphitheater at Tours\",\"Amphitheater at Caistor Saint Edmund\",\"Republican Amphitheater at Capua\",\"Imperial Amphitheater at Capua\",\"Amphitheater at Literno\",\"Amphitheater at Nole\",\"Amphitheater at Silchester\",\"Amphitheater at Dorchester / Maumbury Henge\",\"Amphitheater at Braga\",\"Amphitheater at Sisapo\",\"Amphitheater at Le\\u00f3n\",\"Amphitheater at Autun\",\"Amphitheater at Xanten\",\"Amphitheater at Arnsburg\",\"Amphitheater at Ierapetra\",\"Amphitheater at K\\u00fcnzing\",\"Amphitheater at Nocera Superiore\",\"Amphitheater at Bobadela\",\"Amphitheater at Sopron\",\"Amphitheater at Nyon\",\"Amphitheater at Bern\",\"Amphitheater at \\u201cDambach\\u201d\",\"Amphitheater at Burnum\",\"Amphitheater at Gleisdorf\",\"Amphitheater at Skikda\",\"Amphitheater at Bosra\",\"Possible Amphitheater at Palmyra\",\"Amphitheater at Saint Marcel\",\"Amphitheater at Metz\",\"Half Amphitheater at Grand\",\"Amphitheater at Albegna\",\"Amphitheater at Aquino\",\"Amphitheater at Bourges\",\"Amphitheater at Chassenon\",\"Amphitheater at Drevant\",\"Amphitheater at Seressi\",\"Amphitheater at Chemtou\",\"Amphitheater at Bekalta\",\"Amphitheater at Sidi bou Arkoub\",\"Private Amphitheater at Genzano\",\"Amphitheater at Ain Hedjah\",\"Amphitheater at Utica\",\"Amphitheater at Thuburbo Minus\",\"Amphitheater at Henchir el Kasbat\",\"Amphitheater at Espejo\",\"Amphitheater at Henchir Zembra\",\"Amphitheater at Botria\",\"Amphitheater at Tipasa\",\"Amphitheater at Bulla Regia\",\"Amphitheater at Pupput\",\"Amphitheater at Sicca Veneria\",\"Amphitheater at Thibari\",\"Oval Structure at Portus\",\"Gallo-Roman Amphitheater at Montbouy\",\"Amphitheater of Statilius Taurus\",\"Amphitheater at Hisarya\",\"Amphitheater at Mesarfelta\",\"Amphitheater at Tigava Castra\",\"Amphitheater at Carpis\",\"Amphitheater at Altinum\",\"Amphitheater at Augusta Benniorum\",\"Amphitheater at Aosta\",\"Amphitheater at Falerii Novi\",\"Amphitheater at Rimini\",\"Amphitheater at Imola\",\"Amphitheater at Venosa\",\"Amphitheater at Teramo\",\"Amphitheater at Velleia\",\"Amphitheater at Ordona\",\"Amphitheater at Bevagna\",\"Amphitheater at Minturno\",\"Amphitheater at Sinuessa\",\"Late Roman Amphitheater at Aphrodisas\",\"Djerba Amphitheater\",\"Zagarolo Ludus\",\"Tusculum Amphitheater\",\"Forum Novum Amphitheater\",\"Todi Amphitheater\",\"Terni Amphitheater\",\"Spoleto Amphitheater\",\"Aquae Neri Amphitheater\",\"Aurelium Commodianum Amphitheater\",\"Jebel Moraba Amphitheater\",\"Falerone Amphitheater\",\"Fermo Amphitheater\",\"Frosinone Amphitheater\",\"Rugge Amphitheater\",\"Egnazia Amphitheater\",\"Canosa Amphitheater\",\"Siponto Amphitheater\",\"Chieti Amphitheater\",\"Amphitheater at Teano\",\"Henchir Douama Amphitheater\",\"Ain Tounga Amphitheater\",\"Aleria Amphitheater\",\"Volterra Amphitheater\",\"Amphitheater at Vasto\",\"Amphitheater at Suasa\",\"Amphitheater at Pollenzo\",\"Amphitheater at Vercelli\",\"Amphitheater at San Giovanni in Carico\",\"Amphitheater at Megiddo\",\"Amphitheater at Suessa Arunca\",\"Amphitheater at Altripalda\",\"Amphitheater at Compsa\",\"Amphitheater at York\",\"Amphitheater at Barcelona\",\"Amphitheater at Istanbul\",\"Amphitheater at Chichester\",\"Amphitheater at Reggio Emilia\",\"Amphitheater at 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axis\",\"@extmajor\"],[\"minor axis\",\"@extminor\"]]},\"id\":\"5a679670-ca31-4701-8f3c-001f1bdadf1a\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"a2e52e45-0b77-4c73-88e2-0c0b13ce65f2\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"e45708a7-084f-4f13-801c-2bd8e6c6d1d1\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"57de1c4a-2852-405b-81dc-677b918b198f\",\"type\":\"BasicTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"7398cd90-a413-4bfa-8c06-7fde991b53ea\",\"type\":\"BoxAnnotation\"}},\"id\":\"e44cf7c7-0547-47ec-9ef7-2496a33f2e00\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"data_source\":{\"id\":\"336bbe32-a032-468e-bed7-0a5971f3b4fb\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"48f52f3f-00b6-4464-87ec-77366833ef89\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"6f5154c3-54b9-4c56-afca-688d8d2912c5\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"5a39720a-3e56-4b81-a04f-0bd54507a641\",\"type\":\"CDSView\"}},\"id\":\"9a043a18-4117-43bf-b116-ff458df5f034\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"plot\":null,\"text\":\"Amphitheater Lengths\"},\"id\":\"763cc825-12ec-42b9-92c5-4f3dde1bb1e1\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"66a90e01-97a1-4943-bc3a-b81656eceaa2\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"df0e6d2f-a0d7-4ab4-845b-e73b7c3aeca4\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"extmajor\"},\"y\":{\"field\":\"extminor\"}},\"id\":\"48f52f3f-00b6-4464-87ec-77366833ef89\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"14638de5-289c-4907-9cb1-9dcb763454a7\",\"type\":\"PanTool\"},{\"attributes\":{\"formatter\":{\"id\":\"a2e52e45-0b77-4c73-88e2-0c0b13ce65f2\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"86ec8e4f-4751-4f76-8cca-6b72d7a5e8c9\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"57de1c4a-2852-405b-81dc-677b918b198f\",\"type\":\"BasicTicker\"}},\"id\":\"940f034d-7eb2-450d-bc8a-202c2cbc44b3\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"9a2d0d3a-b626-49c4-a8ac-e1f9f8956f20\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"extmajor\"},\"y\":{\"field\":\"extminor\"}},\"id\":\"6f5154c3-54b9-4c56-afca-688d8d2912c5\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"336bbe32-a032-468e-bed7-0a5971f3b4fb\",\"type\":\"ColumnDataSource\"}},\"id\":\"5a39720a-3e56-4b81-a04f-0bd54507a641\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null},\"id\":\"903910f8-35b9-4b21-9062-88a35a9bbcbb\",\"type\":\"DataRange1d\"},{\"attributes\":{\"plot\":{\"id\":\"86ec8e4f-4751-4f76-8cca-6b72d7a5e8c9\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"df0e6d2f-a0d7-4ab4-845b-e73b7c3aeca4\",\"type\":\"BasicTicker\"}},\"id\":\"fac14ac2-a462-47ee-8b92-fc77bdb7af2d\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"19eb7c90-45ee-4594-8fe9-fd0bf766d59c\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"a37ceaf3-eb8d-4c5e-8016-d4d395c04b3e\",\"type\":\"DataRange1d\"},{\"attributes\":{\"below\":[{\"id\":\"a29657b9-283b-4fac-b7b0-4bea935a952b\",\"type\":\"LinearAxis\"}],\"left\":[{\"id\":\"940f034d-7eb2-450d-bc8a-202c2cbc44b3\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"a29657b9-283b-4fac-b7b0-4bea935a952b\",\"type\":\"LinearAxis\"},{\"id\":\"fac14ac2-a462-47ee-8b92-fc77bdb7af2d\",\"type\":\"Grid\"},{\"id\":\"940f034d-7eb2-450d-bc8a-202c2cbc44b3\",\"type\":\"LinearAxis\"},{\"id\":\"0e80f84e-ef9d-420c-8fdb-84e761c0e406\",\"type\":\"Grid\"},{\"id\":\"7398cd90-a413-4bfa-8c06-7fde991b53ea\",\"type\":\"BoxAnnotation\"},{\"id\":\"9a043a18-4117-43bf-b116-ff458df5f034\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"763cc825-12ec-42b9-92c5-4f3dde1bb1e1\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"2c29ef63-6a8f-4114-9822-f3b604eddc98\",\"type\":\"Toolbar\"},\"toolbar_location\":\"below\",\"x_range\":{\"id\":\"903910f8-35b9-4b21-9062-88a35a9bbcbb\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"e45708a7-084f-4f13-801c-2bd8e6c6d1d1\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"a37ceaf3-eb8d-4c5e-8016-d4d395c04b3e\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"19eb7c90-45ee-4594-8fe9-fd0bf766d59c\",\"type\":\"LinearScale\"}},\"id\":\"86ec8e4f-4751-4f76-8cca-6b72d7a5e8c9\",\"subtype\":\"Figure\",\"type\":\"Plot\"}],\"root_ids\":[\"86ec8e4f-4751-4f76-8cca-6b72d7a5e8c9\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.15\"}};\n",
       "  var render_items = [{\"docid\":\"b675096d-51a6-402b-a0d0-f366a34b83df\",\"elementid\":\"8a006fbf-dddc-4902-8f84-25adbd587516\",\"modelid\":\"86ec8e4f-4751-4f76-8cca-6b72d7a5e8c9\"}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\")\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "86ec8e4f-4751-4f76-8cca-6b72d7a5e8c9"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hover = HoverTool(tooltips=[(\"label\", \"@label\"),\n",
    "                            (\"region\",\"@romanregion\"),\n",
    "                            (\"major axis\",\"@extmajor\"),\n",
    "                            (\"minor axis\",\"@extminor\")])\n",
    "\n",
    "\n",
    "p = figure(title = \"Amphitheater Lengths\",\n",
    "           tools = [hover,BoxZoomTool(), ResetTool(),WheelZoomTool(), PanTool()],\n",
    "           toolbar_location=\"below\")\n",
    "\n",
    "p.circle('extmajor', 'extminor',\n",
    "          fill_alpha=0.2, size=10, source = ramphs_df)\n",
    "\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# output_file(\"bokeh.html\")\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "ramphs_gdf = gpd.read_file(\"ramphs.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1155db198>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ramphs_gdf.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11631b908>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x2160 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ramphs_gdf.query('modcountry == \"Italy\"')[['label','extmajor','extminor']]\\\n",
    "  .sort_values(by = 'extmajor').plot.bar(stacked = True, figsize = (30,30), rot = 90, x = 'label')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "chronogrps_df = pd.read_csv('http://sebastianheath.com/roman-amphitheaters/chronogrps.csv')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>id</th>\n",
       "      <th>title</th>\n",
       "      <th>label</th>\n",
       "      <th>latintopon</th>\n",
       "      <th>pleiades</th>\n",
       "      <th>welchid</th>\n",
       "      <th>golvinid</th>\n",
       "      <th>buildingty</th>\n",
       "      <th>chronogrou</th>\n",
       "      <th>secondcent</th>\n",
       "      <th>...</th>\n",
       "      <th>romanregio</th>\n",
       "      <th>arenamajor</th>\n",
       "      <th>arenaminor</th>\n",
       "      <th>extmajor</th>\n",
       "      <th>extminor</th>\n",
       "      <th>exteriorhe</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>elevation</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>duraEuroposAmphitheater</td>\n",
       "      <td>Amphitheater at Dura Europos</td>\n",
       "      <td>Dura</td>\n",
       "      <td>Dura Europus</td>\n",
       "      <td>https://pleiades.stoa.org/places/893989</td>\n",
       "      <td>0</td>\n",
       "      <td>129</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>severan</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>syria</td>\n",
       "      <td>31.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40.728926</td>\n",
       "      <td>34.749855</td>\n",
       "      <td>223</td>\n",
       "      <td>POINT (40.728926 34.749855)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>arlesAmphitheater</td>\n",
       "      <td>Amphitheater at Arles</td>\n",
       "      <td>Arles</td>\n",
       "      <td>Arelate</td>\n",
       "      <td>https://pleiades.stoa.org/places/148217</td>\n",
       "      <td>0</td>\n",
       "      <td>154</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>flavian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>narbonensis</td>\n",
       "      <td>47.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.631111</td>\n",
       "      <td>43.677778</td>\n",
       "      <td>21</td>\n",
       "      <td>POINT (4.631111 43.677778)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lyonAmphitheater</td>\n",
       "      <td>Amphitheater at Lyon</td>\n",
       "      <td>Lyon</td>\n",
       "      <td>Lugdunum</td>\n",
       "      <td>https://pleiades.stoa.org/places/167717</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>lugdunensis</td>\n",
       "      <td>67.6</td>\n",
       "      <td>42.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.830556</td>\n",
       "      <td>45.770556</td>\n",
       "      <td>206</td>\n",
       "      <td>POINT (4.830556 45.770556)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ludusMagnusArena</td>\n",
       "      <td>Ludus Magnus Arena</td>\n",
       "      <td>Ludus Magnus</td>\n",
       "      <td>Ludus Magnus</td>\n",
       "      <td>https://pleiades.stoa.org/places/423025</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>practice-arena</td>\n",
       "      <td>imperial</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.494913</td>\n",
       "      <td>41.889950</td>\n",
       "      <td>22</td>\n",
       "      <td>POINT (12.494913 41.88995)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>romeFlavianAmphitheater</td>\n",
       "      <td>Flavian Amphitheater at Rome</td>\n",
       "      <td>Colosseum</td>\n",
       "      <td></td>\n",
       "      <td>https://pleiades.stoa.org/places/423025</td>\n",
       "      <td>0</td>\n",
       "      <td>152</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>flavian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>83.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>12.492269</td>\n",
       "      <td>41.890169</td>\n",
       "      <td>22</td>\n",
       "      <td>POINT (12.492269 41.890169)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>romeAmphitheatrumCastrense</td>\n",
       "      <td>Amphitheatrum Castrense (Rome)</td>\n",
       "      <td>Amph. Castrense</td>\n",
       "      <td></td>\n",
       "      <td>https://pleiades.stoa.org/places/423025</td>\n",
       "      <td>0</td>\n",
       "      <td>189</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>severan</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>75.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.515144</td>\n",
       "      <td>41.887715</td>\n",
       "      <td>48</td>\n",
       "      <td>POINT (12.515144 41.887715)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>eleutheropolisAmphitheater</td>\n",
       "      <td>Amphitheater at Eleutheropolis</td>\n",
       "      <td>Eleutheropolis</td>\n",
       "      <td>Eleutheropolis</td>\n",
       "      <td>https://pleiades.stoa.org/places/687854</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>judaea</td>\n",
       "      <td>47.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>34.893845</td>\n",
       "      <td>31.608189</td>\n",
       "      <td>253</td>\n",
       "      <td>POINT (34.893845 31.608189)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>pompeiiAmphitheater</td>\n",
       "      <td>Amphitheater at Pompeii</td>\n",
       "      <td>Pompeii</td>\n",
       "      <td>Pompeii</td>\n",
       "      <td>https://pleiades.stoa.org/places/433032</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>republican</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>66.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.495262</td>\n",
       "      <td>40.751213</td>\n",
       "      <td>21</td>\n",
       "      <td>POINT (14.495262 40.751213)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>meridaAmphitheater</td>\n",
       "      <td>Amphitheater at MÃ©rida</td>\n",
       "      <td>MÃ©rida</td>\n",
       "      <td>Emerita Augusta</td>\n",
       "      <td>https://pleiades.stoa.org/places/256155</td>\n",
       "      <td>0</td>\n",
       "      <td>77</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>julio-claudian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>lusitania</td>\n",
       "      <td>64.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-6.337952</td>\n",
       "      <td>38.916168</td>\n",
       "      <td>231</td>\n",
       "      <td>POINT (-6.337952 38.916168)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>newsteadAmphitheater</td>\n",
       "      <td>Amphitheater at Newstead</td>\n",
       "      <td>Newstead</td>\n",
       "      <td>Trimontium</td>\n",
       "      <td>https://pleiades.stoa.org/places/89304</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>flavian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>britannia</td>\n",
       "      <td>37.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.691900</td>\n",
       "      <td>55.602600</td>\n",
       "      <td>83</td>\n",
       "      <td>POINT (-2.6919 55.6026)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>conimbrigaAmphitheater</td>\n",
       "      <td>Amphitheater at Conimbriga</td>\n",
       "      <td>Conimbriga</td>\n",
       "      <td>Conimbriga</td>\n",
       "      <td>https://pleiades.stoa.org/places/236443</td>\n",
       "      <td>0</td>\n",
       "      <td>101</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>julio-claudian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>lusitania</td>\n",
       "      <td>54.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-8.493330</td>\n",
       "      <td>40.099444</td>\n",
       "      <td>100</td>\n",
       "      <td>POINT (-8.49333 40.099444)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>cumaeAmphitheater</td>\n",
       "      <td>Amphitheater at Cumae</td>\n",
       "      <td>Cumae</td>\n",
       "      <td>Cumae</td>\n",
       "      <td>https://pleiades.stoa.org/places/432808</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>republican</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.056000</td>\n",
       "      <td>40.841847</td>\n",
       "      <td>19</td>\n",
       "      <td>POINT (14.056 40.841847)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>pozzuoliFlavianAmphitheater</td>\n",
       "      <td>Flavian Amphitheater at Pozzuoli</td>\n",
       "      <td>Pozzuoli (Flavian)</td>\n",
       "      <td>Puteoli</td>\n",
       "      <td>https://pleiades.stoa.org/places/432815</td>\n",
       "      <td>0</td>\n",
       "      <td>153</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>flavian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>74.8</td>\n",
       "      <td>42.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.125315</td>\n",
       "      <td>40.825929</td>\n",
       "      <td>41</td>\n",
       "      <td>POINT (14.125315 40.825929)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>pozzuoliEarlyAmphitheater</td>\n",
       "      <td>Early Amphitheater at Pozzuoli</td>\n",
       "      <td>Pozzuoli (Early)</td>\n",
       "      <td>Puteoli</td>\n",
       "      <td>https://pleiades.stoa.org/places/432815</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>republican</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.127615</td>\n",
       "      <td>40.826239</td>\n",
       "      <td>58</td>\n",
       "      <td>POINT (14.127615 40.826239)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>syracuseAmphitheater</td>\n",
       "      <td>Amphitheater at Syracuse</td>\n",
       "      <td>Syracuse</td>\n",
       "      <td>Syracusae</td>\n",
       "      <td>https://pleiades.stoa.org/places/462503</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>julio-claudian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>sicilia</td>\n",
       "      <td>69.8</td>\n",
       "      <td>39.7</td>\n",
       "      <td>146.8</td>\n",
       "      <td>118.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.278934</td>\n",
       "      <td>37.074132</td>\n",
       "      <td>23</td>\n",
       "      <td>POINT (15.278934 37.074132)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>carthageAmphitheater</td>\n",
       "      <td>Amphitheater at Carthage</td>\n",
       "      <td>Carthage</td>\n",
       "      <td>Carthago</td>\n",
       "      <td>https://pleiades.stoa.org/places/314921</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>proconsularis</td>\n",
       "      <td>64.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.314924</td>\n",
       "      <td>36.856078</td>\n",
       "      <td>14</td>\n",
       "      <td>POINT (10.314924 36.856078)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>hadrianVillaAmphitheater</td>\n",
       "      <td>Amphitheater at Hadrian's Villa at Tivoli</td>\n",
       "      <td>Tivoli Villa</td>\n",
       "      <td>Villa Hadriani</td>\n",
       "      <td>https://pleiades.stoa.org/places/423127</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>hadrianic</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.778929</td>\n",
       "      <td>41.941708</td>\n",
       "      <td>99</td>\n",
       "      <td>POINT (12.778929 41.941708)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>corinthAmphitheater</td>\n",
       "      <td>Amphitheater at Corinth</td>\n",
       "      <td>Corinth</td>\n",
       "      <td>Corinthus</td>\n",
       "      <td>https://pleiades.stoa.org/places/570182</td>\n",
       "      <td>18</td>\n",
       "      <td>126</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>caesarean</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>achaea</td>\n",
       "      <td>58.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.892126</td>\n",
       "      <td>37.909629</td>\n",
       "      <td>98</td>\n",
       "      <td>POINT (22.892126 37.909629)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>marcianopolisAmphitheater</td>\n",
       "      <td>Amphitheater at Marcianopolis (Devnya)</td>\n",
       "      <td>Marcianopolis</td>\n",
       "      <td>Marcianopolis</td>\n",
       "      <td>https://pleiades.stoa.org/places/216878</td>\n",
       "      <td>0</td>\n",
       "      <td>127</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>severan</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>thracia</td>\n",
       "      <td>50.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.556674</td>\n",
       "      <td>43.218689</td>\n",
       "      <td>120</td>\n",
       "      <td>POINT (27.556674 43.218689)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>porolissumAmphitheater</td>\n",
       "      <td>Amphitheater at Porolissum</td>\n",
       "      <td>Porolissum</td>\n",
       "      <td></td>\n",
       "      <td>https://pleiades.stoa.org/places/207361</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>dacia</td>\n",
       "      <td>64.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.154052</td>\n",
       "      <td>47.177552</td>\n",
       "      <td>441</td>\n",
       "      <td>POINT (23.154052 47.177552)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>nijmegenAmphitheater</td>\n",
       "      <td>Amphitheater at Nijmegen</td>\n",
       "      <td>Nijmegen</td>\n",
       "      <td>Ulpia Noviomagus</td>\n",
       "      <td>https://pleiades.stoa.org/places/98921</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>germania-superior</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.878859</td>\n",
       "      <td>51.838523</td>\n",
       "      <td>46</td>\n",
       "      <td>POINT (5.878859 51.838523)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>carnuntumMilitaryAmphitheater</td>\n",
       "      <td>Military Amphitheater at Carnuntum</td>\n",
       "      <td>Carnuntum (Mil.)</td>\n",
       "      <td>Carnuntum</td>\n",
       "      <td>https://pleiades.stoa.org/places/128376</td>\n",
       "      <td>0</td>\n",
       "      <td>122</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>first-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>pannonia</td>\n",
       "      <td>71.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>99.5</td>\n",
       "      <td>81.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.892619</td>\n",
       "      <td>48.126824</td>\n",
       "      <td>164</td>\n",
       "      <td>POINT (16.892619 48.126824)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>carnuntumLudus</td>\n",
       "      <td>Carnuntum (Ludus)</td>\n",
       "      <td>Carnuntum Ludus</td>\n",
       "      <td>Carnuntum</td>\n",
       "      <td>https://pleiades.stoa.org/places/128376</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>practice-arena</td>\n",
       "      <td>imperial</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>pannonia</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.848689</td>\n",
       "      <td>48.109807</td>\n",
       "      <td>185</td>\n",
       "      <td>POINT (16.848689 48.109807)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>carnuntumCivilianAmphitheater</td>\n",
       "      <td>Civilian Amphitheater at Carnuntum</td>\n",
       "      <td>Carnuntum (Civ.)</td>\n",
       "      <td>Carnuntum</td>\n",
       "      <td>https://pleiades.stoa.org/places/128376</td>\n",
       "      <td>0</td>\n",
       "      <td>123</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>pannonia</td>\n",
       "      <td>66.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.850943</td>\n",
       "      <td>48.110019</td>\n",
       "      <td>185</td>\n",
       "      <td>POINT (16.850943 48.110019)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>leptisMagnaAmphitheater</td>\n",
       "      <td>Amphitheater at Leptis Magna</td>\n",
       "      <td>Leptis Magna</td>\n",
       "      <td>Leptis Magna</td>\n",
       "      <td>https://pleiades.stoa.org/places/344448</td>\n",
       "      <td>0</td>\n",
       "      <td>174</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>neronian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>proconsularis</td>\n",
       "      <td>57.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.309452</td>\n",
       "      <td>32.632340</td>\n",
       "      <td>18</td>\n",
       "      <td>POINT (14.309452 32.63234)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>empuriesAmphitheater</td>\n",
       "      <td>Amphitheater at Empuries</td>\n",
       "      <td>Empuries</td>\n",
       "      <td>Emporiae</td>\n",
       "      <td>https://pleiades.stoa.org/places/246382</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>first-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>tarraconensis</td>\n",
       "      <td>71.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.117431</td>\n",
       "      <td>42.130042</td>\n",
       "      <td>27</td>\n",
       "      <td>POINT (3.117431 42.130042)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>tarragonaAmphitheater</td>\n",
       "      <td>Amphitheater at Tarragona</td>\n",
       "      <td>Tarragona</td>\n",
       "      <td>Tarraco</td>\n",
       "      <td>https://pleiades.stoa.org/places/246349</td>\n",
       "      <td>0</td>\n",
       "      <td>139</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>tarraconensis</td>\n",
       "      <td>62.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.258780</td>\n",
       "      <td>41.114522</td>\n",
       "      <td>13</td>\n",
       "      <td>POINT (1.25878 41.114522)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>cagliariAmphitheater</td>\n",
       "      <td>Amphitheater at Cagliari</td>\n",
       "      <td>Cagliari</td>\n",
       "      <td>Carales</td>\n",
       "      <td>https://pleiades.stoa.org/places/471899</td>\n",
       "      <td>0</td>\n",
       "      <td>182</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>corsica-et-sardinia</td>\n",
       "      <td>46.8</td>\n",
       "      <td>33.2</td>\n",
       "      <td>92.8</td>\n",
       "      <td>79.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.113228</td>\n",
       "      <td>39.223908</td>\n",
       "      <td>60</td>\n",
       "      <td>POINT (9.113227999999999 39.223908)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>italicaAmphitheater</td>\n",
       "      <td>Amphitheater at Italica</td>\n",
       "      <td>Italica</td>\n",
       "      <td></td>\n",
       "      <td>https://pleiades.stoa.org/places/256231</td>\n",
       "      <td>0</td>\n",
       "      <td>168</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>baetica</td>\n",
       "      <td>70.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-6.046742</td>\n",
       "      <td>37.443893</td>\n",
       "      <td>17</td>\n",
       "      <td>POINT (-6.046742 37.443893)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>segobrigaAmphitheater</td>\n",
       "      <td>Amphitheater at Segobriga</td>\n",
       "      <td>Segobriga</td>\n",
       "      <td>Segobriga</td>\n",
       "      <td>https://pleiades.stoa.org/places/266036</td>\n",
       "      <td>0</td>\n",
       "      <td>88</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>flavian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>tarraconensis</td>\n",
       "      <td>47.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-2.813944</td>\n",
       "      <td>39.886018</td>\n",
       "      <td>817</td>\n",
       "      <td>POINT (-2.813944 39.886018)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>aureliumCommodianumAmphitheater</td>\n",
       "      <td>Aurelium Commodianum Amphitheater</td>\n",
       "      <td>Aurelium Commodianum</td>\n",
       "      <td>Aurelium Commodianum</td>\n",
       "      <td>https://pleiades.stoa.org/places/315084</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>proconsularis</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.889218</td>\n",
       "      <td>36.527797</td>\n",
       "      <td>205</td>\n",
       "      <td>POINT (9.889218 36.527797)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>jebelMorabaAmphitheater</td>\n",
       "      <td>Jebel Moraba Amphitheater</td>\n",
       "      <td>Jebel Moraba</td>\n",
       "      <td></td>\n",
       "      <td>https://pleiades.stoa.org/places/208942158</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>proconsularis</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.860836</td>\n",
       "      <td>36.597655</td>\n",
       "      <td>311</td>\n",
       "      <td>POINT (9.860836000000001 36.597655)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>faleroneAmphitheater</td>\n",
       "      <td>Falerone Amphitheater</td>\n",
       "      <td>Falerone</td>\n",
       "      <td>Falerio</td>\n",
       "      <td>https://pleiades.stoa.org/places/413127</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>julio-claudian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-v</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>88.8</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.495903</td>\n",
       "      <td>43.101106</td>\n",
       "      <td>222</td>\n",
       "      <td>POINT (13.495903 43.101106)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>fermoAmphitheater</td>\n",
       "      <td>Fermo Amphitheater</td>\n",
       "      <td>Fermo</td>\n",
       "      <td>Firmum Picenum</td>\n",
       "      <td>https://pleiades.stoa.org/places/413135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-v</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.718231</td>\n",
       "      <td>43.161433</td>\n",
       "      <td>290</td>\n",
       "      <td>POINT (13.718231 43.161433)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>frosinoneAmphitheater</td>\n",
       "      <td>Frosinone Amphitheater</td>\n",
       "      <td>Frosinone</td>\n",
       "      <td>Frusino</td>\n",
       "      <td>https://pleiades.stoa.org/places/432852</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.353417</td>\n",
       "      <td>41.645070</td>\n",
       "      <td>213</td>\n",
       "      <td>POINT (13.353417 41.64507)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>ruggeAmphitheater</td>\n",
       "      <td>Rugge Amphitheater</td>\n",
       "      <td>Rugge</td>\n",
       "      <td>Rudiae</td>\n",
       "      <td>https://pleiades.stoa.org/places/442753</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-ii</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.146729</td>\n",
       "      <td>40.334316</td>\n",
       "      <td>38</td>\n",
       "      <td>POINT (18.146729 40.334316)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>egnaziaAmphitheater</td>\n",
       "      <td>Egnazia Amphitheater</td>\n",
       "      <td>Egnazia</td>\n",
       "      <td>Egnatia</td>\n",
       "      <td>https://pleiades.stoa.org/places/442573</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>third-century</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-ii</td>\n",
       "      <td>37.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.391188</td>\n",
       "      <td>40.887891</td>\n",
       "      <td>2</td>\n",
       "      <td>POINT (17.391188 40.887891)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>canosaAmphitheater</td>\n",
       "      <td>Canosa Amphitheater</td>\n",
       "      <td>Canosa</td>\n",
       "      <td>Canusium</td>\n",
       "      <td>https://pleiades.stoa.org/places/442525</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-ii</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16.056030</td>\n",
       "      <td>41.221739</td>\n",
       "      <td>81</td>\n",
       "      <td>POINT (16.05603 41.221739)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>sipontoAmphitheater</td>\n",
       "      <td>Siponto Amphitheater</td>\n",
       "      <td>Siponto</td>\n",
       "      <td>Sipous</td>\n",
       "      <td>https://pleiades.stoa.org/places/442797</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-ii</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.888896</td>\n",
       "      <td>41.611536</td>\n",
       "      <td>18</td>\n",
       "      <td>POINT (15.888896 41.611536)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>chietiAmphitheater</td>\n",
       "      <td>Chieti Amphitheater</td>\n",
       "      <td>Chieti</td>\n",
       "      <td>Teate Marrucinorum</td>\n",
       "      <td>https://pleiades.stoa.org/places/413333</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>first-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-iv</td>\n",
       "      <td>59.0</td>\n",
       "      <td>40.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.162550</td>\n",
       "      <td>42.345021</td>\n",
       "      <td>343</td>\n",
       "      <td>POINT (14.16255 42.345021)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>teanoAmphitheater</td>\n",
       "      <td>Amphitheater at Teano</td>\n",
       "      <td>Teano</td>\n",
       "      <td>Teanum Sidicinum</td>\n",
       "      <td>https://pleiades.stoa.org/places/433146</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>republican</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-ii</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.065098</td>\n",
       "      <td>41.251661</td>\n",
       "      <td>191</td>\n",
       "      <td>POINT (14.065098 41.251661)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>henchirDuomaAmphitheater</td>\n",
       "      <td>Henchir Douama Amphitheater</td>\n",
       "      <td>Henchir Douama</td>\n",
       "      <td>Uchi Maius</td>\n",
       "      <td>https://pleiades.stoa.org/places/315242</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>proconsularis</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.085182</td>\n",
       "      <td>36.412511</td>\n",
       "      <td>418</td>\n",
       "      <td>POINT (9.085182 36.412511)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>ainToungaAmphitheater</td>\n",
       "      <td>Ain Tounga Amphitheater</td>\n",
       "      <td>Ain Tounga</td>\n",
       "      <td>Thignica</td>\n",
       "      <td>https://pleiades.stoa.org/places/315207</td>\n",
       "      <td>0</td>\n",
       "      <td>116</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>second-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>proconsularis</td>\n",
       "      <td>39.0</td>\n",
       "      <td>26.5</td>\n",
       "      <td>56.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.361924</td>\n",
       "      <td>36.527820</td>\n",
       "      <td>226</td>\n",
       "      <td>POINT (9.361924 36.52782)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>aleriaAmphitheater</td>\n",
       "      <td>Aleria Amphitheater</td>\n",
       "      <td>Aleria</td>\n",
       "      <td>Alalia</td>\n",
       "      <td>https://pleiades.stoa.org/places/472048</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>corsica-et-sardinia</td>\n",
       "      <td>29.6</td>\n",
       "      <td>24.0</td>\n",
       "      <td>39.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.510200</td>\n",
       "      <td>42.100889</td>\n",
       "      <td>41</td>\n",
       "      <td>POINT (9.510199999999999 42.100889)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>volterraAmphitheater</td>\n",
       "      <td>Volterra Amphitheater</td>\n",
       "      <td>Volterra</td>\n",
       "      <td>Volaterrae</td>\n",
       "      <td>https://pleiades.stoa.org/places/403292</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>first-century</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-vii</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.862152</td>\n",
       "      <td>43.407162</td>\n",
       "      <td>456</td>\n",
       "      <td>POINT (10.862152 43.407162)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>vastoAmphitheater</td>\n",
       "      <td>Amphitheater at Vasto</td>\n",
       "      <td>Vasto</td>\n",
       "      <td>Histonium</td>\n",
       "      <td>https://pleiades.stoa.org/places/413171</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-iv</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.708095</td>\n",
       "      <td>42.111291</td>\n",
       "      <td>150</td>\n",
       "      <td>POINT (14.708095 42.111291)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>suasaAmphitheater</td>\n",
       "      <td>Amphitheater at Suasa</td>\n",
       "      <td>Suasa</td>\n",
       "      <td>Suasa</td>\n",
       "      <td>https://pleiades.stoa.org/places/413324</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-vi</td>\n",
       "      <td>58.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.986831</td>\n",
       "      <td>43.624682</td>\n",
       "      <td>139</td>\n",
       "      <td>POINT (12.986831 43.624682)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>pollenzoAmphitheater</td>\n",
       "      <td>Amphitheater at Pollenzo</td>\n",
       "      <td>Pollenzo</td>\n",
       "      <td>Pollentia</td>\n",
       "      <td>https://pleiades.stoa.org/places/383745</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-ix</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.895993</td>\n",
       "      <td>44.684698</td>\n",
       "      <td>200</td>\n",
       "      <td>POINT (7.895993 44.684698)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>vercelliAmphitheater</td>\n",
       "      <td>Amphitheater at Vercelli</td>\n",
       "      <td>Vercelli</td>\n",
       "      <td>Vercellae</td>\n",
       "      <td>https://pleiades.stoa.org/places/383815</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-xi</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.426863</td>\n",
       "      <td>45.319277</td>\n",
       "      <td>126</td>\n",
       "      <td>POINT (8.426863000000001 45.319277)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>sanGiovanniAmphitheater</td>\n",
       "      <td>Amphitheater at San Giovanni in Carico</td>\n",
       "      <td>San Giovanni in Carico</td>\n",
       "      <td>Fabrateria Nova</td>\n",
       "      <td>https://pleiades.stoa.org/places/432825</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.552957</td>\n",
       "      <td>41.518993</td>\n",
       "      <td>87</td>\n",
       "      <td>POINT (13.552957 41.518993)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>megiddoAmphitheater</td>\n",
       "      <td>Amphitheater at Megiddo</td>\n",
       "      <td>Megiddo</td>\n",
       "      <td>Legio</td>\n",
       "      <td>https://pleiades.stoa.org/places/678266</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>judaea</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.183968</td>\n",
       "      <td>32.581020</td>\n",
       "      <td>141</td>\n",
       "      <td>POINT (35.183968 32.58102)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>suessaAruncaAmphitheater</td>\n",
       "      <td>Amphitheater at Suessa Arunca</td>\n",
       "      <td>Suessa Arunca</td>\n",
       "      <td>Suessa</td>\n",
       "      <td>https://pleiades.stoa.org/places/433132</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>republican</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.933458</td>\n",
       "      <td>41.230843</td>\n",
       "      <td>128</td>\n",
       "      <td>POINT (13.933458 41.230843)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>altripaldaAmphitheater</td>\n",
       "      <td>Amphitheater at Altripalda</td>\n",
       "      <td>Altripalda</td>\n",
       "      <td>Abellinum</td>\n",
       "      <td>https://pleiades.stoa.org/places/432618</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>republican</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-i</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.825649</td>\n",
       "      <td>40.917353</td>\n",
       "      <td>303</td>\n",
       "      <td>POINT (14.825649 40.917353)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>compsaAmphitheater</td>\n",
       "      <td>Amphitheater at Compsa</td>\n",
       "      <td>Compsa</td>\n",
       "      <td>Compsa</td>\n",
       "      <td>https://pleiades.stoa.org/places/442550</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>republican</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-ii</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15.330556</td>\n",
       "      <td>40.870278</td>\n",
       "      <td>572</td>\n",
       "      <td>POINT (15.330556 40.870278)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>yorkAmphitheater</td>\n",
       "      <td>Amphitheater at York</td>\n",
       "      <td>York</td>\n",
       "      <td>Eboracum</td>\n",
       "      <td>https://pleiades.stoa.org/places/89175</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>britannia</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.080278</td>\n",
       "      <td>53.958333</td>\n",
       "      <td>21</td>\n",
       "      <td>POINT (-1.080278 53.958333)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>barcelonaAmphitheater</td>\n",
       "      <td>Amphitheater at Barcelona</td>\n",
       "      <td>Barcelona</td>\n",
       "      <td>Barcino</td>\n",
       "      <td>https://pleiades.stoa.org/places/246343</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>tarraconensis</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.182077</td>\n",
       "      <td>41.383003</td>\n",
       "      <td>3</td>\n",
       "      <td>POINT (2.182077 41.383003)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>istanbulAmphitheater</td>\n",
       "      <td>Amphitheater at Istanbul</td>\n",
       "      <td>Istanbul</td>\n",
       "      <td>Byzantium</td>\n",
       "      <td>https://pleiades.stoa.org/places/520985</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>thracia</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28.985442</td>\n",
       "      <td>41.014686</td>\n",
       "      <td>32</td>\n",
       "      <td>POINT (28.985442 41.014686)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>chichesterAmphitheater</td>\n",
       "      <td>Amphitheater at Chichester</td>\n",
       "      <td>Chichester</td>\n",
       "      <td>Noviomagus Reginorum</td>\n",
       "      <td>https://pleiades.stoa.org/places/79622</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>flavian</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>britannia</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.771186</td>\n",
       "      <td>50.835394</td>\n",
       "      <td>14</td>\n",
       "      <td>POINT (-0.771186 50.835394)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>reggioEmiliaAmphitheater</td>\n",
       "      <td>Amphitheater at Reggio Emilia</td>\n",
       "      <td>Reggio Emilia</td>\n",
       "      <td>Regium Lepidi</td>\n",
       "      <td>https://pleiades.stoa.org/places/383755</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>regio-viii</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.629951</td>\n",
       "      <td>44.702888</td>\n",
       "      <td>59</td>\n",
       "      <td>POINT (10.629951 44.702888)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>tharrosAmphitheater</td>\n",
       "      <td>Amphitheater at Tharros</td>\n",
       "      <td>Tharros</td>\n",
       "      <td>Tharros</td>\n",
       "      <td>https://pleiades.stoa.org/places/472032</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>amphitheater</td>\n",
       "      <td>imperial</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>corsica-et-sardinia</td>\n",
       "      <td>32.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.440713</td>\n",
       "      <td>39.876577</td>\n",
       "      <td>27</td>\n",
       "      <td>POINT (8.440713000000001 39.876577)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>260 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  id  \\\n",
       "0            duraEuroposAmphitheater   \n",
       "1                  arlesAmphitheater   \n",
       "2                   lyonAmphitheater   \n",
       "3                   ludusMagnusArena   \n",
       "4            romeFlavianAmphitheater   \n",
       "5         romeAmphitheatrumCastrense   \n",
       "6         eleutheropolisAmphitheater   \n",
       "7                pompeiiAmphitheater   \n",
       "8                 meridaAmphitheater   \n",
       "9               newsteadAmphitheater   \n",
       "10            conimbrigaAmphitheater   \n",
       "11                 cumaeAmphitheater   \n",
       "12       pozzuoliFlavianAmphitheater   \n",
       "13         pozzuoliEarlyAmphitheater   \n",
       "14              syracuseAmphitheater   \n",
       "15              carthageAmphitheater   \n",
       "16          hadrianVillaAmphitheater   \n",
       "17               corinthAmphitheater   \n",
       "18         marcianopolisAmphitheater   \n",
       "19            porolissumAmphitheater   \n",
       "20              nijmegenAmphitheater   \n",
       "21     carnuntumMilitaryAmphitheater   \n",
       "22                    carnuntumLudus   \n",
       "23     carnuntumCivilianAmphitheater   \n",
       "24           leptisMagnaAmphitheater   \n",
       "25              empuriesAmphitheater   \n",
       "26             tarragonaAmphitheater   \n",
       "27              cagliariAmphitheater   \n",
       "28               italicaAmphitheater   \n",
       "29             segobrigaAmphitheater   \n",
       "..                               ...   \n",
       "230  aureliumCommodianumAmphitheater   \n",
       "231          jebelMorabaAmphitheater   \n",
       "232             faleroneAmphitheater   \n",
       "233                fermoAmphitheater   \n",
       "234            frosinoneAmphitheater   \n",
       "235                ruggeAmphitheater   \n",
       "236              egnaziaAmphitheater   \n",
       "237               canosaAmphitheater   \n",
       "238              sipontoAmphitheater   \n",
       "239               chietiAmphitheater   \n",
       "240                teanoAmphitheater   \n",
       "241         henchirDuomaAmphitheater   \n",
       "242            ainToungaAmphitheater   \n",
       "243               aleriaAmphitheater   \n",
       "244             volterraAmphitheater   \n",
       "245                vastoAmphitheater   \n",
       "246                suasaAmphitheater   \n",
       "247             pollenzoAmphitheater   \n",
       "248             vercelliAmphitheater   \n",
       "249          sanGiovanniAmphitheater   \n",
       "250              megiddoAmphitheater   \n",
       "251         suessaAruncaAmphitheater   \n",
       "252           altripaldaAmphitheater   \n",
       "253               compsaAmphitheater   \n",
       "254                 yorkAmphitheater   \n",
       "255            barcelonaAmphitheater   \n",
       "256             istanbulAmphitheater   \n",
       "257           chichesterAmphitheater   \n",
       "258         reggioEmiliaAmphitheater   \n",
       "259              tharrosAmphitheater   \n",
       "\n",
       "                                         title                   label  \\\n",
       "0                 Amphitheater at Dura Europos                    Dura   \n",
       "1                        Amphitheater at Arles                   Arles   \n",
       "2                         Amphitheater at Lyon                    Lyon   \n",
       "3                           Ludus Magnus Arena            Ludus Magnus   \n",
       "4                 Flavian Amphitheater at Rome               Colosseum   \n",
       "5               Amphitheatrum Castrense (Rome)         Amph. Castrense   \n",
       "6               Amphitheater at Eleutheropolis          Eleutheropolis   \n",
       "7                      Amphitheater at Pompeii                 Pompeii   \n",
       "8                      Amphitheater at MÃ©rida                 MÃ©rida   \n",
       "9                     Amphitheater at Newstead                Newstead   \n",
       "10                  Amphitheater at Conimbriga              Conimbriga   \n",
       "11                       Amphitheater at Cumae                   Cumae   \n",
       "12            Flavian Amphitheater at Pozzuoli      Pozzuoli (Flavian)   \n",
       "13              Early Amphitheater at Pozzuoli        Pozzuoli (Early)   \n",
       "14                    Amphitheater at Syracuse                Syracuse   \n",
       "15                    Amphitheater at Carthage                Carthage   \n",
       "16   Amphitheater at Hadrian's Villa at Tivoli            Tivoli Villa   \n",
       "17                     Amphitheater at Corinth                 Corinth   \n",
       "18      Amphitheater at Marcianopolis (Devnya)           Marcianopolis   \n",
       "19                  Amphitheater at Porolissum              Porolissum   \n",
       "20                    Amphitheater at Nijmegen                Nijmegen   \n",
       "21          Military Amphitheater at Carnuntum        Carnuntum (Mil.)   \n",
       "22                           Carnuntum (Ludus)         Carnuntum Ludus   \n",
       "23          Civilian Amphitheater at Carnuntum        Carnuntum (Civ.)   \n",
       "24                Amphitheater at Leptis Magna            Leptis Magna   \n",
       "25                    Amphitheater at Empuries                Empuries   \n",
       "26                   Amphitheater at Tarragona               Tarragona   \n",
       "27                    Amphitheater at Cagliari                Cagliari   \n",
       "28                     Amphitheater at Italica                 Italica   \n",
       "29                   Amphitheater at Segobriga               Segobriga   \n",
       "..                                         ...                     ...   \n",
       "230          Aurelium Commodianum Amphitheater    Aurelium Commodianum   \n",
       "231                  Jebel Moraba Amphitheater            Jebel Moraba   \n",
       "232                      Falerone Amphitheater                Falerone   \n",
       "233                         Fermo Amphitheater                   Fermo   \n",
       "234                     Frosinone Amphitheater               Frosinone   \n",
       "235                         Rugge Amphitheater                   Rugge   \n",
       "236                       Egnazia Amphitheater                 Egnazia   \n",
       "237                        Canosa Amphitheater                  Canosa   \n",
       "238                       Siponto Amphitheater                 Siponto   \n",
       "239                        Chieti Amphitheater                  Chieti   \n",
       "240                      Amphitheater at Teano                   Teano   \n",
       "241                Henchir Douama Amphitheater          Henchir Douama   \n",
       "242                    Ain Tounga Amphitheater              Ain Tounga   \n",
       "243                        Aleria Amphitheater                  Aleria   \n",
       "244                      Volterra Amphitheater                Volterra   \n",
       "245                      Amphitheater at Vasto                   Vasto   \n",
       "246                      Amphitheater at Suasa                   Suasa   \n",
       "247                   Amphitheater at Pollenzo                Pollenzo   \n",
       "248                   Amphitheater at Vercelli                Vercelli   \n",
       "249     Amphitheater at San Giovanni in Carico  San Giovanni in Carico   \n",
       "250                    Amphitheater at Megiddo                 Megiddo   \n",
       "251              Amphitheater at Suessa Arunca           Suessa Arunca   \n",
       "252                 Amphitheater at Altripalda              Altripalda   \n",
       "253                     Amphitheater at Compsa                  Compsa   \n",
       "254                       Amphitheater at York                    York   \n",
       "255                  Amphitheater at Barcelona               Barcelona   \n",
       "256                   Amphitheater at Istanbul                Istanbul   \n",
       "257                 Amphitheater at Chichester              Chichester   \n",
       "258              Amphitheater at Reggio Emilia           Reggio Emilia   \n",
       "259                    Amphitheater at Tharros                 Tharros   \n",
       "\n",
       "               latintopon                                    pleiades  \\\n",
       "0            Dura Europus     https://pleiades.stoa.org/places/893989   \n",
       "1                 Arelate     https://pleiades.stoa.org/places/148217   \n",
       "2                Lugdunum     https://pleiades.stoa.org/places/167717   \n",
       "3            Ludus Magnus     https://pleiades.stoa.org/places/423025   \n",
       "4                             https://pleiades.stoa.org/places/423025   \n",
       "5                             https://pleiades.stoa.org/places/423025   \n",
       "6          Eleutheropolis     https://pleiades.stoa.org/places/687854   \n",
       "7                 Pompeii     https://pleiades.stoa.org/places/433032   \n",
       "8         Emerita Augusta     https://pleiades.stoa.org/places/256155   \n",
       "9              Trimontium      https://pleiades.stoa.org/places/89304   \n",
       "10             Conimbriga     https://pleiades.stoa.org/places/236443   \n",
       "11                  Cumae     https://pleiades.stoa.org/places/432808   \n",
       "12                Puteoli     https://pleiades.stoa.org/places/432815   \n",
       "13                Puteoli     https://pleiades.stoa.org/places/432815   \n",
       "14              Syracusae     https://pleiades.stoa.org/places/462503   \n",
       "15               Carthago     https://pleiades.stoa.org/places/314921   \n",
       "16         Villa Hadriani     https://pleiades.stoa.org/places/423127   \n",
       "17              Corinthus     https://pleiades.stoa.org/places/570182   \n",
       "18          Marcianopolis     https://pleiades.stoa.org/places/216878   \n",
       "19                            https://pleiades.stoa.org/places/207361   \n",
       "20       Ulpia Noviomagus      https://pleiades.stoa.org/places/98921   \n",
       "21              Carnuntum     https://pleiades.stoa.org/places/128376   \n",
       "22              Carnuntum     https://pleiades.stoa.org/places/128376   \n",
       "23              Carnuntum     https://pleiades.stoa.org/places/128376   \n",
       "24           Leptis Magna     https://pleiades.stoa.org/places/344448   \n",
       "25               Emporiae     https://pleiades.stoa.org/places/246382   \n",
       "26                Tarraco     https://pleiades.stoa.org/places/246349   \n",
       "27                Carales     https://pleiades.stoa.org/places/471899   \n",
       "28                            https://pleiades.stoa.org/places/256231   \n",
       "29              Segobriga     https://pleiades.stoa.org/places/266036   \n",
       "..                    ...                                         ...   \n",
       "230  Aurelium Commodianum     https://pleiades.stoa.org/places/315084   \n",
       "231                        https://pleiades.stoa.org/places/208942158   \n",
       "232               Falerio     https://pleiades.stoa.org/places/413127   \n",
       "233        Firmum Picenum     https://pleiades.stoa.org/places/413135   \n",
       "234               Frusino     https://pleiades.stoa.org/places/432852   \n",
       "235                Rudiae     https://pleiades.stoa.org/places/442753   \n",
       "236               Egnatia     https://pleiades.stoa.org/places/442573   \n",
       "237              Canusium     https://pleiades.stoa.org/places/442525   \n",
       "238                Sipous     https://pleiades.stoa.org/places/442797   \n",
       "239    Teate Marrucinorum     https://pleiades.stoa.org/places/413333   \n",
       "240      Teanum Sidicinum     https://pleiades.stoa.org/places/433146   \n",
       "241            Uchi Maius     https://pleiades.stoa.org/places/315242   \n",
       "242              Thignica     https://pleiades.stoa.org/places/315207   \n",
       "243                Alalia     https://pleiades.stoa.org/places/472048   \n",
       "244            Volaterrae     https://pleiades.stoa.org/places/403292   \n",
       "245             Histonium     https://pleiades.stoa.org/places/413171   \n",
       "246                 Suasa     https://pleiades.stoa.org/places/413324   \n",
       "247             Pollentia     https://pleiades.stoa.org/places/383745   \n",
       "248             Vercellae     https://pleiades.stoa.org/places/383815   \n",
       "249       Fabrateria Nova     https://pleiades.stoa.org/places/432825   \n",
       "250                 Legio     https://pleiades.stoa.org/places/678266   \n",
       "251                Suessa     https://pleiades.stoa.org/places/433132   \n",
       "252             Abellinum     https://pleiades.stoa.org/places/432618   \n",
       "253                Compsa     https://pleiades.stoa.org/places/442550   \n",
       "254              Eboracum      https://pleiades.stoa.org/places/89175   \n",
       "255               Barcino     https://pleiades.stoa.org/places/246343   \n",
       "256             Byzantium     https://pleiades.stoa.org/places/520985   \n",
       "257  Noviomagus Reginorum      https://pleiades.stoa.org/places/79622   \n",
       "258         Regium Lepidi     https://pleiades.stoa.org/places/383755   \n",
       "259               Tharros     https://pleiades.stoa.org/places/472032   \n",
       "\n",
       "     welchid  golvinid      buildingty      chronogrou secondcent  \\\n",
       "0          0       129    amphitheater         severan      False   \n",
       "1          0       154    amphitheater         flavian       True   \n",
       "2          0         0    amphitheater  second-century       True   \n",
       "3          0         0  practice-arena        imperial      False   \n",
       "4          0       152    amphitheater         flavian       True   \n",
       "5          0       189    amphitheater         severan      False   \n",
       "6          0         0    amphitheater  second-century       True   \n",
       "7          1         0    amphitheater      republican      False   \n",
       "8          0        77    amphitheater  julio-claudian       True   \n",
       "9          0         0    amphitheater         flavian       True   \n",
       "10         0       101    amphitheater  julio-claudian       True   \n",
       "11         4         0    amphitheater      republican       True   \n",
       "12         0       153    amphitheater         flavian       True   \n",
       "13         8         0    amphitheater      republican       True   \n",
       "14         0        83    amphitheater  julio-claudian       True   \n",
       "15         0         0    amphitheater  second-century       True   \n",
       "16         0         0    amphitheater       hadrianic       True   \n",
       "17        18       126    amphitheater       caesarean       True   \n",
       "18         0       127    amphitheater         severan       True   \n",
       "19         0        39    amphitheater  second-century       True   \n",
       "20         0         0    amphitheater  second-century       True   \n",
       "21         0       122    amphitheater   first-century       True   \n",
       "22         0         0  practice-arena        imperial      False   \n",
       "23         0       123    amphitheater  second-century       True   \n",
       "24         0       174    amphitheater        neronian       True   \n",
       "25         0        93    amphitheater   first-century       True   \n",
       "26         0       139    amphitheater  second-century       True   \n",
       "27         0       182    amphitheater  second-century       True   \n",
       "28         0       168    amphitheater  second-century       True   \n",
       "29         0        88    amphitheater         flavian       True   \n",
       "..       ...       ...             ...             ...        ...   \n",
       "230        0         0    amphitheater  second-century       True   \n",
       "231        0         0    amphitheater        imperial       True   \n",
       "232        0        99    amphitheater  julio-claudian       True   \n",
       "233        0         0    amphitheater        imperial       True   \n",
       "234        0       106    amphitheater        imperial       True   \n",
       "235        0         0    amphitheater        imperial       True   \n",
       "236        0         0    amphitheater   third-century      False   \n",
       "237        0         0    amphitheater        imperial      False   \n",
       "238        0         0    amphitheater        imperial       True   \n",
       "239        0         0    amphitheater   first-century       True   \n",
       "240        7         0    amphitheater      republican       True   \n",
       "241        0         0    amphitheater        imperial       True   \n",
       "242        0       116    amphitheater  second-century       True   \n",
       "243        0       131    amphitheater        imperial       True   \n",
       "244        0         0    amphitheater   first-century       True   \n",
       "245        0         0    amphitheater        imperial       True   \n",
       "246        0         0    amphitheater        imperial       True   \n",
       "247        0         0    amphitheater        imperial       True   \n",
       "248        0         0    amphitheater        imperial       True   \n",
       "249        0         0    amphitheater        imperial       True   \n",
       "250        0         0    amphitheater        imperial       True   \n",
       "251       11         0    amphitheater      republican       True   \n",
       "252       12         0    amphitheater      republican       True   \n",
       "253        0         0    amphitheater      republican       True   \n",
       "254        0         0    amphitheater        imperial       True   \n",
       "255        0         0    amphitheater        imperial       True   \n",
       "256        0         0    amphitheater        imperial       True   \n",
       "257        0         0    amphitheater         flavian       True   \n",
       "258        0         0    amphitheater        imperial       True   \n",
       "259        0         0    amphitheater        imperial       True   \n",
       "\n",
       "                    ...                            romanregio arenamajor  \\\n",
       "0                   ...                                 syria       31.0   \n",
       "1                   ...                           narbonensis       47.0   \n",
       "2                   ...                           lugdunensis       67.6   \n",
       "3                   ...                               regio-i        0.0   \n",
       "4                   ...                               regio-i       83.0   \n",
       "5                   ...                               regio-i        0.0   \n",
       "6                   ...                                judaea       47.0   \n",
       "7                   ...                               regio-i       66.0   \n",
       "8                   ...                             lusitania       64.0   \n",
       "9                   ...                             britannia       37.0   \n",
       "10                  ...                             lusitania       54.0   \n",
       "11                  ...                               regio-i        0.0   \n",
       "12                  ...                               regio-i       74.8   \n",
       "13                  ...                               regio-i        0.0   \n",
       "14                  ...                               sicilia       69.8   \n",
       "15                  ...                         proconsularis       64.0   \n",
       "16                  ...                               regio-i        0.0   \n",
       "17                  ...                                achaea       58.0   \n",
       "18                  ...                               thracia       50.0   \n",
       "19                  ...                                 dacia       64.0   \n",
       "20                  ...                     germania-superior        0.0   \n",
       "21                  ...                              pannonia       71.0   \n",
       "22                  ...                              pannonia        0.0   \n",
       "23                  ...                              pannonia       66.0   \n",
       "24                  ...                         proconsularis       57.0   \n",
       "25                  ...                         tarraconensis       71.0   \n",
       "26                  ...                         tarraconensis       62.0   \n",
       "27                  ...                   corsica-et-sardinia       46.8   \n",
       "28                  ...                               baetica       70.0   \n",
       "29                  ...                         tarraconensis       47.0   \n",
       "..                  ...                                   ...        ...   \n",
       "230                 ...                         proconsularis        0.0   \n",
       "231                 ...                         proconsularis        0.0   \n",
       "232                 ...                               regio-v        0.0   \n",
       "233                 ...                               regio-v        0.0   \n",
       "234                 ...                               regio-i        0.0   \n",
       "235                 ...                              regio-ii        0.0   \n",
       "236                 ...                              regio-ii       37.0   \n",
       "237                 ...                              regio-ii        0.0   \n",
       "238                 ...                              regio-ii        0.0   \n",
       "239                 ...                              regio-iv       59.0   \n",
       "240                 ...                              regio-ii        0.0   \n",
       "241                 ...                         proconsularis        0.0   \n",
       "242                 ...                         proconsularis       39.0   \n",
       "243                 ...                   corsica-et-sardinia       29.6   \n",
       "244                 ...                             regio-vii        0.0   \n",
       "245                 ...                              regio-iv        0.0   \n",
       "246                 ...                              regio-vi       58.0   \n",
       "247                 ...                              regio-ix        0.0   \n",
       "248                 ...                              regio-xi        0.0   \n",
       "249                 ...                               regio-i        0.0   \n",
       "250                 ...                                judaea        0.0   \n",
       "251                 ...                               regio-i        0.0   \n",
       "252                 ...                               regio-i        0.0   \n",
       "253                 ...                              regio-ii        0.0   \n",
       "254                 ...                             britannia        0.0   \n",
       "255                 ...                         tarraconensis        0.0   \n",
       "256                 ...                               thracia        0.0   \n",
       "257                 ...                             britannia        0.0   \n",
       "258                 ...                            regio-viii        0.0   \n",
       "259                 ...                   corsica-et-sardinia       32.0   \n",
       "\n",
       "    arenaminor  extmajor  extminor  exteriorhe  longitude   latitude  \\\n",
       "0         25.0      50.0      44.0         0.0  40.728926  34.749855   \n",
       "1         32.0     136.0     107.0         0.0   4.631111  43.677778   \n",
       "2         42.0     105.0       0.0         0.0   4.830556  45.770556   \n",
       "3          0.0       0.0       0.0         0.0  12.494913  41.889950   \n",
       "4         48.0     189.0     156.0        52.0  12.492269  41.890169   \n",
       "5          0.0      88.0      75.8         0.0  12.515144  41.887715   \n",
       "6         38.0      71.0      56.0         0.0  34.893845  31.608189   \n",
       "7         35.0     135.0     104.0         0.0  14.495262  40.751213   \n",
       "8         41.0     126.0     102.0         0.0  -6.337952  38.916168   \n",
       "9         23.0      70.0      60.0         0.0  -2.691900  55.602600   \n",
       "10        40.0      94.0      80.0         0.0  -8.493330  40.099444   \n",
       "11         0.0     114.0      84.0         0.0  14.056000  40.841847   \n",
       "12        42.0     149.0     116.0         0.0  14.125315  40.825929   \n",
       "13         0.0       0.0       0.0         0.0  14.127615  40.826239   \n",
       "14        39.7     146.8     118.7         0.0  15.278934  37.074132   \n",
       "15        36.0     120.0      93.0         0.0  10.314924  36.856078   \n",
       "16         0.0       0.0       0.0         0.0  12.778929  41.941708   \n",
       "17        30.0      98.0      70.0         0.0  22.892126  37.909629   \n",
       "18        40.0      70.0      60.0         0.0  27.556674  43.218689   \n",
       "19        52.0      84.0      75.0         0.0  23.154052  47.177552   \n",
       "20         0.0       0.0       0.0         0.0   5.878859  51.838523   \n",
       "21        43.0      99.5      81.5         0.0  16.892619  48.126824   \n",
       "22         0.0       0.0       0.0         0.0  16.848689  48.109807   \n",
       "23        50.0     129.0     113.0         0.0  16.850943  48.110019   \n",
       "24        47.0     121.0     111.0         0.0  14.309452  32.632340   \n",
       "25        42.0      86.0      54.0         0.0   3.117431  42.130042   \n",
       "26        39.0      95.0      69.5         0.0   1.258780  41.114522   \n",
       "27        33.2      92.8      79.2         0.0   9.113228  39.223908   \n",
       "28        44.0     160.0     136.0         0.0  -6.046742  37.443893   \n",
       "29        31.0      75.0      64.0         0.0  -2.813944  39.886018   \n",
       "..         ...       ...       ...         ...        ...        ...   \n",
       "230        0.0      65.0      55.0         0.0   9.889218  36.527797   \n",
       "231        0.0       0.0       0.0         0.0   9.860836  36.597655   \n",
       "232        0.0      88.8      80.0         0.0  13.495903  43.101106   \n",
       "233        0.0       0.0       0.0         0.0  13.718231  43.161433   \n",
       "234        0.0      78.0      57.0         0.0  13.353417  41.645070   \n",
       "235        0.0      83.0      66.0         0.0  18.146729  40.334316   \n",
       "236       25.0       0.0       0.0         0.0  17.391188  40.887891   \n",
       "237        0.0     138.0     106.0         0.0  16.056030  41.221739   \n",
       "238        0.0       0.0       0.0         0.0  15.888896  41.611536   \n",
       "239       40.7       0.0       0.0         0.0  14.162550  42.345021   \n",
       "240        0.0       0.0       0.0         0.0  14.065098  41.251661   \n",
       "241        0.0      55.0      43.0         0.0   9.085182  36.412511   \n",
       "242       26.5      56.0      46.0         0.0   9.361924  36.527820   \n",
       "243       24.0      39.6      34.0         0.0   9.510200  42.100889   \n",
       "244        0.0      80.0      60.0         0.0  10.862152  43.407162   \n",
       "245        0.0       0.0       0.0         0.0  14.708095  42.111291   \n",
       "246       36.0      99.0      75.0         0.0  12.986831  43.624682   \n",
       "247        0.0     120.0      93.0         0.0   7.895993  44.684698   \n",
       "248        0.0       0.0       0.0         0.0   8.426863  45.319277   \n",
       "249        0.0       0.0       0.0         0.0  13.552957  41.518993   \n",
       "250        0.0      70.0      50.0         0.0  35.183968  32.581020   \n",
       "251        0.0       0.0       0.0         0.0  13.933458  41.230843   \n",
       "252        0.0       0.0       0.0         0.0  14.825649  40.917353   \n",
       "253        0.0       0.0       0.0         0.0  15.330556  40.870278   \n",
       "254        0.0       0.0       0.0         0.0  -1.080278  53.958333   \n",
       "255        0.0       0.0       0.0         0.0   2.182077  41.383003   \n",
       "256        0.0       0.0       0.0         0.0  28.985442  41.014686   \n",
       "257        0.0      70.0      60.0         0.0  -0.771186  50.835394   \n",
       "258        0.0       0.0       0.0         0.0  10.629951  44.702888   \n",
       "259       32.0      50.0      46.0         0.0   8.440713  39.876577   \n",
       "\n",
       "     elevation                             geometry  \n",
       "0          223          POINT (40.728926 34.749855)  \n",
       "1           21           POINT (4.631111 43.677778)  \n",
       "2          206           POINT (4.830556 45.770556)  \n",
       "3           22           POINT (12.494913 41.88995)  \n",
       "4           22          POINT (12.492269 41.890169)  \n",
       "5           48          POINT (12.515144 41.887715)  \n",
       "6          253          POINT (34.893845 31.608189)  \n",
       "7           21          POINT (14.495262 40.751213)  \n",
       "8          231          POINT (-6.337952 38.916168)  \n",
       "9           83              POINT (-2.6919 55.6026)  \n",
       "10         100           POINT (-8.49333 40.099444)  \n",
       "11          19             POINT (14.056 40.841847)  \n",
       "12          41          POINT (14.125315 40.825929)  \n",
       "13          58          POINT (14.127615 40.826239)  \n",
       "14          23          POINT (15.278934 37.074132)  \n",
       "15          14          POINT (10.314924 36.856078)  \n",
       "16          99          POINT (12.778929 41.941708)  \n",
       "17          98          POINT (22.892126 37.909629)  \n",
       "18         120          POINT (27.556674 43.218689)  \n",
       "19         441          POINT (23.154052 47.177552)  \n",
       "20          46           POINT (5.878859 51.838523)  \n",
       "21         164          POINT (16.892619 48.126824)  \n",
       "22         185          POINT (16.848689 48.109807)  \n",
       "23         185          POINT (16.850943 48.110019)  \n",
       "24          18           POINT (14.309452 32.63234)  \n",
       "25          27           POINT (3.117431 42.130042)  \n",
       "26          13            POINT (1.25878 41.114522)  \n",
       "27          60  POINT (9.113227999999999 39.223908)  \n",
       "28          17          POINT (-6.046742 37.443893)  \n",
       "29         817          POINT (-2.813944 39.886018)  \n",
       "..         ...                                  ...  \n",
       "230        205           POINT (9.889218 36.527797)  \n",
       "231        311  POINT (9.860836000000001 36.597655)  \n",
       "232        222          POINT (13.495903 43.101106)  \n",
       "233        290          POINT (13.718231 43.161433)  \n",
       "234        213           POINT (13.353417 41.64507)  \n",
       "235         38          POINT (18.146729 40.334316)  \n",
       "236          2          POINT (17.391188 40.887891)  \n",
       "237         81           POINT (16.05603 41.221739)  \n",
       "238         18          POINT (15.888896 41.611536)  \n",
       "239        343           POINT (14.16255 42.345021)  \n",
       "240        191          POINT (14.065098 41.251661)  \n",
       "241        418           POINT (9.085182 36.412511)  \n",
       "242        226            POINT (9.361924 36.52782)  \n",
       "243         41  POINT (9.510199999999999 42.100889)  \n",
       "244        456          POINT (10.862152 43.407162)  \n",
       "245        150          POINT (14.708095 42.111291)  \n",
       "246        139          POINT (12.986831 43.624682)  \n",
       "247        200           POINT (7.895993 44.684698)  \n",
       "248        126  POINT (8.426863000000001 45.319277)  \n",
       "249         87          POINT (13.552957 41.518993)  \n",
       "250        141           POINT (35.183968 32.58102)  \n",
       "251        128          POINT (13.933458 41.230843)  \n",
       "252        303          POINT (14.825649 40.917353)  \n",
       "253        572          POINT (15.330556 40.870278)  \n",
       "254         21          POINT (-1.080278 53.958333)  \n",
       "255          3           POINT (2.182077 41.383003)  \n",
       "256         32          POINT (28.985442 41.014686)  \n",
       "257         14          POINT (-0.771186 50.835394)  \n",
       "258         59          POINT (10.629951 44.702888)  \n",
       "259         27  POINT (8.440713000000001 39.876577)  \n",
       "\n",
       "[260 rows x 22 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ramphs_gdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>chronogroup</th>\n",
       "      <th>startdate</th>\n",
       "      <th>enddate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>republican</td>\n",
       "      <td>-70</td>\n",
       "      <td>-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>caesarean</td>\n",
       "      <td>-49</td>\n",
       "      <td>-44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>augustan</td>\n",
       "      <td>-27</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>julio-claudian</td>\n",
       "      <td>-27</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>neronian</td>\n",
       "      <td>54</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>flavian</td>\n",
       "      <td>69</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>first-century</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>late-1st-early-2nd</td>\n",
       "      <td>75</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>hadrianic</td>\n",
       "      <td>117</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>second-century</td>\n",
       "      <td>100</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>late-second-century</td>\n",
       "      <td>150</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>severan</td>\n",
       "      <td>193</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>third-century</td>\n",
       "      <td>200</td>\n",
       "      <td>299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>post-severan</td>\n",
       "      <td>235</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>fourth-century</td>\n",
       "      <td>300</td>\n",
       "      <td>350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>imperial</td>\n",
       "      <td>50</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            chronogroup  startdate  enddate\n",
       "0            republican        -70      -31\n",
       "1             caesarean        -49      -44\n",
       "2              augustan        -27       14\n",
       "3        julio-claudian        -27       68\n",
       "4              neronian         54       68\n",
       "5               flavian         69       96\n",
       "6         first-century          1       99\n",
       "7    late-1st-early-2nd         75      125\n",
       "8             hadrianic        117      138\n",
       "9        second-century        100      199\n",
       "10  late-second-century        150      199\n",
       "11              severan        193      235\n",
       "12        third-century        200      299\n",
       "13         post-severan        235      280\n",
       "14       fourth-century        300      350\n",
       "15             imperial         50      280"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chronogrps_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge"
   ]
  }
 ],
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