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 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Let's learn about birds"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Import pandas and matplotlib along with the data"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "birds = pd.read_csv('../../../data/birds.csv')\n",
    "birds.head()\n"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                           Name          ScientificName  \\\n",
       "0  Black-bellied whistling-duck  Dendrocygna autumnalis   \n",
       "1        Fulvous whistling-duck     Dendrocygna bicolor   \n",
       "2                    Snow goose      Anser caerulescens   \n",
       "3                  Ross's goose            Anser rossii   \n",
       "4   Greater white-fronted goose         Anser albifrons   \n",
       "\n",
       "                Category         Order    Family        Genus  \\\n",
       "0  Ducks/Geese/Waterfowl  Anseriformes  Anatidae  Dendrocygna   \n",
       "1  Ducks/Geese/Waterfowl  Anseriformes  Anatidae  Dendrocygna   \n",
       "2  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "3  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "4  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "\n",
       "  ConservationStatus  MinLength  MaxLength  MinBodyMass  MaxBodyMass  \\\n",
       "0                 LC       47.0       56.0        652.0       1020.0   \n",
       "1                 LC       45.0       53.0        712.0       1050.0   \n",
       "2                 LC       64.0       79.0       2050.0       4050.0   \n",
       "3                 LC       57.3       64.0       1066.0       1567.0   \n",
       "4                 LC       64.0       81.0       1930.0       3310.0   \n",
       "\n",
       "   MinWingspan  MaxWingspan  \n",
       "0         76.0         94.0  \n",
       "1         85.0         93.0  \n",
       "2        135.0        165.0  \n",
       "3        113.0        116.0  \n",
       "4        130.0        165.0  "
      ],
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>ScientificName</th>\n",
       "      <th>Category</th>\n",
       "      <th>Order</th>\n",
       "      <th>Family</th>\n",
       "      <th>Genus</th>\n",
       "      <th>ConservationStatus</th>\n",
       "      <th>MinLength</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>MinBodyMass</th>\n",
       "      <th>MaxBodyMass</th>\n",
       "      <th>MinWingspan</th>\n",
       "      <th>MaxWingspan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Black-bellied whistling-duck</td>\n",
       "      <td>Dendrocygna autumnalis</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Dendrocygna</td>\n",
       "      <td>LC</td>\n",
       "      <td>47.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>652.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fulvous whistling-duck</td>\n",
       "      <td>Dendrocygna bicolor</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Dendrocygna</td>\n",
       "      <td>LC</td>\n",
       "      <td>45.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Snow goose</td>\n",
       "      <td>Anser caerulescens</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>64.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>4050.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ross's goose</td>\n",
       "      <td>Anser rossii</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>57.3</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>1567.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>116.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Greater white-fronted goose</td>\n",
       "      <td>Anser albifrons</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>64.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>3310.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "metadata": {
    "tags": []
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Let's visualize these birds' wingspan by showing a very basic line plot"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "source": [
    "\n",
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.xlabel('Birds')\n",
    "wingspan = birds.MaxWingspan \n",
    "wingspan.plot()\n"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa009b17940>"
      ]
     },
     "metadata": {},
     "execution_count": 19
    },
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Ys6GQRIQFACAUYQEACEVYAABCERYAgFCEBQAgFGEBAAhFWAARY+oskoiwAACEIiwAAKEICyBiLCSIJCIsAAChCAsAQCjCAogYs6GQRIQFACAUYQEACEVYABGjCoUkIiwAAKEICwBAKMICABCKsAAi5pg7iwQiLAAAoQgLAEAowgKIGEUoJBFhAQAIRVgAAEIRFkDEmAyFJCIsAAChCAsAQCjCAogcdSgkD2EBAAhFWAAAQhEWAIBQhAUQMabOIokICwBAKMICABCKsAAiRhUKSURYAABCERYAgFCEBRAxZkMhiQgLAEAowgIAEIqwACLmqEMhgQgLAEAowgIAEIqwAACEIiyAiDFigSQiLAAAoQgLAEAowgKIGDNnkUSEBQAgFGEBAAhFWAARc8yHQgIRFgCAUIQFACBUwcLCzG40s81mtiRj21fNbJ2ZPev/Oyfjvs+b2XIzW2pmb8zY/iZ/23Iz+1yh2gtEhioUEqiQPYubJL0px/b/c84d4f+7R5LMbLakd0ia4z/n52ZWZmZlkn4m6WxJsyW9038sACBG5YV6Yefcw2Y2Y5APP0/S7c65dkkrzWy5pGP9+5Y751ZIkpnd7j/2xYibCwDIoxhjFh81s8V+mWqkv22ypLUZj6n3tw20vR8zu8LMFpnZoi1bthSi3UBeXMcCSRZ3WFwj6QBJR0jaIOkHUb2wc+4659zRzrmjx44dG9XLAruNyEASFawMlYtzblNw28x+Kelu/8t1kqZmPHSKv015tgN7FTNjrQ8kVqw9CzObmPHlBZKCmVJ/lfQOM6sys/0kzZK0UNKTkmaZ2X5mVilvEPyvcbYZAFDAnoWZ/VbSaZLGmFm9pK9IOs3MjpDXU18l6QOS5Jx7wcx+L2/gukvSR5xz3f7rfFTSvZLKJN3onHuhUG0GokDnAklUyNlQ78yx+YY8j/+mpG/m2H6PpHsibBoAYDdxBjcAIBRhAUSMhQSRRIQFACAUYQEACEVYABFjNhSSiLAAAIQiLAAAoQgLICIsJIgkIyyAiBEZSCLCAoiImRW7CUDBEBZARChDIckICyBihAaSiLAAIkIZCklGWAAAQhEWQMQoQiGJCAsAQCjCAgAQirAAokYdCglEWAAAQhEWAIBQhAUQEU7GQ5IRFkDEuAY3koiwACLCGdxIMsICiAhlKCQZYQFEjMxAEhEWQEQoQyHJCAsgIpShkGSEBRAxMgNJRFgAEaEMhSQjLAAAoQgLIGJUoZBEhAUAIBRhAQAIRVgAEWHqLJKMsAAiRmggiQgLICJMnUWSERZAROhRIMkICyBiRAaSiLAAIkIZCklGWAARoQyFJCMsgIiRGUgiwgKICGUoJBlhAUSEMhSSjLAAIkdoIHkICyAilKGQZIQFACAUYQFEhDELJNmgw8LMhppZWSEbAyQBmYEkGjAszCxlZheb2d/MbLOklyVtMLMXzez7ZjYzvmYCez/GLJBk+XoWD0o6QNLnJU1wzk11zo2TdJKk+ZK+a2aXxNBGoCRQhkKSlee570znXGf2Rudcg6Q7Jd1pZhUFaxlQoogMJFG+sBier1vtnGvIFSbAvsrMGLBAYuULi62S6iV1+V9nJoeTtH+hGgWUIspQSLJ8YXG1pNdLekzSbyU96vhrAELxV4IkGnCA2zn3cUlHSLpD0qWSnjGz75nZfnE1DiglzIZCkuU9z8J5HpT0GUnXSrpc0plxNAwoNXS8kWQDlqHMbKik8yS9XdJYSX+UdJRzbk1MbQNKkmM+FBIo35jFZknLJN3u/+8kHW1mR0uSc+6PhW8eUDqYDYUkyxcWd8gLiIP8f5mcvJ4GAB9lKCTZgGHhnHtPjO0AAOzF8q0N9d9m9r4c299nZh8vbLOA0kUHA0mUbzbUuyTdnGP7byS9tzDNAUoXU2eRZPnConyAtaE61PdsbgBizALJli8sUmY2Pntjrm0AehEZSKJ8YfF9SX8zs1PNbLj/7zRJd0v631haB5QQylBIsnyzoW42sy2SrpI0V94B0wuSvuyc+3tM7QNKBmUoJFm+8yzkhwLBAOwGQgNJlG/q7P+Y2ag8959uZucWpllA6aEMhSTL17N4XtJdZtYm6WlJWyQNkTRL3mq0/5L0rYK3ECgR9CiQZPnGLP4i6S9mNkvSiZImStoh6RZJVzjnWuNpIgCg2PKOWUiSc26ZvIUEAeTBQoJIsrzXswAweJShkGSEBQAgFGEBRIwOBpIodMzCzMZKer+kGZmPd86xmCAA7CNCw0LSXyQ9Im+qbHdhmwMA2BsNJixqnHOfLXhLgITgGtxIosGMWdxtZucUvCVAieMMbiTZYMLiSnmB0WpmO8xsp5ntKHTDgFLD1Fkk2WBOyhseR0OApCAzkESDGbOQmY2UtybUkGCbc+7hQjUKKEWcwY0kG8zU2f+UV4qaIulZScdLekLS6YVtGlBaKEMhyQY7ZnGMpNXOuddLOlLS9oK2CihhZAaSaDBh0eaca5MkM6tyzr0s6aDCNgsoPcyGQpINZsyi3szqJP1Z0n1m1ihpdWGbBZQeylBIssHMhrrAv/lVM3tQUq2kfxS0VQCAvcpgZ0PNk3SSJCfpMedcR0FbBZQw+hdIotAxCzP7sqRfSxotaYykX5nZ/xS6YQCAvcdgehbvknR4xiD3d+RNof1GIRsGANh7DGY21HplnIwnqUrSusI0Byh9DHQjiQbTs2iS9IKZ3SevHPsGSQvN7GpJcs79VwHbBwDYCwwmLP7k/ws8VJimAAD2VoOZOvvr4La/RtRU59zigrYKKGEUoZBEg5kN9ZCZjTCzUZKelvRLM/th4ZsGlBbO4EaSDWaAu9Y5t0PShZJuds4dJ+nMwjYLKD0MbCPJBhMW5WY2UdJFku4ucHuA0kdmIIEGExZXSbpX0nLn3JNmtr+kZYVtFlB6KEMhyULDwjl3h3PuMOfch/2vVzjn3lL4pgGlJa4y1KtbdunDtz6ljq6eWN4PkAZ38aOrc2xukrTIOfeX6JsEIJ/P3blYT65q1Htet13H7jeq2M3BPmIwZaghko6QV3paJukweVfNe5+Z/aiAbQNKkmPQAgk0mJPyDpN0onOuW5LM7BpJj8hbhfb5ArYNQA5MukIxDKZnMVLSsIyvh0oa5YdHe0FaBQDYqwymZ/E9Sc+a2UOSTNIpkr5lZkMl/auAbQNKUqGP/Jl0hWIYzHIfN5jZPZKO9Td9wTm33r/96YK1DEBOlKFQDIMpQwWP2yKpUdJMMzulcE0CAOxtBjN19ruS3i7pBUnBxG4n6eECtgsoWYU+8KcMhWIYzJjF+ZIOcs4xmA3sBShDoRgGU4ZaIami0A0BAOy9BtOzaJE3G+p+ZUyV5Qp5QG7MhkISDSYs/ur/A5CHmcVSI6IMhWLYrSvlARhY3NezoIeBOA0YFmb2e+fcRWb2vHJM8HDOHVbQlgEA9hr5ehZX+v+fG0dDgKRgIUEkUb6weLuZPS7paedcV1wNAgDsffKFxRRJP5J0sF+KekzS45Ied841xNE4AMDeYcCwcM59SpLMrFLS0ZJeJ+lySdeZ2Xbn3Ox4mgiUFmYrIYkGM3W2WtIISbX+v/XiOhYAsE/JNxvqOklzJO2UtEBeCeqHzrnGmNoGANhL5FvuY5qkKkkbJa2TVC9pexyNAkoZVSgkUb4xizeZmcnrXbxO0iclzTWzBklPOOe+ElMbAQBFlnfMwnmnpC4xs+2Smvx/58q7EBJhAQD7iAHLUGb2X2Z2u5mtkfRveSHxsqQLJY0Ke2Ezu9HMNpvZkoxto8zsPjNb5v8/0t9uZna1mS03s8VmNi/jOZf5j19mZpe9hu8ViAfToZBA+cYsZki6Q9JxzrkDnHOXOueucc4955zryfO8wE2S3pS17XOS7nfOzZJ0v/+1JJ0taZb/7wpJ10heuMjrwRwnvzcTBAywryKKUAwDhoVz7r+dc3c65zbsyQs75x6WlH3y3nmSgoUJfy3vwkrB9pudZ76kOjObKOmNku5zzjX4s7DuU/8AAvZJrCOIOA32GtxRGZ8RPhsljfdvT5a0NuNx9f62gbb3Y2ZXmNkiM1u0ZcuWaFsN7IXoYSBOcYdFmj94Htnvu3PuOufc0c65o8eOHRvVywK7jZ04kijusNjkl5fk/7/Z375O0tSMx03xtw20HdjnUYZCnOIOi79KCmY0XSbpLxnb3+3PijpeUpNfrrpX0llmNtIf2D7L3wbs8+jBIE6DWRtqj5jZbyWdJmmMmdXLm9X0HUm/N7P3SVot6SL/4fdIOkfScnnX/L5ckpxzDWb2dUlP+o+7ihVvsbdj5iySqGBh4Zx75wB3nZHjsU7SRwZ4nRsl3Rhh04BEoAyFOBVtgBvAa0MHBnEiLICIOepQSCDCAihRlKEQJ8ICABCKsAAiRhEKSURYAABCERZAiWEAHcVAWAAAQhEWQMQKfeDvXe0YiBdhAZQYylAoBsICABCKsAAiVujjfspQKAbCAigxlKFQDIQFUKKIDMSJsAAixpE/koiwAEoUmYQ4ERZAiaIHgzgRFgCAUIQFUKLoVyBOhAVQoqhCIU6EBQAgFGEBRCyuI35HIQoxIiyAUkVWIEaEBQAgFGEBRCyu8hAdC8SJsABKDCGBYiAsgBLF1FnEibAAIlbwy6oG70MfAzEiLIASQ0SgGAgLoERRhkKcCAugRJEViBNhAUSMnTiSiLAAShTXs0CcCAugRBEViBNhAUSMA34kEWEBlCpCCTEiLAAAoQgLIGLxLSRI1wLxISyAEsXYCOJEWAAAQhEWQMRiu6wqPQvEiLAAShRZgTgRFkCJoUeBYiAsgBLFch+IE2EBlBjzr35EVCBOhAVQYuhQoBgIC6BEERqIE2EBRIyxBCQRYQGULEIJ8SEsgBJFBwZxIiyAiLETRxIRFkCJIpMQJ8ICKFH0YBAnwgKIGPtwJBFhAZQoLn6EOBEWQImiDIU4ERZARNh3I8kICyBisV38KJ63ASQRFkBkLKb3ISRQDIQFUKJYgwpxIiyAiBV6llJcPRggE2EBlBj6EygGwgIoUVShECfCAohYoXfiQRmKk/IQJ8ICKDFEBIqBsABKFGUoxImwACLisv4vlHQZirBAjAgLoMSQESgGwgIoUYQG4kRYABGhLIQkIyyAqMWUGiz3gTgRFkCJIioQJ8ICABCKsAAiFtsRP10LxIiwAEoUy30gToQFACAUYQFEIHNmUmyXVaVjgRgRFkCJIisQJ8ICABCKsAAikFkSimvgmTIU4kRYAKWGlEAREBZAiWLqLOJEWAARKMZumw4G4kRYABFjJ44kIiyAEkUmIU6EBRCBoiwXThcGMSIsgIixC0cSERZAiSKUECfCAogAs6GQdIQFEDF24kgiwgIoUVyDG3EiLAAAoQgLIAJFWUgwlncBPIQFUKKoQiFOhAVQYsgIFANhAUSgGCvAEhqIE2EBRK3Ae3EL3oY6FGJEWAAlhohAMRAWQAQ4yEfSERZAxAqdG71lqAK/EZCBsABKDBmBYiAsgBLFNbgRJ8ICiBizlJBEhAVQosgkxImwACJQlKuqxv+W2IcRFkDEOOJHEhEWQIkilBAnwgIoUcyGQpwICyAC7LiRdIQFELG4YoMyFOJEWAAlhpBAMRAWQATYgSPpCAsgYoUODrPgfUgoxIewAEoMGYFiICyACBRj/01oIE6EBRCxQk+jTZehCvouQF+EBVBi6FGgGAgLIALFGGwmNBAnwgKIWFw7cc4aR5wICwBAqKKEhZmtMrPnzexZM1vkbxtlZveZ2TL//5H+djOzq81suZktNrN5xWgzkA+zoZB0xexZvN45d4Rz7mj/689Jut85N0vS/f7XknS2pFn+vyskXRN7SwFgH7c3laHOk/Rr//avJZ2fsf1m55kvqc7MJhajgcDeIBiroGOBOBUrLJykf5rZU2Z2hb9tvHNug397o6Tx/u3JktZmPLfe39aHmV1hZovMbNGWLVsK1W6g6NLlJ+pQiFF5kd73JOfcOjMbJ+k+M3s5807nnDOz3fpLcM5dJ+k6STr66KP5K0Ks2G8j6YrSs3DOrfP/3yzpT5KOlbQpKC/5/2/2H75O0tSMp0/xtwF7pUKfcxG8PPmEOMUeFmY21MyGB7clnSVpiaS/SrrMf9hlkv7i3/6rpKTGh5AAACAASURBVHf7s6KOl9SUUa4C9jlUoVAMxShDjZf0J/MWuCmXdJtz7h9m9qSk35vZ+yStlnSR//h7JJ0jabmkFkmXx99kIAQ7biRc7GHhnFsh6fAc27dJOiPHdifpIzE0DYhEoXMjKHNxBjfitDdNnQWwGyhDIU6EBRCBOI/yCQkUA2EBRCy+hQSB+BAWQIlhrALFQFgAEYizNJQ+z4LMQIwIC6BE0cNAnAgLIGKF3okTESgGwgKIQJw7cMd6HygCwgIoUWQF4kRYABEr9MAzIYFiICyAUpOeDUVsID6EBRCBYuy4yQrEibAAIlbwhQQL/PpALoQFUGJ6V50F4kNYABGIdepsjO8FBAgLIGKxLSRIaiBGhAVQYnrPySMtEB/CAohArAsJEhIoAsICKFGUoRAnwgKIXIEXEiQkUASEBRABLquKpCMsgBLFch+IE2EBRIxrcCOJCAsgCrFeVpWYQPwIC6BEkRmIE2EBRIzrWSCJCAugxHAGN4qBsAAiEO9Cgv6qs2QFYkRYABHjiB9JRFgAJaa3DAXEh7AAIhDvQoLxvydAWAAAQhEWQMQKPnU2/fp0LRAfwgKIQLyD2syGQvwICwBAKMICiFihD/jTs6HoWSBGhAUQgWLMhgLiRFgAJYqT/xAnwgKIWOFnQzHAjfgRFkAE4p8LBcSLsABKDMt9oBgICyBicY0lUIZCnAgLIAJxXuqUy6qiGAgLoMSkFxKkEIUYERZAqSIrECPCAvu8Oxat1camtuhesOCncBf49YEcCAvs03a0derTf1isS29Y8JpepyjXs4jvLQHCAvu2YCe/fntrcRsC7OUIC+zTenq8tOjsju44vfALCbo+/wNxICywT+v2d7gd3T1FbsngUYZCMRAW2KcFPYtSQocCxUBYYJ/WVYCwiKs8RGggToQF9mndEYVFvLOh/DGL+N4SICywb4sqLOJEjwLFQFhgn9ZdgD1vXPtyZkMhToQF9mlRDXDHuU4Ts6FQDIQF9mmFGOAuuBJsMkofYYF9WimOWaSVcNNRegiLQfrDU/VaXL+92M1AxAoxG6rg1+AmJVAE5cVuQClobu/Sp+54TpVlKb3yzbOL3RxEqBAD3IXWe1nV0ms7Shc9i0FYuLJBkpTi00qM5vYuHfvNf+nhV7akt5Xa7KISay5KHLu/QZi/cpskada44UVuCaKybVeHNu9s17LNu9LbolofistZIIkIi0HYsrNdktTW2V3kliAqLZ1dkqT2jJ9pW+fuh8X8Fdu0bntrrDvw3lVnY3xT7PMIi0Foafd2KNtbO4vcksJrbO7Q/BXbit2Mgmvt8H6mmQHRvgcHA++4br7O+MFDUTVrULgGN4qBsBiE5g7vKLRpHwiLt1/3hN5x3fySXI11d7R2BmHR3W/b7srukZTa2AcwGITFIDS3e2HR0dWT+FLUK5u8Gn4pzhLaHcHPsa2r9+fZ0bXnYxZxBkR6NlSyf0TYyxAWg9DS0btD2d6S/N6FVOInqw1CS44y1O4OcBf7M0r2Twh7G8JiEJo7ulRZ7n1U+0IpSpI6S+jKcXuid8yi90Bgdy+tOlBPhJ04koiwGITm9m5NrquWJG1v6Shya+JR7KPmQkuXoTJ6FrsbkJlhUYyVZilDIU6ExSA0t3dp3PAq77Y/2J1EmTui3T3KLjVBGSpzBlTnbo5ZtHfHP35FQKBYCIsQXd09au/qUV1NhaRk70R3tfcGYdJ7Fq25BrhfQ8+iOJL9M8LehbAI0ewfgdZWe2HRleCw2Lart8TW1VPsHWFhBWGRGf4vbdipw7/2T63b3jqo1+hThsr8tSjgr0ift0nuryL2QoRFiBa/7JQOiwTvRDN7FkkORal3gDvTrQtWq6m1U399dv2gXiOq5UF2B+dwoFgIixDBORZ1NZWSkl2GyrwQUEleFGg35AqLoZXeIsyDnfFW7DJUsn9C2NsQFiGa/aU+RqTLUMntWXRn9JqS3IOScp+tXVNVJklqah3cjLe+YZExS6mAu/G+ZSjiAvHhehYhmrPKUJ0JPuLOLD0lvQyV60z8Cn8N+rATL5taOtXW1V2UngX5gGKhZxEiKFeMGOLlarJ7Fi7n7SRqyVGGCmZGhZWhPnnHszruW/dr6aadBWlbPq5PDwaID2ERIjhpa3g6LJL7J9p3zCK5oSjlLkMFARLWs3hoqXfBpNsXrs15f1xH//QyECfCIkRQrhhWFZShkrsTzexNJDkUpdwD3MG2fD2Lts5u9fh76e0ZYxsEBJKOsAgRHIEO2+d6FqX3fX7j7hd10ncf0FOrG0Ifm6tnERwY5AuLFVuaFXw0O1qLezZ/6f2EUMoY4M5h4coGbdrRpvrGVpWnTJI0rHJfGLPInA1VeruiWxasVltnj15Yv0NHTR+V97HZPQuzzJVoB17G49UtvZdhHej6FwMd/f/wn0t1/P6j9bqZY/K2DdgbERY5XPSLJ9K3502rkyQNqUypPGUluRMdrK4+A9ylFYretUZ60rfzeXnjjj4D3GZSVXkqvfPP9zPetsu7xG5dTUWfsY2w6380tXbq6geW6ycPLtfKb785/zeTR3CJX4mps4gXZagQ21s6ZSZVlqVUXpbssMgcsyi1kw/XZyzRka/tC1c26E0/eqTP2erlKVNFWd8/hYF2xMGldccPH9Jne2dX/s/r+fomSUqvXrynTv7eg6/p+cCeIixCtHR0a0h5mcxMFalUoq/zUGpTZ+sbW3TEVf/UI8u2aE1DS3p7vlLh469u7bctZabKrLBoH6B3sr2lU8OHlKdP4AvkWvpjV3uXbl2wWhub2vRc/XZJ0iETRwz8DQF7McIixI62Tg2p8D6m8jLbZwa4SyEUn1rdqO0tnbr0hoW68bGV6e352r5ya3O/bWU5ehYDjVtsb+nQyJpKDSnPCos+17bwPsffP7lWX/zTEr33pie1Yov3vjWVfZ/3WhSiCuWc0w//uVQvb9wR/YujpBEWIVo6ujWkwvsDLy9LFfT8g54el3NKZ1xKrWeRuTpscO6DmdTR7bRwZYN2tPWf1ZQ5QB0cBJSlTBXl1udxAw1eb2/tVF1Nhaoq+v7p5Aqop9Y0SpJ2tneqvat7wMftqUIsK7KzvUtXP7Bcl1y/MPLXRmkjLAYhCIuKlBW0lv/1v72oQ778j6ItUFdqU2dXb23RmGFVOnRyrSQpZVJ1RZmaWjt00S+e0IduearP451z6SN8SRo+xDt3JnfPYuAyVG11Rb+eRa4QeHaNV3pqae9dGqSjy6mjq0c/+OdSNe2F13MPDlYYPEc2wmIQ+vQsClie+d2T3hnBmRfkiVN3xvcWd7mtrbNbP31gWd5pq9lWbWvWjNE16eujV5WXqbI8lZ6l9NKGvstxbN3V0WcWVLCES3mq/5jFQD28dBkqq2eRfW2LB1/erHXbW1VdUaaWju70GEhXT4/+/Mw6/eSB5fr5Q8sH/b3mUoj9+c42b+C/qpxdA/riN2IQMscsCrmQYMq8Usje0LOIe+rsHU/V63//+YqueejVQT9nTUOLpo8emt6xVVWkVJ5KpU+qC86RCaze1ne8IlgcUurfswgrQwUHEIHsAe7rH12h6aNrdPmJM9Ta2Z1xsaUe1fvls/Kyvu3bXYUIi2BJ/krCAlk4zyJLrnJCUHKoSBW2ZxHs2waaiVNoxZw6G+y4g1lDYdo6u7WhqU3TR9eoodk796CqPKUys3TPIjsAVm1r6fN1UIZyzqkia8edq4fT0+PU1NqpuuqKfmd5Z39eW3d26OAJw9OX4w1KTp1dTlv9czWqKwY/2H3idx7QzHHDBv34PRVMKa4qj24gHslAWGTJtZOIazZUyk+L3SnFRKmriAPcwa566cbBreQaTIGdPrpGL673Zu5UlqdkMm1v8dZsKsvqWSzfvEtlKUt/b8E1SnqcG9RsqB1tnXLOuxBWdqBn9gb/+eImSdIRU+tU45/53+i3qbOnR/WNrf7rDX65kHXbW/td7rUQA9zpsKigZ4G++I3Ikqv8kDlmEUcZqn2AwdVC6y7iAHews93Q1BZahnto6Wa996ZFkqQZo4emd2xV5WWqKLP0iXPZZaj7X9qko6aPTH8djFl097h+ZZdcvwdBj8WbDeX9TgQ9ou05LphUV1Ohof75GMFzO7t70uWwvXGAexdjFhgAvxFZcu2og3JBecpiKUMVa4C7z2yomM+zyKz5P5Zx4twnfvesvnbXC30eu7ax9wh7xuih6cHpqvKUKspS6UHszJ7Fyq3NWrZ5l9586MT05zx+hHcW9q72rnTPIgiYYIC7sbkj3YsJegd1NRXpnemood7ldtc19j3q9x5Xme5ZBN9fZ5dL75AHe/nWgRRizIIyFAZCWGTJdUS5xa8xe2FRuCNuK3rPoie9gy1Wz0KS/u2fMyFJf3pmnX712Ko+j23JWKqjNuOchyAsAuUZt9f6Z3jPmTQi/T0eMNYbA+hxSo9ZBKsLt/ntuW3hGl38ywVavnlXusdSV1OZDouxw6okqc8Z5IG6mor0db0DnT096d+xwYZFT9bP4rAptTpg7NCCrDq7iwFuDIDfiCxBrfr0g8fpV5cfI0l6xp8vX7GHJ+WtbWjRhqb+R57Z9oaeRXnK+tT14xKExcia3sHjzEXzApt3tunJVd7Jbv/671Mk9R4FB2WoQGYZKnjN2uoKjfF38PuPHZq+v9J/jWFVflikL4Tk9SZ+u3BNumxUV12RHrMYO9x7rVXb+p8ZXldd0X9ZkK7esFiyrkmbdrQN8In0yv59uOT46en3jVoQFq9tnhaSiLDIEpyM9d4T99NpB47ViTNH63/fdrgk7dFCgs45nfy9B3XWDx8OfWzRxyy6e8Mi7os8BWWaEdUV6bOdcw12n/zdB/WvlzZpcl21Zo4bLqm3vl7Zr2eROyx++/7j9aVzZ/cJi2q/dxKERbBDD3aety9ck+6d1NVUpstUwU57XWOrRtZUKFNdTWW/nsWu9q50+Whne5fefPUjYR+Nmtv7hkV6PKGAU2eTfK157BlmQ2UJdhLVlSmZmW79z+PT95WnUrs9pfQFf6bOzvbwmS/psMjTs2jt6FZjS4cmvcbVS3Pp6nHpEk13zFNn2/3PffiQ8nRgL9vcGxZvveZxbW/tTB/RZw7ABj2LijJTd0/v9szyTRAWI6orNG7EEL3vpP36vH8wLuWVskzPr2uSc0672rtVljI1d3TrB/e9IskLnOYO7+c5Zpg3ZtHjpDHDqtSYMWhdV1PRby2oHVmlp627+g+MZ2vp6Pu7U1VeJpPJKfpAD8ZTOos0fRt7L3oWWYIyVK4Bvoqy3APcaxtaBlzzJxgcnToqfOduwXkWeXoWl96wQK/7zgOhr7UnepxTeVlKZUW4bkd7d48qy1MaUl6W84p1i1Y3avnm3nWdtjX37mR7p3lanzLUtuYONfiPa2r1FoTMPpkuMKQyY8Zbt9N9L27SXYs3aFdbpw6ZOFzvOGZq+rFlKdMRU73rnBy3/+h0wAblrcDQynINrep7PBZ8rMFMrCkjw38v+vUsKlLp35WoBT2pUlhIEvEiLLIEC9JV51gd1FtIsO9OtK2zWyd/70G94Yf/1kNLN2tjU98a9C7/Dz27HBFY29CiA7/4dy2u357uWeQbs1i02qvXF2LtnqBnsadjM69FR1ePqspSqqpIpXsPLXkWVcwMksylOjLLUPWNrZr39fv0438t03UPr1BddWW/1/nR24/Q995yWPrEy5RJHz7tAEnSf/32GT24dIuGVZXri28+pM/zzjtisuZ//gwdM2OUhvq/K2MyxhEuO2G6poysHnCV2a/+xxydOHN0+meeT2tnds/C+x4LMRsq+MwJC2QjLDKsbWjRbxeukZR7KWlvIcHeP6Kmlk5t3uENwq7a1qL3/OpJffx3z/R5TlBeyXW9A0lasLJBHd09+skDy3vP4B7EmEUhzrDOHLMYaIB7V3uX2jq7+1w8KAodXf17Ftnll0yffMOB6duZJ5Bln1wnSf/3L698lL2yrCSdf+RkXXTM1PTBQVeP02fedLCuf/fR6ccMq6pIn+2daUKtN/U26D0EJSlJ+tp5c5VKWZ9yWeYMoxFDKrTfmKGD+hxzjVmYFeYa3L2r4zJmgb4Ys8gwsXaIfnX5MapvaNGEEUP63Z95BndDc4de9537dcGRk/s8Zv6KBr3nVwt142XHKJWy9FHyQAHQ4x8ertiya8Axi/aublWkUukzvINtUU9vDHoWpoF3FnO/cm/69odOO0AfPOUA1db035HuriAs+vQs2nP3LFZ9p+9lSTNLhtnLdmTaunPg8YFgzCI4GDhz9nidPGuMHlm2VcP8GU2//8AJOUO0NyyqNLF2iMZl9DDMzNuxO2/wvKHLa0NNZZmGVVWkxwjyGWjMohCC8SJ6FshGWGQoL0vp9QeNy3t/UJ55fl2T2jp79Men10mSDp1cq+fXeZfOfGjpFt21eL0qy1LpMYvs5SFeWN+kqaNqtM0f4FzT0KIpI2sk9V0e2zmng/7nH7rk+Glq7ejd3tbZo+H98+w16e7pUXnK1GOm5vYuPb2mUfOm9Z7xvDPr+hDXPPSqysz0qTce9JrfuyPHmEVLR7cm11X3W+YiW+bRe66eRWCgxQGl3rDIPI9mnP8BB+deHLvfqJzPDcJi7LAqPfH5M/rdP6yyXDvbuzS0qkwN/gzb6soyDR9Sro7uHrV1dg84liINPBuqEKXItk7KUMiNMtRuyLyexQvrvWAIQuCmy4/RiTNHpx97/0ub9aFbn9Yrm3b5j+vWI8u26JFlW9TT4/Tmqx/V2655Qtv8E/46u126JJHZswjWD7pl/hrd+XR9ensh1o8KehblKdPfl2zUhT9/PN0+yVuKI1tUvZuOrh5VladUVVGWDsvmji6NHV6ln79rXrrEk73eU3YbyvOERT7BAHfmTjKYFps9SJ2td8yi/5iIpPS5FpnjVtWVZelpumGlqJw9iwINcAe/z5ShkI2w2A2Z17MIFq+TvJO/RtZUqq6md2dR39j3jN6dbV269IaFuvSGhemZPEs37ewzqydYjTSzZ7F1V/8T06T802v3VLcfFj0ZR6xLN/VOX12f4wg/quXU02Wo8lT6e2vt6NbQqjKdc+hE/fvTr5ckzZtWl/d1KgcoQ+03Zqju/NDrBnxebxmq93sP1n0Km0acWYbKd/+wjNCpqSjvDYuQUlRzR//ZUFJhxizaQsbYsO8iLHZDeZmpo7tHXd09Wr55l47ff5TKU6axw6uUSpnqqntr9/U51goK/OLfvddseMa/9KbUO7sl2Flu3tGmz//x+Zyvccv8NZH1LjbtaFNrR7ffs0hp/7G9S2FnTlfN1bPY1pw7zHZXe1ePKsu8qa3t6Z5Ft6orvB3q0Kpy3fK+4/TLjIHn/rz25/KJNxzYZxHBbNljFlLvJId85Sspo2cxQFgEoRCUs6TeMpQU3rPIPjcjmP1ViNlQlKEwEMJiNxw9fZQ6u51+9dgqrWlo0eyJtTrhgNGaMdo7EziYMWMmbc6xVEXg+kdXpm+v2tai7MpK0LP46G+f0cKVDTlf46bHV+n79y59Ld+OJO+I/rhv3a+P3Pa0uv3lPq5/99F65Rtna/iQcr2S0bPYkNGzOPewiaoqT6XHXPbEF/70vD7xu2fT7Qh6Fh3dPerpcWrp6Eqv2ipJJ80a06f3lvP76c69Yx8zNP/zgmXoM3sWwQypsOuiBz2H0cMGKEP5r5M5w666siwdHjtDehbZPboR1RXpdcSili5DcVIeshAWu+HMQ8bpqOkjdeNjK9XS0a1po6r103fO08/eNU9S74DjAWMHvkjNj99xRPr2FafsL0n9pmW+sL5JX/7LkgGDIrAxz7pCaxtaNPcr9/bZ2efy5CrvPR54eXN6zCKVMlWWp3TIhBF6ZNnW9NHm+qY2jRlWqW9dcKh+9PYjdNT0kX3KaLujvrFFty1Yoz89s04tHV3+SXll6YHe9q4etXR0p1dtzccybmWfm3HVeXP0zQvm6rj9R2c/rY8hOXoWJ/jPuXDelLzPnTOpVkdMrRtwpdagZ5E5eF5dUabhVd7PPaxnsbaxNd0LkXrHbaLuWDjnesOC5T6QhbDYDWamE2eOSZdjpo2uUW1NRXqZ6mBa5fRRNQO+xlmzJ6RvX3nGLP3wosP13bcc1ucxr25p1s1PrO733My1jCQNuLd4clWD3n/zIu1q79JNj6/K+z09tHRz+vaabc19Ft/72BkztXpbi25+wnuNDU2tmjKyRhcfN03lZSmNHlalbbva9ciyLbtdEvvHko3p2wtXNng9i7JU+gi/rbNbLe1dA57UlmlirXcW9KGTa/v1AkYNrdS7jpuec2A8U/o8i4ywmDqqRqu+82adNGtM3udefNw0/fkjJw54fxB4mUFUlrJ0z6IhpJRX39iiaf7vVLASgEmR16GCoKgo884nKsRsK5QuwmI3HZcxfXJaVigEtf4jBxiELUtZnzPDh1aV68J5U/pMydx/TG8gHDOjt8b+mTcdpDfMHt/n9Xqck3NOXd09uvSGBXpkmXf2+duufUIv+4vw5Vq5NdOyjDGJVdta+uxUT541VkdNH6nfL6qXc04btrdpUl3vfN3RQyu1aluLLr1hoX758IoB3+MPT9Xr369s0RJ/arHkTRAYMaRcZSnTU6sb1dHV7c2G8o/OL71xgVo6u9PjAfkcOqVWd3/sJH309JnpnsUXzzlEx8wYqVMPHBv6fCn3AHdUPnmWN17yxjkT+myfOrJak+uq9dk7n9d3//Fyzue2d3Vr0452nXrgWJ164Fhd866jJKkgs6GCwB9WVS7n4r9aYil6ZNkWXXrDgtiv/1IMhMVuOna/UZo7eYRqqyvS50UE3nnsVP3uiuP1tqOn9tkeHK1nX7ktMCKjxHDhvMl6y7wpuue/TtZt7z9eh02pVWV5Sh8+baYOnjC8z/P+vmSjzvvZY9q8s12PLNuqy25c2O+1B5pNFVjX2Ko5k0b0tjVrNtEFR07W8s27tGJrs9Y3tWpSbe9aRodNqU3fXp9j8FvydkCfuuM5XXbjQp37k0e12S+dvbhhh46aPlLTRtXo1S271NHtTZ0NehZL1u2Qc1L1IMpQkjR3cq3KUpbuWcydXKs7Pvi6nGde55IOiwIsczJ9tDcTa7Q/AD7a74mWl6V05ZmzJHnnrOQ6nyS4qNIBY4fp1+89VnMn937mUe/Kg55F8JkxfTbcpTcs1CPLtuYdo0wKwmI3VZSldNdHT9KCL5zR70QqM9Nx+49OT7kMBOWGYBbLY587Xfd+/JT0/ZnnBgyrKtcPLjpcsyeNUEVZSnd+6HVa8tU3SpLOP2KyvpdVslpc35ReLK8nx9Fg9lpVgcbmDm1satO67a06bEpvTyh7NlGwYN71j6xQW2ePJmasdnv+EZN17mETJWnA63U8t3Z7n6+/f+9SNbd3afnmXZozybuIz6ubmzMGuPt+pkOrwnsWuezu84IeXyErL8GPefro3oOMi46eqkc/+3qZSXc+Vd/vOcGJngdlHSiYom9rZs9CYvrs7mjYw7G7UsIZ3HvAzPKecZt9/eIgJIKj9sk5lhevLEv5ZzH3fd3MM5LNzCtF3dn3uZm9h/f9+sk+921oast5hvC5P3k0fSR7wNihGl7lnWWc3fuZOc4rrf124VpJ0qTa3jJUKmX66cXzZPaMnl3rTQHu6XH62l0v6LSDxmnqqGq9O6u3c8dT9Xpk2VZ19TgdMbVOnd09eviVrRpSkfLO4K7o+9lV5/mcc/nBRYfr1gVrNHdSbfiDM8RxzemNTd7PacaYvmNPU0bW6NDJtfr7ko1a29CiN86ZoDP9kuOiVY2qqSzr16uMcjZUQ3OH/vh0fXpdtODgJu7ps1t3tas8ZaEz3uLS0+NU39iqaaNzj0HuyFjRgLDAHsn+Q05f3znP2cWzJ43Qs2u39ysDZcsVUpm/qA9lXJI0UN/Ymt7pBzJLHpPrqjVmeJV2tnf1GwjOfr+JOYLugLFDdffi9frIbU/rb4s3SJJ+/cTq9BFqsDDhW+ZN0eS6Ibr6geWSpOP2H6WGlg51dPeky1CprPc/ZkbuJTYGMnVUjT539sG79RzJ+5ldecYsvf7ggZd7ea1OOMCbXfXeE/frd9+pB47VTx5Yrpc27NAdT9Xrx+84Qg8t3aL5K7bpyGl1OX93mtu79MuHV2j66BqdlTUesjtuemxl+mci9ZZFg7B4dNlWTR5Zrf2yQm5PPb2mUTc/vkpdPU5vPWqKTjtonLp7nC76xROaXFet37zvuEje57W65t+v6vv3LtWv3nOMtjV36C3zJsvMtHVXu4ZWlusfz/dO0iAsEIlgcbvKPGFx0swxenbtdtXnuJZzplxHwJv8lW+f/+pZWtvQqj88Va8bH+s9l2P1tuZ+YZFp/7HDNGZYpVZubc45rnLp8dP15KoGffj1M3X4lP5H7O88dpr+9dKmdFAEdrV36cvnzlZFmelLf3lBZSnpo6fP0tUPLNfE2iEaPqRCp2fsnM84ZHz6nILRQyt143uO6XcUXkifyFjJthD2GzO03yKIgXceO01NrZ06clqdfvrAcl15+7Pp+7LHwCSvDLVia7O+ec9LkqTj9x+ledNG6vCpdf0G0sNkn0AajFl0dTt1dPXokhsWSOq/gONgLdu0Uyu2NuuNcyaorbNbl92wMH0xsB1tXTrtoHG6/6VNWrGlWau3taixuUMjM86L2dnWOaixpy0723X1/cv0hXMOyXmJgd11/0ubJEmX3+T11vcbU6Mjpo7Uyd99UEMqvNmAY4ZVaeuu9tCxwSQgLGJQkVWGyuWKU/fXq1t25dwxZMo+8pa8cYHKspSGVZVr9qQR+ljtzD5h8b5fL9KfPvw6HZmxKGDwS/718+booAnD0+sg5Zpi+vXz5+Zt0/gRQ3TXR09SV4/TLfNXa9OOdl3rn6V+8MTh6QX5zj9ysirLU1r4hTPSva8xw6r07QsP9c+IH62dfk3mewAAEK5JREFUbZ1645zx+tp/zE0vAb4vmFRXravO8z7nE2eO0VV3vai7/fA9OseZ58HO9rAptTp8Sp1+M3+15q/wz5n55Kl9zsKXvItwTayt1qfveE4XHzetz7kjaxpadNx+o7TAP68nOKfjnB8/oncc2/v7+Odn1un8rFWW83HO6d4XNuqDtzztvd6hE3T09FHa2d6lG99ztP75wibd/uRafeiWp/TAy5s1tLJMzR3dumfJBr3ruOleu5dv1cXXL9A7jpmqK8+clZ4mnctVd7+ou55brxNnjtab5k4cdDsHa+nGXVq9rUWtnd1q7exWY0unrrv0KH341qeL1rNYXL9dnd0u7+oEUSEsYhAsPT7QbCjJu77BNZcctUev/48XvO5wsAPOHmCXvFJCEBbOOTW1duiDpx6gS0+YIcnb4UtSY8ue/dKbeVepu9wvsaTDYsIIjRpa2eeodFzW8u/vPHZa+vbwIRX6xaX5lvRIvnHDh+inF8/T3Yv/Jin3VOxgSvHHTp+lw6fU6jfze8/L+fMz6/TfZ/WuBPzShh26+JcL0l+Xl1mfsFjb2KJTZo1Nh8WR0+r09yUbtWVnu375iHfQMXxIuT79h+d01pzxA54oGRxhHzzBm113y4I1+tKfl6TH4+55fqPueX6jylKmY/cbrY1N7br9ybX6u3/OzSfPOVh/W7xB1zz0qt521FRVlqfSv9u3P7lWTa2d6b+RlVubtbh+u86aPUFLN+3UfqOH6qUN3npt21s61djcoaqKVLqtT7zqlfPyjTUGnHO6/cm1enpN38kZX/iTt/TOkIqUrr3kKI0ZVqW5k2s1amhlrGGxaFWDbn9yrRqaO/TAy955UleeMavgPWPCIgbBrJJ8y2dHKZUynT13gs48ZLyeWtOo2xasUUvGSXMtHd3q7HYamXEdikuOn65fPbYqsjZUV5SptbM7fcIidt/dHztJz69rylmC+fr5c9XS0a0Dxw/vc61xSbr6geU6dr/ROnHmaJmZfvbg8j73Z146tbvHadOOdk0bVaPa6go1tXZq7qRazf/8Gbrw54/pufomTa6r1tfPn6P33rRIf1u8QZt2tGn+igZ9/MxZOnLayHRv9KJrn9CKrc1a/s2zVV6WSu+8//2Z0/S2a59QfWOr9h87VMfvP1rDqsp1xiHjdNTTI/XFNx+inW1dOvGA0Zo1brguv+lJ3fl0vQ4cP1y3L1yrUw4cq9rqCt334kZdcv0CHTqlVrfMX62dbV268MjJ+uMz6zSpdoi2+KWgvz2/QZ/74/MaO7xKj3729VqxpVnv/OV8zRo3TN++8FDd8/xGdXb36Kv/MSfd9uWbd2nJuia9cc4EXf/IivT11rNdevx0vfWoKTp8am+AjxrqlXD/8uw6nTV7wh6XwJxzemH9Ds2ZNEJm3iWcc41V/d+/XtFjy7dJkt4yb4paOrr04/uX6cJ5k/XEq9vU2tmdPmiLEmERg2mjatTR1aP/efPsgr3HNf6SI+mv/SOwtxw1RQ+/sqXPuk7b/YXp6jLC4oCxw3TXR08acJnt3fXAp07V9pbO8AdiQHMn1/Y5ryJT5jk+maXJ97xuhm56fJUuuWGBRgwpV2V5mbbuatesccO0bPMuzZtWp5c37tTHb39Gdy3eoAPHe7OsZo0frpE1FenL1ZalTBNrq/VcfZNmjKnRkVO9Xumn/7A4/V5LN+3UrrYufenc2br4uGlasdW7WMdPHliuNQ0t2rKzXYdNqdXE2mrd9dGT1O1cn8UWx48Y0m8l4NMOGqsjp9WlF9CsKk/pLfMma8rIGt313HotWt2gR5d714gZWlmmPz6zLr1EzeihVdrW7J1zJHljGA+8tDkdWss279Jbr30i/V6/mb9aP37HEbrp8VV6xu9FnDV7vL5xwVxVV5Zp664OTRhRpZFDK3Xfi5t09+IN+vL/m93voG/OpFrd+XS9Fqxs0JxJI/TFcw7Rg0s369zDJmn4kHJ9656X9PEzD9RTqxt12kFj9Y2/vaTRQyt1wgGj9YbZ4/XpPyxWVVlKL27YoZc37tS7T5iudY2tWrS6Ube9/zjNmVSrjq4ePbFim7bubNeCFQ36wCn76xNvOFBDKsq0oalVf1+yUad+/yFJ3mSJd58wI3TVgt1FWBTIBUdO1p+e8S6MFJxQFZW7P3aS6moqNKyqXEdcdZ++c+GhOvvQgWu0E2uH6M/Prtdlr5uhI6eNVKPfZc6eonhojsHrPTWxtjpvfRmF8YFT99dJM8foP29epO4ep6rylKaOqtZt7z9eZSnTXc+t19N/fUF/fna9JK9EdeGRk3XW7PHe9cdvfTo94y0YM5o2aqhGDq3UwROGp1cGkHpXB7j+kRW6cF7vWMaP71+Wvn3Ood5g+8hB9jDNTN84f64u+NnjOv3gcfrh2w9Pl5IW/c+Zamnv1gdveUpXnjlLZWb65B3P6ey5E/S18+aos9vpndfN1/PrmnTyrDFasaVZH7rVGy/Zb8xQ/dcZM+WcN3X5D0/V67YFa/pMJPiPwyfpr8+t18xxw/SZN/WdUXf23In6zlsOy1kd+OzZB+mVTTs1dniVHnh5sy6+3iv5/eqxVTLzTm7810ub+z3v9ifXpm97S6x4PcSbn1idnkH45qsfzXmZ4zNnj0+X1CbWVusdx0zVkvVNOnxKnb5wziGRB4VEWBTM/77tcH37wkP1wMub+8z4iULm0ebKb58TOuc+KGNc8PPHtfLb56SPHutyjG2gtI0bPkQTDhmiay85Sicc0P8E0bmTvfGEMw4ep29cMFfPrNmus+dOkJnprDkTtPxb56QfG5zYGFx46rb3H68NTa2aPXGEtuxs160L1mjBym2av6JBB3/pHznbk73KwWDMmVSrJz5/ukbWVPbpNY0ZViUNk+658uT0tue+clb6dlW5d1S9ZH2TPvGGA1VbXaFrH3pVk+qqdda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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Show the birds' names correlated to their wingspan"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "source": [
    "\n",
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.xlabel('Birds')\n",
    "plt.xticks(rotation=45)\n",
    "x = birds['Name'] \n",
    "y = birds['MaxWingspan']\n",
    "\n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:1402: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  x[:, None]\n",
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/axes/_base.py:276: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  x = x[:, np.newaxis]\n",
      "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/axes/_base.py:278: FutureWarning: Support for multi-dimensional indexing (e.g. `obj[:, None]`) is deprecated and will be removed in a future version.  Convert to a numpy array before indexing instead.\n",
      "  y = y[:, np.newaxis]\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_57\">\n      <!-- Horned grebe -->\n      <g transform=\"translate(84.620799 735.714116)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"75.195312\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"136.376953\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"177.474609\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"240.853516\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"302.376953\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"365.853516\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"397.640625\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"461.117188\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"502.199219\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"563.722656\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"627.199219\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_58\">\n     <g id=\"line2d_58\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"107.708219\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_58\">\n      <!-- Red-necked grebe -->\n      <g transform=\"translate(77.267825 751.794166)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.943359\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"194.419922\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"230.503906\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"293.882812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"355.40625\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"410.386719\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"468.25\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"529.773438\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"593.25\" 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xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"97.607422\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"158.886719\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"200\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"257.910156\" xlink:href=\"#DejaVuSans-39\"/>\n       <use x=\"285.400391\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"337.5\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"369.287109\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"432.763672\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"473.845703\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"535.369141\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"598.845703\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_62\">\n     <g id=\"line2d_62\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"110.456424\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n  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xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_63\">\n      <!-- Band-tailed pigeon -->\n      <g transform=\"translate(79.630267 753.939793)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"129.882812\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"193.261719\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"256.738281\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"292.822266\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"332.03125\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"393.310547\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"421.09375\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"448.876953\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"510.400391\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"573.876953\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"605.664062\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"669.140625\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"696.923828\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"760.400391\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"821.923828\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"883.105469\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_64\">\n     <g id=\"line2d_64\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"111.830526\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_64\">\n      <!-- Eurasian collared-dove -->\n      <g transform=\"translate(73.270004 768.03442)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"126.5625\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"167.675781\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"228.955078\" 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x=\"1025.115234\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"1084.294922\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_65\">\n     <g id=\"line2d_65\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"112.517577\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_65\">\n      <!-- Passenger pigeon -->\n      <g transform=\"translate(83.025148 749.898236)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"60.240234\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"121.519531\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"173.619141\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"225.71875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"287.242188\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"350.621094\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"414.097656\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"475.621094\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"516.734375\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"548.521484\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"611.998047\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"639.78125\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"703.257812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"764.78125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"825.962891\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_66\">\n     <g id=\"line2d_66\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"113.204628\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_66\">\n      <!-- Inca dove -->\n      <defs>\n       <path d=\"M 9.8125 72.90625 \nL 19.671875 72.90625 \nL 19.671875 0 \nL 9.8125 0 \nz\n\" id=\"DejaVuSans-73\"/>\n      </defs>\n      <g transform=\"translate(97.962058 721.398518)rotate(-45)scale(0.1 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x=\"69.824219\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"131.005859\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"228.417969\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"325.830078\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"387.011719\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"450.390625\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"482.177734\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"545.654297\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"586.736328\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"647.917969\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"711.296875\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"774.675781\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"838.152344\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"869.939453\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"933.416016\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"994.597656\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"1053.777344\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_68\">\n     <g id=\"line2d_68\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"114.57873\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_68\">\n      <!-- White-winged dove -->\n      <g transform=\"translate(82.395981 755.278877)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"98.876953\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"162.255859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"190.039062\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"229.248047\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"290.771484\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"326.855469\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"408.642578\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"436.425781\" xlink:href=\"#DejaVuSans-110\"/>\n       <use 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y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_86\">\n      <!-- King rail -->\n      <g transform=\"translate(114.402791 715.999095)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"65.576172\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"93.359375\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"156.738281\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"220.214844\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"252.001953\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"293.115234\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"354.394531\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"382.177734\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_87\">\n     <g id=\"line2d_87\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"127.632701\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_87\">\n      <!-- Virginia rail -->\n      <defs>\n       <path d=\"M 28.609375 0 \nL 0.78125 72.90625 \nL 11.078125 72.90625 \nL 34.1875 11.53125 \nL 57.328125 72.90625 \nL 67.578125 72.90625 \nL 39.796875 0 \nz\n\" id=\"DejaVuSans-86\"/>\n      </defs>\n      <g transform=\"translate(109.407024 727.364732)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-86\"/>\n       <use x=\"68.376953\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"96.160156\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"137.257812\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"200.734375\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"228.517578\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"291.896484\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"319.679688\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"380.958984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"412.746094\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"453.859375\" xlink:href=\"#DejaVuSans-97\"/>\n       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xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_102\">\n      <!-- Piping plover -->\n      <g transform=\"translate(116.829673 733.130967)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"60.271484\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"88.054688\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"151.53125\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"179.314453\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"242.693359\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"306.169922\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"337.957031\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"401.433594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"429.216797\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"490.398438\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"549.578125\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"611.101562\" 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transform=\"translate(127.252407 752.134461)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"126.953125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"188.134766\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"227.34375\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"266.552734\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"328.076172\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"391.552734\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"423.339844\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"475.439453\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"536.71875\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"600.097656\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"663.574219\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"727.050781\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"754.833984\" xlink:href=\"#DejaVuSans-112\"/>\n    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y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_135\">\n      <!-- Greater yellowlegs -->\n      <g transform=\"translate(129.358691 753.418302)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"118.572266\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"180.095703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"241.375\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"280.583984\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"342.107422\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"383.220703\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"415.007812\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"474.1875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"535.710938\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"563.494141\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"591.277344\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"652.458984\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"734.246094\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"762.029297\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"823.552734\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"887.029297\" xlink:href=\"#DejaVuSans-115\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_136\">\n     <g id=\"line2d_136\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"161.298205\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_136\">\n      <!-- Wilson's phalarope -->\n      <g transform=\"translate(129.771186 753.967415)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"98.845703\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"126.628906\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"154.412109\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"206.511719\" xlink:href=\"#DejaVuSans-111\"/>\n       <use 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y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_137\">\n      <!-- Red-necked phalarope -->\n      <g transform=\"translate(124.000916 766.882057)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.943359\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"194.419922\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"230.503906\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"293.882812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"355.40625\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"410.386719\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"468.25\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"529.773438\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"593.25\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"625.037109\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"688.513672\" xlink:href=\"#DejaVuSans-104\"/>\n       <use 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id=\"text_164\">\n      <!-- Great black-backed gull -->\n      <g transform=\"translate(140.389096 771.206457)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"118.572266\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"180.095703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"241.375\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"280.583984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"312.371094\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"375.847656\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"403.630859\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"464.910156\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"519.890625\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"577.800781\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"613.884766\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"677.361328\" xlink:href=\"#DejaVuSans-97\"/>\n       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id=\"line2d_167\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"182.596789\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_167\">\n      <!-- Caspian tern -->\n      <g transform=\"translate(162.058099 731.990757)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"131.103516\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"183.203125\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"246.679688\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"274.462891\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"335.742188\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"399.121094\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"430.908203\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"470.117188\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"531.640625\" xlink:href=\"#DejaVuSans-114\"/>\n       <use 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xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_169\">\n     <g id=\"line2d_169\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"183.970891\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_169\">\n      <!-- Common tern -->\n      <g transform=\"translate(161.619688 735.615784)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"131.005859\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"228.417969\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"325.830078\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"387.011719\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"450.390625\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"482.177734\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"521.386719\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"582.910156\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"624.007812\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_170\">\n     <g id=\"line2d_170\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"184.657942\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_170\">\n      <!-- Arctic tern -->\n      <g transform=\"translate(168.103357 724.022547)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"109.490234\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"164.470703\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"203.679688\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"231.462891\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"286.443359\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"318.230469\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"357.439453\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"418.962891\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"460.060547\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_171\">\n     <g id=\"line2d_171\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"185.344993\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_171\">\n      <!-- Forster's tern -->\n      <g transform=\"translate(163.598698 734.405969)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.472656\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"118.654297\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"159.767578\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"211.867188\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"251.076172\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"312.599609\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"353.712891\" xlink:href=\"#DejaVuSans-39\"/>\n       <use x=\"381.203125\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"433.302734\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"465.089844\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"504.298828\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"565.822266\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"606.919922\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_172\">\n     <g id=\"line2d_172\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"186.032045\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_172\">\n      <!-- Sandwich tern -->\n      <g transform=\"translate(162.650012 737.677442)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"124.755859\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"188.134766\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"251.611328\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"333.398438\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"361.181641\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"416.162109\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"479.541016\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"511.328125\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"550.537109\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"612.060547\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"653.158203\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_173\">\n     <g id=\"line2d_173\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"186.719096\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_173\">\n      <!-- Elegant tern -->\n      <g transform=\"translate(166.862101 730.627367)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"90.966797\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"152.490234\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"215.966797\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"277.246094\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"340.625\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"379.833984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"411.621094\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"450.830078\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"512.353516\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"553.451172\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_174\">\n     <g id=\"line2d_174\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"187.406147\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_174\">\n      <!-- Red-throated loon -->\n      <g transform=\"translate(157.319306 751.087059)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.943359\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"194.419922\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"230.503906\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"269.712891\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"333.091797\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"374.173828\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"435.355469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"496.634766\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"535.84375\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"597.367188\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"660.84375\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"692.630859\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"720.414062\" 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id=\"text_204\">\n      <!-- Swallow-tailed kite -->\n      <g transform=\"translate(176.719918 753.5089)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"145.263672\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"206.542969\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"234.326172\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"262.109375\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"323.291016\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"405.078125\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"441.162109\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"480.371094\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"541.650391\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"569.433594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"597.216797\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"658.740234\" xlink:href=\"#DejaVuSans-100\"/>\n     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y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_207\">\n      <!-- Sharp-shinned hawk -->\n      <g transform=\"translate(175.969217 759.132609)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"126.855469\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"188.134766\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"229.248047\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"292.724609\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"328.808594\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"380.908203\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"444.287109\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"472.070312\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"535.449219\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"598.828125\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"660.351562\" xlink:href=\"#DejaVuSans-100\"/>\n       <use 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style=\"stroke:#000000;stroke-width:0.8;\" x=\"212.139986\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_210\">\n      <!-- Bald eagle -->\n      <g transform=\"translate(195.404205 724.38494)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"129.882812\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"157.666016\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"221.142578\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"252.929688\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"314.453125\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"375.732422\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"439.208984\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"466.992188\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_211\">\n     <g id=\"line2d_211\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"212.827037\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_211\">\n      <!-- Mississippi kite -->\n      <g transform=\"translate(188.228008 740.111436)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"114.0625\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"166.162109\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"218.261719\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"246.044922\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"298.144531\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"350.244141\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"378.027344\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"441.503906\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"504.980469\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"532.763672\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"564.550781\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"622.460938\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"650.244141\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"689.453125\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_212\">\n     <g id=\"line2d_212\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"213.514088\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_212\">\n      <!-- Red-shouldered hawk -->\n      <g transform=\"translate(177.084831 763.771892)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.943359\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"194.419922\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"230.503906\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"282.603516\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"345.982422\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"407.164062\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"470.542969\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"498.326172\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"561.802734\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"623.326172\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"664.408203\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"725.931641\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"789.408203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"821.195312\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"884.574219\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"945.853516\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"1027.640625\" xlink:href=\"#DejaVuSans-107\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_213\">\n     <g id=\"line2d_213\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"214.20114\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_213\">\n      <!-- Broad-winged hawk -->\n      <g transform=\"translate(181.175938 756.96378)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"109.685547\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"170.867188\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"232.146484\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"295.623047\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"331.707031\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"413.494141\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"441.277344\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"504.65625\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"568.132812\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"629.65625\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"693.132812\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"724.919922\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"788.298828\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"849.578125\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"931.365234\" xlink:href=\"#DejaVuSans-107\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_214\">\n     <g id=\"line2d_214\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"214.888191\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_214\">\n      <!-- Swainson's hawk -->\n      <g transform=\"translate(186.785116 747.119528)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"145.263672\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"206.542969\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"234.326172\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"297.705078\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"349.804688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"410.986328\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"474.365234\" xlink:href=\"#DejaVuSans-39\"/>\n       <use x=\"501.855469\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"553.955078\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"585.742188\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"649.121094\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"710.400391\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"792.1875\" xlink:href=\"#DejaVuSans-107\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_215\">\n     <g id=\"line2d_215\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"215.575242\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_215\">\n      <!-- Red-tailed hawk -->\n      <g transform=\"translate(188.969797 744.124267)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.943359\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"194.419922\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"230.503906\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"269.712891\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"330.992188\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"358.775391\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"386.558594\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"448.082031\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"511.558594\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"543.345703\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"606.724609\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"668.003906\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"749.791016\" xlink:href=\"#DejaVuSans-107\"/>\n      </g>\n     </g>\n    </g>\n    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xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"634.703125\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"698.179688\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"729.966797\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"793.345703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"854.625\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"936.412109\" xlink:href=\"#DejaVuSans-107\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_217\">\n     <g id=\"line2d_217\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"216.949344\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_217\">\n      <!-- Ferruginous hawk -->\n      <g transform=\"translate(187.364659 750.082747)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.441406\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"118.964844\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"160.0625\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"201.175781\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"264.554688\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"328.03125\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"355.814453\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"419.193359\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"480.375\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"543.753906\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"595.853516\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"627.640625\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"691.019531\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"752.298828\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"834.085938\" xlink:href=\"#DejaVuSans-107\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_218\">\n     <g id=\"line2d_218\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"217.636395\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_218\">\n      <!-- Barn owl -->\n      <g transform=\"translate(204.141152 717.903864)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"129.882812\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"170.980469\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"234.359375\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"266.146484\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"327.328125\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"409.115234\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_219\">\n     <g id=\"line2d_219\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"218.323446\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_219\">\n      <!-- Eastern screech-owl -->\n      <g transform=\"translate(184.566831 758.426607)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"176.5625\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"215.771484\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"277.294922\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"318.392578\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"381.771484\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"413.558594\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"465.658203\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"520.638672\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"561.720703\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"623.244141\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"684.767578\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"739.748047\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"803.126953\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"839.226562\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"900.408203\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"982.195312\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_220\">\n     <g id=\"line2d_220\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"219.010497\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_220\">\n      <!-- Great horned owl -->\n      <g transform=\"translate(190.24009 748.454192)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"118.572266\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"180.095703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"241.375\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"280.583984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"312.371094\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"375.75\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"436.931641\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"478.029297\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"541.408203\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"602.931641\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"666.408203\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"698.195312\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"759.376953\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"841.164062\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_221\">\n     <g id=\"line2d_221\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"219.697548\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_221\">\n      <!-- Snowy owl -->\n      <g transform=\"translate(202.855701 724.597072)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"126.855469\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"188.037109\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"269.824219\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"329.003906\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"360.791016\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"421.972656\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"503.759766\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_222\">\n     <g id=\"line2d_222\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"220.384599\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_222\">\n      <!-- Northern hawk owl -->\n      <g transform=\"translate(188.948179 753.786219)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"135.986328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"177.099609\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"216.308594\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"279.6875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"341.210938\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"382.308594\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"445.6875\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"477.474609\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"540.853516\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"602.132812\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"683.919922\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"741.830078\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"773.617188\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"834.798828\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"916.585938\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_223\">\n     <g id=\"line2d_223\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"221.071651\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_223\">\n      <!-- Burrowing owl -->\n      <g transform=\"translate(197.768615 737.519448)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"131.982422\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"173.080078\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"214.162109\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"275.34375\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"357.130859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"384.914062\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"448.292969\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"511.769531\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"543.556641\" 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transform=\"translate(197.866321 746.942751)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.126953\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"157.910156\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"197.119141\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"258.642578\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"322.119141\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"353.90625\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"411.816406\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"439.599609\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"502.978516\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"566.455078\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"601.660156\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"629.443359\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"681.542969\" xlink:href=\"#DejaVuSans-104\"/>\n  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<use x=\"390.267578\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"472.054688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"533.236328\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"594.417969\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"657.894531\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"721.371094\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"782.894531\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"837.875\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"895.738281\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"957.261719\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_232\">\n     <g id=\"line2d_232\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"227.25511\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_232\">\n      <!-- Red-headed woodpecker -->\n      <g transform=\"translate(185.184467 775.054665)rotate(-45)scale(0.1 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<use x=\"289.03125\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"320.818359\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"402.605469\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"463.787109\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"524.96875\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"588.445312\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"651.921875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"713.445312\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"768.425781\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"826.289062\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"887.8125\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_234\">\n     <g id=\"line2d_234\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"228.629213\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_234\">\n      <!-- Red-bellied woodpecker -->\n      <g transform=\"translate(188.019186 772.13343)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.943359\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"194.419922\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"230.503906\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"293.980469\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"355.503906\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"383.287109\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"411.070312\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"438.853516\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"500.376953\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"563.853516\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"595.640625\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"677.427734\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"738.609375\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"799.791016\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"863.267578\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"926.744141\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"988.267578\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"1043.248047\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"1101.111328\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1162.634766\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_235\">\n     <g id=\"line2d_235\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"229.316264\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_235\">\n      <!-- Williamson's sapsucker -->\n      <g transform=\"translate(190.096697 769.352511)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"98.845703\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"126.628906\" xlink:href=\"#DejaVuSans-108\"/>\n  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xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"357.023438\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"420.5\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"482.023438\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"509.806641\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"537.589844\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"565.373047\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"626.896484\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"690.373047\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"722.160156\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"774.259766\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"835.539062\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"899.015625\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"951.115234\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"1014.494141\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"1069.474609\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"1127.337891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1188.861328\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_237\">\n     <g id=\"line2d_237\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"230.690366\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_237\">\n      <!-- American three-toed woodpecker -->\n      <g transform=\"translate(173.393724 805.50666)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"165.820312\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"227.34375\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"268.457031\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"296.240234\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"351.220703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"412.5\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"475.878906\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"507.666016\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"546.875\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"610.253906\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"651.335938\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"712.859375\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"774.382812\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"810.466797\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"849.675781\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"910.857422\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"972.380859\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"1035.857422\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"1067.644531\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"1149.431641\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"1210.613281\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"1271.794922\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"1335.271484\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"1398.748047\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1460.271484\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"1515.251953\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"1573.115234\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1634.638672\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_238\">\n     <g id=\"line2d_238\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"231.377417\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_238\">\n      <!-- Black-backed woodpecker -->\n      <g transform=\"translate(187.041822 779.584568)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"96.386719\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"157.666016\" xlink:href=\"#DejaVuSans-99\"/>\n       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<use x=\"456.103516\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"517.285156\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"578.466797\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"641.943359\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"705.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"766.943359\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"821.923828\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"879.787109\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"941.310547\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_240\">\n     <g id=\"line2d_240\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"232.751519\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_240\">\n      <!-- Hairy woodpecker -->\n      <g transform=\"translate(202.72434 750.967735)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-72\"/>\n       <use x=\"75.195312\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"136.474609\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"164.257812\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"205.371094\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"264.550781\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"296.337891\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"378.125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"439.306641\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"500.488281\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"563.964844\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"627.441406\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"688.964844\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"743.945312\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"801.808594\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"863.332031\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_241\">\n     <g id=\"line2d_241\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"233.43857\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_241\">\n      <!-- Northern flicker -->\n      <g transform=\"translate(207.681101 742.428316)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"135.986328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"177.099609\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"216.308594\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"279.6875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"341.210938\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"382.308594\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"445.6875\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"477.474609\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"512.679688\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"540.462891\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"568.246094\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"623.226562\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"681.089844\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"742.613281\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_242\">\n     <g id=\"line2d_242\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"234.125621\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_242\">\n      <!-- Pileated woodpecker -->\n      <g transform=\"translate(199.20891 760.746801)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"60.271484\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"88.054688\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"115.837891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"177.361328\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"238.640625\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"277.849609\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"339.373047\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"402.849609\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"434.636719\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"516.423828\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"577.605469\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"638.787109\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"702.263672\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"765.740234\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"827.263672\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"882.244141\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"940.107422\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1001.630859\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_243\">\n     <g id=\"line2d_243\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"234.812673\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_243\">\n      <!-- Crested caracara -->\n      <g transform=\"translate(206.434489 747.669745)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"110.90625\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"172.429688\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"224.529297\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"263.738281\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"325.261719\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"388.738281\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"420.525391\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"475.505859\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"536.785156\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"577.898438\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"639.177734\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"694.158203\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"755.4375\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"796.550781\" xlink:href=\"#DejaVuSans-97\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_244\">\n     <g id=\"line2d_244\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"235.499724\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_244\">\n      <!-- American kestrel -->\n      <g transform=\"translate(207.443605 747.025615)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"165.820312\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"227.34375\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"268.457031\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"296.240234\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"351.220703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"412.5\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"475.878906\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"507.666016\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"565.529297\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"627.052734\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"679.152344\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"718.361328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"759.443359\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"820.966797\" xlink:href=\"#DejaVuSans-108\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_245\">\n     <g id=\"line2d_245\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"236.186775\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_245\">\n      <!-- Merlin -->\n      <g transform=\"translate(227.253475 708.779977)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"147.802734\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"188.916016\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"216.699219\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"244.482422\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_246\">\n     <g id=\"line2d_246\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"236.873826\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_246\">\n      <!-- Gyrfalcon -->\n      <g transform=\"translate(221.798088 721.064852)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"136.669922\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"177.783203\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"212.988281\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"274.267578\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"302.050781\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"357.03125\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"418.212891\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_247\">\n     <g id=\"line2d_247\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"237.560877\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_247\">\n      <!-- Peregrine falcon -->\n      <g transform=\"translate(210.617346 744.800438)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-80\"/>\n       <use x=\"60.255859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"121.779297\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"162.861328\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"224.384766\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"287.861328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"328.974609\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"356.757812\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"420.136719\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"481.660156\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"513.447266\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"548.652344\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"609.931641\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"637.714844\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"692.695312\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"753.876953\" xlink:href=\"#DejaVuSans-110\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_248\">\n     <g id=\"line2d_248\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"238.247928\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_248\">\n      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y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_250\">\n      <!-- Great crested flycatcher -->\n      <g transform=\"translate(198.556804 773.04383)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"118.572266\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"180.095703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"241.375\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"280.583984\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"312.371094\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"367.351562\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"408.433594\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"469.957031\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"522.056641\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"561.265625\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"622.789062\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"686.265625\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"718.052734\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"753.257812\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"781.041016\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"840.220703\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"895.201172\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"956.480469\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"995.689453\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"1050.669922\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"1114.048828\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1175.572266\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_251\">\n     <g id=\"line2d_251\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.309081\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_251\">\n      <!-- Tropical kingbird -->\n      <g transform=\"translate(212.610935 746.309669)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"60.865234\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"101.947266\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"163.128906\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"226.605469\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"254.388672\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"309.369141\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"370.648438\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"398.431641\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"430.21875\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"488.128906\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"515.912109\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"579.291016\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"642.767578\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"706.244141\" xlink:href=\"#DejaVuSans-105\"/>\n     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x=\"406.054688\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"437.841797\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"495.751953\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"523.535156\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"586.914062\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"650.390625\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"713.867188\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"741.650391\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"782.748047\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_253\">\n     <g id=\"line2d_253\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.683183\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_253\">\n      <!-- Western kingbird -->\n      <g transform=\"translate(213.306657 747.66643)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"98.798828\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"160.322266\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"212.421875\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"251.630859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"313.154297\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"354.251953\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"417.630859\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"449.417969\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"507.328125\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"535.111328\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"598.490234\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"661.966797\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"725.443359\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"753.226562\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"794.324219\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_254\">\n     <g id=\"line2d_254\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"242.370235\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_254\">\n      <!-- Eastern kingbird -->\n      <g transform=\"translate(215.261528 745.13079)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"176.5625\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"215.771484\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"277.294922\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"318.392578\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"381.771484\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"413.558594\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"471.46875\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"499.251953\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"562.630859\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"626.107422\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"689.583984\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"717.367188\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"758.464844\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_255\">\n     <g id=\"line2d_255\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"243.057286\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_255\">\n      <!-- Scissor-tailed flycatcher -->\n      <g transform=\"translate(202.57487 771.878209)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"118.457031\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"146.240234\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"198.339844\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"250.439453\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"311.621094\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"352.640625\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"388.724609\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"427.933594\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"489.212891\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"516.996094\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"544.779297\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"606.302734\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"669.779297\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"701.566406\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"736.771484\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"764.554688\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"823.734375\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"878.714844\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"939.994141\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"979.203125\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"1034.183594\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"1097.5625\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1159.085938\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_256\">\n     <g id=\"line2d_256\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"243.744337\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_256\">\n      <!-- Fork-tailed flycatcher -->\n      <g transform=\"translate(208.033787 762.334477)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-70\"/>\n       <use x=\"57.472656\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"118.654297\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"159.767578\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"217.677734\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"253.761719\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"292.970703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"354.25\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"382.033203\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"409.816406\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"471.339844\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"534.816406\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"566.603516\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"601.808594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"629.591797\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"688.771484\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"743.751953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"805.03125\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"844.240234\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"899.220703\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"962.599609\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1024.123047\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_257\">\n     <g id=\"line2d_257\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"244.431388\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_257\">\n      <!-- Olive-sided flycatcher -->\n      <g transform=\"translate(207.84966 764.076832)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-79\"/>\n       <use x=\"78.710938\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"106.494141\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"134.277344\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"193.457031\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"254.980469\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"291.064453\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"343.164062\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"370.947266\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"434.423828\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"495.947266\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"559.423828\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"591.210938\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"626.416016\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"654.199219\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"713.378906\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"768.359375\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"829.638672\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"868.847656\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"923.828125\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"987.207031\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1048.730469\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_258\">\n     <g id=\"line2d_258\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"245.118439\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_258\">\n      <!-- Western wood-pewee -->\n      <g transform=\"translate(208.780332 763.589591)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"98.798828\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"160.322266\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"212.421875\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"251.630859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"313.154297\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"354.251953\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"417.630859\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"449.417969\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"531.205078\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"592.386719\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"653.568359\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"717.044922\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"753.128906\" xlink:href=\"#DejaVuSans-112\"/>\n   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id=\"text_260\">\n      <!-- Yellow-bellied flycatcher -->\n      <g transform=\"translate(205.281474 773.335511)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-89\"/>\n       <use x=\"60.880859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"122.404297\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"150.1875\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"177.970703\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"239.152344\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"320.939453\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"357.023438\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"420.5\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"482.023438\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"509.806641\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"537.589844\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"565.373047\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"626.896484\" xlink:href=\"#DejaVuSans-100\"/>\n   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transform=\"translate(216.214944 752.842673)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.392578\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"123.373047\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"184.652344\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"248.128906\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"275.912109\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"337.191406\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"400.570312\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"432.357422\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"467.5625\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"495.345703\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"554.525391\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"609.505859\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"670.785156\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"709.994141\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"764.974609\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"828.353516\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"889.876953\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_262\">\n     <g id=\"line2d_262\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"247.866643\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_262\">\n      <!-- Alder flycatcher -->\n      <g transform=\"translate(221.790424 743.065817)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"96.191406\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"159.667969\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"221.191406\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"262.304688\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"294.091797\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"329.296875\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"357.080078\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"416.259766\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"471.240234\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"532.519531\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"571.728516\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"626.708984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"690.087891\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"751.611328\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_263\">\n     <g id=\"line2d_263\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"248.553694\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_263\">\n      <!-- Willow flycatcher -->\n      <g transform=\"translate(220.255613 747.509541)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use 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</g>\n     </g>\n    </g>\n    <g id=\"xtick_264\">\n     <g id=\"line2d_264\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"249.240746\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_264\">\n      <!-- Least flycatcher -->\n      <g transform=\"translate(222.899361 743.596147)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"55.697266\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"117.220703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"178.5\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"230.599609\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"269.808594\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"301.595703\" xlink:href=\"#DejaVuSans-102\"/>\n       <use x=\"336.800781\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"364.583984\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"423.763672\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"478.744141\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"540.023438\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"579.232422\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"634.212891\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"697.591797\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"759.115234\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_265\">\n     <g id=\"line2d_265\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"249.927797\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_265\">\n      <!-- Eastern phoebe -->\n      <g transform=\"translate(224.01399 742.74099)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-69\"/>\n       <use x=\"63.183594\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"176.5625\" xlink:href=\"#DejaVuSans-116\"/>\n       <use 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xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"564.208984\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"619.189453\" xlink:href=\"#DejaVuSans-104\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_340\">\n     <g id=\"line2d_340\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"301.456629\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_340\">\n      <!-- Common redpoll -->\n      <g transform=\"translate(274.115903 745.594829)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"131.005859\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"228.417969\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"325.830078\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"387.011719\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"450.390625\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"482.177734\" 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y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_343\">\n      <!-- White-winged crossbill -->\n      <g transform=\"translate(265.576532 766.795879)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"98.876953\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"162.255859\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"190.039062\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"229.248047\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"290.771484\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"326.855469\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"408.642578\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"436.425781\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"499.804688\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"563.28125\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"624.804688\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"688.28125\" xlink:href=\"#DejaVuSans-32\"/>\n       <use 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x=\"849.951172\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"904.931641\" xlink:href=\"#DejaVuSans-104\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_346\">\n     <g id=\"line2d_346\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"305.578936\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_346\">\n      <!-- Lapland longspur -->\n      <g transform=\"translate(276.980333 748.110582)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"55.712891\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"116.992188\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"180.46875\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"208.251953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"269.53125\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"332.910156\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"396.386719\" xlink:href=\"#DejaVuSans-32\"/>\n       <use 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style=\"stroke:#000000;stroke-width:0.8;\" x=\"307.640089\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_349\">\n      <!-- Thick-billed longspur -->\n      <g transform=\"translate(272.796297 760.60096)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-84\"/>\n       <use x=\"61.083984\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"124.462891\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"152.246094\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"207.226562\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"265.136719\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"301.220703\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"364.697266\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"392.480469\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"420.263672\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"448.046875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"509.570312\" 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x=\"565.871094\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"627.052734\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"654.835938\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_384\">\n     <g id=\"line2d_384\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"331.686877\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_384\">\n      <!-- Bullock's oriole -->\n      <g transform=\"translate(306.995592 740.295947)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"131.982422\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"159.765625\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"187.548828\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"248.730469\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"303.710938\" xlink:href=\"#DejaVuSans-107\"/>\n       <use 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id=\"line2d_386\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"333.06098\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_386\">\n      <!-- Scott's oriole -->\n      <g transform=\"translate(312.031182 732.972972)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-83\"/>\n       <use x=\"63.476562\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"118.457031\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"179.638672\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"218.847656\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"258.056641\" xlink:href=\"#DejaVuSans-39\"/>\n       <use x=\"285.546875\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"337.646484\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"369.433594\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"430.615234\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"471.728516\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"499.511719\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"560.693359\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"588.476562\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_387\">\n     <g id=\"line2d_387\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"333.748031\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_387\">\n      <!-- Red-winged blackbird -->\n      <g transform=\"translate(297.338108 763.733222)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"130.943359\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"194.419922\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"230.503906\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"312.291016\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"340.074219\" xlink:href=\"#DejaVuSans-110\"/>\n       <use 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y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_388\">\n      <!-- Brown-headed cowbird -->\n      <g transform=\"translate(295.643646 768.496249)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"109.685547\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"170.867188\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"252.654297\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"316.033203\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"352.117188\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"415.496094\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"477.019531\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"538.298828\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"601.775391\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"663.298828\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"726.775391\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"758.5625\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"813.542969\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"874.724609\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"956.511719\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"1019.988281\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"1047.771484\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"1088.869141\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_389\">\n     <g id=\"line2d_389\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"335.122133\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_389\">\n      <!-- Rusty blackbird -->\n      <g transform=\"translate(309.625409 741.906825)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-82\"/>\n       <use x=\"69.419922\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"132.798828\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"184.898438\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"224.107422\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"283.287109\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"315.074219\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"378.550781\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"406.333984\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"467.613281\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"522.59375\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"580.503906\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"643.980469\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"671.763672\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"712.861328\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_390\">\n     <g id=\"line2d_390\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"335.809184\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_390\">\n      <!-- Brewer's blackbird -->\n      <g transform=\"translate(304.940658 752.650428)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"109.685547\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"171.208984\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"252.996094\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"314.519531\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"355.632812\" xlink:href=\"#DejaVuSans-39\"/>\n       <use x=\"383.123047\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"435.222656\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"467.009766\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"530.486328\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"558.269531\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"619.548828\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"674.529297\" xlink:href=\"#DejaVuSans-107\"/>\n      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x=\"450.390625\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"482.177734\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"545.654297\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"586.767578\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"648.046875\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"703.027344\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"760.9375\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"788.720703\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_392\">\n     <g id=\"line2d_392\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"337.183286\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_392\">\n      <!-- Great-tailed grackle -->\n      <g transform=\"translate(303.864746 757.550457)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"77.490234\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"118.572266\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"180.095703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"241.375\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"280.583984\" xlink:href=\"#DejaVuSans-45\"/>\n       <use x=\"316.667969\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"355.876953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"417.15625\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"444.939453\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"472.722656\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"534.246094\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"597.722656\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"629.509766\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"692.986328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"734.099609\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"795.378906\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"850.359375\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"908.269531\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"936.052734\" xlink:href=\"#DejaVuSans-101\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_393\">\n     <g id=\"line2d_393\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"337.870337\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_393\">\n      <!-- Ovenbird -->\n      <g transform=\"translate(323.605563 719.442926)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-79\"/>\n       <use x=\"78.710938\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"137.890625\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"199.414062\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"262.792969\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"326.269531\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"354.052734\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"395.150391\" xlink:href=\"#DejaVuSans-100\"/>\n      </g>\n     </g>\n    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xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"651.224609\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"683.011719\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"764.798828\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"826.078125\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"867.191406\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"930.667969\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"958.451172\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1019.974609\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_395\">\n     <g id=\"line2d_395\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"339.244439\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_395\">\n      <!-- Louisiana waterthrush -->\n      <g transform=\"translate(301.842358 765.717541)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-76\"/>\n       <use x=\"55.697266\" 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x=\"893.148438\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"934.261719\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"997.640625\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"1049.740234\" xlink:href=\"#DejaVuSans-104\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_396\">\n     <g id=\"line2d_396\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"339.93149\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_396\">\n      <!-- Northern waterthrush -->\n      <g transform=\"translate(303.525435 763.725488)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"135.986328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"177.099609\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"216.308594\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"279.6875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use 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xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_403\">\n      <!-- Nashville warbler -->\n      <g transform=\"translate(316.092527 748.210019)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"136.083984\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"188.183594\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"251.5625\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"310.742188\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"338.525391\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"366.308594\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"394.091797\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"455.615234\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"487.402344\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"569.189453\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"630.46875\" 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x=\"346.11495\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_405\">\n      <!-- MacGillivray's warbler -->\n      <g transform=\"translate(309.127189 764.8889)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"202.539062\" xlink:href=\"#DejaVuSans-71\"/>\n       <use x=\"280.029297\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"307.8125\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"335.595703\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"363.378906\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"391.162109\" xlink:href=\"#DejaVuSans-118\"/>\n       <use x=\"450.341797\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"491.455078\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"552.734375\" xlink:href=\"#DejaVuSans-121\"/>\n       <use x=\"611.914062\" 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xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"693.261719\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"754.785156\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_410\">\n     <g id=\"line2d_410\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"349.550206\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_410\">\n      <!-- American redstart -->\n      <g transform=\"translate(319.446792 751.120205)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-65\"/>\n       <use x=\"68.408203\" xlink:href=\"#DejaVuSans-109\"/>\n       <use x=\"165.820312\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"227.34375\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"268.457031\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"296.240234\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"351.220703\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"412.5\" 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xlink:href=\"#DejaVuSans-75\"/>\n       <use x=\"65.576172\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"93.359375\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"134.472656\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"173.681641\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"201.464844\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"262.744141\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"326.123047\" xlink:href=\"#DejaVuSans-100\"/>\n       <use x=\"389.599609\" xlink:href=\"#DejaVuSans-39\"/>\n       <use x=\"417.089844\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"469.189453\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"500.976562\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"582.763672\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"644.042969\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"685.15625\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"748.632812\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"776.416016\" 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xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"526.416016\" xlink:href=\"#DejaVuSans-119\"/>\n       <use x=\"608.203125\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"669.482422\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"710.595703\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"774.072266\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"801.855469\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"863.378906\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_413\">\n     <g id=\"line2d_413\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"351.611359\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_413\">\n      <!-- Cerulean warbler -->\n      <g transform=\"translate(323.168541 747.799013)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-67\"/>\n       <use x=\"69.824219\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"131.347656\" 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x=\"352.29841\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_414\">\n      <!-- Northern parula -->\n      <g transform=\"translate(326.114467 743.281264)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"135.986328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"177.099609\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"216.308594\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"279.6875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"341.210938\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"382.308594\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"445.6875\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"477.474609\" xlink:href=\"#DejaVuSans-112\"/>\n       <use x=\"540.951172\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"602.230469\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"643.34375\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"706.722656\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"734.505859\" xlink:href=\"#DejaVuSans-97\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_415\">\n     <g id=\"line2d_415\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"352.985461\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_415\">\n      <!-- Magnolia warbler -->\n      <g transform=\"translate(324.449283 747.985733)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-77\"/>\n       <use x=\"86.279297\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"147.558594\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"211.035156\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"274.414062\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"335.595703\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"363.378906\" xlink:href=\"#DejaVuSans-105\"/>\n       <use x=\"391.162109\" 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xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"976.027344\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"1037.550781\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_417\">\n     <g id=\"line2d_417\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"354.359564\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_417\">\n      <!-- Blackburnian warbler -->\n      <g transform=\"translate(318.686026 762.260451)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-66\"/>\n       <use x=\"68.603516\" xlink:href=\"#DejaVuSans-108\"/>\n       <use x=\"96.386719\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"157.666016\" xlink:href=\"#DejaVuSans-99\"/>\n       <use x=\"212.646484\" xlink:href=\"#DejaVuSans-107\"/>\n       <use x=\"270.556641\" xlink:href=\"#DejaVuSans-98\"/>\n       <use x=\"334.033203\" xlink:href=\"#DejaVuSans-117\"/>\n       <use x=\"397.412109\" 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<g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"367.413534\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_436\">\n      <!-- Western tanager -->\n      <g transform=\"translate(339.642468 746.45551)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-87\"/>\n       <use x=\"98.798828\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"160.322266\" xlink:href=\"#DejaVuSans-115\"/>\n       <use x=\"212.421875\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"251.630859\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"313.154297\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"354.251953\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"417.630859\" xlink:href=\"#DejaVuSans-32\"/>\n       <use x=\"449.417969\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"488.626953\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"549.90625\" xlink:href=\"#DejaVuSans-110\"/>\n       <use x=\"613.285156\" xlink:href=\"#DejaVuSans-97\"/>\n       <use x=\"674.564453\" xlink:href=\"#DejaVuSans-103\"/>\n       <use x=\"738.041016\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"799.564453\" xlink:href=\"#DejaVuSans-114\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_437\">\n     <g id=\"line2d_437\">\n      <g>\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"368.100585\" xlink:href=\"#m9a96a52268\" y=\"674.638125\"/>\n      </g>\n     </g>\n     <g id=\"text_437\">\n      <!-- Northern cardinal -->\n      <g transform=\"translate(338.990988 749.132572)rotate(-45)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-78\"/>\n       <use x=\"74.804688\" xlink:href=\"#DejaVuSans-111\"/>\n       <use x=\"135.986328\" xlink:href=\"#DejaVuSans-114\"/>\n       <use x=\"177.099609\" xlink:href=\"#DejaVuSans-116\"/>\n       <use x=\"216.308594\" xlink:href=\"#DejaVuSans-104\"/>\n       <use x=\"279.6875\" xlink:href=\"#DejaVuSans-101\"/>\n       <use x=\"341.210938\" 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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Label the birds whose wingspan is particularly large and are probably outliers"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "source": [
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.tick_params(axis='both',which='both',labelbottom=False,bottom=False)\n",
    "\n",
    "for i in range(len(birds)):\n",
    "    x = birds['Name'][i]\n",
    "    y = birds['MaxWingspan'][i]\n",
    "    plt.plot(x, y, 'bo')\n",
    "    if birds['MaxWingspan'][i] > 500:\n",
    "        plt.text(x, y * (1 - 0.05), birds['Name'][i], fontsize=12)\n",
    "    \n",
    "plt.show()\n",
    "    \n",
    "\n",
    "    \n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Remove those outliers and redraw the wingspan"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "source": [
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.xlabel('Birds')\n",
    "plt.tick_params(axis='both',which='both',labelbottom=False,bottom=False)\n",
    "for i in range(len(birds)):\n",
    "    x = birds['Name'][i]\n",
    "    y = birds['MaxWingspan'][i]\n",
    "    if birds['Name'][i] not in ['Bald eagle', 'Prairie falcon']:\n",
    "        plt.plot(x, y, 'bo')\n",
    "plt.show()\n",
    "    "
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ],
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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Working with bar charts, show the categories of birds"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "source": [
    "birds.plot(x='Category',\n",
    "        kind='bar',\n",
    "        stacked=True,\n",
    "        title='Birds of Minnesota')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa009bc4320>"
      ]
     },
     "metadata": {},
     "execution_count": 23
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Show the count of birds within categories, and show the labels horizontally so we can read the category names"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "source": [
    "category_count = birds.value_counts(birds['Category'].values, sort=True)\n",
    "plt.rcParams['figure.figsize'] = [6, 12]\n",
    "category_count.plot.barh()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa00a4b04a8>"
      ]
     },
     "metadata": {},
     "execution_count": 42
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Show the categories with their maxlength displayed per category"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "source": [
    "maxlength = birds['MaxLength']\n",
    "plt.barh(y=birds['Category'], width=maxlength)\n",
    "plt.rcParams['figure.figsize'] = [6, 12]\n",
    "plt.show()\n"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ],
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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Superimpose the birds minimum and maximum lengths per category"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "source": [
    "minLength = birds['MinLength']\n",
    "maxLength = birds['MaxLength']\n",
    "category = birds['Category']\n",
    "\n",
    "plt.barh(category, maxLength)\n",
    "plt.barh(category, minLength)\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ]
}