{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt, mpld3\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Signal and spectrogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from scipy.io import wavfile\n",
    "rate, signal = wavfile.read(\"media/NST_Arpeggios_C_Audio.wav\")\n",
    "ns = signal.shape[0]\n",
    "t = np.linspace(0, ns/rate, ns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/matplotlib/axes/_axes.py:7027: RuntimeWarning: divide by zero encountered in log10\n",
      "  Z = 10. * np.log10(spec)\n"
     ]
    },
    {
     "data": {
      "image/png": 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6EJ0XXPjgWZ77/ON4kU/vzC75dIbOU5TrMV7fYXB2B10UeMsr3Jhb5LOE2c4e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r0pqVJYJKauEFYTDCJUFNBsCppVTnlVEO1MaTcFw8Mxt9/ZvZkicQRBSouuKobHE/chv2tBOaJv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cQQ+tjb26SUtU25KcZYhwYOZlQ59ov8fuYc90FVsO/WsTrF6fcl1iDXfQZcngxg5dXSOEINgb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\nvHBtSawNbaWwAiIBV4uOk1bx8rUVq0WL0RbfD0G1+KGPCHwEcP7ckHSU0C4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LUK1GCejL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\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nvG3KuuoYb/WQUYIzBmsdwnj/WNd0dI3xIkVhAM4RaUnbGCzgWkO+alChokGB9LW4yf4e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QHV4h9c12oulpJKF2AaeS+KVTQpKz6TyVEWpdEh6/h9IG6RrsndcheB78778RZdxFhRqO0fvX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb88c99e450>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(16,5))\n",
    "ax1.plot(t, signal[:,0])\n",
    "ax1.set_title('Raw audio signal')\n",
    "# Spectrogram\n",
    "Pxx, freqs, bins, im = ax2.specgram(signal[:,0], Fs=rate, cmap=\"RdBu\")\n",
    "ax2.set_ylim([0,max(freqs)])\n",
    "ax2.set_title('Spectrogram');\n",
    "bound = np.linspace(-40,40, 51)\n",
    "cb = fig.colorbar(im, boundaries=bound, ticks=bound[::10])\n",
    "cb.set_label('Intensity [dB]')\n",
    "cb.set_clim(-40, 40)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Embedded figures and JSON figures with mpld3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2jTaOqDS1SV1ERJIv8UV8xgy/LdQiDo0fpa4+ruApx8FTjsOhPMdb4ot4od+Jw5ZN6q++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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb88b539310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,4))\n",
    "x = np.linspace(0, 1, 1000)\n",
    "y = np.sin(4 * np.pi * x) * np.exp(-5 * x)\n",
    "plt.plot(x, y, lw=2)\n",
    "plt.grid(True, lw=1, color='black', alpha=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2jTaOqDS1SV1ERJIv8UV8xgy/LdQiDo0fpa4+ruApx8FTjsOhPMdb4ot4od+Jw5ZN6q++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\nH1QGD/bbNDbBF8L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       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el156991404305525900969061434090\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
       "       mpld3.draw_figure(\"fig_el156991404305525900969061434090\", {\"axes\": [{\"xlim\": [0.0, 1.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 1.0], \"ylim\": [-0.20000000000000001, 0.60000000000000009], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#000000\", \"alpha\": 0.2, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 6, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#000000\", \"alpha\": 0.2, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 10, \"tickvalues\": null}], \"lines\": [{\"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 2.0, \"data\": 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       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el156991404305525900969061434090\", {\"axes\": [{\"xlim\": [0.0, 1.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 1.0], \"ylim\": [-0.20000000000000001, 0.60000000000000009], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#000000\", \"alpha\": 0.2, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 6, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#000000\", \"alpha\": 0.2, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 10, \"tickvalues\": null}], \"lines\": [{\"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 2.0, \"data\": 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[0.9579579579579579, -0.004191020727371606], [0.958958958958959, -0.0040798957598071495], [0.95995995995996, -0.003969133583412639], [0.960960960960961, -0.003858750783682741], [0.9619619619619619, -0.0037487637117350307], [0.9629629629629629, -0.0036391884836625946], [0.963963963963964, -0.003530040979935941], [0.964964964964965, -0.0034213368448537808], [0.965965965965966, -0.0033130914860423364], [0.9669669669669669, -0.0032053200740029316], [0.9679679679679679, -0.0030980375417071384], [0.968968968968969, -0.002991258584239402], [0.96996996996997, -0.002884997658486662], [0.970970970970971, -0.0027792689828742634], [0.9719719719719719, -0.0026740865371482265], [0.9729729729729729, -0.00256946406220315], [0.973973973973974, -0.0024654150599552676], [0.974974974974975, -0.0023619527932605333], [0.975975975975976, -0.0022590902858769836], [0.9769769769769769, -0.0021568403224710955], [0.9779779779779779, -0.0020552154486677345], [0.978978978978979, -0.0019542279711431917], [0.97997997997998, -0.0018538899577608234], [0.980980980980981, -0.001754213237748878], [0.9819819819819819, -0.0016552094019201926], [0.9829829829829829, -0.001556889802933006], [0.983983983983984, -0.0014592655555927172], [0.984984984984985, -0.0013623475371940768], [0.985985985985986, -0.0012661463879030446], [0.986986986986987, -0.0011706725111783256], [0.9879879879879879, -0.0010759360742318106], [0.988988988988989, -0.0009819470085274038], [0.98998998998999, -0.0008887150103180443], [0.990990990990991, -0.0007962495412201522], [0.991991991991992, -0.0007045598288251517], [0.992992992992993, -0.0006136548673476199], [0.993993993993994, -0.0005235434183096114], [0.994994994994995, -0.0004342340112603691], [0.995995995995996, -0.0003457349445314037], [0.996996996996997, -0.00025805428602615455], [0.997997997997998, -0.00017119987404369948], [0.998998998998999, -8.517931813630065e-05], [1.0, -3.3006420901018124e-18]]}, \"id\": \"el15699140430552590096\"});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el156991404305525900969061434090\", {\"axes\": [{\"xlim\": [0.0, 1.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 1.0], \"ylim\": [-0.20000000000000001, 0.60000000000000009], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#000000\", \"alpha\": 0.2, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 6, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#000000\", \"alpha\": 0.2, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 10, \"tickvalues\": null}], \"lines\": [{\"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 2.0, \"data\": \"data01\", \"id\": \"el15699140430538240400\"}], \"markers\": [], \"id\": \"el15699140430552589840\", \"ydomain\": [-0.20000000000000001, 0.60000000000000009], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 320.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {\"data01\": [[0.0, 0.0], [0.001001001001001001, 0.012515819078649147], [0.002002002002002002, 0.0249046972181549], [0.003003003003003003, 0.037165639487042795], [0.004004004004004004, 0.04929768419420092], [0.005005005005005005, 0.06129990273318028], [0.006006006006006006, 0.07317139942201238], [0.007007007007007007, 0.08491131133861823], [0.008008008008008008, 0.09651880815188231], [0.009009009009009009, 0.10799309194846582], [0.01001001001001001, 0.11933339705543292], [0.011011011011011011, 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       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb88933e710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpld3.enable_notebook()\n",
    "plt.figure(figsize=(8,4))\n",
    "x = np.linspace(0, 1, 1000)\n",
    "y = np.sin(4 * np.pi * x) * np.exp(-5 * x)\n",
    "plt.plot(x, y, lw=2)\n",
    "plt.grid(True, lw=1, color='black', alpha=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Contour plot with mpld3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "alpha = 0.7\n",
    "phi_ext = 2 * np.pi * 0.5\n",
    "\n",
    "def flux_qubit_potential(phi_m, phi_p):\n",
    "    return 2 + alpha - 2 * np.cos(phi_p)*np.cos(phi_m) - alpha * np.cos(phi_ext - 2*phi_p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "phi_m = np.linspace(0, 2*np.pi, 100)\n",
    "phi_p = np.linspace(0, 2*np.pi, 100)\n",
    "X,Y = np.meshgrid(phi_p, phi_m)\n",
    "Z = flux_qubit_potential(X, Y).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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m5kwMWNS0mK46Qi1EcSOE3giiBHFPpJ4UPsAIcaFtK0N9NsHGhE0Enc0ZIiXM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\nyBAmWBnLfwFAfChf6i+4lTU4BBeuikkJq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      "text/html": [
       "\n",
       "\n",
       "<style>\n",
       "\n",
       "</style>\n",
       "\n",
       "<div id=\"fig_el156991404305494512808705554127\"></div>\n",
       "<script>\n",
       "function mpld3_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
       "  s.async = true;\n",
       "  s.onreadystatechange = s.onload = callback;\n",
       "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
       "   // already loaded: just create the figure\n",
       "   !function(mpld3){\n",
       "       \n",
       "       mpld3.draw_figure(\"fig_el156991404305494512808705554127\", {\"axes\": [{\"xlim\": [0.0, 1.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [{\"coordinates\": \"data\", \"zorder\": 0, \"extent\": [0, 1, 0, 1], \"alpha\": null, \"data\": 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LtK0TA9EYQD9WNyYFu4nkO7sBmz82N4dmYe3Qmt/1jMB4B8Dx+33g91+jglkKZvIaEno8TxJXH1t6o1KmnUd2A6+H00ZVfPIEWP73abUk1Kf7T6kRgmFD6eQy/AvZVsm+dQY/rm7/tHcHd47jONa3WUbi5RtV2aa61ky8+U0z0XLyDuzF6svnHveDdSSS46S5Q4m/2rOWzj+r+1yGZCLAabw7AU+bqZSdWx2SBm5K0sXjfggEfyYIOeBbMQQVwBzcLQQdbnzJa5+kgFmcMhwoo8/EeiGE4sbO1G26Zlw8HsplyHGy+AX44mI/B7fgbwLdzraG2rsY60K4daDD4hbkbm2un709lyC1gECxLOTQWKY+lEh6jrhJAtLE4fhLD17TzOi6+Oux9fsNLJt/2vXpc5Ho91HsopCy/gJ5qFdfIx8NtVG8IaXli31eOPC0LUuwNhMvJVKNFWhCNEvXf2QCfYPCXj4U5GkPssrF9JiRxvzjdPbUcHFd242K/h28HE8ZgjCmVA0+TzGPYcaiQXSNlAMPaeRpwdRLEi1fCMLwwecj1YW56PTubO6CHb3eMPvw4+/GXGrlj8j6suHXOuV3l+i7V12uC9dz6ZfzEpTZ2rDRreAfJ8I4+VZntI6wsboR49724sO6dPL+Oj1O1TXQG7bvugG6hfh/vx+My0FyHGEwWlTwF8L7PmGMC2eNJk/gCcvleEr8YvjqADy/CTQ9YBkVbsploMeP+8qNL9VdbGG8RcAn0CpZlQ+VbwXAHNSd6srHhwThOl+9MeDKDWZJFh3jnKwF2tOlOBIEDG4YkJTJXOlgv29S7yRiGG234rEnxMYLFHfCem5fLXsz9iOMfvKQjR8vH+3Xb24nQ2n1pVzc6Ze9sd5l+hdqn4oDqqQCmGKAW685s0WlSk/EffXUD6wr2FsvoAKaM81iSfFcAd6rgIz47xmPc/kMERHWYagP+AXzfp2rrT7OG+daq3yg6gap+q1xevbfEZYLUq8Zaerq9cXrP1k/YW+JVSWPFlCKNmzupnkwS0lGanIx/jyG0PpTmLBGdUA/4Jml7/mqMGHm6MaWIQsXYm5UaizuTzzpdocOqroSg04bcCjStQRGueRXCmLnWwB3Mne/ZmZ2XHPwxCtwp16md42Y4RntU8Fe77cy9VBa2obTeGWiLzfJWXoCwx0MHuIMvatTFU68odIGnX4Iy3j7qRV7lzsXSYczuqo/yeVD7WypAr/vi914w+XhbQb6UBWrt0w4AobYPXmFVwFY18020nPgAeLH8asb9LJta3Malkbo8D8C399EonHG9PV4wws2mPnRG0iWjWDhEEC4ARwO3swPhmpc3oB/Mi/H2HIpjKGQqZChYFDHJrA6t9JB4dNnqMAwh+6DegJyc7bnVwC+m2tHBTQvgg+UfYbwF4JmX4bM+itAn3yxTTvPaFnOTOpS28XLrXOcHCmtn9ht2b/HQQVN5uB+PIkko1GYfF78Zr7Dvb79zMdmw5t6lZnqOvtYX1HHW0Gov5uk/ekdm9yCXYvLCQQC8/l29QUXJmAbZzg5wKqed2r782pDr9GGjxTmsIK5GycZKNqfcWsJyuQrV6xebxzn1ecoxbBYS3YphegCK5+PdYdc6phwjj2DXzV2P1w5udvAciscUPAdhDvJ2Zowev3mZCuhECiHyxSNCpsuVyLFOH41KuwI1YxwF6NGYvLvoj4M9Fw+gU97hZjHhGDZhZQ/i6BRVc3LNvXrSpUZBfd++BYvXte0njrURaI0XKygyFmdyE9MZm1QtnlHG26vHnQSP/Tuol31xPMA6CuHXCDk5iC6Azn/fDuzgPSlvUsdaaJVB6rKxJJKCxBhGHfyiChGX7inbLfBmdBgIhu+5+msmp/bce8B1zLXYup6rgS/TTPcfy8DY2F3Ez9kr3STYxJ+lPxvYyXPjMFbsImoVvxAWEBxNpj8OwWMyHs7mj6GQQ/OWPKrAcK2YukGNh4hM2lPIe47gv0bkEtwBcH8eR2Pvw7bhoD+cuR+50fKcQG8APxgXJl8ZbQd1a8/YRPJaaNS0X7YX1xXX4A9CwBY3QSQKwkg5i5xeqv7HH8VqcEuX4/F7OQQcqUq0R8zYC8aO6+GsjXadqnNC9jb5+mdMnj1fy1GLyZFyqJgPFlBTPL7VWJ3U5xZomnaW62jOXQ9mn1pGnr5quWhAql6yj5f3RlzZHDcSfT3feNFZ4JqXVz5ILeAyIDfWAWISgx3nRDB5Z/EV6A+mBhhZ2HwK2z248pi4dUoAIAAxRKQEhZB1TqjrsARiBAevQZUm29hYfAP6I1mc8Tga0Jk2oHfDsclVbIYb9vac1c4B8G1kI5WXtJhMqd6ubwN6l7iLFI5/17W6rZSfvf5MjFrY9RV/yngro7iuQ6ool6bEAI915l96CdykenvGDbsDd8ZbNlK8bQy+gLuYm0Shg6wDaCzCs4KSXcLHqkTa5HwYGzGj56M2jIbqkqdLHSZYRVaeMNXJ9y/56NE7uFAu0sZsd7CHjGyMQyx+TOxDZ4qhACthCBaDKsB9CuNNFOdQnMewm+xNxXlwpUBiAN9rcuy0ovjGOlllZPDfFRylccP13EG+mm2Vdz8G4+3YtjHwNhhvvThm2xLoNjemsbks6dClPbWZbVLvs5Y9iy6u5/iy0KpRd4J8MHhKWyFJvau2ts35Gh/ET8ryVJtNrcRrLvMxS3vHqqRqWvHK7Gh/1xk9fpz4ymrHeFvleoC4t01I9MzJm2yP/bFPREHT97tRJP4ZEjtZJxt7rasbX4rrxcXZ5E/lut5btoYKiqdo/Z+x+tIOAfAGaJW1dr1vkZt74FkZysixcdZgdcVIBmccrCubD8bboQZwYZxTMcUkeDyrADJ8KE0jWBkga+PoZEUUytaouvee2S5uZC5ynX1cfN3CaHsbjLeD8OVgfNnAfg9wLnBTA7eDnQSZi9PSWUZbz7WdI11cUsdX8fJiJ5VEtzzXrpGq5+BwxoERVYBRXnSYEZsl05v0jxw7z/nqg2S61Cb9pCRfgN+UR+xbzus6nPbaXf+LIKcp0KHQ6UzvbrROBTvDiBfMiDNbDMWFQacRlNsj8nZrvGrQlIAbwJPNw7S4eSjCee7nX4GjLZhUWt26TJCsMp2k/Rsffr411mkgt4KhXukWQHgMG448RfEYirdjJMinaN4q98LMBAM4VfqUeXnk4xm47Y9SqnYWJy9lLWAfh20xDv44AujxPJLB023n2Hr1W4wslJ8yYCkctUko1DrNUk4zpfpyTZq63MG+pyjZVgiJWyyuTOamZwFItBc51K3N3fm47TxSekeMRpw2yb6AelR700ADOr8GeSqvVyDHJdaP8WUUgqJRWh4TAOiBfg9yG+ahQQbw4WwyCTQFwgH8kr4cObtSGna2vDMlo1Mejub7bDhvzH1dsSV4s8d+DfTVbEOmh6uhsxlAISGlm3H9OYDe3dMC+mDF0GLzx1CcUnm6yXfC28Gej6Py8TVeQUQQEswG8q6gsg+7ZfItJ9zk+ohc+xj48jBgfzkYb49hzJ3OeuXfkX7EkNrRc3FCBn100ovp1tov0qJFqjemD7WFSEmSoFoOcwfGADijxYivZUQFygiOCoda9oy8ESM+61wqJvswV59VuADcRzI68APoHzJ5B31ezH5dKV8fx5eRgX2RPK3hen4qs/YtLBcMngAXECuEYRKevSNozi+UMr+XkPxbPALINeNe1fx2JzIRkEl6+/D+iM4tz7UxQvMd7Fwr4GgB9USYRaTTApTtLLI6Dx3ozuTUAc2Wiwst++ZQTM/JF2YK5UEEkHjOppBZcp3VzM9L570FA7fAWerTuTG3b18eBvZFpnfDjdsogb+umoCeh5e7Ts7kJNPa785hD8BHPr6pLZOBuO67w3rEQmcBX9CNvD0EcQn1du3CiMPla4N4WizeMXKC2jvSfG4gv2wew/G3aPvuzLZuOh/jy7EEeg9+hdb+kEbTGbi7mn2bDeDO6jTt2Zj+5m/8e2gqhLXuqpqKQrMSqTN5yiHPqcKyXZZLCiZfrvDdo3VcHejah2yCTWwKZ0h2lZmg18b4JBPKkkv7rkxuU8ArFzfmPodJc1E320QxdaTxph3sjRXnJEwSCFnNgoiNi7MEwNfrm+oG0V6octV01qtUNRh8zcPHIttzZIDbZBWqOoBcFiqZXABFS3uioyyJDjmhs9o755XLCnbryEq5fOaROGeAxGV7gN0RzF6sXcrSPKQc++6mFxqLjwLnHWh5rCDvMv0W6PE9o+I7XHa7jivQKU8OOI63Yw2CHgkRTJn7qF+HDlJZwK2jyXZRyCkgJghLMX03hvpGPptL0ToZ5Pu+WH0BvUmYbStn5RWw98fG5FrnWGO0EzQ92OaEyulBWoFKzuy2rprNy4tCGCGbAWr5qQ2nPZgxWXEOximKORg+Gonp4+O9wrAzeiiZJ4nJdhbMqaBQSK0976i85GSVoDKXi34cd276eGm65TAg25ZFMFSVbynbNSbOWJuRdlUU7VttbZ1rpUmR+vXr9TOpvjwaC4QvkQ8BgqqDdGw6qQv19nddMsf3XEC9yfFedEQHr+C/AJ3X7xt1zaKjXpgsj8v+zZgcKIA3PbiOkd8ztgpfgJ7u+lQQNzbvTN8/JwJxOZ85v7qUdzcug3W5Rk2y8AbwlKAoSeMdw+2jA6hLwZYXhsuuKgvQLQCNudGCECIAz8U3YAaGWm3AYMKhiskGpFMM6JF/y+HDZlpFMAHvCDebn+4TWEgwhcAszubtfBDpmAnPHCP39qr12cwJj1w7iluuUn1Ufr6Zbg8/nz5GzhSruFbKwinJyz0n33Zwp3rSFex30j3JYQmW2CIOPL/22FBWW+gyc0BE6UFigxpZ7HHWZfMK2GLnHeiLVB+vQN4AvjN8j/8ktDrPiPWDvzwWWVwBXxSqusnzKQ3sUkDvktxzc5pk0n2WIWfvtZlxlk/m2HuT8RRmRwB+u3DZg8ZJL+ONdbIhy67Erhuw3RcQsTHTYAszDFbzR3qAbrlkbCK2DpvLdCFAnMFFw2UHptaY+WRbGEKUjNV3cvIADoA/HeBM5szPSZjefhKmFK5yPdRQXzU25oenk97Gxb88GF+PYWA/GF9CrjPhrTF4L4TZV4TJGnZ43YHsbbamRV2ip3ETM9JmxaAE0XQPqSRMxcu2mauuYCXIaLGh6zNtg+N3AC8AdjbnZrJtkrzVIizgPzaAL/++LahJdWJLbt7SiGO8PVbgbI20B3/JJX89DeAiztinFJjFQE6n9ZQJ8JDvacZhBXfk9D6cEaWZr4rbe23v0sgJ8NZD9/dxuk2pIA23xhSzsfNSXinJ5Ov47sbkGIvxFvm4ZG6uONTAZFVtvurLQDH4rkDzuwiDxPJcJowpJv1dLe25/NJm1LwCrqGuYzDexgb0wwD+9REMvha/PJgb0N1RZzRw+3n7cYfhdqlq0+pAdcbW23R6GrVemzJFGyF19deve1N3FMvAMHwlGkIfQtaNwbP9NiY1U2yT1b1q7YXJxgdfWN72cRtes2ck8LkA3lLTXvnWH1eQe+RXft7NsTKhdGoGuo3JCvQU0HCQzxofz2G1ZsKVGVcGXebpU5tMWlXEPcjtKnaA74BeLsrLR2f1raPLoHKzbU7QPJ1pTsvN54QtgeymnAewNqAbmxsARMN8Y4gKHkwQZsgARAUCzhV04vj6I3LxqhEQnEw4RXGImoEnuiyi2dss5H6fDrq4461c9W2YXH/bzLcsjhnkrM7lsr8w3jimKblxSZ2x53mTi5v5dsnJNyLKa/aB80bxP7b0cTXbCJkIpVS/j5dOKpWLXwF7J8tTni/7GusnyKPTsKqhhcnjllWcgV5m2/Y4xpe3S6DvhSG6MFvvRRUx9VJFoMMkrkwHw5QF0PVaQGeYcZWrrzIemSfHMcga8UvA+hUsw23PVz7Cdpy24mLk7ECHAx1yVj4+zYxTOQEZgA6QeqDyzLuMRn10VOgJ2X2qVB3cbH+eQ/QQqMYEFIKVjtSJVJ6vbaV1A5EEAAAgAElEQVQWwRDFnGqqQKq0uDedxUOx+KBVqtcEFEowh0S3PJxye/ROwVn9WNi8mNxWVumzzVaz0hjcge5gV29bnROYzt5xXfoIUKiwj3C+KTqlADoSrODwLOjew6OqWlvMt2DfLc82Cc4F6GOV8PX54c+++WjHCvAGcuZ2DC0f34L9GF9umBxYGu4W4JmPN5BPgZwBbiqQx2cD3JNA3MAvViyzynhqEpoWJ/Wjx610+RnQ1f+jnckD2KUirBNyBmqGUAXmCfCRw2pZFcf22sBktxwWtaA3F11xAJBBUHDVc7Rne4TlG4tQoIDtYAomn+NfxOQN6G9jpNH2dlDK9X2znLxuX9zXkmcIuI2JdxavdjutPSU2d9qnV771/FvW67Xk4h8AvRicAAd6Svk1jb8LsrXGvOfkr2T5YFDMzz9q1du1U3CQHyNBXnn9Fdw2R4M/ZHHgA5AvEkh6KWHLhWLzRpc5QYMd7GyVbg4MZfIbAojn6AI64Xm67e9A38fSwQQui7mO8dL+DvIcVvuJVI946L1/nrsHzqxOSubEmM14myUxcU6AT2AcWRSTspOmMyfbGmI+iUyUjME1WN33ufFmwPc/GEAAnWl11gOg5/BJLRJTfnXNyYkA7ZVdVEzOrUptrLl55N4GbmoSnZZhs8tkFE9NDgYOAli1CoYauBPs8wTOs9o0OlP3OmTusdc6/0W217W9jxGPC4mc/JqPX/7GAV7pXzfYdlDTUs2WEvyI/cXY8Zod3AH4no93dl/NN04ye5WKHuPrJted1bpUz2KZBnLZQT4FNNn3FdjpnLVvkjE8C+S0BqqqOEpXniZBzg3onptX4c7Vce9sHTKmttvzT0xfTEbtnUwA3DusbrxlsJ6eo4/aR75fYgaElVYQwSblECDscpqBqNdXdIB7bzA8SfTTiRx8ycUH45yCObrxpp8w3uhivAWjr0UuBXhz1Nt88gB6OuvdbKuKN1J4ddsJ6kyts5h7VgFMMHfWr3tHu4zwdBYHGsO/vual8sJ0i+Cnl3FFLZZ2kL8cDuvMfnCBPYB8B+7YF4DuncEm09NLSJBfY/0YX77sId9Y/Ea2+nAFzSujJ8jPAZrzhtkn5BRYGWaT7+xAn1omCFkHUECDl8HaxSPxWuNw4FHpSJfqNcwQgf0C8Mnoihiq6SlJB3YEHzWjyALzBM3DZfsAaIBkGJuHGUcTIF5MuJoabud2sN1QwcLMJToBmG2RyBklszYMd7KYTA+57gCfCYKVoCrGyxTrtzeqSTOU4A7nPIAfbP5l1Oyz4T5DrnpDsUiCVf5RgLqnMxLMXbl47auimPu0sWo0clrwgu5Ve8f1V+9sswBGXcJHfIWnnrihNmRGPwV5B/gCbAc6j1GyfPjS12NYYcyIZbI3Bg8zbjCq4m0ls2W8PEDOYbxRtEdPBi3gFwMuDLWel3vPSnNAzwkZBng6G7MzQ0422coTeoZ8J2duBVgMyAwDO2OpkFNfGVJV/bY/1IAZQF7lWDbAdqHvpY3egnsdOlxlug4DNbXA1HnC7us9nNk9dxLLx8m3AJaa7WAr6MSoAgNVHW0zmYnE5qdPLyZxsA+ymvcpNhd9Nmd9agP5npMHyPe8nDrQ6cLkjxEsbgB/G+WoLyvRZgfiZpuEo95ZvACevoasxluanK1oZh3pWd329WGBHdc8boJAsPYOsGpMmGhyvcfSEje7VB9WJZg5d0j1g0qKO8BpDPAR287mlZOXnI/8PHL4el/eU59pE2fXQf71y9bhXUHe3WWTrHNt5NMuCE+BDGNxPTlZ3F5LNorOMNhMetHpRpyzupnJCkxkFVyCnZElmwnwWEhuB3lIsX3fDmwUCBYzp8v1TbqrlKtuAVnBSvOE+vLGYbopOWvRhPIJxgElxoCmVJcoWOEKLI112+AKJ0y3zuQxZKZeDCPizjpWub6F/irXo6a+GDmA3sF9sOfp3GR8SHSySTcjxse5ppJaddu55N/UmLwc9TO3ZPE2Xn65Fn005DI+fk2wu+FGAPzm4mW4+UYeTMuqLDcmWxZeBbjdReejvw8gO8gfw+4310HuzM6jgT+eFwPOOgD4EBo+Ark/HfT2bQV3uVrIKq8mYVlCTjWmO/winAI6JvgckGNaPn5OA/45szeSk0E8zYnnAnywOpFNnYyxTJliK53MuoghrSAILwnhK8XFXOaUv8jJy4zd0pME/LXgwjoud82nMVMaRhzbAMYJ6GF5OTF0OqNPk3TDL06uXJvS3QOPLFeHLy1IxIhFD9nfB5NPVkwBDlacAmNyRjrru9mcqQ3CwCuQj/Y+3XaOUlVuZpszeDB3yPT8e1ihDjQBHW2VTK7hnp/A+bQ2PIvRdQH5XK9FA333VHKh0Ttibw1A4YF4Sas64yPiiFbjdpkj0fPtkOwHgx98legB3KOz+GHs3dndgc0d4KNyc3CAfriacHBzAznahfXzO+jLtxbtW0lZFh1IliDWMEc3Q3wb0yT7MUGnnaAMtiq4MCS8UUKqh5kVgKezjleiFp4N9ErNaCG7mNE/XcaIbgD+shAmRYvmd63DZ3tgTejkGvbJsfKSnCRHGXJkaQrotL8jBhNDSaC+PNTgXHW8nZRdqBhfJ1KEdDe1psnkUxSTDdyHP4vGmPtrB8pit2rLB3FVqTXXvtejhzy390j23heIYNJkcdJKZ0qul2mZZtvsr+cK9Jsqt+qYsV67K4m3czZA70CPeArlt86BoAT7UpmWOTkZwI9mpHVDLYD9KJCHLDewj5LsHeAJagc5D2CMZO+4zzx4m/iaa5ADB799XSM9giJ7xbrfF1SyAqmXIlJclDHdXJugMaHj9AOdkBkzE8IdPG3J4DTjCMrTD2xacHv1nExNCf9qiisUVV+sWEyW6JWzEOIC8OtY6z4xxdjbCn7EK/s4Rw3CeBvmsM8ncA6X7CZY4fNhiT1w4yLx4YxuN0G4WxHHrkvsZ6tT9zubDiknvYA+3LXXVlgTDZNRUJIdJduL0ctx3+/VlotCMJK1C+DNUYcsw2Uk5zp85upHc8jsuebm6bJbmijnzdBt1q0bGV3HzHeEI6V3dH4B9KyURGNy3rbYt+TfJqWNyQukkXenFH8cBeiH33cucvPjyL/pAMc4ksUNO0eCPPPxxuTLUF8y+dvmrm/Oesp18UkEc8KmR0kx+zRJitPYjIYxlrG3Oex0lnmgHGzOQJhx7jQD065Dy92tAgmWs4rUYc2QuAX+7MG3i/V6CK08iJTtIlBfT41iEYwYQjvFOrDJxTQygDmAcwD8NKnOJyheWxEziLwqzi8OkS2egGG5n0l0RVuWxI4vcsYAJbG76rVNLqOtcnFknu/OwwLxAnnMda/cPMbO9/XaYvpo3v5oY/CD4GuuAyzqs8pOQJ5ptCWLp0R/Qs8n9Dz9+Wl5eRYa1SbnrOHbrTirqhVbHL+kc2uDaJOQ6Qs5JKhR1WsUgI58ezfXSpLn687ej5LqvH3WgH0YsA97nQbuwuSHEwZnLC0g3xTrKtfvQI5t8sDicvrzPIE5jJ3nMMk+T2P2MUHjXCp2ZJ9Jww7wMJvMWbJFCIlAJBAC4MsbqQ+1KdUqNTX8sUk1qgu3lv4Zg4dD3+sDVK1KD3dsPk2VUBiQUQzjF4LmcEYy4Ot81oUiBmYNc6hDjZmhKhg+TFNzmZ1hoIBS5s8cMp2NyUcweQCdG8jVwL1nM9XctZhFLojJ5Yz3obAqdEECum4QAV/pBhiwVWmWHDzy8NkAPp9QZ+8E/Dwd7L4luG9qMzq4pbN3i4GQ7+26Rxwotskny8SVkurX5Zk257wPe7lcX6W5MTc5kwejd9ke94PHOBzose9wgI+LXI/cvLnLK8hDrtOXrwWI7lQkXd5Nr6xhJFtEwZlsHi7dg9msAoxdnvfpc5I0sjmDRFCaBXaiBDtInL1DwvvikFI5ehYyKJZeeumdY7xQAdW6zN2Z7QUWGotTbsabekpiTmdI7mJycAC8GJ3IFErk2koATTsCpmB963iajQKodwkabG6LPhr4isWns/jcQN778Xb9F5DX/dNXNu8SPsa9R0r1DnLCIAXrXBicgsU70BPYG3ufz9YBBNhvTDdpbL5ft+zWmqkagGbzXjIX77l5sPieh7e8O8tRPzTXGsAT2P76cTTT7XCZfqRcDyZfQe7A5uHSPUAeUj22GNvvQO/uestlsm9r5YR9miWptCGO0398WE49DOw4n87sFrSavWFj8bstWZ0gNMHUJg+wKVeBzZ3ONQci/XDstrsqVs9NLeei/u+m0VZWTwoolpiWj8dMNJ3sIwcMDn+B2Tu4M9k8Oj1i6wzqxoR10NHi1lmzXR+xYcXMGNVzZ7W5z4NsPvokB7VXzs0E+2eNN8ppsFWGShfQ91tD78CPhSEOtll1pviewHwag2d7+NbqCRLM84T6a8xnMrkkyGUz36IHK/NtZ3AP7GsK56M2ncUvw2QJbEafH/5R1VpJ8+M1wAPkDwf08fDnAzQexuZcrL4ze+XgId/j9ShCSNJ0Jsd4s/5MW4OkzjkS3NRZXcWAPM981riYEhVfbOPj/YDIALEcxMbi9eyAP6eD3O6hFktAyQw0l8KNa0pUmUac+cfOepTIosy8SAnY5spTTsCxaj3x3Nyq/LgZj2W8gZ8GfvIbEGZAMUBnnldIrAA70bCJqUTmR8AUygR82WDkvHMCfGlrfyZbeSbKZSWv50uYL3K9gzslPHem7yAvRmd4sYvOzUF/Ops3mf58h54//PmZeXmabVHO6sOy4rm4pvnmZlyrdttLoBeX/e6suXXsiPy7YjDHvwPgY8u/+5BXuOIt906w7wB/PEyeO6hxHMB4OKs/GnMfyeol4wcWkBOv72F6JYbPyJ8PHW2CSvb4zbTo5lsHe07MODP/xDyq2qsdgLq0YDLTLWRrbn1crwFfzx78tlhApqvG54ZkZzmlGjvPnrv14C8wnqdpd0iJ2W8CFZfWzJDpC0Aw1Tj/ZDfiJIfRwCc0DLizzoX8PELNFI/UsJkdroJZQez3CxcPNHXO99tNkQOYUHeUFQUG4h501Jz1D5gcxebUgL7I+IXZ++yyAjynPA9JvjO57df5hJ7vDvB3aDzP7rKXPJdZuXgAPPdJPdcyUEjz7SXGg9E3s40IiFJRIpTZFgBvuTc7qGk32RzYI9j8rQBOj4c9DwM0tud83Zl7B7vPYiyzLYbKqJ79HIM0VpD30G8gz9sDoZiceNoQ0RhQz8UXwEe+cDJA6/uS4C13WCS8NXoQcQHbrsgC9NTymYDaeW6S/WcPdWCE6WbDdeayowHe6uynAX1MrwOI6r6zzJGT3VOIXvZmTDN73OjM4BMlrG04WMZVADH5aRbYmTKjaOvAVVPYe8rL2ju+UhZwU8/AHTn/enPCuonFCKATfOoofNromXJ8MdpmA/75BALczuTJ5l26n+6kR0GV5+WyGG+eSvXXLTfPc26Pi6JLfPgIR0sbDeC4AvxYx7avEr3l5G+PYvDHA/QIWd6l+uMG5A3gjrMaqYmY4vStLiBvj0OPfdEIlFGReXpM7leA/HWugDJs7Hc4i6dULUdwke5NanAyeuRCTbpvjwL23N67xPbcnCQEiQJexfRZoKdw0QgeCyAIGch9Lbtk9ZMyLyJPRwgnOAsVqC4CUQGc2I/JVIxOVzPR3vCyGFVLcdr3sdqdYePecjPuCx9Ah7N4xHg7/WZBdF+m97N2mM7itIG72NyLXKA1Nzxd9Gdj86ps0xwqK2Dr+YQ+34Hn00H/hDxP6LMAnltj9NsJKvG8d+yEj69/A/he7LJOPimJzsfwobAbgPs2UqY/nMEfBuaHAzsl+puDPOT7YwF3bNpGaHRhcXutC9DXh+fk99GuXrVPdeeDBDxFst/Xyz69CITMVSbPSbt0Jx5Qsh4oJmVULtSskP1C5a5yVsQDM532mMUmkZBrqPlPAT1zc/97O1WyqaIxpDbJKtV42jz4k2uiDZOrlORIA3Eb4ohUpaiTily1zk39GjB7j062fJTdIJJyRdcAu01P7axeSUCsCqPRkURzo8fENTe3Q2y5efy7XxJWybFvA7Tn3jOm3sbYuBtupwE5Jfqzj5GvZpucJ+R5Fpu3qrdcyHEbJ1/KkT/zoI6VZgo3kHN30wPoIdOXMe8A95ESfbhEp8ebMbU/J0sv+5p8P5zdiaE54jKaTA88ke0LV/pjJu/Ja5fq4uugW0FKDKmRCJRj2R4pF94ufXYAOkYOLZlUH2ZE9QNxScorkvMi1OcMtvYL8e8h3RXSalxV0YAEB7quX0v1vX1TUQNenq4XwjhIDcTT7gpzMoTdfDunFfe0z6ExsKEmPAqq41AAo2aSh/KwfytmZxJIqB+X+AL43BzKFWbEDcRkcv+lYvT67c7mgAF5keoIZkeyd6yVHssp0zwX5q559c1Rd3mO2M4n8PT9DeAJ7rOMtsrN473csHqFbS9NXtI1upJ6Mnian37J9rXZNgZf8u/G4B3gHNJ8Afgb8HgDHQHyN9DjARxvIC6JHmacLuB2Ft+GzEAtLVwku+aVPfS4qXi7MdyWcXMOx9171phhhQpkDC+K6eN5/LRcdYU5QD3n/uDhf2TAJpQZJz6FwyQ6kdpSu/mV2uz3/VESjzrY1Zg1JfskX+jBQcxWhptDaUze81JuC10ukwg6eweDG8SpATteQxVgAYdsc7CLm3kxVFay3SR7b9HIzyvAC9zR6QVzUwO5MXoAPDr5PpNsBXm+n2cDsRttzx8u19+bbH/fmHyaZPdcPIF+BrgL7LeTU9pQ8GVRxy0T7BI9p4868Gs++NVku5PoO8AzB98BHswdOfjR2D2q2di2lOhcjL6yObV9DeCbZD+EtvuTBzLccMtgs6k9NkYeQyU6DOBNViRzy0xpquSOckjVCPAVa5d7S2l2Nv5etYbQNBYEHHULJQXAvpSzwGZwyUsVU9Gfp+y/5R2CTUn02ngyqQ5PMZTchDunAZ8bGxAgLnPdMUOvclua2s/Tml1soFkrJ1eNuQMHYgqL0gCR5etRNRfqX2HH1sP7zoNKgDc2z43gCy7CKtcS4E25dUD34bFk8NPAfT4L4M/G6ItMfzp7nwlwea75eGf165TTPny2VT1qnOc1ALI6rJevpmxvSzQdLSfPSSQB9APrEFk56bcAf3zJ3Nzy8jdjbo4c/IByvOcEerI5N1CH8YZGKndy/bzZaXJQs+ejuNAI6S4gsVJM5I/78k6RWy/1tOEorwdyAToc6E47fTjMAO73ilYFyWgsqG2BfPKxT0VO18yf1DXS46Eu+TZBZyAXz0QsF4eQy/cJnOWMW27tzz03p2L4nn/3367NO9Lhr4cAerhX4H5ITHqJXI0oJXxWCCKe20/cnPZFskfnErIcsapqgRwLg7cFILJc1fPs6a55Hyp7vufYeBlxwdpnATsBHjn6bAzeTDZ5BXYkw98+Urr0IixkLh7zwwvgUVdeE0/WxR8au19y8BXg9HCj7fGWeXiwtzrIMRzoFIYbu1SvoelE5NKh0+11Ps5EgEEuuMac4lKaFZSef9Ownp2GlaGqg3qGq8wZ4OWqX6WEXg4tAFtSbJFjoqYgEhjDJpL4ijKk1iHK5d6o5EB+ceFvgG6VdVxMTgCm+wCRmzfNe7ckz3DW771ZTYtAS49CKTmTj6NJdmdyFTt3Cad1pELKztZ/a2nReL9R+d7vU5y6al7nuGlEzh7bZ5W19e2qWq3ybTyfCXKEXH+WTEeabFeAx+uQ7cuYeAP3ZZmwjwDuJ09Z6FKyfV9Djdilei4CMdpzA/cj8vUa705ZvgGcHpGXvyWYE9w8DNwN5LaPHfB1nZ1yl2HTqInQPSc/l8CP/gAmB4EcRmGE2CTYUkQhd9TkqLocR8jyqmzLn2sN34Mrupf8Nw90dgYn9YWKG+BJB0jCCBpZ8ZWTOWJpKKpfIQK6w3x9dKDbkwWRprkX/V3W3hMBZMNpsoE5mtVaBf1gvDuNNon0qM5XwwdxNjeAH66eYoRjQrXMTfUUKc0+tLa/aXVa9q6KYlkTvc9byGWUYz54FK+ERH9uuXhn9Ke76y7Rn+6gv5+Y8bqVskpOTOlMHvJdc72BbhfZyMgHACcqnkml1cfFw02v9dZyGaYO8EeYcIfPLmvgfsXgsTmDKz+8Jv1YZLp6fq4BcjJXRFyWqtbtvcVjpkDeAs+fj6esDdLzsv68jKHCGmaEBCYGlFOWmmxv70MfHM50uEr13hFQDt2ZRN8Nldo3sgsTqc8LV5mq3YhSHV/k/d8LoAfd+debw24dWZl7bXyerORW2ersM3rukl9on1jm/xRzBQrUlJ2Y98cqKd9VxRajYAM3yG/i4CBPP+RiwHgX2lWUViBUB9zThlbOLAF2n5ykJ5YllGVmjl1j4Q3gAfpWACPPAvl0oBfIr+66nh3gUgB3x3Ex3l49AuDhnaCpr5TqBWweDdR9iabHyuS0D5W9AHgCnR/F2OOo93xAh7N5M1kFUQvhoygwYFfB0wryvQWO59S9HRq4HZ4UwypVKMGR08BzGQ0DiCzg5tlkqgVdyljtsd4AjGARZzbpgIZLakXM9yb/DCknq0cnQco5vq9eKabZlWj76XuwxxBa/6zA1EUAXV0ZCOWsk9aQ6/flbjUzy/a3wGypSebfKpavZS5+ACzG3mIFOSpeYdfMmFJQwei4pEn5+/5M7TqYa+lKQtZh0roZQp8y2otdnljHwN8L+E8Dd7J4Z/AO8D4+nnLdAX56zfrEYratjvr66IsxJsAT3FjMtmWF1G1blm7qJluvWHu8AY/G6B3cxxsw3oq1xwEdj4XJ1cGtUU/iN9voswoFbYZhAlsX2d4fyeSLgvEdHjKpShPo6ssJQwv4YDecjNWDSagFm1V2wcaFNYauIrC2QNMAVMh2FKhF/FlBLH5xfIJEXjB32Qclm/e4ttcN7L1VpHaau22dmBl7WTHvwDldyl8BfQUV8pwoO6ONPfs8fRHA5+SbQdOMNx5QV0+QNlcgDL/eqbb0ox9LnXy7Bvvx9Ny8LaW8rrD63EC+s3qX6eeVwc8XAM/XUgBfWDw6fQe4rNc34jjWBMz9kWVtU0mzoCnAzoy6uUFb0sknmFQ1m8nzBezLZv+ui0wPoD8Wma40IG6siVIBWhrQey6u4U1rxnELawCNyTuD2/tuwgXIbbbRIMtJB6ISygLLJL3n5SEXG5NEHto7lAqm1VyrvFwgIdHbPOIANQkn2HlwmnCUSzaTmXLqxlvcUf4S49XZxdBbkn6kBJHrwyvtUC3K/rGe0veW1vZjnNHY2TtKaPs2bXhFHsagyew2fFk3bQiQj5rtVpGMnz76dE2EJxLTjGeBPY7LF3jo8793kMcQWgLcn81MOzGfc5Pom9HWwC69CKbfdGMWUWTNek8/sy3auXpAX+6A0u81tkyLbgtCjD5WfsPiXqKKo2Q7PWq4zADtzzvYg9lR8tyqGmP9fHgZc9RErJNwNJXqug8AjndfsD8xme1gvZ/l3wFy9dJKWxxAItjJZyN57muSfoBHWHXIdNdetwA/IheNo3OJnTmhL0AwJBtbj3De7dlYnX3N9mBz8hLVcPvLc6zrHbXtBXwFfIKK/40zAadFDTN9fGKGVOQglq7KL9rlY14Y9Ukde0oi6yYTkAcwpgWPzK2mmeu1gz0NN8ujVia/R3j+dt5FxGV6HUNfCagttuhAj6GwYPT+WhLgrUy1Pc/nc5mMUgwuFwbPKaXtDriZclWkr+cWQ5sbzkOyp+nmZaK1zFIZbkut+r7+Wi9DDWBHXn50YLs0d+YugNuz3cHWcu6YRjw1Fv8IkCPX7VuZvHVyvRn8+XifHqYd5FTFFbGlXPfPioM5gG0GFPLOIODhFh3C6rIfJqRUD0Opu8qZn0ZAJcCnA1zBOa3QeniIL3cc0p1NF5M4SKMnokBfhED1hj04tMn7yFnScCMbWktGRy+m00W6p0nYv7iBn1XBoqVUdAOUAxsjni2YumRfVgwRWw6ocvEm1y+U1iOhOt2S61EnHuv61X3diqnPzVWPqaTWCYhL9LXIJQA+MZ9PY/M2b3yV6K3SbbttlqRUbyC/dl/ea281lj3/DLBfatc3420x3EK+10yxmD7aAU6Rg3fWHleAKx8Q2HyEmJOQi38Ee4s96wbyBH4HeY/rDvLuNlLk2lSLB6wzkkqui78OojOA2xdaTznAvFleI0b5opoOiBVhqeelzmi2xNQEjhPsspZFoUNAhzjTs0l3Numuy9RVLTan+5lpF8Mm3jbJHgqe833xeIIXUdBj6qKSxFqDbh0hcHUE9xSGuLoxsNuqt754ZoC9g3vWLKVcoKON069Ab4He04XNC0FUNUoD9+wgr9VbIi/X+cyVV2vZprNc9BwDP9tz5eLL4hDPNuussbg0kAebvzRPPZaX60llwvUpzWXC8bq19c9zFdV89tVcjlWym/nWmfxouXgz3FyiCw0o2AFujB3Pp9YyXrnST4A+AN9AvrvtEcPH99kCNUGOAjlsBc+cR8z1rGr3xVZnc4G/hoEeTLbCCR9WPAIkUyhi6KhKOnN8uIPcAx2HBTqJgg8LQprW2+oYxvbTcythEEmrOGtAh7G7ZJw3wGvlNR38GSxqCJfI4XyYjuPL4lzcDKJjlHxZgIUGKPh3WIfFR4xFC/RYmRQB9liW12uac92vmNbbx8oT4De5eZvZoQ3g/WaOWcI8BeqOeoL7jBsgnAuLS1SwOaCXarYF5HPJwzP/bmabxB1lG7DV2Tud9R3cwVipmuw9Z19XAL+MlW93Ee33JOumW6zLhnFjsuWU0UcBfKlJt78TGhAH+OlMPUVxLkxeAO9Le2W+LmHErSBvGMfx45S1gbx9aoLCdmtbtRU5BcXmkb9GPCuczUW9AswnqmSOGk46gOFyvld8LSCPJaAD5MHcLt+Hy/koRRQFDy35TlE7TyXfIwI2N1Zh4NzDxo7PA0HJy2mdNGPao9+10Hqhb3sAACAASURBVO5/0Ni6fcvFKUH7nIinIT591z2HWG1mZfKzmLuDm6u+uVcdLqx+ezzO3lllWCZb3EhjYfYm12PJ5FyXbfb54Gcxc4D4uZpsPUdfpPmMnDyAHVN/C9yLydYfjJTnqgC1XIsixnkDd9SqL456A3fm4sHevvhDMnm568Xgfs3YNm0MrvyAukQPgMeNKu9Anh2Ab/HveedaIO+Ws/d7x/dT6tITYqTbTDbyBQLEAS525xPhtlyvulxnNJB7GMWyJRxzkRk8DgSbqSIrucAuVXvuGfnocBYbD8/PJQ24zuY6zVVXsmWawlAgQdWvLwrOe7zofDbQr3m6loXu7EDptlsmbozc5TiW71/vp3ZAJG7QEGwVCkVdmczK/TJfP3LMXNui+wl2LyP+GOAfAL0t2JlMnq+b8ZbLJfvzWc+X8tQEenPMz3ntAFKea6tqq1wcrWz1kof30xOYCQuUeuvDiE3c9KEzc93Zy1nv7iEehlurOY/XR0wRXWeSZalqc9CF2A02A/bZADyX9ybdE9SieMbntICuKdkjs2yxh8bkOdKFtmCADzMMIgwhTCZMte1QsgUD1e6qgXCqI+eNtufysEBeghlvXZ6Ten6t0x3LWQA/gskfKV15nEAAe0jm5gaYyj9jvFxzvOsmzBeAbzneHkQKy+v97qo8rGcTH0u3v6XM2aNDoKxiiHzSwSzHzUonCppi7DEn+DgqVckloA9j91iEo4Od2vM+hEbbOWUjyAuQ72zey1hnW6bJAJ5LNN2x9LIAhGxLOxWDL+BuLB7r6y95+A3IE9RCfqvrLTfvn083mRMAWcPeJ6Fk/XpbRjlWc2kLMOayTVzyfBkDd6c9TLZT1TbpIEfuM9aWAv+2hTFnQtBQZ80T5GWnenw/p59fSJlgcrI7YATImTAD6L4dzJABy6NBlvtk7aa21gT6vclsfXFjbvJ6bNJR1V0yQZGPhkzNghC7XbDdtEGqImk3TVyq9+Wfi9H0EvNZTPAK6I0BIk8XjTSBwMoL2CPPVZU02VR9ZGAMf60Ong5yA7hOu3mkmYzDz9fNthE3VAz2HhvIqUC+G24XgHtvlCDXFeThssc9wsNp73c0OU8rO816855rN/Z+1o0S6m+nMfe5gXuKBe5y6+qkqhXkfiE7a2tz1Nez7z5Ni499XHwpiGFn8CbZR6zV9kBfmDHWTK8lm7xUlUYWusQY+JTYArj1Ohj7OXUBe24XJu9yPWEOVeD4kcabNwjFOLcBndhAfjQmP53JDwUePr1Twatklxva8O8DCMzD/n0oyMsoVW2545TuYwM4V0Pr8OmtXBcI7Q6Tl2qviuqbV+s/L0BvgRTuPFCMbpVwbPdkz4kxClX2XJvzu1gUetg9zLAAPyT8hJ4DEvOW5/C6bTd84t7U7W6XlZsXyJV83DfYCndtoRvAvbNu5ttuwC13Fg2Qz87Ic5lYEq/3+eGx0ot9phls5wbsqbXsstS1uLtLziLLt0uuN1EQf7eAvhXB1Np9zvR548G2uENK9Fj04dHYezXclEcx+IWtS5o/G8Dfp+A54/3K6DOAruoWznpbLDtve3FjvFGBnMnwRgbw4VI9ns3hq4UQ4l7amfOgbwZwS5UYEYMIR519MkQAXKf1jsHm0wCuzuYxNrxODbQLQoMBN96Wqrs8uBt4a5Pu/bXL+Fh0X1tkMcPG0APg7KWvQi7ROZ1g9pychYGjQE4+FMgitsrMmKBpMp5D2o8JOltZpeeIuWoI9+m8njptzvGF0Zvxt+TlUMSKvLpJ9nS+2yIOEs/PYPSbz90sypjG2s7g0maXNcCLdFQjpXvc8QQeY6HI8uaXHz4iraMGakYWUyW7j2TyurNJY/SjLd3UVnXR5qYrD4juLF65dgHfgT4F71Pw/hHIw3xzuV4gX+P7+PPdZ0+p5dMp1QnLHTVOttvhTH8WJpfqbjypGU/qrJ6yPTCl6pMzyHdbss48QGG86aw7gWbeWStW2h0eHeB9Ij+vkj0uEnKopGK8E1rCXddtcW8b4BeW8DTfatArKFQc7GJltGbE2Zx0Ggo9VgMuxvjV83AdXMwuYqrlGJZ+DIacM41GjNnO2Z97arKf+EbkOXTWDLic7NGY3OR6TPkMgDvwm/Relk6OYpY+JBarrqZ7rjWj7KYmvd8sYZkjHnmntosY0yWY1uuJdtovmiWAThb0i7MeMdZjLuT4HpvLqqoN7Ga0MSZgplrk4sHqzujPxt7vU+q9KE5/vjjszYTrkj3wbCB/bkzeQT7aTe6YMUcZb9NzUB0O8JFrivg32ZzzvOdzH76A3QvNhtbUAM4DUAf4sNeYUVU0vICg96ZujIxh9yRjtimfgwro+zhoFkIgx8o7iJetBVgEVxiLldrbe1urvff+BnZjYna2ZvDhHciI72cz2QZ7qa4DXUrC84hafU5m0WNAAuBjlZXdf4jz1cWTCJB3FkeBOxVM8wrC+Q/gxr8lm5eB1vNyvWHtNNayZLWMtbulnEJJxXXo1wNArfYLtNGP2kgtLrkDurdHy8nh7chsOXnd7yzWPa+S4srLW5lxy8Vjymjm4qiKttNz8citTy2AB3t3qf4MoPe8fNr72d5rB3l7HN/f5wpyz2+YgEMK4MdQf283on8MdYA7e3thiA+Qu0Tn7DgC4CzW29q4MwBiDLY50jaUNqESYI9bLq13kjDAn96rRo8bQd4CPYZIFoDfyLjO4h3g0sAQnyN10ESAKWLxyP1Orer3M2Nncsu/eWHyLOZp8rQX+6iX9Haloue8MRydhTKIsXRw2TkVxlfm7mnKnSHYJolc922MfQvydVgsZXqUq24GW+9gtV2b6JTKTYfPuivaXu9Um5ENoDpo6mDP4bMYH6e1bdPwbDchbAbbKxZHsngQYzFvN9Ges8tzwftZDG5AlwT9YsJNxRRxwLfS1g3lx5/Pc9nRS1nP6ePhQ3FMSnA/BmV+IcMr3cAACXAa0G0eev0aURWjxP28IlfXGPdVcTNNWvmmOZc6zyXvsR70mfIqeuFuvC09NoWWeP1Y3Vtswe8o76ZGKGA3FJeVP12y0/DKQHcldartGwoVe6bDc3XPz4PhaXiOPirYaPg675sDnOdPLWB7x/bCeLuAuykZNBaXfK1lvkkD/paH30nzcs7NUAug95JVdJBHJxsdLNoLJwlFLK5BoLx2+uG1vio8XOKlAB9t3/LurFn32WW55l4rXQ1G1xouS5kuIdXVpXnbHODvu3T3DuD0DqGDPGR7yHXZUH5h8qhwi5ycmXBMtcKXwf6F3OpnIy83cNuVKeYO2c4xq020mN2l0SAY0DV6wZnAjwKZayO3IaTdgNsvWGPy5WJj6+xbPl6rjWABeuawW9BYUOgCcvVCnB3gNMlzc4YOl+Yu4XkQdI4cHtQlR1wZXfr0yM7oXZZyZ7BdrttJ94UXsg1aPh53Ed0ZPDuA/n7OhannubF3N9Nyn7VNb/el6OUGpOQVlmG2ZcGTK8X9Ot9/By3t1IfSsAA8RjP60NlqtmlK+bZ0Ew0rehFNeb5Xr5mbHgze5LrE+5Lxz7Mx+hRjcTcle+nrvfHWHgbwKGW198dQPJjsi4Rz+lvmr2FvKoBhjB6rIVmOzw7yGp6rXocwKT5TRkbOsurGRhtG6/8Ww0m7CbW47mUIdEwXMXRZ2GqjK2dHlbz2NiSYhFcDdAUNckhmBbjdPC9z88Ne8+Hm02DwUF9PrEBu64CHCUTt3IzRc/iw5Zkp1eHH1Q47zRm0fHxn8hl3Di3pjgD8nJ5HNzY/G+Cl8u5VqmvrNPail+4NfNDeUJ+AFO0PxO1liKozjjO+qnZKk24ZH9+2LsUz7nI71vj04UzlNh6OmlUWW+biKdWbTJcV1D868M8Cesj7yMtjhlqWuMoO8s14i6Gz0YB+DMUchEd8Sdzmt+l/yooEseErl+tWFuvPBAO0+O94dRj70lG2Llw1XNxQMVcnTQOkGlrdce9BvwO9bNQXj8zJNQOkmMSDbWF0ey5jy76EvAEpAijkevgQk7yu3vcHm7vjbscvkIPBk6F5kz0yA29Inmcwjd3k4W5UoefhAfQd5Q6YPT8P2SzB1A3gmxmXznib+91XUQ2ApzSXfYisPr+0dzvOTKNcVqunfCDkIsGejHtnq6hF6PeL3Tt8wj050AL0HDJLddmJp+fixt7aV3bRVn/enPBT3D2XTa5LY/NT8OPsQJ8G8NPke4BdHOBVy76e8fHjeSfXgT4x5QiJngfJyyqRSwQ5YzCZl8aEugMmcd3+VqzmXdSHokDI2ytpY/MO8G5uxESMHdCN5dJSXdzlejZ1p/a/SMdDMkoBvVxnrOWvsTY9NcYI3yFYIm49vJhxcAMOLtNNtuffTDW3fXJJ9gD4oCUQdTlfbiBvgZyXaJXrecy7+XYx3rbnxsbrqi0raKOS7VKH3tdnkxuQaz9MLbB21o7X6sEGBXHE5LrId5x12RKrV5NzHCJ+xhpXOTcgjd692rDWZYOvzbbPDxet8fHO4sHkT5FlbPyHA9y2aUA/5QLwc64TVWbEZwf5+z6E1gAeBtwh7AfmQD8q6Pv32XTOYaw91ZeKUjyd0QcpJgNDbawwGV2AKHdVVpCM1njO7jQueThildII+pw91M23iu1usID2Tt5Ppru6PT/PoZwt6OAmXAskm/Wma64+GugHWe4oDnBRY+0GcnHW52HMbuclNp+gn2s33C7DhmgdXA/3ON9NHnewZ24sF8bNqrQE+C67tcl1bWPg22cujjqaV7A9grlj7kCA3YfNYmVdigUBVfO6aJx6M9oqHsJTYVyXgFrjDLHUVhptMW+gv68hs1q6qc0oc1a3vLq2Plz2Pgvc35/ijD4T5O9drgeTN6DrNk/jeD/3ITR3hqnAPkVxTsIcCjmCxZFs3gM8ht9smqpXpwphiFX1HN7bMIVUB4aqTVdlArTV/cpATlP1xsw7SuzbuLk43BCeB7nFekYBtqCvk8zJEZsbffcgHz4gCZCZmZbj6P5aGSnfcXCT6/U5YbHF/KcvWDmsCInbbXUXkCfQO7g3Zs9zvgF2y4V7br7eyGAFaDL1DtrG5H2iyf65X2/buoaqaMtjw9fJa9cTcPf9Jl3pQZumWxHEZcJPY3RK95xdno9mvNkiEAG8BHZIdq1y1jDdgsWfO4s/BT+eMyV7SvdT3HjTNN5yFtqd8XY+Y10yakqWFjbXYUUm0X6r6dbaC+lpZFHNIMUg8co5wZgApeNuncB0wA+14TgmKyW89J7jQIyf9zxoMUzaOPkiyfrB9YdGzFfjlEppq5F05/kV28DUDNz9jWMQtRyRuYPdQK3KZhIJL7I+DbqptkJsq8uXuJWP5/DmO+Ai1S9DaHtOvgOrAT9NR7lhcH+W3UC7YWg5X4A78/5q+/IGXrdtmai2CYVapzTbFsV1+RJUTHT/IpXfjfm2FcCEbEfeVti2kOnRT4YZ1sfFu8FWslsX9g5wf39OfD8F7w3oT8/Vp4N8Tl1YvK6hXWQFcMyQ66noLEgkGJ2tum0o+b34FKK2FvTSaS4pTpTDKobYxiKeo1POVR9kRtyIvMXg327u5nk3+QQBPRLg1PIf+I0FupNO3I7pjtF7vHcJnlvl5BeQR4PeBiLZZSab6mj1AQSwqZW811aAXRQajN6YPA26yOUjZ3emsYVanXlIrINoYM7hswT5hcgL3JdUpOTzmjvjMgS2M3e8Rv/3efOZ/XfjdVyPmweT51iMmizU0iP0IhjFC6BXJ7FXQYKqvanJdGrxRg72uPGBMmdVWxpuKdXXPDyLWzwHf08213TVfzxDphvAO5O/t3x8TjGAT3PXJdWXXz8UOI95FsgzSIPN2eWhaDJOTLrozmVnbiZaat7LdCMcHNU69jqrgILF1W41RFgbGcxuwIUZUrI9pHnOqW4Mvhc9NOdlQ3lnE2fxfX65NGbXGqbYYyhVccxSI2f38B3Ex8+TsSkZO8xCe98DjlZjLuV629c7sw3Yd9V+60ScDoqS7No6tVuW3p3xkN8vgL8ogvz9nclXj6OFJsDm30Scat4pR6GeAvXreMvkgJu8e1tRtVWLM1pkehFPGL/5zFafHsspm1S/5uJRrZZgb9t7k+U/gsGftT9k+ikG8Bmz9jaQLxWaAI45r7PQ4mQtGGEAUnUXGM5ihXDyv1vG2JlwDMp8fIjgOQPoPnjP6sMMIW/UV4NlMEY2bjakVKNSB3ZcjLxVkHUUCW47sY/IvIK/gfsjgEsj/+0b4ETu7eJuOwyUKs7kRCnPZZZqsskqK5iZqxOIYhoedX5d5i9GW1dnfHOYe6/fgZ6Suvbt+XgC9gPwd8CrYjGHNEY1tF7fg9LPQxRRWMmMXBiiFuyw9v3po0n2KyGsQ2q92OqapxfQ1de8jziOmA7Ai6xlrAl2qWGz7qjvOfi7G2/TWVyCybvC2kHuj2LyOP/MZ4Ml4D3kKteztTaQ51pwg61SjsQYXRSH6FL10xthwr4/lnpWbnm5A1zpvuF1eX+9cCnLbp2XNegvDNcKY0KmT20T9IHb4DScabUNfLUSX/RyqamPdh5sSz91MHNj/gS4dQSdsSNnr9x8PZa9k7vNf52541mmLLJ3AfCngI5y6aPj0DJszUz/TDvCR8sIEM0hcDjQ4QyerP6is4iQhTN5paeU+2rBjc7mfcis30V2NebyXmXB3KqbbG9AT5leeXbffmzv30/B82nFSZJA30He0p/2sJx8CYhi8mARm9/NgIrL9piAskrCsYB82uQWMsPtYEqpXkX2npd7J2Dj5jEXmis332/ot1UiLff/JsoZW6tMX4OmB/WSk6M1lPTgXAEeF7MHZ29a99/ybrBilpCNKBDZFFWX8qQ2b18VZahF9dYtwEumA64GzuqUF0Dn6a/AT2NmOW9g9SKk/k12ALfcvHUMJdGlub3VaUqCu9i73m9YRAHczDVFwB1q0l1Zc2Sij5Lsjn1e+97XdyLgNW5s3+qqF3NbbNpWvpBqSfUEt6zLOPXXzxcAXzavcjvdbIsFNmRa3Xp0pi+ZXIFjxhBa5CcokAeLqJLfQDQq3Wj5G3b27cs1H8PddCY8BqGX8gXApwgmx3ADFWgoetNqVMRyRlt+pLncEbV/r1x2Z7QEfdJHxswK02AbaYUGLUinVmCm7NyClGBmogHe7+1GvQPw5bX8xg+2qmg3D1/n7ma4bTllA/gi2T/IU/bUpAMdDSSqLwy0tiXbeweRimcB8hXYL9uP4DfS9H/rQBf1BvbFO1WX4bLsvDZ3mPIT9UNVr+5xl2we8r3l4wuLt7zcp013mZ6rt2zg7rK9y/Quy9Nk8+fzFMvBnb2jNkFaR5sgj4B2sLtct8jrso7IwG0SKMBtUx/hHcH0zzKZwztOB/oUHCfhGIJzEp6T8RjbInTi4+bieTm0Ad0rloicvd3J9IUgMx9vK5MuK3qEBF6kekNeD/DAdo+yxgKxZQ8NLHK95+a7TCKQ35OyfprURhe8WK5uVEEAqViJr1zVFDFBJxZWX0pXqXUODeT7ZI27RwL0FuTxfJePN4ZvLBIBl51iayMJoFcMpmxf2o68c4TJcwqUO9DJldGt0VaJfl7n6DTqBdb4SJ+EMsZAY0kZKfPvVa7b/cODBCtWwoN4tRBjsvm5Vrs9G8DPGeBueXgCfDXeLsOQrtaOOf3wMldRDxyFhukz/OY/RrMm3aEACYiAk6wA5smEMQnHSXgOsoMdXaYTljWmdTXeDOjbcBoo2bwDnmg13kBWOJNSq6LdaXND+F2wA9vsMyTrxBaBO1tnuYmCkocp0725yPYFwIngd4h1hvdg7sthZ+FMBKCzejjqK7jreZXtH533Cuy7EYUImovTrgb0DOgAtG4gv2un3r920y0ESLSRf4by01Sf8c9FQGeK9eFV9oePZGS89FjZcu0O8EWuc9xaOHLxSusyZrQvq4xNzRqI02E/V+Y+3UGfUzBPxTyLvVOqz1KbC8Bbm6bxtvT+cCPIWZwD3C7Z6/MWnJMITyKMqRin5d/PyX7wnJPa17WpsNzQLSe9REDE656L767mPsyWncF68Rb5+jrWmzytA+jHEz30nfF2AXoGqi6/0cmE1Y5LPFcvCW9FRAzL0VU66wBdxu/yvMbL0drhs+ftAJUCzV4fsBs84my1K5ww1qbW695Ol0NY2gzNtOz7DPKmkLZONTujlcVvH9ERbm1EAfA7J522eEt1SS2NbaSgkeLVMNoq3TULYXotei+QCYD3JavnJtVlio9WaI5YLKoMwCHnu513NyGIvALLc/LhUl3dgIOkLJyNZc7T1oLLmTKDWk/FePBNXq5+x0ava5fmUK5s3HIk70Xzmd2sQ79oP5epQJflnRHQAtllJnQBcZYKaOWX4iHbSCn/G6964AoM1OpB60tvtJvPmCFZhONz8rUtN7UzeLJ7RDOqXW7O3Q/ZjrtJ9H2UIZm779M+ShLpiy7tscv1e6Bf28yFSHZ+2Xao68Ggdox0c/1KMXz0yOuUGEC95poZSYuzXnGmaCNFcc6yL7dc4+NRq35h8ahl9/y7hsqiws0mAXVnPUxQMz+lKa9y2R3kHeDOnKwgZbslsAowEOHnQFNMX+KFSACyfPw5CccknJNwJpvbCZ1MOJlxjjDeainauTiTLtc1lEMBHNHwURBzafS4QB8T2BrswWDe+/Vin2SmzuarcdTddrQApuWdPQzMlGAXdfb282WCgdgD3Mo2XbrDgB7lwjZnv0v0VbZnEL9qjABze79I8w50YDHSKrAjddEG7GjCBvB81tv7XOxtpn7+iNy8MXqyOEVnRNnzqh9YMvpnxHvySLRTEctlNtpCIpwsbvL8ZshMrxL9KSbHbZLJzuJe8JLg1nTTl6GzKfla28q66kubp6qB4pDzREj0ADmYncm9yCSnAViYkufixABNWJUaCaaD26S6NrkuOCfjHG1ReGnF9QIrjBHYKrCNGTqT13riXY7H/j4cgvViBMt/Avbh0ibDo7EUKtcqBl+l6l3gtljKobQIVoKpF6JicQLMgPN9o7EZu6SPdeZav2bzqB0NnbgX43E7uA7yxERj6gCmqo/7Yh06nAFkLbWzdoKbQdn27W2ztp2fmIZ6Qd59Oljcjq/dLRZ1ze7aP36oVE3Exk4Qe46+Ksoa/bF9BXBU+qLrPPJ+/7K83VFj9JqRJmuxy5RkbLkAfLY19ybiZqEJcpfuh8xnBUKASJzRxwDrATEar3aZxuQ2ndIq1yhOZsYaVIw7NzGWwsmbq/tJF8BLeqnDQbNctcbD/aAbiGm5QJe8PHrpz9D7IkmLtUKaaga7ZkB3Wdq+ZpGLFke6gbv2CQLctY+VIO7Gh8vMZHl8MhyK4RGJP+J0/Y/8/SXwd9D5i+V+1xuT7275RP/sCvYd2H1fHFPLKrbW85VWoc7oZmSmqUVravUZ0s5rwTcxssQNL3EVcVc1HJTGG1pOnjHhBDal1VhIjZv3+5qdU3Mmmq3bVgVGMvetA9xuVSVxR5tk8M7kwCHz9ACskwVs3NBudhADWr4/gorhLq/9MDOZnBiSMv0M0y16qGXhiW21DF0bKlSY0fImye2Al941DLfVW+jXyf/ts1GQQN9kaOacwe6rGddD9AJyBLj9eBbAX/cFsEPGk39mqKaMJ20GFbSdH93suz3Ndpx62VdgLhnaARvn30HfO4ZX++7aZT3O6LDcblOFkKFaQA3g4Sp/7soS7mJkB7pfgZ4KxjFtMQeiPI4aZVgr3jqx9aGzxIZ0jES5ajfXKv9eWN3vIityGpOLJ0kOpAS5nsbkIXnVwaI6wH6QYQQBtiiEue+WixM7A0+FDIFMggzBzHy8jLflHk7Sx1Hd1IGzeAZaGGrruOSy8fDjXiUUZeS3jiHD+OZRP1rjvujpeQEgWR0rwPfKrTvWjCNhB1+x+XWfsXsxOoVUD2MqAU7ZIXgoWut5p/DxQy/H3MG9g7XLUo305SeM3ff9rF3ishlyQ3sQGubzegT95HEuB/6T0+4/1oC+p4KXYqzLGDm31K13PN1dbzc01FWaBz4K2AqVG3Cnox7r2tv94GUawCVuSqmKbsABm1xXtOISVYjaM+BmB1X+bcUYJtmFFcIB8DIITs/Hu6EwRTCV2xrUV4BEb6hphLxo6GWo416646dBvgYb9HqxLqyWwV3HP/uFbl/3KrYyfU7mpsu+qpYzcA9YxyeIYpBgfM18veLWz1s/E+1xvKup1vHSAX93vrcm2+2+120Sz5VW7ED3XDy+j5rqa+76Z2V7dpDUG8433uPrFdBtzTmVlRR6Ctdz8VzfrePilOaYt2KXXa47u9vtog3gAfK8002YcJAXch1kjjoxbNyMy5ghAqb1bhLSmAGe5CBXyFBf5CDycwN6v+dTrRHdt9WhrqBql51oDe3W28ZYetavp/F2lYE1PpqRjf/P3reuSa7jyAVIVZ/x+z+s93QlCf/ALUApq6pnZ73j/az+1JmpyotIIhgBECS7NC/eLoPXNNrqhPp9Bwie8rDfGhgC8N5h4h6Mi2vBWhmJh7bvEDcsA70nNf3hwax7kmIB/017fcPiP64Td09UzPeGUnYbHFDxXC0Amd/NbfiuV2GDSNcPnRRYzj8QiOJ4fbghbZQog3Al3XeC3RZ9yFmZu8CccwQam8eS18bcAXIkyM0vb7IdwKXr5QDy8kZU3bcTlqjIZZJ47wHsAdmSAB8ZJdcWcDhBvRgYx5nMiUqMQVQcy1Bm60SxZPZSSHepTxwyjBq5WbedlexxZ6CSqdRb0/VbZtcbw86fv7H5PRgX14az2HQzK9aXYvHoj/1Xvdt+uIOj+A5EHCqkyqqtXDyV8jt5Xp311yzOnW7bEJeabPh3bTiLx+8JNeH2duQfbj8E9F7e/sCxm5sq5FOCcE6Vw/Xx3s7N1fPnFKxuwbbjeQLdZfneL2dz3yN+L2JzD8Bl4yquvc813obnUM+sJF222kWMmYlM6NjYe0C23YBt7cImTwAAIABJREFU8Bc3Y51B3HwCnYFPhpIGk0ZBEoxbKCv9aCzqfR/3/UIx+An0ltXFjI7eO7ME7T32g7sBYv9v6KvY3O6RGZqvqXOZahVhoIbjNlqxAOosvoI5lzGQdXZSZ3neBSH57++CbI914B3UiDZTYEv0OFIAFx4+KwKojqgCpRx4qh+p4Os9G7Ang3VSOAGPfCz7oCCtnvaBR+LjobWd2OnLbRXgY9HM2jJatwN9l1+uMYRGhzF5VAKA2Gtma0lFW3fN2XwMWzyCnm+6Sd3SZ27t52G0yHk+e7mUyGBmjIqvjCPBaA2XEqra7E2v/WdHsXYHNwOeZWv25gSQ734gvQs1MEe987X6LSGGrwUp4hp/cV37GuZx32e5n8rSJfvR6aEzeVz77ogklyh9qhKp67aOeQf7ufTyP3XcwI5mVxzMVRFwxhsHiY/8qWcG38eYOLuujb33/XWC2Vl8v/KaDaG9UqonyEuur9DBzoQud4ZmZhFSrg/rRcR31Ny2Ud84AF6LK1TAoQrnQ2mNybWDpDFnnOcYJg2tMcAJ0Nkzc/v9QfvfZPsbNs9eG8VgLOu/tDF/TwFbcydOvhZzlYeEVKfOAP1aHCXp398FM3a/1qPqfO2U8U/TRr/KVX+qgxwiBI0eAJ76i8MXLxYH3iuF79pahBQeTvthhXgO4w70yH6dZcccb8ID2fkyToQRPYDN03bVfXBj7tUYPMbKWyKM+t0pcOkmJs9CRHNZNH3IgIrtNmqaP577LhrbM5J2DR2wT5HjhCzV98ng5JuzoanQEGj3jSJYmAky5Vhl78wKH/gBs3LD4ZCqDdx17Tnw9rOAU4oNBbG4vr2mCkQgKjphK6I0X5xri6+d5cRxj/3a9yz9k2vflR/iHZL7xkM1A28BehvK7YG3nNgUPeWb8n17sCxHtyV5uBbfXeUrRVcszgRWJ7utlokacaCw/8MfP/ekS/97OfbqdQd55Ph6dL3AEsv7ukAUsQ+K7/+9F1QD6LSIn2rNgslTq8DE7N0PPyPsIQUfAhthEimtGMzc60bg7UD3Hx4F6s5ozNCd4e9+OcvVd8Yed/kVi393zVsPSOYmka5UZU9l1HqOKDNd6x3eT5n7fu2x3GJ/G1EQ/9Ht6iPlsHCHW4G31vH+J6V798c58YrB/QboUc7Dlm/27S5q4iDxg8TPDvz49xXGtpPrCfh6nrnrOwBu2Lx0LzOWKJiq1zoA2YAsqA77IokvNhbfuiHqu3Jyb0Q3zpuwtfMB8CV//fMReHNG0zTWd0Af1FBvGvMHDZ5GrseJk83rWt43yhjtfV8HoIqxgRwa+8Nr3R2pYByX+ezynu6prunj+34aZPtJ4I3vfUsk81TvsmHDgKcvrl4D2R7UNrffeLj2eLgtvc1XR7cnuw9xuyQ25zZ/Q2jL2bsp2QZ0Js14DwFbK7hmgKacdQ68RUIMgAvupCsUOfVne8l9a1KVVZPk9wTPerEvH4h5yNkLbR4aqzP3HsO9kdr1rFF9kOv3VkrTTn3KUfb6zJe9/Xfa8njbeb+NabTA/9XvqrJkj9DTz4JxfI2/cECOa/f3scro1/ThGhnyH177abnD2RhA26uw6tmHVb9ArqbhKOr/rw5n72Y3qGtvbI2ZHHrYgL5/HnK8nhdjJ9C1A70wVixtQD+GzY5OwHogB7nGEFqks2akA66bHOBy/pB/YfQae1IPRoweDB/gVoqiR6Hyb9FS1Eu2+n3P0C3KHs1wx/jbo3UuWhX0/N7O5lke9OGl2/1/8dsFxH9Osmc1+P1xCE6A2/v0oX714Z7/M1L9p+UOd2M42ATVaUR5mcWfv4zu+md9dbMPri1pbuH5AbTeMvuUYqXq4EGgBtVP2s+BEQb+RrG1VpKLMqs39o5YGbG4E/gVlF7JkvE3AbDcx93QYf54OQ3bCxCPBFKyoHaJe64oFOg9JwO8Y8HWMoJOW3HvNNnmaKPHI35EiwW47fjPigIxf5zBnt/xI2uzIxd5hObWP3ztqwBdlLqhhO6D3/fu3qIMASd+3zuW5rbbx7UfH3HL9FtNdcDrW1ymy90monPWo12ef0/IbA6Z3imdwE6P/JvoZfZcM1KuzODskrJLhwQHL8iBhi/HHRPsXobDM631nIVmiC5GcC8IseSQ7g2MZZI8Am7xBXkjVezCuJsDFfCUK+fYePtsBF38xqrhzkY4rr8b9/zBGm/ceCfAE8Sg+22fuYP+p4yWd09EZcNl/VpJ3DuzRzGT+Y7vfge6ds8PIH1i6bMDaHWD5/r56ogdjqJ14rdYFuf3Cj36dR6j/tGRbHzaz52pG9ifAK71yODmv5+jSIyfTKPWAHt9O2MMwfoMaiVgB+D5e/0LL1VfYEDDnpjRLfAme0BH9CDVFbVc7wb2qvXWQFqFLiB1ZoiZaK1xn1opHbrDnzobJNvoKxq/H/pwtuvaX0ejnPf6U8NTOFgb0DWB3tbW0zuzV4egORz15/dwtIXer3HZA4pPAP9p53a/gyiHHHXbgf3ULn9y3OyBgc+vb6Dnuz3b/6m+6LUeriruX8DvtUv6gDlna/bBTwYnXF7xRR3odnM2LGNvlLwz9679eZNIRw+ldJObH6lVWoW86441ax1/hNT/4iMaI+uUr+PPDU/5ycnodenr99G1Pz3uAD/a5+Fe/zMM3n7XPx946iD5sw76v/b4xg4JwGwXVcZD1SZBxhsDPyAmt3mPpow3vaeD+fEagCvuwjtPAnr4ASOfl8ygMDqVil9yqzcWQP1GVgq4UziMGPT636qx7QhD7K876OP6H3/xA9Bv3/cvBPqfSu937/sp0PkWmamrM3OAf/PZn3z/v+Q4mD3b+JGwEpZ5NPDHI31Hw08Ch0+Of9VMs3cMHl9+8R0k0M/jRlMcSIiCPDfreZ8B8AbsfPMXFQyQLD8TH+5Bkf/O448B/e5zDcAVjMvj6PMCoLWlUD94AQl9+DsD/LzeTAD3INufAvw/e/zkN/6p+3jXmXaf8OvfOOqwM/UB8HcVFuTHTN8+hKON68sY4ACD3D9kQH8HFs2bBkmNTr9Pn9LDqJR6rD87aojsuMengNv/w8eXTI17MbkqI2c9jnfi8rSv7+R2XP9XSPR/6yMj7XztnytnryOla2eo9vnD9yDdNx85fUf0ZVj7nX1929BE6dc//GQIrdf/Z5AOtPjI4x/+BxwnkOLad5/5ybU/fe/59/9ugP/XyXVi7H8FZ3AMSvu1b7gRIIxpQ837tz8dzyD/v3r856rxfxSD/P/jx8d/mVz/L/iO/+7j3wDk/xOq8f8f///49z2eQf4luZqHl6l/3zBxG27Ma7QI4Vv//5vjbd/wP6fTqDp6F/Z585m7O/n2vT+59vT3p3b9n3GQQ3LGtf6ZQ6RiwtKvfR9CijhTQ8yXb386euAtJnV88y1CP/yTTfXyfQ/3/6dHZacftf6DAOD/S8cJcEGtxvru/UAtBPlTn7VF5yXSWv31u9/g90m98X9I1VMUux81tPfzo7eh0DXBLXj88OF837fY9I/EyNNjdF0q1/tmIi1UWz/YNyx4M54p/QQVONfbokJ9eVDgog8dBbj/PcyM7P6PP9fOBvDq/fn9fPAmMd8ZxOPffZjuHEZLJsr3ib9P6w1nn/vlr/8bH8eNC/2hxq/rDz9RSbX6DJic8Q5u+T4UkT7m1z+l3/plBvoVb+QVMPrmhw5J2qGk7yxRTM4v2UpFiGHi2lmYJwlzq8h/P6auHlrptVe09vf97LueGfzte6Wz/K0O/7Qw+nOmfve+f+qn6f7rdn6y1uz/zaOTSSSPsZ0WFsUX2oxDWhn5vfHhhp+zN3Dc8S4vfe3D2GXP7imBDmfyZ4DHtb7fty2iWD+UrO6lblvOAGiML7Tg4FkxqELeDgEN1/37oFyyt3VloXRd/wxoXwH8/J6fAPyfBscPgR7f/6+Q7nzveY3A8iQ6ftpp/uuPb+xQ0Ow57r3K6DhIjBBToz4UZS/MeZfRdgmKHYZqmnU2QQBdFdcd4KMefQ/wfIy/1YbZxPRHY8TXohfYPk4LHqAzeC54cPZ6Z0XnQOM5iHyM32tc+jMVcP727fTa5HsT7z61bubHhvYM8Lu6qdf1tz4LTW7M/9U9dFluq7DEEjRTbIWWSjnVfG6fFeoQunQ/Z8L9tBYY7L1u77ZwPv+qbLe/nfYQ9pQGA0oEeP6m2/0c7eLIIPsXhk6RHX0Bv9cuScNckKv4Ii6yJzAUqsOrPvbYQQL98t3qO4OLbbCQ+zOLbWEsvhH76SMUuIUK0AMGrfcKoHOhgeOz9969Nx01Bl9/CMDlLJ4fmt1XwD73yqaSQ1A5TAnAP+lYGsDvoG+GI7RSzPGb906xvw8o2z2vDUEDsmPWp5zaar7N7gPUcmf0H3dwctZlwJ1fH3ZC1/8k2JgFvdkJg/v25k4c9FuNgOH7yB9tNtz2hxRo+WTcFPILk4mz4QAfEzKWA3wbwMe06eE8i9Tv9JnJx0hQxwbsIgZw3heK2b1vXlClbJfylCx4b8CDucjQeiMxwBX3ntb+rkfDfInxbCzJl6fhZWOqbx+svdFj2aJai+3p5t8fBdrO0s/XnjvCuvYMkjh4Qki76IWU433RgT0xu+14Il5+uvbD4wTw6aJY3Z4Mef+OJBS+9nTExCl78ZwXzuBOOwPwBPSzDATaARC5SZVPeplZGSeTJ2uHa2z4s2sTEgDXmfdrQA9Gt2uXDN97PHqUBDSx9yDgy/E8AD+ql0oAj+h9wqM42Dt6tvxb3Aeqg3honHcNx6B+Uu69ifrRfiu71Xcyzf1wKVka4B5577UhwneewpOBjC+v3TuBXg55uHaAHA9rvEHua7yhs7j8ybV/ttxRNgaEv+f9l/UCv2+9XrjGF35REVOrnz6AJoGyIy/jaUo2gQ0qZ7bfgREG+QCR6ISc7vMYtm9h7HSk03tD+IIvRX4k1yOI1pm8Hme9DnDn+/zm2vrzLFHqHFxI0N+yAu6Aqzln7yQ35fbmW/vUux8dp2786m1KYKd7DhayiYCxKd97165LOznA/XTtqRPg75OHa/f3xUosbXZZdE50Md+HYHH9o2s/LTfX3f3svvq745S73x9KdlKXYvLV8yLPZU/xU+1e5f3zu7sa9i8Yg14nniR3Ve3xMWNx0Q3ZGxiz7HwjfS71bvwS39/b7lYe2PrsRYrZxxhovdEgBo+bDbCP4/QOoE6WMtSjZUUqrVF2SPU8973R/okjxQR3UDiA7UCLVViGLx8cvzskZKsUqz3YXhpAGsVPpPr9Gt97/K1fux9n9+eCD5yFwJsK5kYH/8S1d+UG3pSJXjObD7+31jY/65u/Oc7FUQ4JTxUVK/NAkDvIlkRXUrPdvocI5omBQQDP5x1PsVJyAXwZi/vmpHbvXjMi5iup7UOjqrjG9HwYGipLlj4DbudjdgoM7Dirx4oCzVZwOc5q2Hc9+t1Hup88DfYJ6T81hhb5R+3/XcA+emu1tdDPHTmH3+47Fuo9/k+k+lFHx/u4jAykdyCHdFkdq7DYtT+U52+u/VyyU0eWoLkzZZTdNi+q8eizjH8CfJ7OKbT6Svf56vnNPsOuo21uNu6kLHAcEKAlCJHwIx3sLeA2Rtt9GBpgF9hGl77luG4IgEvGlXR5A/kYGOP0zdlfH9T7IG/6ZO45BHPAHx3s4x51zOdZccTm1hKtspUb4WyUCK6Ua2Jf8YMG9+rI+xgiuTZ4sbgF3gSx66iXIWVqDEd9bWw34z4Zja7d6gb3LDc5v/ub36caPa6VYI2lke/X7sG45wDd9/X9WDYwmwsBnnxa7tEeyvajow2VdVsK8AvbF/1kyO102xLcdzKbxOSGB8fMqPekdPe/7Vs8LNzmnbsPx+akAfK6/wEocMmswJvAQR5fOC/I8HP6l8+JMSfGmBhj1E0y4Me9YNccuKY9JtBbRXClPfln3AC+/BTikZDM/uSJ8D88kkmUGTuMrAfeaoO+vsXwT379J0G2t0pHKrfgGeDf8ZmWXfBVkVzIMYOLdE0A287qB8z+3cFlOVXKGXhjG0l8/wllcxnVbERDGcZFr5cCC9laMuTB5ofdngo1CO7Kc2COgSkbUwQ7cVR42kMxhu0evMfEmBdUt200Ond2PNEhKkl1xsQl85yjwgx+Jajt+Qn6AvY4gJ4SvRXMTuvNniU7y7My9AK3+GmV/sDo2YJx9ut/ag91L8++eGw8CK9bCRYPh+EblHepeg+ydaOpOnkaRutTCuXh2nMJY0ljhnntsSE+cUWzM9sBNujPgnE/rINzSLVHpO++ebz3fcl+cJDqO6+d0l3cBmNNNZECOo/V36W6JNCvOfAxxQgvsEDKNwA+HOAG/oExJ3SrMbgDfEz1/dq93veyVnGZHsc1xmxdYQ+uFbhHMPickBkdwRO4RzL8NaUkepPub5g8e/Aj8GY13+USA/j0xx8YvC9aX19TiT0kvVzVsAT7isUN4cCWMpYhJVe/Mr4y8M7k57Xy5e7Mx+/N76fPfncMZ3PE3nMIMJd0H6GlBFgKRBKlfVbaklBP16gVszPgupCjXOHbpoIhcGdHyJ+BNLvJN+QPl22Y6ZzgrsDblwE4il6A7rfGt5V8cjrf4OAagjkFaxW4ZWgDu4ZsnwNDJ6AT0G1pL5qGjNx9WHcr9yXzcqPwqmoBN/IBnMVNpk+MOSCTex9/nAeYqbcqYL9j8PDpq30KXL2xssID7LQuNfRYXLI11mF1aWF2ZgBRqAG1QMeBtwR53JwiA2+OmbdH6zyIdd9da0ZPHUE7j8/+/JCsLR7bHxLXJCX9DqkOwY5907Mu1Fm/9jWLaydZPt9BMXiVtU7GbrKnHNfdeBLofLxRd3D3Ck4CDeD9g8XqdN/ZMWWne7fzSbbOgbcA+hodS8bi7pdPwdgDOjzDbVyQafcp06L5uZXZGG0vNAUqus7j5DjGyse8MMblLG4AD8aW6cA+AD9n+eHZYz2CnivkLnu4cuWhsmsHx11Ap20/bsaVjN5b6ZZmGIaj7wNvCO9UOfBW4H4y6mYcjbHl7bVg6SklaeMxvuuJ4f/0UAdtMDZPOTUZboy+oVjw4CPCH9QD3P3anQO/rpcEeHb6rGIq8NZSe7kNuRdsheQb6aqQAZ6svvcBet/WO14/prGSPQ8iswMDl6vdaw68xrb3TsFY/rgH9lYD+Aw1OjHChZhOZSKwHYg3RG0jlMCGALjG/Eh9VxNULLo+EuQfkCtk+/BT+jlGAn1MwRzme3zMgY85HPARbIgIu6Thnr3yEFTWUd/4vE7aWTUDJOSf39Ja3xhYszSrgi7BtG8TPOAvUniKN3435K+M+ZTnP2HxADO/DmOPv/FvxN++O2pZbckOantnxctmb1RmdMj5HfkAfq3Y3GrkvPauDRiPxeZlH5M7Qq4rdu3k+KLvyh1lTzsjMO/TvnrgrYK/owKzRFLcQYV7eonhwrDBuNiYc2DMXQBfA2MqxhboFut8t0DngOqVvwEYyLdsiG8zLr4+e+xZf8n14RUbMsfNbAyT53M6uD/cJx/V4wTgxwn0iqRfkwo0oqDhl5ekydRXNl5UsONtJcf+zDf//Gi07w4ykPLLtQV/AsiDsc1A1/IrWBnmTxzA/El2WzFavWei2OJm9FSgd2R2M3TxbYHJyak9x3zITC1/aiH8cPg2zVLBHwHJdyVFEAyv39ZLHCfAWx3gADyqzdrF7w6ykXPfsWTCrwCuVnrr9I7IP8n0KX34+JriwbfCxu9ZTC4E8DGH/7TafoSwOgapqC2CIQvqNsuxBaDJ9QC5y/YA+SCJzmdj7pH++GwAl4okchBO7uPmU6qCaq7tE8CDDs5G4d0lCujsa/3R8s/M5KIYGj6qWb+6hB9hpejbBSeTH8b2XaILd3Qna9djMBuzOPnhyehS/dBxK0pP7F6jo6rqzT3rvLxL4XkAkky/1eIQHGTb0Ow4ur9ewbizXu4gJ4WH6gDPUYYG7h8cinc2omQ/PoLT7C4qq+wthnEFk2JJ6u2jqVgzT0RolGkOfMydUfYA/VqKPRV7OYluhU4xgE/uIBXAZfa4Bbq6TIc2kJtcF0iCOyR7RNmDwSeDexKbJ8Cjlxq3YTMePosCcyVYsKGMNWUyFJJ+UQyhOeMcvlJvKO6R1TZ0f6ehzyONRxvgaq6PYKhptL4j+teuwTtg87UEclwTYN6Ab/WXRo7qkOKNrNJTsj+gvDo+yWpk42dBZBl9QlIeWOR3bwq8RWQ+WP8WoHuoGz6YwUvh9Ih7i7L/AdAB5J7gzUbYbtAfBfxet8G9LfDlcZogqCFa9kzxpyC2Gy6mjZt/TMWaG3tZIE4dVynVVaA6zBD92Dii6ps2Pgy5Pq7LzIyYPIHuSTFjivsM45DpBPhhnUCMA4Y/fuV5Ap2HFDgSSVK0Se79OKzBvVb2zvv+PgAPpnU/cviMJbtYdtsIqQoz8uFyNmR6MHnB5n608e0GdkmQ3yPq5IMLDaURwDHuQOcyPd6MMshBABcHQbzHs9FVfKM+Z2y1OijfXCJtxEB+BN4C4PvhZs4648Ab11WksrKKacOe0gOSX5f5IIiNZkvPw2nbr9P4+Yi20gq2bRibnzYvoIAb42TjYwpec2BNGwNXVQx1uR6TzTS6yrIoHRu6h6nZfexuCsU1rl9pCOyXG9hjWKwAPa8C9nTwzzlwXeV/l68heSbYh/VaN1YfHJUk31SNI0oiWQ+qewG+J3OT8tQJ/1ScJyMOBwmF+DNlMRmW2M3xDe+QjDD1MNgytZCk7Do2WXqT5+GXsuvgfx/SrpX6CMD7LwaJM7WHiafr4/edVV3BqMwv2GbsW6Wu+eulOOR7BeM2tJgfoGBcu5NbnfWkH64rYm9U2aNxxN+YEfaf0DtJ9i7LI/Bm2wPLZjuzyurzGqJT1vTDL2H2HvgYis+puLa2wNvHHPic6myuWFcpDCSLC6AR8hze5gZwc48sO66RHsAgJyaA5CSTTHBJBi9gm4Q/ge6gvorFPy7P8mkyxYEuXb63QNPRg8aj6ipZsndj7i7hvz+eorNdAkbaYESWCegw4xU34swQI4NlE2OGKXkuaSD3ayH3jvv0zlfSmJ/YHGXoX9l5sreWbRtCO9C3nWM70zvQtwJjl4zfztTG2AT0wJDUz9Yt3OvssUMEP694w/v2627LV1WQbE4+iqq5ihaAiwDvSSoEcilXagxgqjaAX0ONwbe0kaePOfBxKT7Wxsux8/L63q4wZhgctqls2ZA1IALsHe0zUqJXui5wzcuoP8FNzJAZbbOi5k2uX/Z4XQMfl9/4xSzO4C72vsYJbPLDgf78q2GzjHyuGkbzAFz3tcpg3x7+w9IspGe8BYiNeaQzul8NIkB+juQjGSwDneV3TbmlawHecZyNtRjg1kmDOu2vTDxYrORqBzh2sXk7VSEbGMPYervU39QBLPfjez1VH5z1Rii3+pFbPTXXhfsvMpqfdmzq5eXMt5i5dbOv8zFszqU7++RddVDcSZAjS+yLF06MzV+XYm3FmuZ/p3tEvBW/hwS6WrblYHAzyOeoyiWA12yYJyYXzMsZ/GJffODXHPgVQL9i6KwH4rLAwVjZC1LiACxoU4G3Xrl6a4zlDO/gbpFQt7hvBLzgBE0ZWH46rYrHj7vhskQe9JFkIGanNAaqc2ZsaoecwjuZxRnYcm/H8T2VRVAyDUSR6ig7gGDzFSC394iDnRk++luLxqPLda0AXdRXMH9rC+pYCzg0nMZ/Y+Uy5Et853HEbTox1PCsnduTYlYCXcL+pt19xArKljU7poiqz4FDyarjRpPNX9vk+uvijjOMS2BGoMAyo9qyIdQOSJUlae7XvKKGqqIEaBPYGeARTQ+AmxwX/CJQfzjQf5Fv/hRlrwT9XkG5uGzKdO813QdX6mWVH7c1ULFP900KqQVCOABb75+sWOdw9oZqojbYSbzXVNKG9ZXPQTZ+nUxOs/oCoG1BjgB3AzkK7MTe3FF9pVk5l18Z1BSEyr8thU6XkQ52IWaPzmGLQvfGcKC7+vc6qgBdNEfULcP8qf5qvPx0YY5htIPNRUp1cW/c7CPsZWvak9AjA11ykkoAXv13PBsyFUfI9fdR9QD3rz3wWhZdX9fA8vvZOlJZBUOLbAhJdh3UDq1N1UH+QfF4lORjFrlLdQvABVv/+uJ8Hk6jwFswdwIclACzukSCUiDkZcG3lFHF2MU2Si2LrKwEKp2SpsX1YOX3AXLkBHH/fLK4T7d6MtIbsIXYPKS5S2+Zg1ibT9SMPwb6DeSHTCcjP4qXN8sdIAO8mLzAywCXuUm6dylvbWDfKSH1Q8KjovJKAbpTZ3HfxEG4ZPMhmSrK0fVqP5AUqEKnS0X1YPe9PWrojxwDckaXfdhj2ucCdPnCIcTmQzA3iMGdvR0HH8PIcV2KFSDfE0uBtTWDlgxYEYWskuwiir1tRpwOcrXoSJ/8NO4E+kBF1onNzQ8vIN8BPv2Rx83HG6BTozkz1pj4qumlLKPWSjl1+uARjGP5mW2q9JI6MxygULGZQLKdRXf8vYDO0yvPg7/yPs7rwA0Ginr2pKJk6iEd9LNGO0qa22NeG3Wt3ctxrWT4YfCORAPzrmta12QqdEmCOgM/xO5bANkAhOIiW2kMvQJ0lS33dT1yFlwtM1bKh5UYq7G4nn5t/A7JdLv/I56zXT2yvSV7391HwTiGgp3JFQfA7fnHNMZeOvBKkCuWajJ5uk/eOQWLQzaw7FF2DXk+JX29ATko0IMcA6/IujRA/3U8mlQX/JqCjzHw4b1Wl+vkiwulagLph6Mxdcmn8MN1319b1P3ubz3lsfeCFxhUNB8xANkSIxa2jvo2dyK/8UENM3vn88gHSOO8S3KZ4w7q43UwOpqho2ZgjTJs8ZuRcdynhjgiZlNi8JgYkRI2GFy6bA/JTtd0bUviaIE6M0DZMfHDXSB1t4eDb/emSZC3IGRKJXJPRgQb3xwueTNfn2wjZDsHecOmmMVPuQ5EgileAAAgAElEQVQfXqusPHMtpgiWj53nkBqx+BqCNQeWKl4cdFPvOPMe8z8sESzZELFEJMnbCDuXB5Bz4C0MwrUSTx/NYTLPznknz/8KsM9RAD8i7ZXK2gNv0/2YERIogc4yaeW4ZQXeVvnmAWweEsnG/KLxw6Ac1OqzUUTEfR4zsMxF8NkW51cGsLtfX69POT6mPAD9fu2J5c9I+znNkn83H8PWydduUj0le7FvnJIgDtm+yxckKY95sDy5Txkk8ul6zd+MfvkMwvljZkQSwJOpefjwuyPkLzN5kkKRhxwEkq9p/Jzl+sCAJaQVuNM/Z4BPwWvbmPkagjUGfvnY+PZhszvIrSZesiHeQWBsiCuqTYHSnv8QTH72+sTkEWQLoAdYG6g/Jv76iOdn0M3AHr3XB42PB7CbX04Rde4pC/TRu64bm6v75veGo+dPbN4AKeb3ENgT6D7IOwLoDwcHLptkJNa+SXDyxfEEfo+JNJDz36WADgL0KekZAAUq8rkpYMNDTHoAtWS5tOvG9O6Tx+u9zVck0EfHUIk38IQPTfw9HQnwW7lIMVE7vguzK9g20Owl3L1KuNqpKpX98rFudilzW1RdJF0LO7WWQUupLtg6zP9WWFTdZfpWzY072LWM4DqWZlm3bJ+OyvK+q7Pr+hj1LWEIATr3k+es+eEVORf8uhzcHwP/uKaB/Rr4K8bJR52/xjjYHD5WzkNoDnBnbNmrwL4WdL2g6wUsC7op+UgF9GCgMNaSoO+O5pOXIw0JYCsgIYP87+PNihByM74HWd4AXHEO8HsI6LFARwc9v3ekVO1MTmAYD/dLwOYJG8HkBv6Nd6w81sBeuwGcg2+yLA/b0i7tsxyNt9PB7cwuLjnf1u3oII5FD/HQhs9Aj46M/Ffq/+u+yu/mwJuuBawXILaAgxCTQydsOE1JnXrgTWHZgg7uvYGdTC41Lv4RbJx32+KHlkexsVyuL5Fk/t3aMD79Lro+pKKDUnm3TwG2APg/Pib+cQ38lQG3nsP+Ef75HOmf85zymIU21EHOKasZ/CBw0xn5uupDaNUrg3xz1GOUNf5jxo068DzVMWiI3U+Ru9/D9XcGfW5DXw7MAPK47iBmcJ9SfTx8TwL5BDez2knlB4ulgVBkXfdIoA8aOks2X4L92jcpb+uRmUFucfk+KCKfkl+zA+Vx3p/WbYEeR/sVwBvO2SZ4BCGZsNRhC7xtIxnsF2QtY3KlmNHekLERy3JPAbYAawimAteIKh9YG5a6quaPLzXgK2iokctNZRpimf+fsMDeGOXDb1ZkdFy/rlnfpGjBodEAbkz+y7Pa/vIIesh1HjILiV6P4Y+gOg1hJheS6NVrSg5NkERfJY/aubxhlpK/fjB4AvXZn04fPB5d5AyEMqhTVHBjibhE8vkte7NUvwjIzOLO8nLVKjz3AF0HOQ+nlTrLG+vWTnIdqADbOW6cbL62ycIE+8Z4CfYc0LXtGrH5fm27p2XtYs3rfx/O7CHlfVIM3jF5UNqhkIIyW7np4wIaf3/qO6KsUU6/P6zT/+b4zwvYH57y6na6X9A9zXYFGWmfothOFJsAX8G3gTWAPWt4kVNSowwjSNDJ91qCz4jGkx8fabB8XL8+unNZAC8mv5iNacisAf2a7odLBduOx8h2Y188p5rGkFlOPKGxST2GMVpK6yYj7A1VKa3Vxk/DaoVQN5itNl88pF9oJXU/PYDBsvD4mh4Y6xHzJ4CPq78/ge8pxPH+/n39EfF4SnagszgbON5I9ZTpz49jbega2HNjuCyXl7a2kCGQ18YeJtmxJMGdQCd3wESY0E451Akp1TUH2RrAEf7Svbwcawh7CJEXDJ72U2Vt4+Lb3EasBVxOQOG7j3i9XAkLhoxk9O3yOqLsH1OwVHCp4ENt6Ymttp6b6mwdHccb5hDM18bnEMyxbdiNmDxlO4P8r0OuM7h5obkOcslx8L9mAf1XMD0H3XL22aBZZxEprWGzgZLpoovAXnL9lOkcZa8AXBkOJ8m0wBuhXOJf5qnbPF4Jn0YELT1L6vltfB1hdCeD84w+f7xKijcmn3z9ALmv2BmAHg3kVrFdojsQUmKcILf/lACQj2HwXpebYx6kmoylN+RlgSddxuo67W/iTL5fSNbeFIhTZvdd7kKYacREIh5yBtu4vqPc0SRyFJp91TbMujXtpuznjKqvZocSipLJaC+oLIiMBnBvLkwF9gAul+cfEzmDb6uxud1eRHbDRoHIsahFV2wM/jW2fcfuYG8g/18nk5NMT2kQfjTNKIsc9V9z4q9LPBAnCfRfw8fJZ42R1w3SsjhivoVoBdyiMiXYe5kcsuDbSr88giBsjL2BvOGYzp+OtAoHuwUHzEzMTXQWd5yznAzSYL8wgm1H8koA1KR4Abn75Q7qaySTm7yv5yBgD/9evJPtxOSHWH9g8i7TsXcG1oQ7UQf2nrtAPjfGy9/vwzryEsjY/miR+AzQZcAOxO7V2VTH43VPPWnrTNM378BvQbgO9eaXayOIJztyX5ySrySerxcwLogQAY0FiQAcjZFvkZTtHIjbw4JxNmdfgFwUIhbV6uJkxMozY2NOwWuJe6ZdtneQ/zqZXHL2WWSiBQszm8cQWYI6mHwE0Gus/EyCaRF1sTJldhv1ina+SqqvV1VuC4isN41VUvAp8JYAhxvIMEOTSMGimSkGdnnsLDhxqDLY5Abop4BaALyzNoF7jmLwOAddO9g8fdL0W99IdgJ4DZ+5n05GLid7h5xdDvBpwI7nJt23BeOGOMCfAnRiGXXianhUVD6H796Mipy5BxmAy8SYw4U6MN7L2YHe7eiwtcVnt0Fmc4yFoROCkupp6wO44Etjqcczqs8Bphtg9mkRWIxhuV0KeyteU4zFv5Lr/3gCOUuDUVsbBaPzXFiW6L9mB/iveP8of7wtKi+w5WWhBOwXVZgNl8GHzupc9fgEaq0T7flzuzcDGi4PRzB3ZbfF7pUsf28SnUAevrcxc4+SxzTdDKzNgXH5evbX7CCfvhQXgbyrg2cmb5L99FObG4Oqo4PJA9SbgpoG8pXPg811bezXcpm+zE8fAlna2Nwk+06QWlDuBLkH4Ei698yQE+jVqf3kuNnHEWhE+ub7UJMvYH0C64KsFzA+re73dDZ/Ads2JlRdGCqYYkky4S1sVdswQWMBzdH5RyoRgye9FH4M3K+tWEso+IY2xh7H9b8+zm2SSv/XVi68fJM9/zV4WExKwifY7wG3XK01T5fpXjniJ/aLgm0v6OvTK5ZBX0bW5bk+Ah2qj5lU2srOmW7w1S8d6AJksnoC6JDqg9gz/fECdAL99MUd1OOaN6DnjjXE4I3tDz/9TAYJAJR/Xhh/B/SW/+/1OwLEyeiTGH3Z89eCzIH9WtbRvDZ0LPLNQ7LvvMctliwj62i78M9Jsp9BuGiz6sgI9Ec7nwDnsiuXPf3z6tAs4PYyUDcb/ISMCczL7FVfkG2hcl0Dtu33xBRAIbZNmStyVcUHdUg6c40Z4AUgcuFpzH04wK+58dris9YM7K+lj5F54IHJLXhp48Oca9uBTjnpB7sHm9fYOOWsS7C4ZQENqDF5SPLG4iGJXuSPO5P7+zSMy4doYrWYMlQ0wKehRMWyFbCBjHrHGe3tkeuS6iUZD6nukfLysckXT/B3kMv0xytAPps0H9c8AH4Huc2rPjuljvIm0UEsyiCnjtQCbKtfX8umO762beWzVpZf58Z+iYPcfPM9DPB7bODlHeveRzCuXCweJRGFsTtbMXewozo39sc1/+8dBqsXZMfSXZJgcknf/EWAX8B0O52XdXbidiwT2C+bxUhBOGNwNGa3uxv+3FhcBBjLZpeN5fM79sZraAF8ONi3zUHf2zz5G8hvPjmOSJ4HyXgOeK5X5aAPWd6i6wTq2roYuAQ5oV50NT+8+eKLgcwVvCoAtxb2WuYD7k0ZWTsNtvfYAXSyE/Lr2hkp/fFeQYEmjGscBkYMHgGxkuPS/O4EdIJ/Jnjt+qzH2UEdny+ZTo8M6GC5dFSpoRWWXeYVwjuHRECqTfpZG3styDUb6PdrQNbAHgbu/ar4gC5jdn2ZfJexnM035GX1psOH3wa3HwE9FJSDXmCv1QNo3ScvFXMmxGSbnwrvzAdYkXrrk05eC2Mu78yOxJgA/LzMLoV8c38OGTYFlRi9AC6pSiwnwyU6YqRHgeVzx9f2iL1iiuISA/u1OR0WuYx2B/nTOLnUlMgEu5AvzUA/wB0zzy4HdJ0UUQcwsG1sfBNb34JuT0NmFVlPJme2yWGQaEBQ713PHd/29AB4+OX5ho0KaCXGSZpTkgpnt9Uw2DPAx0exdAJ8Dsh1YXxMjOsiv5yZPXzyaT2nFODL92aZTtcY5XqcoJVJOfjkY8GypgXWXqtYfA7ompDx8r20xaejDu8AXLIHCF8rt+mNMXR7hEn2QVl1BPojv8Oy5LaWimJQH0wuD0Xuz8teOA5RJw3hrmUsfrNN98XjffIC9sjhNIhg+lRGFd+pxmc55l26e5hLga9gdZfsWzH9XFtxEbiXq50VHRiD/K9Y482rIuV6AL1lqT0v/hD+eLC3ATzYu5j8isi6J71IAvvVwe7+t74+oa+Xne6HJ5tviqhn8oIm69ymnLJx354hDcU6175RgswynopUw4Nr94kjnK2WQA+A+mOCPJj68MeNxS+X9dEZBKPXc/ja+JAA+fByMODxFuTGjFFPUWeepunujymrjeEdq1w7O1l5LQu2uXLROXxcfEHGwF4LOkhZJKiXA3PbJpHJ6jb0FADfsoHtk4J86DIUWWsLikGcOet6lPysgxZkJJJo0fZg8hVDtwt4vYD5Al4v63BlWhs4uLEH1NvDiwjIxCYmD87RbAfHIbH6FMVLgJcoXs7kSxQvtZwDv2Xf5abkenD69Y+cTx69SF/gQCSWln0D8iPAdokkwPt7aeiMg20he94AvR4XSfUAOgfbIrX1GBL6SUidD5flFmyT+vgh608Wz7RTGhqrqDlJ8JDmH5Mk+9VeJ6ivgXFdDeQIgI8JzGDw2UE+TpA/mzgbOhLcBXJ4Z6zbg2uRm0BKSuaCzBd0TozLAR8BuDHMD2fXwf1xu74Q1h857pBtK8Y4wMcexuZS7lZOFqK2AXAD97eHVvlV2VU4hl/3TnCbjV4VgHt9Wv0vAriDG2tAMDyA65OQBLiAhwlD2tYtsKIMW3hiKc1mc5APxXQm14EMulmqQcDbQf7XnF5B9lPDhyYEyGWJ5iPAS7rn9FFn8L6mFTG4B9rSD1+rg5sjly8+Pw82/1qu11BaH1K7RSToEPi00hPg6YMf/p+g0kyfxr+PwNr4IMaeA+PjKvb+uJLZC9Thp9v75LoqkjsI8MziCfJBIB95/3cmj6ebQH7ka/Pc6RUJSjWMab72gM5lsn0uyHilX74jIOj+8l7D2J9cCQa4yVkH+BoGbvEof+a3o0etqGjZRm/R3mM059DZGWhkyS7J4jyUNhPs1eFOQBZEFlRekOXtoQNDbZ7azAAvKcYwOIEBHrae2xBg7pFSfW5b8HGqgd28K9OfFm92iHv9FJOn8gkmR/PNg83PXVBiNlmBHO3vMzsJxYiU1fWZwE7JTllEBWgbOovnEV3fkXDhwaCdQTiXW8FO5Js/EXpFn5ELQyTAcRhRZlRZ0oVFswvctwklc2J8cICNmbqYW47Xwey2i2wwuu0oC998EiMeA9TzC5B/xeanX34HNi9kWMHQaQrsNYHxwpjT2uZFvjcl54xg9fFKnzzGhUzKr6AuiMCWFw6we8IMZOScgmRxdtSpeD2/XZ4B7754ruvms5EsC89HEeawTslPrIXxehmQx6d3si/oKDa3tpg24uBSXWVAVt3DkAkM27lIxcbMe5vUHQ8xNl/E4rYzC889h41OIExdq4wgn7wqKBRULGUT2W9ndP0IyqWsBzjZ5YprcCMK+b0/j6AbR89dBr1i/nhJ92DzvRb0RUkYme5qBhA+XQTfoudnMo/KCFBr7PlzGI6AjIYi6BlsGw9ZayG1P+aNpZm5E+QcjLsuyPwAkr0d1L6FNOKa+4AZdCPZfvPLvw28mT+e8/d5ItDeUF2Qddn1VySBvCDLk0BeEzo/oZMA7spG23DfK8Fv4+TsVwNbLNIuAuzYHzXYXBQQbyM25vMggEc7J2zYFrZ1JDVkF2y+HNye6POKFN6IsheD6/qErFmyfVzAeFnd74iRvDzQ5rc3i0gxBIgAYrxFjdVFJDfaXMOSXoafcxuL50oyENQGlb1Tu/66Rmt6DhKckXbOWAtg13xwzmpDgn2Cc9JfFXBzoNuYoye7vD6hr98uzz+NvTn49jK2CJleLO7ZWM7kmbBxk2XRwA5ur+AAfoCZj2D7lugyUWz1kNiSQ1wsxz+YsZm5L4iDXlKaO5inM/i46vXlr12uG8gJ7OL+oAhih9pE0IFxDjPHJn65UMJyoGcQLvzxV/mgEXharx4TkIUxXtnZ7PMe8l5Iqor76EMKECLACPlsJqSCZHMVfQR7C5qGMRPc1UlARpfqe1nKqK4BnZ1AZA27/noZ844XMD9dzXx6+Z3F0xWxZVAyjuNPVF7+92kRd7dDy20IkMPbw8lWU/xgOuiTxbUY3Zq1B5evf8xKgv8O5KWyisWH0PBYRuId9AKIboyQ5pTcEkCXYGkHNm6nS/f0yy24wyxeues1Tt4i61pZTVHwsDEVMXZQboje6SXIZzE3p6fW0Ngxxj2nXfuYGB8fGB8T04FcDH9hfHxAPgzQKc2dzY3BL8j1QSAn2Z5S/RhGC1DdHqP1Wdr40Fk87pLrEXiLhCRsZ6rFAacJHQPyst8f4+Xs/bLIeQKbwJ334tI83J/X8s8IINsIUZDBtx3u1+LOCs+Hf0/8tLoQsI7fOgrOD0j7GWVXIdc1RgTGgL4C5BMyPoFXxEWsLTQj/EagEXhTBPjN+x5DrcOWaWVXUxy2JbbY/npqO9DIVk+RBfYQAvczyCOmCADXrzlavYsH3irCfkxY9/ecLM6bFkYk0KaPUhR9f0IoPbAY/HcCXB/YHA5ufS1sZ/PtrzXHbDn4FjK9sqVuGW/SjeM2oSE6vVEgHwT0TFdNkDugrwsS/naMiX9cmAebSwL8gnx8YFwuzydJ9QB2yHSS6yHjkz1SrjNrJsI6wAMdaQnUIcbQWoI74iWXZXftZcy1zB8vuWrj9REbkNewbXVRAL8lqmTCgs83l0gDCYOsJtow33wIueOClO4J+G8OVV6JplakkQy8iZ87U3XLNxcb+x9i9vua0HCRCOQiAfQg0NguRLyMxStDBOr4AWCuhvvkosgNKgbQNqow70IayEOcKUq16jPIueMV2gigQD4S5LHCauWi299txVUL2ITv7QCP55v87FcAPc5zQkr3w/drYX9SthuBu0XYHeBtS5zjCBzo7ZrkI7xDe1yWKSeWOLDPobDLAf7ruvnl8mFAHh+/DNAB8usDuD4K7Mzks3zyAtU0iU4g12+Dbmn26ZNLSF9VQBYwXLIPk+0ZHB0eUQ6wpz/qrOYR5uFSPZagrqG0qOSob5fqjlmDxvna2HzD5vsOENDJDeMmzuLfiuzWvy3o1SfkCHT7SjfDBujltdL1ELERA8uCewGL4iGvTwQjioPXqn/U6yUJPhEY+BWeMOPuDVw5agDdfO5BAGeT3qjnrsdOkEtJdar7Nvk+GDz8cLiPPpAAT78dnoW7DwZPiU5svhngzuCfLNtfJNfJD3/VmUNpKTGVkhlKivGIURoBPD3SWYWj7dHJIfxwj6g/yvRk7ElS/Eqfe/wiJg//++PDzusDcv0iYBPI2zVjcszLJGMyyExfGDJrq6YE1BFkeMT5rnqCScQAdvrluiEzxsxZrn+WgSejVXR/iEXQw+CFHuNo4Ee0UyLXgC7G5jmX3+1NtzYJLtv8rmpX3FywZFKNNeAV6psUgMHu2Xr75eAWG0Ex/zwCxN4GEQuhHIUkizGA5Z0vymOJ5wrFGBfGsBViljjwVXIvuQUHuwqWux61V7wUsKEJ9ujPro8ZFUG2kY9Sz5PJpW3PmsyNvvBD+N8MbAM9S3SS5c0PL9Dvz0/o5wv79boDOyW6J088zCPP1Uey6+PG1lCFN2Z5nBseAH/D4DVMRlH0D2Ly62oMbiAPgP/ywNsHvf5owTZ4EE6DvUcZWJ3O4qdkf2Q0/4+kumSnOA3cweJ72+QLWflbMmYOo2GUVMerho/6PQiGB50axUq/p+2XsntydhvedpYo4zTHkr1GwtJ2DUxndN1sAsPH3SN6n+A2mWqS3TPxIu/+ZcOBGK90O0aCOtmQlJTX1eEliqrvR4yKG0EhMjFkuNtsHcX24Nvyuhnhf+fGFCXRC+xl6hdPd/sK5C3oBlTgDQBQ67PVGUG2z/LBd0TUGdS/gc9P4DNY/AT4ZwO6MtBvE/05qcFznhf75Q+GjjsGirUHjftaVL3WXXOAM7jPYTIG+MdVQbbrA/JB7H39Ap5Y3UEeCTA2PBN+YAR5mMkdGhK+H4HpSbdqGZlklD3QosjIui6oGOBrYYQBmzdN2V4hW0fvdGKsWMWYaoRE/KI9zKrMNQQWoJrS3RJlhIbWtmt37UOgb460g+0BqgbyYeuYr20KJFarXcsBXtI9FoOoMkkGPqW2dnHQI58LXEXAgc1B4rExvI1FBiaGrQ8HC7yxXGfeKn/8bufJ5Fy/5IqCo+0SUh2wZWhcKIQhRDZUT3Th1NWIpBuLG7CL0fH6fRtG268X9g3gZzbSeRbQ0/fiGvBaebd6SFvCqfnigpowYmPhbR74TwDu4LbHAncwt1y/EuByfRigJ4M7ng8COoOKwR44SrnCpp5MLmkYBO6Q6GND93SAR6cS86ad1d0gjb1pbD6MJu/JQNuGcY9bOp9vjbX4Z/rhY3lWV3xWY4Xd4/v4UH7iSU8bxrgu13UN6zCcic3N2Olu7LEAX/yCRw3CJUk2z0g62k3lrc0azYh20FDBuBAC3OpaMxi+4SCXWFkmTJqGBo9qBB6YPG4mQD6Eou2l/n25plh8MfZuft1SVXOobNfiD/oZAP/bQB6v2S8P9v58VaDtk/zx8M19qaEc02w5x8XiLTDzjtIDCNFYBPQebJsOcB8mazPLngD+4QD/OADurP1xBzjmB9RZXB9Z3P1Aiu7q8C6YfPH0zR6sX05ziHWnNTYNsAkqIgvQaXI9wW5j4yLDOm5wsCnYy2RnLL7Bx2Cz59tI4EbUe+ZQUnzOU2Q8COe+uIISTh4CMPGdHonJ0muAHT5EFyrB1l9D5NeLWNml5+JzkA2QylF4KFb646qQy1kcmgBXvUrG64bdmAVTLQA+rJP0Oo2AW4H9udhXzU8Rl23F3g3o4de0XR0XbUy4GqBr+t0rGR7LZPkd4H8bwD8r8GYy3dmbwH0bMsvxTEqKeTNJ5UuAe1NUkC2wcq7TRjPJcoYZp6d2gM/wwdMPJ2A/svmvkujugxu4Q7IHyC8P9BCTJ+Clgbr17ppFbcaHMHtnchX2xad14p5/Hb8nDnQ2diTQUSwmDKtwTjWJ47y1YLbBIWSduQqpAX1jwJZQkq3swFtf9c4XCKCHfAkT8ew3LLXuQ2p4y1h9GbAyBVeyA9ujytv3qNcb0OsFdQRexthIUeCAj90Mx4DI9E7MO3SkSC0WV0r7peO6ctkTpYYPPyHkezF4gnxX9DU2RejJLrUmlsbU0U+X408M/nkweDD250qZHhluxuIVaT9981hhlDee1P0kZOjIjDZUoG2yT06LNkSKZkr0C2dqash3ZDDtV2fwj1+Qj78gHxRkcwaPKHqAW98APfxcldxgqow2SitHD08gZ3UrwiZg2Vi50X0E4kYshLBgqZoDkFdJVA5ApZqouIABnX41wJydryY18SwzdSYf7pcbIPzR22mnM+7dSdDc4+GBt8NX2LDJICow0O+FvUDSdrXHvrSWBRUz6JnVfNNL1XHtDcxtw6JaWYcINhdPJ1ab8GKsPuy512O6P+quBxRHViuu61nXACi/QWKWEmiXk2DzXOhhN5kOYm9OdMHr9xsG/+0+uDH4zoi6++Pr9MdPRldabNABrsTmXzG43AH+NNEiH2dF1Ruwb5NM7LF87BPg9jxArg5ubZF0f5wk2cMX96hI+Got5KBaxopgDDTdmOYopgwz2Eou2pDkDMQChTZJZRDQ/VyvcnNuefNlWSFZ0w/1oawR49Ueac6oswN/+/swhoNhWD+iNLRGv/IW6FEZLPR81ldE7sfygB6CzZf75paRV7IdyN1VvVLPQcvO6GSP1y5szaqLzMQbDmzd5vp4jkK4QRHQtJhEBgluxb2Gvt5UgPtmGYghFmep3oBOE014EcYzo+0dwD8L4Ovz7ofrOmR7XGvJMJSnTuPkp4QBvGGobtpqL09gD7keE1BogYdBcl2c2YUCaPhwWU4Ax0f45b+Iva8C+iCgT2f1GAsXyyhTSEVbcV/Mj/ULV0EG3cksxOsg8iAUcH/a0yyHQHU4f7jPHewVzLaKxQ02R9DJoIQkEfXkFrUgW7A6rxw79oZew9YzD4UZEtepN0HuvUgsyFm4ega7hFR3Z1/FGFbFBxFgzG4LMVqCzhC0iTUh3bmg4yg0M7oka+8CtG5TaJM2WtRZ+wJ6oFX38g40VBNl11FHw8clr98PhQ/pxCDfKTFywgmxefrgL1rZJXPSA+Qu3T8/bz54svfvF5Y/FpOvCsD5c5PwsZi/78O1yMDJL08hkhXODSAJ7jOYAjkBTskvvFJLsLcPp8lFPnhGzUmyfxSj4/rlDF4srgfQdV6ATGyx6LYVTw5g1/NNRs0AP/1D6XbpQdbIWkQGyAP0w5ciEk+CQiR5RPDJu4x67gAQYnBmsr3rxjTyLOjcvtbanJC93Uc337xArtAdrBYFK3vXlDAI8q4jfHfHRWS/YYtvbeDBPREAL3+N/K4bbNorH14+7E7h5Xb1G5tWyFyWxbg3cG3YsPSEBTxtIeztIwAAACAASURBVIrMiTjXC3hwjfh4BjkxeUn0g80pEyoAj2RrXsKJsthiQQiOpFOQrQGc5fonsffni3x0AjglvkB78I1ib9kYCfTjlAyihArt4A5QF5t3oBebE4t71BwRXPv4C/hwdp/G4snccwLDIut17cKWmdK8ttbR9mjgr2tWVnH5C2g4bwhpDur4BbHjRwRa28QkcGbjMBBozLKSYjNBgZ1+KEk1wW3ZiTVGvDHItYrc8TEn9NoYe2JvpKyHunzfNolFA4sBVG7X4KwDmAY4IDbRsHXjCpkZ3LMbB+qtlVLLRsVoBoq7Ke4lUPDaeUGUui9gf7iL7LiTBd0zmTvGzm0KqyBGVCSN9Y1cxzpAnj2fPkj1mor4uMhiMHc+8qSTYneOoOvnJ/ZvGw83iX4yOEn0z5exdzD4i4Jsq2Yo9YkpRwN8cfSVP8sXz8XueAnkSSu9fDxks3lGmzH2yeLO3OOD5PgHyfKQ7h/G3hjO2shF+/gxmDuYXeOaG2dWwSFnEgfmJPdciJDubasfFNDtE5BxZcZXjg0nm5f/bcNCKPsJMLvTETTLvnmcY2/bW20rRIf57WNbsHQMyFAfMXT5K2dc+80RdZTAtrE0VbH956dF72uZgaixVVB6ADeizO5+ZHJeKhTHTMjyvXwSkgXasD9s7noEWWMSkm5k+my4RNvBTiMZ5/G1XPfujyU7gzzmF/OSOLFULaeqNoC/+hDZ/vx05l7E2neJXhH3XRNVYoycUlfLl0OL0P7oSFI6g249yn6uuMqPPTX145Ds9Zhj4H6WPHfZ7qA3GW7svRLY2th8bWMllu2kgqvffiovitXFGTskuwA5P2H7jpyx9/Z09rZEkJlMHiwOVwOR2WXMBEQWHUgd8pRP0wg2lNS2vVob2AO6B2TsBDeG+mv3zeWILn/X/hqM7mJaDJA7gDmKwTd9qEn34/tKjVg7DPX9BeK8avuprIuL4ltzpU2IB1xlmnTvSU+j4iH4CuTrk0tLz0njHFIduhGLKeoJ7rU6yFfId7+2XpWm+vmJ/bmwfndZHiDXG8BXY/CU6asqtCalEMiPcj9lurWJE+8i7JOCbflICy/GNNEZEfVfyejmf8cwmU82acG18Mnt+vYhsgD2Uth2OA72kOV9e5yS7OrsU4v6PR/iZWcf3FVvrmUQU4jVmd12ATHoThluW9PmRyN8cHMTZBZLm8VF8lS3r5DxMVIjc2NcPnJy+Q4uwep7GKsfbG4TVAzoyebloZhl3zV7l/UClymKcPL3MpYvoAfwpQ3cnbux5MB+xA8c8AnqGKmiFXgwl5+2nrvOyycGOdCPzMbbwiAtAGjPL3G5ngGKrITQfNQDbethDeSLQP2JWkF1NcYGSfjtq7tkkC3PJxavaHoLsjHAaXXW3EvLe9IEPKL8XPjTyKN+JN/bNxWUCrY1gMd8cl9Y0U9m8xob94g6+d86P46g20f63xsDazvAz8cG8u6HL+2g532x3inLvjCI5vTh2EFTXcqrFNgVAXZAt68pPq6Myov/ovqjxKu5PdsLPWd7b+Cq3UGtThfG5SuyeF3rnhaA2wrdw4aetgXgbA04uPFrktqtk0vsUeczkGBX9fH3rKidEE+gezAuEoikJe5Ux6Yo93F4hyZX7DngeNqFsdypZV4N8PA1/hLgozN6TQhAgl0c6BecyWNFkGYSkdr4sHJnLDTPO0ko73oSEr354iTDT/b+PNmcx8V7+qo9dnCfW+sgmBzwyKsPt5xHdAAh1Wk6aW4lfETXOZU1I+y5THJNCcUxNo4rQD4PFueI+gdUJAH92rBtcNTW1y6QI68xuNc+dtQA7uzFxRfJ/bZiWa89QGA3HLBkV/HvdUCb4ymQMX2IzQFNMtzs3hM/3BxzGIkDUdOSqmpt+Y0xjc11bwe6TfccY9jyztMZPNrOwR7t/nScNgIn7ghSAxWTg9/7dj9gCDIYJ25v42KQ43js5zjALeSWYL5cnr9SstsZM/1oAhAt+YVRN24Yr/kCl/79vwvUwYKIm9sd6OGL0xK9mkv01kKMudADzwVvkfInBi8fnCeidPamxJdY9+sJ5Fq9aGHZ5x4H0LNOomLOSFREoR7884iyT/LDY6HFWYs8nOu05XRRzkufleW2ZTp4gZcz92trgtyAjwRxyvfoBIjti8kDcA9MLlYvIc3nlts6AXMIpiKf7wC7f967UV8EU2x3HJkYM6xKAyUVbVYYo28rvw0ffThr+TVnu/DHZTm7r51tYMN3A5XJw21IJT2mpLKdMMibZPfbTt9cFQOWWacK3+wBtahDdmY8qvNwbs2cDrlchcwFuTwY54DWffU9AafPTKMFO21dgUO+A+6nl21f+vt/VyEd3H19tAPkAWzqfbX55Az0AHcHceWk9/TV8sV35qIze+/cOpdYfIX/Q42mVB4psAfQMQFB+DRk+FLZXm2ZokxvJZBfNSY+PKutUlj7Mk7J7JzNRv53BNm2Cl6wVTnvIC+fPK/5+15eF+eeWAzyIJUqa2Chr91Xy3rZ/PlLBdf25bbV5bn73CrVjaqDSQdwYWRnKs7i4YNr+Om6gf0BXAuyP9yWbBhJeXhp24qp8jJWb4FQ363l1m6IIKBJ9sgnV+w7wFNZW0eg7s/He2Tb3AWoYHtmncQwB8n0M0mnsbjnAxQpVXxh7A1c0wG+oHO562evZa5cPyCn8s5zvPzILjxc00v//g+0o4G8Am4WCVwl1WmxPyX2ToAfGWoZUMtc9C7N9XU8zzFwA/d+GaNnL3mmr+4D4Axe1JAK74pyZrwBBGwfNrsz+KQx81gqmUCdcr3WZ2uTTTLhpZJftg+LBJBfG3jlcwe7g/ndWQAvCR9DajmcxnTuvX4muoRPPpzRh2BusaWAHezbz8uDbh4ur4p2HVsbDw6McUGqm3GAKzA9krw/oHNRvS3vHD0o5UbPvnmszhLtYsZfYD8ZPYNwQdoE8OaXbzSgi29VvVXNJYjA3gBUrQ5izF68R7UEFlRHsss2x1YaNdBMyR4r1tevyLqwP84LcrRhNfka5AiQ//6bGj96WxTIPfiWSQz71UBu2xPFjhoULFuUtBLrsiVT9wSXHZvoxfPP5UNjIc01A285PHbI9NZYWo1rL30G3YNLXs54JMEEuI+FG2lF1tqXzMcvU6ITkye782STuy++x7QhsmBt1WeAL8XntvO1tz0uzc+sL9jcW/Wh5EKR9PvmlmMIVgB9BshHKYKBHHoqoPvLLZgQYMxcNSiHzIZnc80rXcDa6PIjyQRrQceL6psi7nNAlmQ76RCXrpuCqNHgdH9kI43J43kE60TLz/eprDU8va3mvJy61TZrvNR9+B5o48lTsq+aLZlzMNzlW1a+zH5zv7w6soGYv1CbWw4CO8n0LLvg2r+dyc/cz5QZzuIRiIvxcQ/956oZixn4ZOe41se/8/1Nni/sT5bnLs0T5EcP+eRfASUXI86r2li8Y5zSWON8YvFcJIKy32LF1JPJc6z8PmW0ZpbZdNEFoWEyBnixegD899r4XBuvBDzL9fjsbtH1O7xb8TvA97AltbcayIdgBYuPgT0zHIX0d49vtLiPIod4Rs2ywt4WoNTL2Bxh+Mzkl7P7yzvQF8YcUGdzuYjJmdVl39rxMfDmJMFgz8UcoxQOmIjjtK2RHfj2PQJZghEKBQpkjr2NAIxZILeRASer5QtV+CYO45rQVaM31rG9DhYvZleIJ2tV4E2rAPAMoYfAW2ma9CWKyRW5bTAxeQA8dzJ5bQP0Iv86rh3yPINr4XfTaRUD/3v5380H36U8VKkD27BgUJidONCf6DzIPAaJSbLfAM+7itLuJrVWeq2NHks2ReZSTRW1ddrUJ5lsleZ/J4PvAvfn2gTyO5vzENtr7/t+1dr7twq8dZBfLtenP+4h2NOywKw/tUGkkKvKQzcZ+yjf2GZsWd0NB3YMwxoYZroxkoE3A3YFm7yefd3zdjYVhuy0e/DtwLiTQZPsu5s+JCL0BA8nCtkGclX16ciA7lGu+AbGZbY5fKfXwarT7dl2h7WdX8e6oK8NuRZ0Tts0MoBObkna3YhObKT6ZPbugbcEOag0OHzyAFYxbpvD/aqpn5WwQgs5pAw/GHwFy0f2mtJQWUTQz4QXrZ44/Z5qOPbBZEsH+sPRx8i7wUhI9/nE6gT0CIY40JsPHgs8sD8+bbrowsDSYHGKmIdE187ev7ficxXgX/FIrL90V7Td2T2TNA6QR6Aqg21b8Bq+l9020AeL6xzYuitOrpHzNco1357zJkjf1QKcG1MmdCqgF8SBnnusDR8HviL4dgErdop5Vf7BjA0Vqx3CtcqOWQS1TZK9fFQyLNN3B3wq9whaqMt3leav8x7pY5IimAFwmz03tqXijrY/gNpW0NeszRuuifGa0Mt2hZWXr0B02N6YLNeTobpcp+Paf//9APJ+RiDOwHZM7aS53ZsA3ed/s18e0p5nkBXAlfzvBu5g7E1szgGOaEk5TkgOdkbv2wFvb6z6CgYfx/AZPU82v8gAY4PCCsTpDAavx1inbcvABkiix9AZmhT/vbafBe5PZ/PPHY/VQXAQLgJxkdd+RtdHgtwDbcPWzucNKz+cyS2g7OytYtOcY/gR7qdPAB59djFpE6fgQThctomCTh9TJ1fHA7pRf4j6o0Sj6mx7u9yUV46ahBFUwXmtvyAIXqSi25ICDmxExyUCHfAZcpVTgW1/DwLSrdBLjMGnYky16bLM6JePDswBvXzftbmwQ7LP5aMKNbpjymDeOzbPPCxJ8xXI1YM0J8gzqu3rqGWPVM9vzH28riAbJ7XsArdL8nezy7izOSOj5YvUqaW+Mwj35L83wHMyzG3BCPKNwvAa2GlcnMfGTz98THiVJou/iM2ZwX+vjd8vxe/NQN/F6A72l0t39ue3f1+AnI1dsmPzIJvQLrWzNrXcc9S01umSfRaLV6LnSCIZ7qqLwgDv4+46TJ6rXhYN120DzsOj6Ntztn2iTsQ7tCWDnPMJSGlFz9WMvKT5zV4IkHgCOZA+vYHb4zo73Dj317fYsKz76bF+u26xiTXTgnKyPWkm3dwBuRzka9uGDde0ySmZZLVaboYOv0adWlehd8V6rb/PWWhaQM8eLlh0+/g0gdz980pU4Qy19XCtZ63VJBPU+HdeewI5SF2ggTVmPmV2W+A6hnz8M30Vkd45CEUscyyWfaLhLD6KhQLgQmPgtbJLreiSbC6jA7zJbWfyBLiBO9j8996N0QP4GWlfO4G+d4Fcca+r8J0jkh4Mfm3bb/6aPq2VmHzHCJGGDjagG7iHTVPdFgKKDnaorU2uApPgsUCChs/tKZz7leCufAJb8lkG+6ZnYFRgPkcY/dmwhWzu4PUAeaZFR6fAduXRdkubdck+kKpCt029DfuKgJxePnRG2Xom4bcBeW0PKsaIgYF+z+X+fozmEMijDs74Ufji5xDa+o+nWWidzUsuB/AY0CXdb8y9OvhbgG2pS/b4voPJG8Br2Iydy5ONFVo9m/uG1sYmux4P8sk5iNNWiGkprc+Aj8BbH8eswFus6lIzynoWW6SvGkNHsE3xexeLl3TfGYDLQNzadlIwLobUeOJEA7lE0K1Afk3BtTauOXD5GuQ7HufIADKmZ5otk+vDl0yK+G4oBZtDElMuIyMuIu625LOtHUfDizn7qtI4NerafVKdu0e8pQBeLPfc5GHjNW2PpPuDygu7UmiCyBi8QB5AN+auxT91D7t2jRaQC4YXD8xJDAs6s485oalUVtrgDgUj5bYki78ZJr7W35/3q65lKsjFgTbt/nhKD/LXWaoTaFtALQDuIO9SncEd96A+G0gf7rUA231x96m2WgBO3wTgEuiJgKq4G9CnGzjL9otYvdZhO+cDK/nhr/TDNQNl4YsH0CPQFgwebP73q1i+ZPtujL5WBd9qO52jqgLkMTY+BdcyoH9sxYcD3KT/8NxtbwPZwBqwxSUM4EMUMTFkJMCBsSV/z8A/bYhNe8wiOku9LuBFTB6r0M7wSSm1ONL1hBqR2/OhuXuqKSp4G4z+UFltINLrLHZg4aE1y2Qb0C1Wbp/AMzaglw2ppXxfHpzzlYCT2S/uxHhU540Lme7oW5A/LRoROGcmP0G+E6DM7uF7l4Qvhk55vjb0RYy9IkV1t+chJuIeDOQPGE1w+ukRUfORHOiqzzI9PofyaXisNa8NISafZXxhoMQ+DG4lwG95jqa/fLjs5YANQH8Sa/9+bfy91B79NJDv8s2DzZe2CPsOQz6KLD50liDfzuZ75Hi9neMWuAtrKvDW48CgnXZ8hRm1Ts2WmPI63AXuqKuKcVReQXSmkbedRn74pS3j7Y3Bh3Gz69dkPBML4aHbi6Y7Z79rDC9zYGwC+hJj6+W+ufvoYw4bQnOAyxTf6nlDrmnj5vMA85sYUWfy1jR5vGFypbFnAnqT6xVA2HHtVcC2AN3BzvS8PTagc6dSDZKs/hajkRigiAVGNfyjrwBOXyIZNXoGeq0OY35ky3zza+rDZpobIMwcE8+VVTPohhz2MhbfhyTXPP8OoL82/n4t/Meng/tgc/bNt+LHTD4EBu4hmT2XMv0mYRUeafIhMy9ZgDxZXDD2qNx4he1yCtDa7TPrS3y4UcaqyHp2qL5qTnS0TaKWf1q+6pt21jp7amuX7cnq776G3ITcz2LDQLvFQSyeKDMK+LMkfYJ7elBvKsl2zy1wQKMBveR6+eJUB8dxrd8HyI+Cc+DtZHSsAn0sh3ybBnpeO0Ce144ZZduZ/Ecg9yCItUj445KfjfHM91H1/Ka7b0cAjyAIRgC7klsk1mebLM9rOyNb82Qg9pKuWWSVAPNJQA/gZvDtpcngf39u/P25yh9/7eabc+AtmRzPgbdg8uHgfiWTx2dHKoKzruL/IcHeO2ezzR1rxGnK9inA8iDcAHwYbTU2h6+AIsHiEdSkxJg0+qMjrujy+w5d499WdEYn2R5JV9/aHAX6xPt0H1bTIbb7c7K2JLh1ao7g6OXXhhiTT/GhNcHIWIR4TsDB5hEfaOXHQ+CNmTwKxEwObTO8yhcvRufn52otnNzCAO7M3dk8hzbIHz8j6WFhAkpdJH88l+RlJj96cCDqRnqjndFbCrYhZv8Q6CWTE8hXz/fHAowoBs8pozQhZdOQWPPBi73/fi38/bnxH58L//EKFu9snv6419+OoCW0ye3yj5H7hy8fPlvB4moxgw9/fmInAR5u8R4YSzHHtplrIliiWCIk170eyD+vtM0BW6TQZfkc3mn6lEpqgzblt0lXHMG4RHe1OytEfzQ1SkRD0XZF2QsXPqcuuw1t3Q52DsbBAnFNxjvIL782h4HcmT86hR1LWzGDh2/OKuKJyQno13YmD1Bn0A31us+F7SBmgIbfzO95ZO7zO0La73sP+y43PXrTFlyhBo1tbmJZIFMiUc7eWufsJZv0wOAOK+6Gdoukt6V5TIZi2L7WFnAr9k4W1xrbLjavCLsBfSWDB8D//lwt8PZ6RbqrDXEGiysZ8ynYq4ND5qkPl+zWIZk/HmPu51EejFhkXdSSaZbiNez5HFbuseFgt0j78N8eCWyvL1755KluuT0oKGoLSNxVWOuZNMNMeYLBzTb9A9sTqcBbDLEZ+COGYwrTfHEH+ioWv8l3n3ATfnqtZScEdjpJdZZPTq+96Nf6+5WAvkUVD9+8pnhSj/cw3MVs/uR75/uOz1VuOsDM/TgmDkHmF0dORkh2Raa0ak4NjC+92Wp2EMzqlbfeWd38yFGyPCX68KEynjFEUl2lMfnWCGwRi+8eKf/96n64nRu/P43RfxOLxxDa8vrfxEbZYd8K7PbgZR3DJlrs4W4FRdaDyAWkAMKnjwDeMkl+DRuGi2De9FVm1rZHyxWxddxNDhSb6wlucn/ERyh4zLznr/tJZWOAZ6CNR47CrlitkpKsYbWkvuzgYrwcO4ZutWxo+li5J8yMFZKcGHt2GR8dgy4G8y72zs+TnT5JdHY1AVyvv18NSAwCzQoBZbwFKMlXvrH7EVB77Q7+86TvbUEizRvJZYzKyPx5vKeSr6w31QjAWRmkN/l3SC8JRIEPjCOy7sG2CLAFg2sE3jyqrgpauklzuaaQ6+cklDOqzmDnxwL5Nom+dgJ8ExtVJ04lpd4//DsdNvSjU6Ea8YNRSSEo5g9jjkw588t9kstSXEMxt+La6jPZFNNdlKHAVJ8eKhOyq76E6jECb0qxjlwNJeT5ESjN8ycHUfrNlpXsHFpvdai7UiYVSck/YsE3mUUUyiBdDuaQ71srQLeoI8j3H8k3k4nIbkIOkNewGnCt36/eo2UFRD1oGQgzNcnpL4F+C7L1iuTZZME+O7BJR4JcxPOi4av62LI8ADL4FuPiZrDkhXDBbkfJvB7QoSELkpEyLtTsqL6FcJxxTZVXajmHz3xG2dKWxca++O/XugH9NwH99bLA544hSlZV0U5n0YPpyCffw6aXDgf4iplVoY5A8l5q5tp4+XMR88eHrSZz7Y3XFgO62GpNkxSNxh7qozYQQKwr7h2qRj0H2L1OTxaPjvme8fb+SA+VWDzjNj5Rbu+d3Ofm6nYY1dnZfQDQ4WPkO4gCpAqJrYnFM0BHTN+luf1A+Puc3ZcAZ5wnwwPX6++VJU6QJ4OiB95OcN56vSegk899+uTkL6p2Fj+BmWyimrw8vGLhPt+Gd+wQahWtL3vCN/kvNzYY1EDugDawN/87DJTGxjPgpr5CSy3JVFH1PtkkffNVgbjf7oNHVN2AvvD5MoC/gsEjsWj3TjM68VvR3Qi2S/VgnL2BsW1mVaG8jCjAbiDfmfN+DWPuz6W4xsYlgo9h5ZnD02KjDuABONjOahnjkAB8xTTCF4+O4CbRR7UXy3a8AzyjVrt9VBDO26uBu5jc1GV9ebgyG7AcdXESisUnPNV6DJfxGYzDzVdvAKfOAQPYr/63CrzRjQDgzu5aAfIo/5NsfwpGuCRs0/QOmZ49IQN/hbEr4a/kUPSUT3hUBLB9WCzLZO8e/h0xNp4BN2/Qp+GQYDOQUTiBl6FE0K0Ff3pOe4u8+6PGmHgYNAE8st0Y6PYcDeSnXP/701/7OPl67ZLpBPLqSCvG8UTl0bntMMARMQzfbkgH2ieVAO4gv+bANRQfs9+/AXx7AlAAXKrvTeBIyfSHEYzcg53rWWhCCrkQrS3fHJX7wTjX/Jtq2ehqfUANR7LdZY1G3SiwI/vPXcshBma4vx7BONlqE1UG2rg6R+2tuA+jBwF+NmZmdj+u9fsEOapUWSHwoS1tIG/MniDvrL4fnodsNQ8gHjuDP8M8en6T6cHmVjrNNboiA0lHqI5ngEfNcE/4NKun96bGKJLMw/K8ou61IAQDnJZO1h5Rf+3dgm4nwH8ffvgrAO4JSOstyK1SC+PByh6lkGIZPUCOnIRSdSMCjJc4wAVzblyvhWsIPpdPchHgGsBri5/dN18q6Z9bEqPXr+8QosnUxOLh+ji47xFmcrH4fs/mbnatCWq20UgAWnouoRV2+mxLArFtkJzFDZO2dn2ozDEM+CPXi/NEmCEUXdcD5BXAO0F+k+sh0+m41u/dr7BvgpLTNY8bCfan4BvCwDLCW9+xXQoFWxfLdaB/dYj3pqZUYjpE9K0K2cCGLVJQ46EgifbND8TvpFyvqDp4FY5bFF3SQCO7LcoURrOVx8ZpdZdda7hVsO3wwzOjbWPtALUDPBbbWDV8lu5QPN4KXixjky00QT4GkDsneCbbFsEaG5+CnHs+XttAPsTk+ajpqn2hSfPNl6W7l2TfFmm3UAr54gnuqOvZ6znYe5Shv2Pux+ZOae7Pt505x4IAvqKDDrX5pQnZXxLg6rEL1VyrfSxXnNsVqXgdxLDaEOybP15BN3Ytn0BeQ4d1XOtzHfdZoLaXmr4Kz9IpsKPyzs+stXgvis2Wvw4WP6+9JVw/IrghPoRmASEHOMTnMFcPHS35FFT88keEgU5+38EsZXhdzheT89ptONZiO9ic89VfJ9jLR1+LVrH10Yu1H0Ae6Zm4u0DhVwPODCPcHEkJbVUxIKJYthIEIIIxdgbergT58hlsgs8h+Jgd6JVLb+PlW0zSbvWYwBnnONwfYckuPTmJA1O3pnwThash1c7mXXVFPAW5ws5TUPjRfExMxgxY22NOrVanInP6ox3UmXynvcHH/+35GTcqd5JATsE4Pm5yPZCmhLj0WYgd4j0JZmJ2XhY4er+zshrQ4zfwHn8ZV3DSzqGzqKi8daN5HvP88kulXvC4oxyVWuDuPuMZeGPGV0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\"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {\"data01\": [[0.0, 0.0]]}, \"id\": \"el15699140430549451280\"});\n",
       "   }(mpld3);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/mpld3\n",
       "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "         \n",
       "         mpld3.draw_figure(\"fig_el156991404305494512808705554127\", {\"axes\": [{\"xlim\": [0.0, 1.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [{\"coordinates\": \"data\", \"zorder\": 0, \"extent\": [0, 1, 0, 1], \"alpha\": null, \"data\": 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LtK0TA9EYQD9WNyYFu4nkO7sBmz82N4dmYe3Qmt/1jMB4B8Dx+33g91+jglkKZvIaEno8TxJXH1t6o1KmnUd2A6+H00ZVfPIEWP73abUk1Kf7T6kRgmFD6eQy/AvZVsm+dQY/rm7/tHcHd47jONa3WUbi5RtV2aa61ky8+U0z0XLyDuzF6svnHveDdSSS46S5Q4m/2rOWzj+r+1yGZCLAabw7AU+bqZSdWx2SBm5K0sXjfggEfyYIOeBbMQQVwBzcLQQdbnzJa5+kgFmcMhwoo8/EeiGE4sbO1G26Zlw8HsplyHGy+AX44mI/B7fgbwLdzraG2rsY60K4daDD4hbkbm2un709lyC1gECxLOTQWKY+lEh6jrhJAtLE4fhLD17TzOi6+Oux9fsNLJt/2vXpc5Ho91HsopCy/gJ5qFdfIx8NtVG8IaXli31eOPC0LUuwNhMvJVKNFWhCNEvXf2QCfYPCXj4U5GkPssrF9JiRxvzjdPbUcHFd242K/h28HE8ZgjCmVA0+TzGPYcaiQXSNlAMPaeRpwdRLEi1fCMLwwecj1YW56PTubO6CHb3eMPvw4+/GXGrlj8j6suHXOuV3l+i7V12uC9dz6ZfzEpTZ2rDRreAfJ8I4+VZntI6wsboR49724sO6dPL+Oj1O1TXQG7bvugG6hfh/vx+My0FyHGEwWlTwF8L7PmGMC2eNJk/gCcvleEr8YvjqADy/CTQ9YBkVbsploMeP+8qNL9VdbGG8RcAn0CpZlQ+VbwXAHNSd6srHhwThOl+9MeDKDWZJFh3jnKwF2tOlOBIEDG4YkJTJXOlgv29S7yRiGG234rEnxMYLFHfCem5fLXsz9iOMfvKQjR8vH+3Xb24nQ2n1pVzc6Ze9sd5l+hdqn4oDqqQCmGKAW685s0WlSk/EffXUD6wr2FsvoAKaM81iSfFcAd6rgIz47xmPc/kMERHWYagP+AXzfp2rrT7OG+daq3yg6gap+q1xevbfEZYLUq8Zaerq9cXrP1k/YW+JVSWPFlCKNmzupnkwS0lGanIx/jyG0PpTmLBGdUA/4Jml7/mqMGHm6MaWIQsXYm5UaizuTzzpdocOqroSg04bcCjStQRGueRXCmLnWwB3Mne/ZmZ2XHPwxCtwp16md42Y4RntU8Fe77cy9VBa2obTeGWiLzfJWXoCwx0MHuIMvatTFU68odIGnX4Iy3j7qRV7lzsXSYczuqo/yeVD7WypAr/vi914w+XhbQb6UBWrt0w4AobYPXmFVwFY18020nPgAeLH8asb9LJta3Malkbo8D8C399EonHG9PV4wws2mPnRG0iWjWDhEEC4ARwO3swPhmpc3oB/Mi/H2HIpjKGQqZChYFDHJrA6t9JB4dNnqMAwh+6DegJyc7bnVwC+m2tHBTQvgg+UfYbwF4JmX4bM+itAn3yxTTvPaFnOTOpS28XLrXOcHCmtn9ht2b/HQQVN5uB+PIkko1GYfF78Zr7Dvb79zMdmw5t6lZnqOvtYX1HHW0Gov5uk/ekdm9yCXYvLCQQC8/l29QUXJmAbZzg5wKqed2r782pDr9GGjxTmsIK5GycZKNqfcWsJyuQrV6xebxzn1ecoxbBYS3YphegCK5+PdYdc6phwjj2DXzV2P1w5udvAciscUPAdhDvJ2Zowev3mZCuhECiHyxSNCpsuVyLFOH41KuwI1YxwF6NGYvLvoj4M9Fw+gU97hZjHhGDZhZQ/i6BRVc3LNvXrSpUZBfd++BYvXte0njrURaI0XKygyFmdyE9MZm1QtnlHG26vHnQSP/Tuol31xPMA6CuHXCDk5iC6Azn/fDuzgPSlvUsdaaJVB6rKxJJKCxBhGHfyiChGX7inbLfBmdBgIhu+5+msmp/bce8B1zLXYup6rgS/TTPcfy8DY2F3Ez9kr3STYxJ+lPxvYyXPjMFbsImoVvxAWEBxNpj8OwWMyHs7mj6GQQ/OWPKrAcK2YukGNh4hM2lPIe47gv0bkEtwBcH8eR2Pvw7bhoD+cuR+50fKcQG8APxgXJl8ZbQd1a8/YRPJaaNS0X7YX1xXX4A9CwBY3QSQKwkg5i5xeqv7HH8VqcEuX4/F7OQQcqUq0R8zYC8aO6+GsjXadqnNC9jb5+mdMnj1fy1GLyZFyqJgPFlBTPL7VWJ3U5xZomnaW62jOXQ9mn1pGnr5quWhAql6yj5f3RlzZHDcSfT3feNFZ4JqXVz5ILeAyIDfWAWISgx3nRDB5Z/EV6A+mBhhZ2HwK2z248pi4dUoAIAAxRKQEhZB1TqjrsARiBAevQZUm29hYfAP6I1mc8Tga0Jk2oHfDsclVbIYb9vac1c4B8G1kI5WXtJhMqd6ubwN6l7iLFI5/17W6rZSfvf5MjFrY9RV/yngro7iuQ6ool6bEAI915l96CdykenvGDbsDd8ZbNlK8bQy+gLuYm0Shg6wDaCzCs4KSXcLHqkTa5HwYGzGj56M2jIbqkqdLHSZYRVaeMNXJ9y/56NE7uFAu0sZsd7CHjGyMQyx+TOxDZ4qhACthCBaDKsB9CuNNFOdQnMewm+xNxXlwpUBiAN9rcuy0ovjGOlllZPDfFRylccP13EG+mm2Vdz8G4+3YtjHwNhhvvThm2xLoNjemsbks6dClPbWZbVLvs5Y9iy6u5/iy0KpRd4J8MHhKWyFJvau2ts35Gh/ET8ryVJtNrcRrLvMxS3vHqqRqWvHK7Gh/1xk9fpz4ymrHeFvleoC4t01I9MzJm2yP/bFPREHT97tRJP4ZEjtZJxt7rasbX4rrxcXZ5E/lut5btoYKiqdo/Z+x+tIOAfAGaJW1dr1vkZt74FkZysixcdZgdcVIBmccrCubD8bboQZwYZxTMcUkeDyrADJ8KE0jWBkga+PoZEUUytaouvee2S5uZC5ynX1cfN3CaHsbjLeD8OVgfNnAfg9wLnBTA7eDnQSZi9PSWUZbz7WdI11cUsdX8fJiJ5VEtzzXrpGq5+BwxoERVYBRXnSYEZsl05v0jxw7z/nqg2S61Cb9pCRfgN+UR+xbzus6nPbaXf+LIKcp0KHQ6UzvbrROBTvDiBfMiDNbDMWFQacRlNsj8nZrvGrQlIAbwJPNw7S4eSjCee7nX4GjLZhUWt26TJCsMp2k/Rsffr411mkgt4KhXukWQHgMG448RfEYirdjJMinaN4q98LMBAM4VfqUeXnk4xm47Y9SqnYWJy9lLWAfh20xDv44AujxPJLB023n2Hr1W4wslJ8yYCkctUko1DrNUk4zpfpyTZq63MG+pyjZVgiJWyyuTOamZwFItBc51K3N3fm47TxSekeMRpw2yb6AelR700ADOr8GeSqvVyDHJdaP8WUUgqJRWh4TAOiBfg9yG+ahQQbw4WwyCTQFwgH8kr4cObtSGna2vDMlo1Mejub7bDhvzH1dsSV4s8d+DfTVbEOmh6uhsxlAISGlm3H9OYDe3dMC+mDF0GLzx1CcUnm6yXfC28Gej6Py8TVeQUQQEswG8q6gsg+7ZfItJ9zk+ohc+xj48jBgfzkYb49hzJ3OeuXfkX7EkNrRc3FCBn100ovp1tov0qJFqjemD7WFSEmSoFoOcwfGADijxYivZUQFygiOCoda9oy8ESM+61wqJvswV59VuADcRzI68APoHzJ5B31ezH5dKV8fx5eRgX2RPK3hen4qs/YtLBcMngAXECuEYRKevSNozi+UMr+XkPxbPALINeNe1fx2JzIRkEl6+/D+iM4tz7UxQvMd7Fwr4GgB9USYRaTTApTtLLI6Dx3ozuTUAc2Wiwst++ZQTM/JF2YK5UEEkHjOppBZcp3VzM9L570FA7fAWerTuTG3b18eBvZFpnfDjdsogb+umoCeh5e7Ts7kJNPa785hD8BHPr6pLZOBuO67w3rEQmcBX9CNvD0EcQn1du3CiMPla4N4WizeMXKC2jvSfG4gv2wew/G3aPvuzLZuOh/jy7EEeg9+hdb+kEbTGbi7mn2bDeDO6jTt2Zj+5m/8e2gqhLXuqpqKQrMSqTN5yiHPqcKyXZZLCiZfrvDdo3VcHejah2yCTWwKZ0h2lZmg18b4JBPKkkv7rkxuU8ArFzfmPodJc1E320QxdaTxph3sjRXnJEwSCFnNgoiNi7MEwNfrm+oG0V6octV01qtUNRh8zcPHIttzZIDbZBWqOoBcFiqZXABFS3uioyyJDjmhs9o755XLCnbryEq5fOaROGeAxGV7gN0RzF6sXcrSPKQc++6mFxqLjwLnHWh5rCDvMv0W6PE9o+I7XHa7jivQKU8OOI63Yw2CHgkRTJn7qF+HDlJZwK2jyXZRyCkgJghLMX03hvpGPptL0ToZ5Pu+WH0BvUmYbStn5RWw98fG5FrnWGO0EzQ92OaEyulBWoFKzuy2rprNy4tCGCGbAWr5qQ2nPZgxWXEOximKORg+Gonp4+O9wrAzeiiZJ4nJdhbMqaBQSK0976i85GSVoDKXi34cd276eGm65TAg25ZFMFSVbynbNSbOWJuRdlUU7VttbZ1rpUmR+vXr9TOpvjwaC4QvkQ8BgqqDdGw6qQv19nddMsf3XEC9yfFedEQHr+C/AJ3X7xt1zaKjXpgsj8v+zZgcKIA3PbiOkd8ztgpfgJ7u+lQQNzbvTN8/JwJxOZ85v7qUdzcug3W5Rk2y8AbwlKAoSeMdw+2jA6hLwZYXhsuuKgvQLQCNudGCECIAz8U3YAaGWm3AYMKhiskGpFMM6JF/y+HDZlpFMAHvCDebn+4TWEgwhcAszubtfBDpmAnPHCP39qr12cwJj1w7iluuUn1Ufr6Zbg8/nz5GzhSruFbKwinJyz0n33Zwp3rSFex30j3JYQmW2CIOPL/22FBWW+gyc0BE6UFigxpZ7HHWZfMK2GLnHeiLVB+vQN4AvjN8j/8ktDrPiPWDvzwWWVwBXxSqusnzKQ3sUkDvktxzc5pk0n2WIWfvtZlxlk/m2HuT8RRmRwB+u3DZg8ZJL+ONdbIhy67Erhuw3RcQsTHTYAszDFbzR3qAbrlkbCK2DpvLdCFAnMFFw2UHptaY+WRbGEKUjNV3cvIADoA/HeBM5szPSZjefhKmFK5yPdRQXzU25oenk97Gxb88GF+PYWA/GF9CrjPhrTF4L4TZV4TJGnZ43YHsbbamRV2ip3ETM9JmxaAE0XQPqSRMxcu2mauuYCXIaLGh6zNtg+N3AC8AdjbnZrJtkrzVIizgPzaAL/++LahJdWJLbt7SiGO8PVbgbI20B3/JJX89DeAiztinFJjFQE6n9ZQJ8JDvacZhBXfk9D6cEaWZr4rbe23v0sgJ8NZD9/dxuk2pIA23xhSzsfNSXinJ5Ov47sbkGIvxFvm4ZG6uONTAZFVtvurLQDH4rkDzuwiDxPJcJowpJv1dLe25/NJm1LwCrqGuYzDexgb0wwD+9REMvha/PJgb0N1RZzRw+3n7cYfhdqlq0+pAdcbW23R6GrVemzJFGyF19deve1N3FMvAMHwlGkIfQtaNwbP9NiY1U2yT1b1q7YXJxgdfWN72cRtes2ck8LkA3lLTXvnWH1eQe+RXft7NsTKhdGoGuo3JCvQU0HCQzxofz2G1ZsKVGVcGXebpU5tMWlXEPcjtKnaA74BeLsrLR2f1raPLoHKzbU7QPJ1pTsvN54QtgeymnAewNqAbmxsARMN8Y4gKHkwQZsgARAUCzhV04vj6I3LxqhEQnEw4RXGImoEnuiyi2dss5H6fDrq4461c9W2YXH/bzLcsjhnkrM7lsr8w3jimKblxSZ2x53mTi5v5dsnJNyLKa/aB80bxP7b0cTXbCJkIpVS/j5dOKpWLXwF7J8tTni/7GusnyKPTsKqhhcnjllWcgV5m2/Y4xpe3S6DvhSG6MFvvRRUx9VJFoMMkrkwHw5QF0PVaQGeYcZWrrzIemSfHMcga8UvA+hUsw23PVz7Cdpy24mLk7ECHAx1yVj4+zYxTOQEZgA6QeqDyzLuMRn10VOgJ2X2qVB3cbH+eQ/QQqMYEFIKVjtSJVJ6vbaV1A5EEAAAgAElEQVQWwRDFnGqqQKq0uDedxUOx+KBVqtcEFEowh0S3PJxye/ROwVn9WNi8mNxWVumzzVaz0hjcge5gV29bnROYzt5xXfoIUKiwj3C+KTqlADoSrODwLOjew6OqWlvMt2DfLc82Cc4F6GOV8PX54c+++WjHCvAGcuZ2DC0f34L9GF9umBxYGu4W4JmPN5BPgZwBbiqQx2cD3JNA3MAvViyzynhqEpoWJ/Wjx610+RnQ1f+jnckD2KUirBNyBmqGUAXmCfCRw2pZFcf22sBktxwWtaA3F11xAJBBUHDVc7Rne4TlG4tQoIDtYAomn+NfxOQN6G9jpNH2dlDK9X2znLxuX9zXkmcIuI2JdxavdjutPSU2d9qnV771/FvW67Xk4h8AvRicAAd6Svk1jb8LsrXGvOfkr2T5YFDMzz9q1du1U3CQHyNBXnn9Fdw2R4M/ZHHgA5AvEkh6KWHLhWLzRpc5QYMd7GyVbg4MZfIbAojn6AI64Xm67e9A38fSwQQui7mO8dL+DvIcVvuJVI946L1/nrsHzqxOSubEmM14myUxcU6AT2AcWRSTspOmMyfbGmI+iUyUjME1WN33ufFmwPc/GEAAnWl11gOg5/BJLRJTfnXNyYkA7ZVdVEzOrUptrLl55N4GbmoSnZZhs8tkFE9NDgYOAli1CoYauBPs8wTOs9o0OlP3OmTusdc6/0W217W9jxGPC4mc/JqPX/7GAV7pXzfYdlDTUs2WEvyI/cXY8Zod3AH4no93dl/NN04ye5WKHuPrJted1bpUz2KZBnLZQT4FNNn3FdjpnLVvkjE8C+S0BqqqOEpXniZBzg3onptX4c7Vce9sHTKmttvzT0xfTEbtnUwA3DusbrxlsJ6eo4/aR75fYgaElVYQwSblECDscpqBqNdXdIB7bzA8SfTTiRx8ycUH45yCObrxpp8w3uhivAWjr0UuBXhz1Nt88gB6OuvdbKuKN1J4ddsJ6kyts5h7VgFMMHfWr3tHu4zwdBYHGsO/vual8sJ0i+Cnl3FFLZZ2kL8cDuvMfnCBPYB8B+7YF4DuncEm09NLSJBfY/0YX77sId9Y/Ea2+nAFzSujJ8jPAZrzhtkn5BRYGWaT7+xAn1omCFkHUECDl8HaxSPxWuNw4FHpSJfqNcwQgf0C8Mnoihiq6SlJB3YEHzWjyALzBM3DZfsAaIBkGJuHGUcTIF5MuJoabud2sN1QwcLMJToBmG2RyBklszYMd7KYTA+57gCfCYKVoCrGyxTrtzeqSTOU4A7nPIAfbP5l1Oyz4T5DrnpDsUiCVf5RgLqnMxLMXbl47auimPu0sWo0clrwgu5Ve8f1V+9sswBGXcJHfIWnnrihNmRGPwV5B/gCbAc6j1GyfPjS12NYYcyIZbI3Bg8zbjCq4m0ls2W8PEDOYbxRtEdPBi3gFwMuDLWel3vPSnNAzwkZBng6G7MzQ0422coTeoZ8J2duBVgMyAwDO2OpkFNfGVJV/bY/1IAZQF7lWDbAdqHvpY3egnsdOlxlug4DNbXA1HnC7us9nNk9dxLLx8m3AJaa7WAr6MSoAgNVHW0zmYnE5qdPLyZxsA+ymvcpNhd9Nmd9agP5npMHyPe8nDrQ6cLkjxEsbgB/G+WoLyvRZgfiZpuEo95ZvACevoasxluanK1oZh3pWd329WGBHdc8boJAsPYOsGpMmGhyvcfSEje7VB9WJZg5d0j1g0qKO8BpDPAR287mlZOXnI/8PHL4el/eU59pE2fXQf71y9bhXUHe3WWTrHNt5NMuCE+BDGNxPTlZ3F5LNorOMNhMetHpRpyzupnJCkxkFVyCnZElmwnwWEhuB3lIsX3fDmwUCBYzp8v1TbqrlKtuAVnBSvOE+vLGYbopOWvRhPIJxgElxoCmVJcoWOEKLI112+AKJ0y3zuQxZKZeDCPizjpWub6F/irXo6a+GDmA3sF9sOfp3GR8SHSySTcjxse5ppJaddu55N/UmLwc9TO3ZPE2Xn65Fn005DI+fk2wu+FGAPzm4mW4+UYeTMuqLDcmWxZeBbjdReejvw8gO8gfw+4310HuzM6jgT+eFwPOOgD4EBo+Ark/HfT2bQV3uVrIKq8mYVlCTjWmO/winAI6JvgckGNaPn5OA/45szeSk0E8zYnnAnywOpFNnYyxTJliK53MuoghrSAILwnhK8XFXOaUv8jJy4zd0pME/LXgwjoud82nMVMaRhzbAMYJ6GF5OTF0OqNPk3TDL06uXJvS3QOPLFeHLy1IxIhFD9nfB5NPVkwBDlacAmNyRjrru9mcqQ3CwCuQj/Y+3XaOUlVuZpszeDB3yPT8e1ihDjQBHW2VTK7hnp/A+bQ2PIvRdQH5XK9FA333VHKh0Ttibw1A4YF4Sas64yPiiFbjdpkj0fPtkOwHgx98legB3KOz+GHs3dndgc0d4KNyc3CAfriacHBzAznahfXzO+jLtxbtW0lZFh1IliDWMEc3Q3wb0yT7MUGnnaAMtiq4MCS8UUKqh5kVgKezjleiFp4N9ErNaCG7mNE/XcaIbgD+shAmRYvmd63DZ3tgTejkGvbJsfKSnCRHGXJkaQrotL8jBhNDSaC+PNTgXHW8nZRdqBhfJ1KEdDe1psnkUxSTDdyHP4vGmPtrB8pit2rLB3FVqTXXvtejhzy390j23heIYNJkcdJKZ0qul2mZZtvsr+cK9Jsqt+qYsV67K4m3czZA70CPeArlt86BoAT7UpmWOTkZwI9mpHVDLYD9KJCHLDewj5LsHeAJagc5D2CMZO+4zzx4m/iaa5ADB799XSM9giJ7xbrfF1SyAqmXIlJclDHdXJugMaHj9AOdkBkzE8IdPG3J4DTjCMrTD2xacHv1nExNCf9qiisUVV+sWEyW6JWzEOIC8OtY6z4xxdjbCn7EK/s4Rw3CeBvmsM8ncA6X7CZY4fNhiT1w4yLx4YxuN0G4WxHHrkvsZ6tT9zubDiknvYA+3LXXVlgTDZNRUJIdJduL0ctx3+/VlotCMJK1C+DNUYcsw2Uk5zp85upHc8jsuebm6bJbmijnzdBt1q0bGV3HzHeEI6V3dH4B9KyURGNy3rbYt+TfJqWNyQukkXenFH8cBeiH33cucvPjyL/pAMc4ksUNO0eCPPPxxuTLUF8y+dvmrm/Oesp18UkEc8KmR0kx+zRJitPYjIYxlrG3Oex0lnmgHGzOQJhx7jQD065Dy92tAgmWs4rUYc2QuAX+7MG3i/V6CK08iJTtIlBfT41iEYwYQjvFOrDJxTQygDmAcwD8NKnOJyheWxEziLwqzi8OkS2egGG5n0l0RVuWxI4vcsYAJbG76rVNLqOtcnFknu/OwwLxAnnMda/cPMbO9/XaYvpo3v5oY/CD4GuuAyzqs8pOQJ5ptCWLp0R/Qs8n9Dz9+Wl5eRYa1SbnrOHbrTirqhVbHL+kc2uDaJOQ6Qs5JKhR1WsUgI58ezfXSpLn687ej5LqvH3WgH0YsA97nQbuwuSHEwZnLC0g3xTrKtfvQI5t8sDicvrzPIE5jJ3nMMk+T2P2MUHjXCp2ZJ9Jww7wMJvMWbJFCIlAJBAC4MsbqQ+1KdUqNTX8sUk1qgu3lv4Zg4dD3+sDVK1KD3dsPk2VUBiQUQzjF4LmcEYy4Ot81oUiBmYNc6hDjZmhKhg+TFNzmZ1hoIBS5s8cMp2NyUcweQCdG8jVwL1nM9XctZhFLojJ5Yz3obAqdEECum4QAV/pBhiwVWmWHDzy8NkAPp9QZ+8E/Dwd7L4luG9qMzq4pbN3i4GQ7+26Rxwotskny8SVkurX5Zk257wPe7lcX6W5MTc5kwejd9ke94PHOBzose9wgI+LXI/cvLnLK8hDrtOXrwWI7lQkXd5Nr6xhJFtEwZlsHi7dg9msAoxdnvfpc5I0sjmDRFCaBXaiBDtInL1DwvvikFI5ehYyKJZeeumdY7xQAdW6zN2Z7QUWGotTbsabekpiTmdI7mJycAC8GJ3IFErk2koATTsCpmB963iajQKodwkabG6LPhr4isWns/jcQN778Xb9F5DX/dNXNu8SPsa9R0r1DnLCIAXrXBicgsU70BPYG3ufz9YBBNhvTDdpbL5ft+zWmqkagGbzXjIX77l5sPieh7e8O8tRPzTXGsAT2P76cTTT7XCZfqRcDyZfQe7A5uHSPUAeUj22GNvvQO/uestlsm9r5YR9miWptCGO0398WE49DOw4n87sFrSavWFj8bstWZ0gNMHUJg+wKVeBzZ3ONQci/XDstrsqVs9NLeei/u+m0VZWTwoolpiWj8dMNJ3sIwcMDn+B2Tu4M9k8Oj1i6wzqxoR10NHi1lmzXR+xYcXMGNVzZ7W5z4NsPvokB7VXzs0E+2eNN8ppsFWGShfQ91tD78CPhSEOtll1pviewHwag2d7+NbqCRLM84T6a8xnMrkkyGUz36IHK/NtZ3AP7GsK56M2ncUvw2QJbEafH/5R1VpJ8+M1wAPkDwf08fDnAzQexuZcrL4ze+XgId/j9ShCSNJ0Jsd4s/5MW4OkzjkS3NRZXcWAPM981riYEhVfbOPj/YDIALEcxMbi9eyAP6eD3O6hFktAyQw0l8KNa0pUmUac+cfOepTIosy8SAnY5spTTsCxaj3x3Nyq/LgZj2W8gZ8GfvIbEGZAMUBnnldIrAA70bCJqUTmR8AUygR82WDkvHMCfGlrfyZbeSbKZSWv50uYL3K9gzslPHem7yAvRmd4sYvOzUF/Ops3mf58h54//PmZeXmabVHO6sOy4rm4pvnmZlyrdttLoBeX/e6suXXsiPy7YjDHvwPgY8u/+5BXuOIt906w7wB/PEyeO6hxHMB4OKs/GnMfyeol4wcWkBOv72F6JYbPyJ8PHW2CSvb4zbTo5lsHe07MODP/xDyq2qsdgLq0YDLTLWRrbn1crwFfzx78tlhApqvG54ZkZzmlGjvPnrv14C8wnqdpd0iJ2W8CFZfWzJDpC0Aw1Tj/ZDfiJIfRwCc0DLizzoX8PELNFI/UsJkdroJZQez3CxcPNHXO99tNkQOYUHeUFQUG4h501Jz1D5gcxebUgL7I+IXZ++yyAjynPA9JvjO57df5hJ7vDvB3aDzP7rKXPJdZuXgAPPdJPdcyUEjz7SXGg9E3s40IiFJRIpTZFgBvuTc7qGk32RzYI9j8rQBOj4c9DwM0tud83Zl7B7vPYiyzLYbKqJ79HIM0VpD30G8gz9sDoZiceNoQ0RhQz8UXwEe+cDJA6/uS4C13WCS8NXoQcQHbrsgC9NTymYDaeW6S/WcPdWCE6WbDdeayowHe6uynAX1MrwOI6r6zzJGT3VOIXvZmTDN73OjM4BMlrG04WMZVADH5aRbYmTKjaOvAVVPYe8rL2ju+UhZwU8/AHTn/enPCuonFCKATfOoofNromXJ8MdpmA/75BALczuTJ5l26n+6kR0GV5+WyGG+eSvXXLTfPc26Pi6JLfPgIR0sbDeC4AvxYx7avEr3l5G+PYvDHA/QIWd6l+uMG5A3gjrMaqYmY4vStLiBvj0OPfdEIlFGReXpM7leA/HWugDJs7Hc4i6dULUdwke5NanAyeuRCTbpvjwL23N67xPbcnCQEiQJexfRZoKdw0QgeCyAIGch9Lbtk9ZMyLyJPRwgnOAsVqC4CUQGc2I/JVIxOVzPR3vCyGFVLcdr3sdqdYePecjPuCx9Ah7N4xHg7/WZBdF+m97N2mM7itIG72NyLXKA1Nzxd9Gdj86ps0xwqK2Dr+YQ+34Hn00H/hDxP6LMAnltj9NsJKvG8d+yEj69/A/he7LJOPimJzsfwobAbgPs2UqY/nMEfBuaHAzsl+puDPOT7YwF3bNpGaHRhcXutC9DXh+fk99GuXrVPdeeDBDxFst/Xyz69CITMVSbPSbt0Jx5Qsh4oJmVULtSskP1C5a5yVsQDM532mMUmkZBrqPlPAT1zc/97O1WyqaIxpDbJKtV42jz4k2uiDZOrlORIA3Eb4ohUpaiTily1zk39GjB7j062fJTdIJJyRdcAu01P7axeSUCsCqPRkURzo8fENTe3Q2y5efy7XxJWybFvA7Tn3jOm3sbYuBtupwE5Jfqzj5GvZpucJ+R5Fpu3qrdcyHEbJ1/KkT/zoI6VZgo3kHN30wPoIdOXMe8A95ESfbhEp8ebMbU/J0sv+5p8P5zdiaE54jKaTA88ke0LV/pjJu/Ja5fq4uugW0FKDKmRCJRj2R4pF94ufXYAOkYOLZlUH2ZE9QNxScorkvMi1OcMtvYL8e8h3RXSalxV0YAEB7quX0v1vX1TUQNenq4XwjhIDcTT7gpzMoTdfDunFfe0z6ExsKEmPAqq41AAo2aSh/KwfytmZxJIqB+X+AL43BzKFWbEDcRkcv+lYvT67c7mgAF5keoIZkeyd6yVHssp0zwX5q559c1Rd3mO2M4n8PT9DeAJ7rOMtsrN473csHqFbS9NXtI1upJ6Mnian37J9rXZNgZf8u/G4B3gHNJ8Afgb8HgDHQHyN9DjARxvIC6JHmacLuB2Ft+GzEAtLVwku+aVPfS4qXi7MdyWcXMOx9171phhhQpkDC+K6eN5/LRcdYU5QD3n/uDhf2TAJpQZJz6FwyQ6kdpSu/mV2uz3/VESjzrY1Zg1JfskX+jBQcxWhptDaUze81JuC10ukwg6eweDG8SpATteQxVgAYdsc7CLm3kxVFay3SR7b9HIzyvAC9zR6QVzUwO5MXoAPDr5PpNsBXm+n2cDsRttzx8u19+bbH/fmHyaZPdcPIF+BrgL7LeTU9pQ8GVRxy0T7BI9p4868Gs++NVku5PoO8AzB98BHswdOfjR2D2q2di2lOhcjL6yObV9DeCbZD+EtvuTBzLccMtgs6k9NkYeQyU6DOBNViRzy0xpquSOckjVCPAVa5d7S2l2Nv5etYbQNBYEHHULJQXAvpSzwGZwyUsVU9Gfp+y/5R2CTUn02ngyqQ5PMZTchDunAZ8bGxAgLnPdMUOvclua2s/Tml1soFkrJ1eNuQMHYgqL0gCR5etRNRfqX2HH1sP7zoNKgDc2z43gCy7CKtcS4E25dUD34bFk8NPAfT4L4M/G6ItMfzp7nwlwea75eGf165TTPny2VT1qnOc1ALI6rJevpmxvSzQdLSfPSSQB9APrEFk56bcAf3zJ3Nzy8jdjbo4c/IByvOcEerI5N1CH8YZGKndy/bzZaXJQs+ejuNAI6S4gsVJM5I/78k6RWy/1tOEorwdyAToc6E47fTjMAO73ilYFyWgsqG2BfPKxT0VO18yf1DXS46Eu+TZBZyAXz0QsF4eQy/cJnOWMW27tzz03p2L4nn/3367NO9Lhr4cAerhX4H5ITHqJXI0oJXxWCCKe20/cnPZFskfnErIcsapqgRwLg7cFILJc1fPs6a55Hyp7vufYeBlxwdpnATsBHjn6bAzeTDZ5BXYkw98+Urr0IixkLh7zwwvgUVdeE0/WxR8au19y8BXg9HCj7fGWeXiwtzrIMRzoFIYbu1SvoelE5NKh0+11Ps5EgEEuuMac4lKaFZSef9Ownp2GlaGqg3qGq8wZ4OWqX6WEXg4tAFtSbJFjoqYgEhjDJpL4ijKk1iHK5d6o5EB+ceFvgG6VdVxMTgCm+wCRmzfNe7ckz3DW771ZTYtAS49CKTmTj6NJdmdyFTt3Cad1pELKztZ/a2nReL9R+d7vU5y6al7nuGlEzh7bZ5W19e2qWq3ybTyfCXKEXH+WTEeabFeAx+uQ7cuYeAP3ZZmwjwDuJ09Z6FKyfV9Djdilei4CMdpzA/cj8vUa705ZvgGcHpGXvyWYE9w8DNwN5LaPHfB1nZ1yl2HTqInQPSc/l8CP/gAmB4EcRmGE2CTYUkQhd9TkqLocR8jyqmzLn2sN34Mrupf8Nw90dgYn9YWKG+BJB0jCCBpZ8ZWTOWJpKKpfIQK6w3x9dKDbkwWRprkX/V3W3hMBZMNpsoE5mtVaBf1gvDuNNon0qM5XwwdxNjeAH66eYoRjQrXMTfUUKc0+tLa/aXVa9q6KYlkTvc9byGWUYz54FK+ERH9uuXhn9Ke76y7Rn+6gv5+Y8bqVskpOTOlMHvJdc72BbhfZyMgHACcqnkml1cfFw02v9dZyGaYO8EeYcIfPLmvgfsXgsTmDKz+8Jv1YZLp6fq4BcjJXRFyWqtbtvcVjpkDeAs+fj6esDdLzsv68jKHCGmaEBCYGlFOWmmxv70MfHM50uEr13hFQDt2ZRN8Nldo3sgsTqc8LV5mq3YhSHV/k/d8LoAfd+debw24dWZl7bXyerORW2ersM3rukl9on1jm/xRzBQrUlJ2Y98cqKd9VxRajYAM3yG/i4CBPP+RiwHgX2lWUViBUB9zThlbOLAF2n5ykJ5YllGVmjl1j4Q3gAfpWACPPAvl0oBfIr+66nh3gUgB3x3Ex3l49AuDhnaCpr5TqBWweDdR9iabHyuS0D5W9AHgCnR/F2OOo93xAh7N5M1kFUQvhoygwYFfB0wryvQWO59S9HRq4HZ4UwypVKMGR08BzGQ0DiCzg5tlkqgVdyljtsd4AjGARZzbpgIZLakXM9yb/DCknq0cnQco5vq9eKabZlWj76XuwxxBa/6zA1EUAXV0ZCOWsk9aQ6/flbjUzy/a3wGypSebfKpavZS5+ACzG3mIFOSpeYdfMmFJQwei4pEn5+/5M7TqYa+lKQtZh0roZQp8y2otdnljHwN8L+E8Dd7J4Z/AO8D4+nnLdAX56zfrEYratjvr66IsxJsAT3FjMtmWF1G1blm7qJluvWHu8AY/G6B3cxxsw3oq1xwEdj4XJ1cGtUU/iN9voswoFbYZhAlsX2d4fyeSLgvEdHjKpShPo6ssJQwv4YDecjNWDSagFm1V2wcaFNYauIrC2QNMAVMh2FKhF/FlBLH5xfIJEXjB32Qclm/e4ttcN7L1VpHaau22dmBl7WTHvwDldyl8BfQUV8pwoO6ONPfs8fRHA5+SbQdOMNx5QV0+QNlcgDL/eqbb0ox9LnXy7Bvvx9Ny8LaW8rrD63EC+s3qX6eeVwc8XAM/XUgBfWDw6fQe4rNc34jjWBMz9kWVtU0mzoCnAzoy6uUFb0sknmFQ1m8nzBezLZv+ui0wPoD8Wma40IG6siVIBWhrQey6u4U1rxnELawCNyTuD2/tuwgXIbbbRIMtJB6ISygLLJL3n5SEXG5NEHto7lAqm1VyrvFwgIdHbPOIANQkn2HlwmnCUSzaTmXLqxlvcUf4S49XZxdBbkn6kBJHrwyvtUC3K/rGe0veW1vZjnNHY2TtKaPs2bXhFHsagyew2fFk3bQiQj5rtVpGMnz76dE2EJxLTjGeBPY7LF3jo8793kMcQWgLcn81MOzGfc5Pom9HWwC69CKbfdGMWUWTNek8/sy3auXpAX+6A0u81tkyLbgtCjD5WfsPiXqKKo2Q7PWq4zADtzzvYg9lR8tyqGmP9fHgZc9RErJNwNJXqug8AjndfsD8xme1gvZ/l3wFy9dJKWxxAItjJZyN57muSfoBHWHXIdNdetwA/IheNo3OJnTmhL0AwJBtbj3De7dlYnX3N9mBz8hLVcPvLc6zrHbXtBXwFfIKK/40zAadFDTN9fGKGVOQglq7KL9rlY14Y9Ukde0oi6yYTkAcwpgWPzK2mmeu1gz0NN8ujVia/R3j+dt5FxGV6HUNfCagttuhAj6GwYPT+WhLgrUy1Pc/nc5mMUgwuFwbPKaXtDriZclWkr+cWQ5sbzkOyp+nmZaK1zFIZbkut+r7+Wi9DDWBHXn50YLs0d+YugNuz3cHWcu6YRjw1Fv8IkCPX7VuZvHVyvRn8+XifHqYd5FTFFbGlXPfPioM5gG0GFPLOIODhFh3C6rIfJqRUD0Opu8qZn0ZAJcCnA1zBOa3QeniIL3cc0p1NF5M4SKMnokBfhED1hj04tMn7yFnScCMbWktGRy+m00W6p0nYv7iBn1XBoqVUdAOUAxsjni2YumRfVgwRWw6ocvEm1y+U1iOhOt2S61EnHuv61X3diqnPzVWPqaTWCYhL9LXIJQA+MZ9PY/M2b3yV6K3SbbttlqRUbyC/dl/ea281lj3/DLBfatc3420x3EK+10yxmD7aAU6Rg3fWHleAKx8Q2HyEmJOQi38Ee4s96wbyBH4HeY/rDvLuNlLk2lSLB6wzkkqui78OojOA2xdaTznAvFleI0b5opoOiBVhqeelzmi2xNQEjhPsspZFoUNAhzjTs0l3Numuy9RVLTan+5lpF8Mm3jbJHgqe833xeIIXUdBj6qKSxFqDbh0hcHUE9xSGuLoxsNuqt754ZoC9g3vWLKVcoKON069Ab4He04XNC0FUNUoD9+wgr9VbIi/X+cyVV2vZprNc9BwDP9tz5eLL4hDPNuussbg0kAebvzRPPZaX60llwvUpzWXC8bq19c9zFdV89tVcjlWym/nWmfxouXgz3FyiCw0o2AFujB3Pp9YyXrnST4A+AN9AvrvtEcPH99kCNUGOAjlsBc+cR8z1rGr3xVZnc4G/hoEeTLbCCR9WPAIkUyhi6KhKOnN8uIPcAx2HBTqJgg8LQprW2+oYxvbTcythEEmrOGtAh7G7ZJw3wGvlNR38GSxqCJfI4XyYjuPL4lzcDKJjlHxZgIUGKPh3WIfFR4xFC/RYmRQB9liW12uac92vmNbbx8oT4De5eZvZoQ3g/WaOWcI8BeqOeoL7jBsgnAuLS1SwOaCXarYF5HPJwzP/bmabxB1lG7DV2Tud9R3cwVipmuw9Z19XAL+MlW93Ee33JOumW6zLhnFjsuWU0UcBfKlJt78TGhAH+OlMPUVxLkxeAO9Le2W+LmHErSBvGMfx45S1gbx9aoLCdmtbtRU5BcXmkb9GPCuczUW9AswnqmSOGk46gOFyvld8LSCPJaAD5MHcLt+Hy/koRRQFDy35TlE7TyXfIwI2N1Zh4NzDxo7PA0HJy2mdNGPao9+10Hqhb3sAACAASURBVO5/0Ni6fcvFKUH7nIinIT591z2HWG1mZfKzmLuDm6u+uVcdLqx+ezzO3lllWCZb3EhjYfYm12PJ5FyXbfb54Gcxc4D4uZpsPUdfpPmMnDyAHVN/C9yLydYfjJTnqgC1XIsixnkDd9SqL456A3fm4sHevvhDMnm568Xgfs3YNm0MrvyAukQPgMeNKu9Anh2Ab/HveedaIO+Ws/d7x/dT6tITYqTbTDbyBQLEAS525xPhtlyvulxnNJB7GMWyJRxzkRk8DgSbqSIrucAuVXvuGfnocBYbD8/PJQ24zuY6zVVXsmWawlAgQdWvLwrOe7zofDbQr3m6loXu7EDptlsmbozc5TiW71/vp3ZAJG7QEGwVCkVdmczK/TJfP3LMXNui+wl2LyP+GOAfAL0t2JlMnq+b8ZbLJfvzWc+X8tQEenPMz3ntAFKea6tqq1wcrWz1kof30xOYCQuUeuvDiE3c9KEzc93Zy1nv7iEehlurOY/XR0wRXWeSZalqc9CF2A02A/bZADyX9ybdE9SieMbntICuKdkjs2yxh8bkOdKFtmCADzMMIgwhTCZMte1QsgUD1e6qgXCqI+eNtufysEBeghlvXZ6Ten6t0x3LWQA/gskfKV15nEAAe0jm5gaYyj9jvFxzvOsmzBeAbzneHkQKy+v97qo8rGcTH0u3v6XM2aNDoKxiiHzSwSzHzUonCppi7DEn+DgqVckloA9j91iEo4Od2vM+hEbbOWUjyAuQ72zey1hnW6bJAJ5LNN2x9LIAhGxLOxWDL+BuLB7r6y95+A3IE9RCfqvrLTfvn083mRMAWcPeJ6Fk/XpbRjlWc2kLMOayTVzyfBkDd6c9TLZT1TbpIEfuM9aWAv+2hTFnQtBQZ80T5GWnenw/p59fSJlgcrI7YATImTAD6L4dzJABy6NBlvtk7aa21gT6vclsfXFjbvJ6bNJR1V0yQZGPhkzNghC7XbDdtEGqImk3TVyq9+Wfi9H0EvNZTPAK6I0BIk8XjTSBwMoL2CPPVZU02VR9ZGAMf60Ong5yA7hOu3mkmYzDz9fNthE3VAz2HhvIqUC+G24XgHtvlCDXFeThssc9wsNp73c0OU8rO816855rN/Z+1o0S6m+nMfe5gXuKBe5y6+qkqhXkfiE7a2tz1Nez7z5Ni499XHwpiGFn8CbZR6zV9kBfmDHWTK8lm7xUlUYWusQY+JTYArj1Ohj7OXUBe24XJu9yPWEOVeD4kcabNwjFOLcBndhAfjQmP53JDwUePr1Twatklxva8O8DCMzD/n0oyMsoVW2545TuYwM4V0Pr8OmtXBcI7Q6Tl2qviuqbV+s/L0BvgRTuPFCMbpVwbPdkz4kxClX2XJvzu1gUetg9zLAAPyT8hJ4DEvOW5/C6bTd84t7U7W6XlZsXyJV83DfYCndtoRvAvbNu5ttuwC13Fg2Qz87Ic5lYEq/3+eGx0ot9phls5wbsqbXsstS1uLtLziLLt0uuN1EQf7eAvhXB1Np9zvR548G2uENK9Fj04dHYezXclEcx+IWtS5o/G8Dfp+A54/3K6DOAruoWznpbLDtve3FjvFGBnMnwRgbw4VI9ns3hq4UQ4l7amfOgbwZwS5UYEYMIR519MkQAXKf1jsHm0wCuzuYxNrxODbQLQoMBN96Wqrs8uBt4a5Pu/bXL+Fh0X1tkMcPG0APg7KWvQi7ROZ1g9pychYGjQE4+FMgitsrMmKBpMp5D2o8JOltZpeeIuWoI9+m8njptzvGF0Zvxt+TlUMSKvLpJ9nS+2yIOEs/PYPSbz90sypjG2s7g0maXNcCLdFQjpXvc8QQeY6HI8uaXHz4iraMGakYWUyW7j2TyurNJY/SjLd3UVnXR5qYrD4juLF65dgHfgT4F71Pw/hHIw3xzuV4gX+P7+PPdZ0+p5dMp1QnLHTVOttvhTH8WJpfqbjypGU/qrJ6yPTCl6pMzyHdbss48QGG86aw7gWbeWStW2h0eHeB9Ij+vkj0uEnKopGK8E1rCXddtcW8b4BeW8DTfatArKFQc7GJltGbE2Zx0Ggo9VgMuxvjV83AdXMwuYqrlGJZ+DIacM41GjNnO2Z97arKf+EbkOXTWDLic7NGY3OR6TPkMgDvwm/Relk6OYpY+JBarrqZ7rjWj7KYmvd8sYZkjHnmntosY0yWY1uuJdtovmiWAThb0i7MeMdZjLuT4HpvLqqoN7Ga0MSZgplrk4sHqzujPxt7vU+q9KE5/vjjszYTrkj3wbCB/bkzeQT7aTe6YMUcZb9NzUB0O8JFrivg32ZzzvOdzH76A3QvNhtbUAM4DUAf4sNeYUVU0vICg96ZujIxh9yRjtimfgwro+zhoFkIgx8o7iJetBVgEVxiLldrbe1urvff+BnZjYna2ZvDhHciI72cz2QZ7qa4DXUrC84hafU5m0WNAAuBjlZXdf4jz1cWTCJB3FkeBOxVM8wrC+Q/gxr8lm5eB1vNyvWHtNNayZLWMtbulnEJJxXXo1wNArfYLtNGP2kgtLrkDurdHy8nh7chsOXnd7yzWPa+S4srLW5lxy8Vjymjm4qiKttNz8citTy2AB3t3qf4MoPe8fNr72d5rB3l7HN/f5wpyz2+YgEMK4MdQf283on8MdYA7e3thiA+Qu0Tn7DgC4CzW29q4MwBiDLY50jaUNqESYI9bLq13kjDAn96rRo8bQd4CPYZIFoDfyLjO4h3g0sAQnyN10ESAKWLxyP1Orer3M2Nncsu/eWHyLOZp8rQX+6iX9Haloue8MRydhTKIsXRw2TkVxlfm7mnKnSHYJolc922MfQvydVgsZXqUq24GW+9gtV2b6JTKTYfPuivaXu9Um5ENoDpo6mDP4bMYH6e1bdPwbDchbAbbKxZHsngQYzFvN9Ges8tzwftZDG5AlwT9YsJNxRRxwLfS1g3lx5/Pc9nRS1nP6ePhQ3FMSnA/BmV+IcMr3cAACXAa0G0eev0aURWjxP28IlfXGPdVcTNNWvmmOZc6zyXvsR70mfIqeuFuvC09NoWWeP1Y3Vtswe8o76ZGKGA3FJeVP12y0/DKQHcldartGwoVe6bDc3XPz4PhaXiOPirYaPg675sDnOdPLWB7x/bCeLuAuykZNBaXfK1lvkkD/paH30nzcs7NUAug95JVdJBHJxsdLNoLJwlFLK5BoLx2+uG1vio8XOKlAB9t3/LurFn32WW55l4rXQ1G1xouS5kuIdXVpXnbHODvu3T3DuD0DqGDPGR7yHXZUH5h8qhwi5ycmXBMtcKXwf6F3OpnIy83cNuVKeYO2c4xq020mN2l0SAY0DV6wZnAjwKZayO3IaTdgNsvWGPy5WJj6+xbPl6rjWABeuawW9BYUOgCcvVCnB3gNMlzc4YOl+Yu4XkQdI4cHtQlR1wZXfr0yM7oXZZyZ7BdrttJ94UXsg1aPh53Ed0ZPDuA/n7OhannubF3N9Nyn7VNb/el6OUGpOQVlmG2ZcGTK8X9Ot9/By3t1IfSsAA8RjP60NlqtmlK+bZ0Ew0rehFNeb5Xr5mbHgze5LrE+5Lxz7Mx+hRjcTcle+nrvfHWHgbwKGW198dQPJjsi4Rz+lvmr2FvKoBhjB6rIVmOzw7yGp6rXocwKT5TRkbOsurGRhtG6/8Ww0m7CbW47mUIdEwXMXRZ2GqjK2dHlbz2NiSYhFcDdAUNckhmBbjdPC9z88Ne8+Hm02DwUF9PrEBu64CHCUTt3IzRc/iw5Zkp1eHH1Q47zRm0fHxn8hl3Di3pjgD8nJ5HNzY/G+Cl8u5VqmvrNPail+4NfNDeUJ+AFO0PxO1liKozjjO+qnZKk24ZH9+2LsUz7nI71vj04UzlNh6OmlUWW+biKdWbTJcV1D868M8Cesj7yMtjhlqWuMoO8s14i6Gz0YB+DMUchEd8Sdzmt+l/yooEseErl+tWFuvPBAO0+O94dRj70lG2Llw1XNxQMVcnTQOkGlrdce9BvwO9bNQXj8zJNQOkmMSDbWF0ey5jy76EvAEpAijkevgQk7yu3vcHm7vjbscvkIPBk6F5kz0yA29Inmcwjd3k4W5UoefhAfQd5Q6YPT8P2SzB1A3gmxmXznib+91XUQ2ApzSXfYisPr+0dzvOTKNcVqunfCDkIsGejHtnq6hF6PeL3Tt8wj050AL0HDJLddmJp+fixt7aV3bRVn/enPBT3D2XTa5LY/NT8OPsQJ8G8NPke4BdHOBVy76e8fHjeSfXgT4x5QiJngfJyyqRSwQ5YzCZl8aEugMmcd3+VqzmXdSHokDI2ytpY/MO8G5uxESMHdCN5dJSXdzlejZ1p/a/SMdDMkoBvVxnrOWvsTY9NcYI3yFYIm49vJhxcAMOLtNNtuffTDW3fXJJ9gD4oCUQdTlfbiBvgZyXaJXrecy7+XYx3rbnxsbrqi0raKOS7VKH3tdnkxuQaz9MLbB21o7X6sEGBXHE5LrId5x12RKrV5NzHCJ+xhpXOTcgjd692rDWZYOvzbbPDxet8fHO4sHkT5FlbPyHA9y2aUA/5QLwc64TVWbEZwf5+z6E1gAeBtwh7AfmQD8q6Pv32XTOYaw91ZeKUjyd0QcpJgNDbawwGV2AKHdVVpCM1njO7jQueThildII+pw91M23iu1usID2Tt5Ppru6PT/PoZwt6OAmXAskm/Wma64+GugHWe4oDnBRY+0GcnHW52HMbuclNp+gn2s33C7DhmgdXA/3ON9NHnewZ24sF8bNqrQE+C67tcl1bWPg22cujjqaV7A9grlj7kCA3YfNYmVdigUBVfO6aJx6M9oqHsJTYVyXgFrjDLHUVhptMW+gv68hs1q6qc0oc1a3vLq2Plz2Pgvc35/ijD4T5O9drgeTN6DrNk/jeD/3ITR3hqnAPkVxTsIcCjmCxZFs3gM8ht9smqpXpwphiFX1HN7bMIVUB4aqTVdlArTV/cpATlP1xsw7SuzbuLk43BCeB7nFekYBtqCvk8zJEZsbffcgHz4gCZCZmZbj6P5aGSnfcXCT6/U5YbHF/KcvWDmsCInbbXUXkCfQO7g3Zs9zvgF2y4V7br7eyGAFaDL1DtrG5H2iyf65X2/buoaqaMtjw9fJa9cTcPf9Jl3pQZumWxHEZcJPY3RK95xdno9mvNkiEAG8BHZIdq1y1jDdgsWfO4s/BT+eMyV7SvdT3HjTNN5yFtqd8XY+Y10yakqWFjbXYUUm0X6r6dbaC+lpZFHNIMUg8co5wZgApeNuncB0wA+14TgmKyW89J7jQIyf9zxoMUzaOPkiyfrB9YdGzFfjlEppq5F05/kV28DUDNz9jWMQtRyRuYPdQK3KZhIJL7I+DbqptkJsq8uXuJWP5/DmO+Ai1S9DaHtOvgOrAT9NR7lhcH+W3UC7YWg5X4A78/5q+/IGXrdtmai2CYVapzTbFsV1+RJUTHT/IpXfjfm2FcCEbEfeVti2kOnRT4YZ1sfFu8FWslsX9g5wf39OfD8F7w3oT8/Vp4N8Tl1YvK6hXWQFcMyQ66noLEgkGJ2tum0o+b34FKK2FvTSaS4pTpTDKobYxiKeo1POVR9kRtyIvMXg327u5nk3+QQBPRLg1PIf+I0FupNO3I7pjtF7vHcJnlvl5BeQR4PeBiLZZSab6mj1AQSwqZW811aAXRQajN6YPA26yOUjZ3emsYVanXlIrINoYM7hswT5hcgL3JdUpOTzmjvjMgS2M3e8Rv/3efOZ/XfjdVyPmweT51iMmizU0iP0IhjFC6BXJ7FXQYKqvanJdGrxRg72uPGBMmdVWxpuKdXXPDyLWzwHf08213TVfzxDphvAO5O/t3x8TjGAT3PXJdWXXz8UOI95FsgzSIPN2eWhaDJOTLrozmVnbiZaat7LdCMcHNU69jqrgILF1W41RFgbGcxuwIUZUrI9pHnOqW4Mvhc9NOdlQ3lnE2fxfX65NGbXGqbYYyhVccxSI2f38B3Ex8+TsSkZO8xCe98DjlZjLuV629c7sw3Yd9V+60ScDoqS7No6tVuW3p3xkN8vgL8ogvz9nclXj6OFJsDm30Scat4pR6GeAvXreMvkgJu8e1tRtVWLM1pkehFPGL/5zFafHsspm1S/5uJRrZZgb9t7k+U/gsGftT9k+ikG8Bmz9jaQLxWaAI45r7PQ4mQtGGEAUnUXGM5ihXDyv1vG2JlwDMp8fIjgOQPoPnjP6sMMIW/UV4NlMEY2bjakVKNSB3ZcjLxVkHUUCW47sY/IvIK/gfsjgEsj/+0b4ETu7eJuOwyUKs7kRCnPZZZqsskqK5iZqxOIYhoedX5d5i9GW1dnfHOYe6/fgZ6Suvbt+XgC9gPwd8CrYjGHNEY1tF7fg9LPQxRRWMmMXBiiFuyw9v3po0n2KyGsQ2q92OqapxfQ1de8jziOmA7Ai6xlrAl2qWGz7qjvOfi7G2/TWVyCybvC2kHuj2LyOP/MZ4Ml4D3kKteztTaQ51pwg61SjsQYXRSH6FL10xthwr4/lnpWbnm5A1zpvuF1eX+9cCnLbp2XNegvDNcKY0KmT20T9IHb4DScabUNfLUSX/RyqamPdh5sSz91MHNj/gS4dQSdsSNnr9x8PZa9k7vNf52541mmLLJ3AfCngI5y6aPj0DJszUz/TDvCR8sIEM0hcDjQ4QyerP6is4iQhTN5paeU+2rBjc7mfcis30V2NebyXmXB3KqbbG9AT5leeXbffmzv30/B82nFSZJA30He0p/2sJx8CYhi8mARm9/NgIrL9piAskrCsYB82uQWMsPtYEqpXkX2npd7J2Dj5jEXmis332/ot1UiLff/JsoZW6tMX4OmB/WSk6M1lPTgXAEeF7MHZ29a99/ybrBilpCNKBDZFFWX8qQ2b18VZahF9dYtwEumA64GzuqUF0Dn6a/AT2NmOW9g9SKk/k12ALfcvHUMJdGlub3VaUqCu9i73m9YRAHczDVFwB1q0l1Zc2Sij5Lsjn1e+97XdyLgNW5s3+qqF3NbbNpWvpBqSfUEt6zLOPXXzxcAXzavcjvdbIsFNmRa3Xp0pi+ZXIFjxhBa5CcokAeLqJLfQDQq3Wj5G3b27cs1H8PddCY8BqGX8gXApwgmx3ADFWgoetNqVMRyRlt+pLncEbV/r1x2Z7QEfdJHxswK02AbaYUGLUinVmCm7NyClGBmogHe7+1GvQPw5bX8xg+2qmg3D1/n7ma4bTllA/gi2T/IU/bUpAMdDSSqLwy0tiXbeweRimcB8hXYL9uP4DfS9H/rQBf1BvbFO1WX4bLsvDZ3mPIT9UNVr+5xl2we8r3l4wuLt7zcp013mZ6rt2zg7rK9y/Quy9Nk8+fzFMvBnb2jNkFaR5sgj4B2sLtct8jrso7IwG0SKMBtUx/hHcH0zzKZwztOB/oUHCfhGIJzEp6T8RjbInTi4+bieTm0Ad0rloicvd3J9IUgMx9vK5MuK3qEBF6kekNeD/DAdo+yxgKxZQ8NLHK95+a7TCKQ35OyfprURhe8WK5uVEEAqViJr1zVFDFBJxZWX0pXqXUODeT7ZI27RwL0FuTxfJePN4ZvLBIBl51iayMJoFcMpmxf2o68c4TJcwqUO9DJldGt0VaJfl7n6DTqBdb4SJ+EMsZAY0kZKfPvVa7b/cODBCtWwoN4tRBjsvm5Vrs9G8DPGeBueXgCfDXeLsOQrtaOOf3wMldRDxyFhukz/OY/RrMm3aEACYiAk6wA5smEMQnHSXgOsoMdXaYTljWmdTXeDOjbcBoo2bwDnmg13kBWOJNSq6LdaXND+F2wA9vsMyTrxBaBO1tnuYmCkocp0725yPYFwIngd4h1hvdg7sthZ+FMBKCzejjqK7jreZXtH533Cuy7EYUImovTrgb0DOgAtG4gv2un3r920y0ESLSRf4by01Sf8c9FQGeK9eFV9oePZGS89FjZcu0O8EWuc9xaOHLxSusyZrQvq4xNzRqI02E/V+Y+3UGfUzBPxTyLvVOqz1KbC8Bbm6bxtvT+cCPIWZwD3C7Z6/MWnJMITyKMqRin5d/PyX7wnJPa17WpsNzQLSe9REDE656L767mPsyWncF68Rb5+jrWmzytA+jHEz30nfF2AXoGqi6/0cmE1Y5LPFcvCW9FRAzL0VU66wBdxu/yvMbL0drhs+ftAJUCzV4fsBs84my1K5ww1qbW695Ol0NY2gzNtOz7DPKmkLZONTujlcVvH9ERbm1EAfA7J522eEt1SS2NbaSgkeLVMNoq3TULYXotei+QCYD3JavnJtVlio9WaI5YLKoMwCHnu513NyGIvALLc/LhUl3dgIOkLJyNZc7T1oLLmTKDWk/FePBNXq5+x0ava5fmUK5s3HIk70Xzmd2sQ79oP5epQJflnRHQAtllJnQBcZYKaOWX4iHbSCn/G6964AoM1OpB60tvtJvPmCFZhONz8rUtN7UzeLJ7RDOqXW7O3Q/ZjrtJ9H2UIZm779M+ShLpiy7tscv1e6Bf28yFSHZ+2Xao68Ggdox0c/1KMXz0yOuUGEC95poZSYuzXnGmaCNFcc6yL7dc4+NRq35h8ahl9/y7hsqiws0mAXVnPUxQMz+lKa9y2R3kHeDOnKwgZbslsAowEOHnQFNMX+KFSACyfPw5CccknJNwJpvbCZ1MOJlxjjDeainauTiTLtc1lEMBHNHwURBzafS4QB8T2BrswWDe+/Vin2SmzuarcdTddrQApuWdPQzMlGAXdfb282WCgdgD3Mo2XbrDgB7lwjZnv0v0VbZnEL9qjABze79I8w50YDHSKrAjddEG7GjCBvB81tv7XOxtpn7+iNy8MXqyOEVnRNnzqh9YMvpnxHvySLRTEctlNtpCIpwsbvL8ZshMrxL9KSbHbZLJzuJe8JLg1nTTl6GzKfla28q66kubp6qB4pDzREj0ADmYncm9yCSnAViYkufixABNWJUaCaaD26S6NrkuOCfjHG1ReGnF9QIrjBHYKrCNGTqT13riXY7H/j4cgvViBMt/Avbh0ibDo7EUKtcqBl+l6l3gtljKobQIVoKpF6JicQLMgPN9o7EZu6SPdeZav2bzqB0NnbgX43E7uA7yxERj6gCmqo/7Yh06nAFkLbWzdoKbQdn27W2ztp2fmIZ6Qd59Oljcjq/dLRZ1ze7aP36oVE3Exk4Qe46+Ksoa/bF9BXBU+qLrPPJ+/7K83VFj9JqRJmuxy5RkbLkAfLY19ybiZqEJcpfuh8xnBUKASJzRxwDrATEar3aZxuQ2ndIq1yhOZsYaVIw7NzGWwsmbq/tJF8BLeqnDQbNctcbD/aAbiGm5QJe8PHrpz9D7IkmLtUKaaga7ZkB3Wdq+ZpGLFke6gbv2CQLctY+VIO7Gh8vMZHl8MhyK4RGJP+J0/Y/8/SXwd9D5i+V+1xuT7275RP/sCvYd2H1fHFPLKrbW85VWoc7oZmSmqUVravUZ0s5rwTcxssQNL3EVcVc1HJTGG1pOnjHhBDal1VhIjZv3+5qdU3Mmmq3bVgVGMvetA9xuVSVxR5tk8M7kwCHz9ACskwVs3NBudhADWr4/gorhLq/9MDOZnBiSMv0M0y16qGXhiW21DF0bKlSY0fImye2Al941DLfVW+jXyf/ts1GQQN9kaOacwe6rGddD9AJyBLj9eBbAX/cFsEPGk39mqKaMJ20GFbSdH93suz3Ndpx62VdgLhnaARvn30HfO4ZX++7aZT3O6LDcblOFkKFaQA3g4Sp/7soS7mJkB7pfgZ4KxjFtMQeiPI4aZVgr3jqx9aGzxIZ0jES5ajfXKv9eWN3vIityGpOLJ0kOpAS5nsbkIXnVwaI6wH6QYQQBtiiEue+WixM7A0+FDIFMggzBzHy8jLflHk7Sx1Hd1IGzeAZaGGrruOSy8fDjXiUUZeS3jiHD+OZRP1rjvujpeQEgWR0rwPfKrTvWjCNhB1+x+XWfsXsxOoVUD2MqAU7ZIXgoWut5p/DxQy/H3MG9g7XLUo305SeM3ff9rF3ishlyQ3sQGubzegT95HEuB/6T0+4/1oC+p4KXYqzLGDm31K13PN1dbzc01FWaBz4K2AqVG3Cnox7r2tv94GUawCVuSqmKbsABm1xXtOISVYjaM+BmB1X+bcUYJtmFFcIB8DIITs/Hu6EwRTCV2xrUV4BEb6hphLxo6GWo416646dBvgYb9HqxLqyWwV3HP/uFbl/3KrYyfU7mpsu+qpYzcA9YxyeIYpBgfM18veLWz1s/E+1xvKup1vHSAX93vrcm2+2+120Sz5VW7ED3XDy+j5rqa+76Z2V7dpDUG8433uPrFdBtzTmVlRR6Ctdz8VzfrePilOaYt2KXXa47u9vtog3gAfK8002YcJAXch1kjjoxbNyMy5ghAqb1bhLSmAGe5CBXyFBf5CDycwN6v+dTrRHdt9WhrqBql51oDe3W28ZYetavp/F2lYE1PpqRjf/P3reuSa7jyAVIVZ/x+z+s93QlCf/ALUApq6pnZ73j/az+1JmpyotIIhgBECS7NC/eLoPXNNrqhPp9Bwie8rDfGhgC8N5h4h6Mi2vBWhmJh7bvEDcsA70nNf3hwax7kmIB/017fcPiP64Td09UzPeGUnYbHFDxXC0Amd/NbfiuV2GDSNcPnRRYzj8QiOJ4fbghbZQog3Al3XeC3RZ9yFmZu8CccwQam8eS18bcAXIkyM0vb7IdwKXr5QDy8kZU3bcTlqjIZZJ47wHsAdmSAB8ZJdcWcDhBvRgYx5nMiUqMQVQcy1Bm60SxZPZSSHepTxwyjBq5WbedlexxZ6CSqdRb0/VbZtcbw86fv7H5PRgX14az2HQzK9aXYvHoj/1Xvdt+uIOj+A5EHCqkyqqtXDyV8jt5Xp311yzOnW7bEJeabPh3bTiLx+8JNeH2duQfbj8E9F7e/sCxm5sq5FOCcE6Vw/Xx3s7N1fPnFKxuwbbjeQLdZfneL2dz3yN+L2JzD8Bl4yquvc813obnUM+sJF222kWMmYlM6NjYe0C23YBt7cImTwAAIABJREFU8Bc3Y51B3HwCnYFPhpIGk0ZBEoxbKCv9aCzqfR/3/UIx+An0ltXFjI7eO7ME7T32g7sBYv9v6KvY3O6RGZqvqXOZahVhoIbjNlqxAOosvoI5lzGQdXZSZ3neBSH57++CbI914B3UiDZTYEv0OFIAFx4+KwKojqgCpRx4qh+p4Os9G7Ang3VSOAGPfCz7oCCtnvaBR+LjobWd2OnLbRXgY9HM2jJatwN9l1+uMYRGhzF5VAKA2Gtma0lFW3fN2XwMWzyCnm+6Sd3SZ27t52G0yHk+e7mUyGBmjIqvjCPBaA2XEqra7E2v/WdHsXYHNwOeZWv25gSQ734gvQs1MEe987X6LSGGrwUp4hp/cV37GuZx32e5n8rSJfvR6aEzeVz77ogklyh9qhKp67aOeQf7ufTyP3XcwI5mVxzMVRFwxhsHiY/8qWcG38eYOLuujb33/XWC2Vl8v/KaDaG9UqonyEuur9DBzoQud4ZmZhFSrg/rRcR31Ny2Ud84AF6LK1TAoQrnQ2mNybWDpDFnnOcYJg2tMcAJ0Nkzc/v9QfvfZPsbNs9eG8VgLOu/tDF/TwFbcydOvhZzlYeEVKfOAP1aHCXp398FM3a/1qPqfO2U8U/TRr/KVX+qgxwiBI0eAJ76i8MXLxYH3iuF79pahBQeTvthhXgO4w70yH6dZcccb8ID2fkyToQRPYDN03bVfXBj7tUYPMbKWyKM+t0pcOkmJs9CRHNZNH3IgIrtNmqaP577LhrbM5J2DR2wT5HjhCzV98ng5JuzoanQEGj3jSJYmAky5Vhl78wKH/gBs3LD4ZCqDdx17Tnw9rOAU4oNBbG4vr2mCkQgKjphK6I0X5xri6+d5cRxj/3a9yz9k2vflR/iHZL7xkM1A28BehvK7YG3nNgUPeWb8n17sCxHtyV5uBbfXeUrRVcszgRWJ7utlokacaCw/8MfP/ekS/97OfbqdQd55Ph6dL3AEsv7ukAUsQ+K7/+9F1QD6LSIn2rNgslTq8DE7N0PPyPsIQUfAhthEimtGMzc60bg7UD3Hx4F6s5ozNCd4e9+OcvVd8Yed/kVi393zVsPSOYmka5UZU9l1HqOKDNd6x3eT5n7fu2x3GJ/G1EQ/9Ht6iPlsHCHW4G31vH+J6V798c58YrB/QboUc7Dlm/27S5q4iDxg8TPDvz49xXGtpPrCfh6nrnrOwBu2Lx0LzOWKJiq1zoA2YAsqA77IokvNhbfuiHqu3Jyb0Q3zpuwtfMB8CV//fMReHNG0zTWd0Af1FBvGvMHDZ5GrseJk83rWt43yhjtfV8HoIqxgRwa+8Nr3R2pYByX+ezynu6prunj+34aZPtJ4I3vfUsk81TvsmHDgKcvrl4D2R7UNrffeLj2eLgtvc1XR7cnuw9xuyQ25zZ/Q2jL2bsp2QZ0Js14DwFbK7hmgKacdQ68RUIMgAvupCsUOfVne8l9a1KVVZPk9wTPerEvH4h5yNkLbR4aqzP3HsO9kdr1rFF9kOv3VkrTTn3KUfb6zJe9/Xfa8njbeb+NabTA/9XvqrJkj9DTz4JxfI2/cECOa/f3scro1/ThGhnyH177abnD2RhA26uw6tmHVb9ArqbhKOr/rw5n72Y3qGtvbI2ZHHrYgL5/HnK8nhdjJ9C1A70wVixtQD+GzY5OwHogB7nGEFqks2akA66bHOBy/pB/YfQae1IPRoweDB/gVoqiR6Hyb9FS1Eu2+n3P0C3KHs1wx/jbo3UuWhX0/N7O5lke9OGl2/1/8dsFxH9Osmc1+P1xCE6A2/v0oX714Z7/M1L9p+UOd2M42ATVaUR5mcWfv4zu+md9dbMPri1pbuH5AbTeMvuUYqXq4EGgBtVP2s+BEQb+RrG1VpKLMqs39o5YGbG4E/gVlF7JkvE3AbDcx93QYf54OQ3bCxCPBFKyoHaJe64oFOg9JwO8Y8HWMoJOW3HvNNnmaKPHI35EiwW47fjPigIxf5zBnt/xI2uzIxd5hObWP3ztqwBdlLqhhO6D3/fu3qIMASd+3zuW5rbbx7UfH3HL9FtNdcDrW1ymy90monPWo12ef0/IbA6Z3imdwE6P/JvoZfZcM1KuzODskrJLhwQHL8iBhi/HHRPsXobDM631nIVmiC5GcC8IseSQ7g2MZZI8Am7xBXkjVezCuJsDFfCUK+fYePtsBF38xqrhzkY4rr8b9/zBGm/ceCfAE8Sg+22fuYP+p4yWd09EZcNl/VpJ3DuzRzGT+Y7vfge6ds8PIH1i6bMDaHWD5/r56ogdjqJ14rdYFuf3Cj36dR6j/tGRbHzaz52pG9ifAK71yODmv5+jSIyfTKPWAHt9O2MMwfoMaiVgB+D5e/0LL1VfYEDDnpjRLfAme0BH9CDVFbVc7wb2qvXWQFqFLiB1ZoiZaK1xn1opHbrDnzobJNvoKxq/H/pwtuvaX0ejnPf6U8NTOFgb0DWB3tbW0zuzV4egORz15/dwtIXer3HZA4pPAP9p53a/gyiHHHXbgf3ULn9y3OyBgc+vb6Dnuz3b/6m+6LUeriruX8DvtUv6gDlna/bBTwYnXF7xRR3odnM2LGNvlLwz9679eZNIRw+ldJObH6lVWoW86441ax1/hNT/4iMaI+uUr+PPDU/5ycnodenr99G1Pz3uAD/a5+Fe/zMM3n7XPx946iD5sw76v/b4xg4JwGwXVcZD1SZBxhsDPyAmt3mPpow3vaeD+fEagCvuwjtPAnr4ASOfl8ygMDqVil9yqzcWQP1GVgq4UziMGPT636qx7QhD7K876OP6H3/xA9Bv3/cvBPqfSu937/sp0PkWmamrM3OAf/PZn3z/v+Q4mD3b+JGwEpZ5NPDHI31Hw08Ch0+Of9VMs3cMHl9+8R0k0M/jRlMcSIiCPDfreZ8B8AbsfPMXFQyQLD8TH+5Bkf/O448B/e5zDcAVjMvj6PMCoLWlUD94AQl9+DsD/LzeTAD3INufAvw/e/zkN/6p+3jXmXaf8OvfOOqwM/UB8HcVFuTHTN8+hKON68sY4ACD3D9kQH8HFs2bBkmNTr9Pn9LDqJR6rD87aojsuMengNv/w8eXTI17MbkqI2c9jnfi8rSv7+R2XP9XSPR/6yMj7XztnytnryOla2eo9vnD9yDdNx85fUf0ZVj7nX1929BE6dc//GQIrdf/Z5AOtPjI4x/+BxwnkOLad5/5ybU/fe/59/9ugP/XyXVi7H8FZ3AMSvu1b7gRIIxpQ837tz8dzyD/v3r856rxfxSD/P/jx8d/mVz/L/iO/+7j3wDk/xOq8f8f///49z2eQf4luZqHl6l/3zBxG27Ma7QI4Vv//5vjbd/wP6fTqDp6F/Z585m7O/n2vT+59vT3p3b9n3GQQ3LGtf6ZQ6RiwtKvfR9CijhTQ8yXb386euAtJnV88y1CP/yTTfXyfQ/3/6dHZacftf6DAOD/S8cJcEGtxvru/UAtBPlTn7VF5yXSWv31u9/g90m98X9I1VMUux81tPfzo7eh0DXBLXj88OF837fY9I/EyNNjdF0q1/tmIi1UWz/YNyx4M54p/QQVONfbokJ9eVDgog8dBbj/PcyM7P6PP9fOBvDq/fn9fPAmMd8ZxOPffZjuHEZLJsr3ib9P6w1nn/vlr/8bH8eNC/2hxq/rDz9RSbX6DJic8Q5u+T4UkT7m1z+l3/plBvoVb+QVMPrmhw5J2qGk7yxRTM4v2UpFiGHi2lmYJwlzq8h/P6auHlrptVe09vf97LueGfzte6Wz/K0O/7Qw+nOmfve+f+qn6f7rdn6y1uz/zaOTSSSPsZ0WFsUX2oxDWhn5vfHhhp+zN3Dc8S4vfe3D2GXP7imBDmfyZ4DHtb7fty2iWD+UrO6lblvOAGiML7Tg4FkxqELeDgEN1/37oFyyt3VloXRd/wxoXwH8/J6fAPyfBscPgR7f/6+Q7nzveY3A8iQ6ftpp/uuPb+xQ0Ow57r3K6DhIjBBToz4UZS/MeZfRdgmKHYZqmnU2QQBdFdcd4KMefQ/wfIy/1YbZxPRHY8TXohfYPk4LHqAzeC54cPZ6Z0XnQOM5iHyM32tc+jMVcP727fTa5HsT7z61bubHhvYM8Lu6qdf1tz4LTW7M/9U9dFluq7DEEjRTbIWWSjnVfG6fFeoQunQ/Z8L9tBYY7L1u77ZwPv+qbLe/nfYQ9pQGA0oEeP6m2/0c7eLIIPsXhk6RHX0Bv9cuScNckKv4Ii6yJzAUqsOrPvbYQQL98t3qO4OLbbCQ+zOLbWEsvhH76SMUuIUK0AMGrfcKoHOhgeOz9969Nx01Bl9/CMDlLJ4fmt1XwD73yqaSQ1A5TAnAP+lYGsDvoG+GI7RSzPGb906xvw8o2z2vDUEDsmPWp5zaar7N7gPUcmf0H3dwctZlwJ1fH3ZC1/8k2JgFvdkJg/v25k4c9FuNgOH7yB9tNtz2hxRo+WTcFPILk4mz4QAfEzKWA3wbwMe06eE8i9Tv9JnJx0hQxwbsIgZw3heK2b1vXlClbJfylCx4b8CDucjQeiMxwBX3ntb+rkfDfInxbCzJl6fhZWOqbx+svdFj2aJai+3p5t8fBdrO0s/XnjvCuvYMkjh4Qki76IWU433RgT0xu+14Il5+uvbD4wTw6aJY3Z4Mef+OJBS+9nTExCl78ZwXzuBOOwPwBPSzDATaARC5SZVPeplZGSeTJ2uHa2z4s2sTEgDXmfdrQA9Gt2uXDN97PHqUBDSx9yDgy/E8AD+ql0oAj+h9wqM42Dt6tvxb3Aeqg3honHcNx6B+Uu69ifrRfiu71Xcyzf1wKVka4B5577UhwneewpOBjC+v3TuBXg55uHaAHA9rvEHua7yhs7j8ybV/ttxRNgaEv+f9l/UCv2+9XrjGF35REVOrnz6AJoGyIy/jaUo2gQ0qZ7bfgREG+QCR6ISc7vMYtm9h7HSk03tD+IIvRX4k1yOI1pm8Hme9DnDn+/zm2vrzLFHqHFxI0N+yAu6Aqzln7yQ35fbmW/vUux8dp2786m1KYKd7DhayiYCxKd97165LOznA/XTtqRPg75OHa/f3xUosbXZZdE50Md+HYHH9o2s/LTfX3f3svvq745S73x9KdlKXYvLV8yLPZU/xU+1e5f3zu7sa9i8Yg14nniR3Ve3xMWNx0Q3ZGxiz7HwjfS71bvwS39/b7lYe2PrsRYrZxxhovdEgBo+bDbCP4/QOoE6WMtSjZUUqrVF2SPU8973R/okjxQR3UDiA7UCLVViGLx8cvzskZKsUqz3YXhpAGsVPpPr9Gt97/K1fux9n9+eCD5yFwJsK5kYH/8S1d+UG3pSJXjObD7+31jY/65u/Oc7FUQ4JTxUVK/NAkDvIlkRXUrPdvocI5omBQQDP5x1PsVJyAXwZi/vmpHbvXjMi5iup7UOjqrjG9HwYGipLlj4DbudjdgoM7Dirx4oCzVZwOc5q2Hc9+t1Hup88DfYJ6T81hhb5R+3/XcA+emu1tdDPHTmH3+47Fuo9/k+k+lFHx/u4jAykdyCHdFkdq7DYtT+U52+u/VyyU0eWoLkzZZTdNi+q8eizjH8CfJ7OKbT6Svf56vnNPsOuo21uNu6kLHAcEKAlCJHwIx3sLeA2Rtt9GBpgF9hGl77luG4IgEvGlXR5A/kYGOP0zdlfH9T7IG/6ZO45BHPAHx3s4x51zOdZccTm1hKtspUb4WyUCK6Ua2Jf8YMG9+rI+xgiuTZ4sbgF3gSx66iXIWVqDEd9bWw34z4Zja7d6gb3LDc5v/ub36caPa6VYI2lke/X7sG45wDd9/X9WDYwmwsBnnxa7tEeyvajow2VdVsK8AvbF/1kyO102xLcdzKbxOSGB8fMqPekdPe/7Vs8LNzmnbsPx+akAfK6/wEocMmswJvAQR5fOC/I8HP6l8+JMSfGmBhj1E0y4Me9YNccuKY9JtBbRXClPfln3AC+/BTikZDM/uSJ8D88kkmUGTuMrAfeaoO+vsXwT379J0G2t0pHKrfgGeDf8ZmWXfBVkVzIMYOLdE0A287qB8z+3cFlOVXKGXhjG0l8/wllcxnVbERDGcZFr5cCC9laMuTB5ofdngo1CO7Kc2COgSkbUwQ7cVR42kMxhu0evMfEmBdUt200Ond2PNEhKkl1xsQl85yjwgx+Jajt+Qn6AvY4gJ4SvRXMTuvNniU7y7My9AK3+GmV/sDo2YJx9ut/ag91L8++eGw8CK9bCRYPh+EblHepeg+ydaOpOnkaRutTCuXh2nMJY0ljhnntsSE+cUWzM9sBNujPgnE/rINzSLVHpO++ebz3fcl+cJDqO6+d0l3cBmNNNZECOo/V36W6JNCvOfAxxQgvsEDKNwA+HOAG/oExJ3SrMbgDfEz1/dq93veyVnGZHsc1xmxdYQ+uFbhHMPickBkdwRO4RzL8NaUkepPub5g8e/Aj8GY13+USA/j0xx8YvC9aX19TiT0kvVzVsAT7isUN4cCWMpYhJVe/Mr4y8M7k57Xy5e7Mx+/N76fPfncMZ3PE3nMIMJd0H6GlBFgKRBKlfVbaklBP16gVszPgupCjXOHbpoIhcGdHyJ+BNLvJN+QPl22Y6ZzgrsDblwE4il6A7rfGt5V8cjrf4OAagjkFaxW4ZWgDu4ZsnwNDJ6AT0G1pL5qGjNx9WHcr9yXzcqPwqmoBN/IBnMVNpk+MOSCTex9/nAeYqbcqYL9j8PDpq30KXL2xssID7LQuNfRYXLI11mF1aWF2ZgBRqAG1QMeBtwR53JwiA2+OmbdH6zyIdd9da0ZPHUE7j8/+/JCsLR7bHxLXJCX9DqkOwY5907Mu1Fm/9jWLaydZPt9BMXiVtU7GbrKnHNfdeBLofLxRd3D3Ck4CDeD9g8XqdN/ZMWWne7fzSbbOgbcA+hodS8bi7pdPwdgDOjzDbVyQafcp06L5uZXZGG0vNAUqus7j5DjGyse8MMblLG4AD8aW6cA+AD9n+eHZYz2CnivkLnu4cuWhsmsHx11Ap20/bsaVjN5b6ZZmGIaj7wNvCO9UOfBW4H4y6mYcjbHl7bVg6SklaeMxvuuJ4f/0UAdtMDZPOTUZboy+oVjw4CPCH9QD3P3anQO/rpcEeHb6rGIq8NZSe7kNuRdsheQb6aqQAZ6svvcBet/WO14/prGSPQ8iswMDl6vdaw68xrb3TsFY/rgH9lYD+Aw1OjHChZhOZSKwHYg3RG0jlMCGALjG/Eh9VxNULLo+EuQfkCtk+/BT+jlGAn1MwRzme3zMgY85HPARbIgIu6Thnr3yEFTWUd/4vE7aWTUDJOSf39Ja3xhYszSrgi7BtG8TPOAvUniKN3435K+M+ZTnP2HxADO/DmOPv/FvxN++O2pZbckOantnxctmb1RmdMj5HfkAfq3Y3GrkvPauDRiPxeZlH5M7Qq4rdu3k+KLvyh1lTzsjMO/TvnrgrYK/owKzRFLcQYV7eonhwrDBuNiYc2DMXQBfA2MqxhboFut8t0DngOqVvwEYyLdsiG8zLr4+e+xZf8n14RUbMsfNbAyT53M6uD/cJx/V4wTgxwn0iqRfkwo0oqDhl5ekydRXNl5UsONtJcf+zDf//Gi07w4ykPLLtQV/AsiDsc1A1/IrWBnmTxzA/El2WzFavWei2OJm9FSgd2R2M3TxbYHJyak9x3zITC1/aiH8cPg2zVLBHwHJdyVFEAyv39ZLHCfAWx3gADyqzdrF7w6ykXPfsWTCrwCuVnrr9I7IP8n0KX34+JriwbfCxu9ZTC4E8DGH/7TafoSwOgapqC2CIQvqNsuxBaDJ9QC5y/YA+SCJzmdj7pH++GwAl4okchBO7uPmU6qCaq7tE8CDDs5G4d0lCujsa/3R8s/M5KIYGj6qWb+6hB9hpejbBSeTH8b2XaILd3Qna9djMBuzOPnhyehS/dBxK0pP7F6jo6rqzT3rvLxL4XkAkky/1eIQHGTb0Ow4ur9ewbizXu4gJ4WH6gDPUYYG7h8cinc2omQ/PoLT7C4qq+wthnEFk2JJ6u2jqVgzT0RolGkOfMydUfYA/VqKPRV7OYluhU4xgE/uIBXAZfa4Bbq6TIc2kJtcF0iCOyR7RNmDwSeDexKbJ8Cjlxq3YTMePosCcyVYsKGMNWUyFJJ+UQyhOeMcvlJvKO6R1TZ0f6ehzyONRxvgaq6PYKhptL4j+teuwTtg87UEclwTYN6Ab/WXRo7qkOKNrNJTsj+gvDo+yWpk42dBZBl9QlIeWOR3bwq8RWQ+WP8WoHuoGz6YwUvh9Ih7i7L/AdAB5J7gzUbYbtAfBfxet8G9LfDlcZogqCFa9kzxpyC2Gy6mjZt/TMWaG3tZIE4dVynVVaA6zBD92Dii6ps2Pgy5Pq7LzIyYPIHuSTFjivsM45DpBPhhnUCMA4Y/fuV5Ap2HFDgSSVK0Se79OKzBvVb2zvv+PgAPpnU/cviMJbtYdtsIqQoz8uFyNmR6MHnB5n608e0GdkmQ3yPq5IMLDaURwDHuQOcyPd6MMshBABcHQbzHs9FVfKM+Z2y1OijfXCJtxEB+BN4C4PvhZs4648Ab11WksrKKacOe0gOSX5f5IIiNZkvPw2nbr9P4+Yi20gq2bRibnzYvoIAb42TjYwpec2BNGwNXVQx1uR6TzTS6yrIoHRu6h6nZfexuCsU1rl9pCOyXG9hjWKwAPa8C9nTwzzlwXeV/l68heSbYh/VaN1YfHJUk31SNI0oiWQ+qewG+J3OT8tQJ/1ScJyMOBwmF+DNlMRmW2M3xDe+QjDD1MNgytZCk7Do2WXqT5+GXsuvgfx/SrpX6CMD7LwaJM7WHiafr4/edVV3BqMwv2GbsW6Wu+eulOOR7BeM2tJgfoGBcu5NbnfWkH64rYm9U2aNxxN+YEfaf0DtJ9i7LI/Bm2wPLZjuzyurzGqJT1vTDL2H2HvgYis+puLa2wNvHHPic6myuWFcpDCSLC6AR8hze5gZwc48sO66RHsAgJyaA5CSTTHBJBi9gm4Q/ge6gvorFPy7P8mkyxYEuXb63QNPRg8aj6ipZsndj7i7hvz+eorNdAkbaYESWCegw4xU34swQI4NlE2OGKXkuaSD3ayH3jvv0zlfSmJ/YHGXoX9l5sreWbRtCO9C3nWM70zvQtwJjl4zfztTG2AT0wJDUz9Yt3OvssUMEP694w/v2627LV1WQbE4+iqq5ihaAiwDvSSoEcilXagxgqjaAX0ONwbe0kaePOfBxKT7Wxsux8/L63q4wZhgctqls2ZA1IALsHe0zUqJXui5wzcuoP8FNzJAZbbOi5k2uX/Z4XQMfl9/4xSzO4C72vsYJbPLDgf78q2GzjHyuGkbzAFz3tcpg3x7+w9IspGe8BYiNeaQzul8NIkB+juQjGSwDneV3TbmlawHecZyNtRjg1kmDOu2vTDxYrORqBzh2sXk7VSEbGMPYervU39QBLPfjez1VH5z1Rii3+pFbPTXXhfsvMpqfdmzq5eXMt5i5dbOv8zFszqU7++RddVDcSZAjS+yLF06MzV+XYm3FmuZ/p3tEvBW/hwS6WrblYHAzyOeoyiWA12yYJyYXzMsZ/GJffODXHPgVQL9i6KwH4rLAwVjZC1LiACxoU4G3Xrl6a4zlDO/gbpFQt7hvBLzgBE0ZWH46rYrHj7vhskQe9JFkIGanNAaqc2ZsaoecwjuZxRnYcm/H8T2VRVAyDUSR6ig7gGDzFSC394iDnRk++luLxqPLda0AXdRXMH9rC+pYCzg0nMZ/Y+Uy5Et853HEbTox1PCsnduTYlYCXcL+pt19xArKljU7poiqz4FDyarjRpPNX9vk+uvijjOMS2BGoMAyo9qyIdQOSJUlae7XvKKGqqIEaBPYGeARTQ+AmxwX/CJQfzjQf5Fv/hRlrwT9XkG5uGzKdO813QdX6mWVH7c1ULFP900KqQVCOABb75+sWOdw9oZqojbYSbzXVNKG9ZXPQTZ+nUxOs/oCoG1BjgB3AzkK7MTe3FF9pVk5l18Z1BSEyr8thU6XkQ52IWaPzmGLQvfGcKC7+vc6qgBdNEfULcP8qf5qvPx0YY5htIPNRUp1cW/c7CPsZWvak9AjA11ykkoAXv13PBsyFUfI9fdR9QD3rz3wWhZdX9fA8vvZOlJZBUOLbAhJdh3UDq1N1UH+QfF4lORjFrlLdQvABVv/+uJ8Hk6jwFswdwIclACzukSCUiDkZcG3lFHF2MU2Si2LrKwEKp2SpsX1YOX3AXLkBHH/fLK4T7d6MtIbsIXYPKS5S2+Zg1ibT9SMPwb6DeSHTCcjP4qXN8sdIAO8mLzAywCXuUm6dylvbWDfKSH1Q8KjovJKAbpTZ3HfxEG4ZPMhmSrK0fVqP5AUqEKnS0X1YPe9PWrojxwDckaXfdhj2ucCdPnCIcTmQzA3iMGdvR0HH8PIcV2KFSDfE0uBtTWDlgxYEYWskuwiir1tRpwOcrXoSJ/8NO4E+kBF1onNzQ8vIN8BPv2Rx83HG6BTozkz1pj4qumlLKPWSjl1+uARjGP5mW2q9JI6MxygULGZQLKdRXf8vYDO0yvPg7/yPs7rwA0Ginr2pKJk6iEd9LNGO0qa22NeG3Wt3ctxrWT4YfCORAPzrmta12QqdEmCOgM/xO5bANkAhOIiW2kMvQJ0lS33dT1yFlwtM1bKh5UYq7G4nn5t/A7JdLv/I56zXT2yvSV7391HwTiGgp3JFQfA7fnHNMZeOvBKkCuWajJ5uk/eOQWLQzaw7FF2DXk+JX29ATko0IMcA6/IujRA/3U8mlQX/JqCjzHw4b1Wl+vkiwulagLph6Mxdcmn8MN1319b1P3ubz3lsfeCFxhUNB8xANkSIxa2jvo2dyK/8UENM3vn88gHSOO8S3KZ4w7q43UwOpqho2ZgjTJs8ZuRcdynhjgiZlNi8JgYkRI2GFy6bA/JTtd0bUviaIE6M0DZMfHDXSB1t4eDb/emSZC3IGRKJXJPRgQb3xwueTNfn2wjZDsHecOmmMVPuQ5EgileAAAgAElEQVQfXqusPHMtpgiWj53nkBqx+BqCNQeWKl4cdFPvOPMe8z8sESzZELFEJMnbCDuXB5Bz4C0MwrUSTx/NYTLPznknz/8KsM9RAD8i7ZXK2gNv0/2YERIogc4yaeW4ZQXeVvnmAWweEsnG/KLxw6Ac1OqzUUTEfR4zsMxF8NkW51cGsLtfX69POT6mPAD9fu2J5c9I+znNkn83H8PWydduUj0le7FvnJIgDtm+yxckKY95sDy5Txkk8ul6zd+MfvkMwvljZkQSwJOpefjwuyPkLzN5kkKRhxwEkq9p/Jzl+sCAJaQVuNM/Z4BPwWvbmPkagjUGfvnY+PZhszvIrSZesiHeQWBsiCuqTYHSnv8QTH72+sTkEWQLoAdYG6g/Jv76iOdn0M3AHr3XB42PB7CbX04Rde4pC/TRu64bm6v75veGo+dPbN4AKeb3ENgT6D7IOwLoDwcHLptkJNa+SXDyxfEEfo+JNJDz36WADgL0KekZAAUq8rkpYMNDTHoAtWS5tOvG9O6Tx+u9zVck0EfHUIk38IQPTfw9HQnwW7lIMVE7vguzK9g20Owl3L1KuNqpKpX98rFudilzW1RdJF0LO7WWQUupLtg6zP9WWFTdZfpWzY072LWM4DqWZlm3bJ+OyvK+q7Pr+hj1LWEIATr3k+es+eEVORf8uhzcHwP/uKaB/Rr4K8bJR52/xjjYHD5WzkNoDnBnbNmrwL4WdL2g6wUsC7op+UgF9GCgMNaSoO+O5pOXIw0JYCsgIYP87+PNihByM74HWd4AXHEO8HsI6LFARwc9v3ekVO1MTmAYD/dLwOYJG8HkBv6Nd6w81sBeuwGcg2+yLA/b0i7tsxyNt9PB7cwuLjnf1u3oII5FD/HQhs9Aj46M/Ffq/+u+yu/mwJuuBawXILaAgxCTQydsOE1JnXrgTWHZgg7uvYGdTC41Lv4RbJx32+KHlkexsVyuL5Fk/t3aMD79Lro+pKKDUnm3TwG2APg/Pib+cQ38lQG3nsP+Ef75HOmf85zymIU21EHOKasZ/CBw0xn5uupDaNUrg3xz1GOUNf5jxo068DzVMWiI3U+Ru9/D9XcGfW5DXw7MAPK47iBmcJ9SfTx8TwL5BDez2knlB4ulgVBkXfdIoA8aOks2X4L92jcpb+uRmUFucfk+KCKfkl+zA+Vx3p/WbYEeR/sVwBvO2SZ4BCGZsNRhC7xtIxnsF2QtY3KlmNHekLERy3JPAbYAawimAteIKh9YG5a6quaPLzXgK2iokctNZRpimf+fsMDeGOXDb1ZkdFy/rlnfpGjBodEAbkz+y7Pa/vIIesh1HjILiV6P4Y+gOg1hJheS6NVrSg5NkERfJY/aubxhlpK/fjB4AvXZn04fPB5d5AyEMqhTVHBjibhE8vkte7NUvwjIzOLO8nLVKjz3AF0HOQ+nlTrLG+vWTnIdqADbOW6cbL62ycIE+8Z4CfYc0LXtGrH5fm27p2XtYs3rfx/O7CHlfVIM3jF5UNqhkIIyW7np4wIaf3/qO6KsUU6/P6zT/+b4zwvYH57y6na6X9A9zXYFGWmfothOFJsAX8G3gTWAPWt4kVNSowwjSNDJ91qCz4jGkx8fabB8XL8+unNZAC8mv5iNacisAf2a7odLBduOx8h2Y188p5rGkFlOPKGxST2GMVpK6yYj7A1VKa3Vxk/DaoVQN5itNl88pF9oJXU/PYDBsvD4mh4Y6xHzJ4CPq78/ge8pxPH+/n39EfF4SnagszgbON5I9ZTpz49jbega2HNjuCyXl7a2kCGQ18YeJtmxJMGdQCd3wESY0E451Akp1TUH2RrAEf7Svbwcawh7CJEXDJ72U2Vt4+Lb3EasBVxOQOG7j3i9XAkLhoxk9O3yOqLsH1OwVHCp4ENt6Ymttp6b6mwdHccb5hDM18bnEMyxbdiNmDxlO4P8r0OuM7h5obkOcslx8L9mAf1XMD0H3XL22aBZZxEprWGzgZLpoovAXnL9lOkcZa8AXBkOJ8m0wBuhXOJf5qnbPF4Jn0YELT1L6vltfB1hdCeD84w+f7xKijcmn3z9ALmv2BmAHg3kVrFdojsQUmKcILf/lACQj2HwXpebYx6kmoylN+RlgSddxuo67W/iTL5fSNbeFIhTZvdd7kKYacREIh5yBtu4vqPc0SRyFJp91TbMujXtpuznjKqvZocSipLJaC+oLIiMBnBvLkwF9gAul+cfEzmDb6uxud1eRHbDRoHIsahFV2wM/jW2fcfuYG8g/18nk5NMT2kQfjTNKIsc9V9z4q9LPBAnCfRfw8fJZ42R1w3SsjhivoVoBdyiMiXYe5kcsuDbSr88giBsjL2BvOGYzp+OtAoHuwUHzEzMTXQWd5yznAzSYL8wgm1H8koA1KR4Abn75Q7qaySTm7yv5yBgD/9evJPtxOSHWH9g8i7TsXcG1oQ7UQf2nrtAPjfGy9/vwzryEsjY/miR+AzQZcAOxO7V2VTH43VPPWnrTNM378BvQbgO9eaXayOIJztyX5ySrySerxcwLogQAY0FiQAcjZFvkZTtHIjbw4JxNmdfgFwUIhbV6uJkxMozY2NOwWuJe6ZdtneQ/zqZXHL2WWSiBQszm8cQWYI6mHwE0Gus/EyCaRF1sTJldhv1ina+SqqvV1VuC4isN41VUvAp8JYAhxvIMEOTSMGimSkGdnnsLDhxqDLY5Abop4BaALyzNoF7jmLwOAddO9g8fdL0W99IdgJ4DZ+5n05GLid7h5xdDvBpwI7nJt23BeOGOMCfAnRiGXXianhUVD6H796Mipy5BxmAy8SYw4U6MN7L2YHe7eiwtcVnt0Fmc4yFoROCkupp6wO44Etjqcczqs8Bphtg9mkRWIxhuV0KeyteU4zFv5Lr/3gCOUuDUVsbBaPzXFiW6L9mB/iveP8of7wtKi+w5WWhBOwXVZgNl8GHzupc9fgEaq0T7flzuzcDGi4PRzB3ZbfF7pUsf28SnUAevrcxc4+SxzTdDKzNgXH5evbX7CCfvhQXgbyrg2cmb5L99FObG4Oqo4PJA9SbgpoG8pXPg811bezXcpm+zE8fAlna2Nwk+06QWlDuBLkH4Ei698yQE+jVqf3kuNnHEWhE+ub7UJMvYH0C64KsFzA+re73dDZ/Ads2JlRdGCqYYkky4S1sVdswQWMBzdH5RyoRgye9FH4M3K+tWEso+IY2xh7H9b8+zm2SSv/XVi68fJM9/zV4WExKwifY7wG3XK01T5fpXjniJ/aLgm0v6OvTK5ZBX0bW5bk+Ah2qj5lU2srOmW7w1S8d6AJksnoC6JDqg9gz/fECdAL99MUd1OOaN6DnjjXE4I3tDz/9TAYJAJR/Xhh/B/SW/+/1OwLEyeiTGH3Z89eCzIH9WtbRvDZ0LPLNQ7LvvMctliwj62i78M9Jsp9BuGiz6sgI9Ec7nwDnsiuXPf3z6tAs4PYyUDcb/ISMCczL7FVfkG2hcl0Dtu33xBRAIbZNmStyVcUHdUg6c40Z4AUgcuFpzH04wK+58dris9YM7K+lj5F54IHJLXhp48Oca9uBTjnpB7sHm9fYOOWsS7C4ZQENqDF5SPLG4iGJXuSPO5P7+zSMy4doYrWYMlQ0wKehRMWyFbCBjHrHGe3tkeuS6iUZD6nukfLysckXT/B3kMv0xytAPps0H9c8AH4Huc2rPjuljvIm0UEsyiCnjtQCbKtfX8umO762beWzVpZf58Z+iYPcfPM9DPB7bODlHeveRzCuXCweJRGFsTtbMXewozo39sc1/+8dBqsXZMfSXZJgcknf/EWAX8B0O52XdXbidiwT2C+bxUhBOGNwNGa3uxv+3FhcBBjLZpeN5fM79sZraAF8ONi3zUHf2zz5G8hvPjmOSJ4HyXgOeK5X5aAPWd6i6wTq2roYuAQ5oV50NT+8+eKLgcwVvCoAtxb2WuYD7k0ZWTsNtvfYAXSyE/Lr2hkp/fFeQYEmjGscBkYMHgGxkuPS/O4EdIJ/Jnjt+qzH2UEdny+ZTo8M6GC5dFSpoRWWXeYVwjuHRECqTfpZG3styDUb6PdrQNbAHgbu/ar4gC5jdn2ZfJexnM035GX1psOH3wa3HwE9FJSDXmCv1QNo3ScvFXMmxGSbnwrvzAdYkXrrk05eC2Mu78yOxJgA/LzMLoV8c38OGTYFlRi9AC6pSiwnwyU6YqRHgeVzx9f2iL1iiuISA/u1OR0WuYx2B/nTOLnUlMgEu5AvzUA/wB0zzy4HdJ0UUQcwsG1sfBNb34JuT0NmFVlPJme2yWGQaEBQ713PHd/29AB4+OX5ho0KaCXGSZpTkgpnt9Uw2DPAx0exdAJ8Dsh1YXxMjOsiv5yZPXzyaT2nFODL92aZTtcY5XqcoJVJOfjkY8GypgXWXqtYfA7ompDx8r20xaejDu8AXLIHCF8rt+mNMXR7hEn2QVl1BPojv8Oy5LaWimJQH0wuD0Xuz8teOA5RJw3hrmUsfrNN98XjffIC9sjhNIhg+lRGFd+pxmc55l26e5hLga9gdZfsWzH9XFtxEbiXq50VHRiD/K9Y482rIuV6AL1lqT0v/hD+eLC3ATzYu5j8isi6J71IAvvVwe7+t74+oa+Xne6HJ5tviqhn8oIm69ymnLJx354hDcU6175RgswynopUw4Nr94kjnK2WQA+A+mOCPJj68MeNxS+X9dEZBKPXc/ja+JAA+fByMODxFuTGjFFPUWeepunujymrjeEdq1w7O1l5LQu2uXLROXxcfEHGwF4LOkhZJKiXA3PbJpHJ6jb0FADfsoHtk4J86DIUWWsLikGcOet6lPysgxZkJJJo0fZg8hVDtwt4vYD5Al4v63BlWhs4uLEH1NvDiwjIxCYmD87RbAfHIbH6FMVLgJcoXs7kSxQvtZwDv2Xf5abkenD69Y+cTx69SF/gQCSWln0D8iPAdokkwPt7aeiMg20he94AvR4XSfUAOgfbIrX1GBL6SUidD5flFmyT+vgh608Wz7RTGhqrqDlJ8JDmH5Mk+9VeJ6ivgXFdDeQIgI8JzGDw2UE+TpA/mzgbOhLcBXJ4Z6zbg2uRm0BKSuaCzBd0TozLAR8BuDHMD2fXwf1xu74Q1h857pBtK8Y4wMcexuZS7lZOFqK2AXAD97eHVvlV2VU4hl/3TnCbjV4VgHt9Wv0vAriDG2tAMDyA65OQBLiAhwlD2tYtsKIMW3hiKc1mc5APxXQm14EMulmqQcDbQf7XnF5B9lPDhyYEyGWJ5iPAS7rn9FFn8L6mFTG4B9rSD1+rg5sjly8+Pw82/1qu11BaH1K7RSToEPi00hPg6YMf/p+g0kyfxr+PwNr4IMaeA+PjKvb+uJLZC9Thp9v75LoqkjsI8MziCfJBIB95/3cmj6ebQH7ka/Pc6RUJSjWMab72gM5lsn0uyHilX74jIOj+8l7D2J9cCQa4yVkH+BoGbvEof+a3o0etqGjZRm/R3mM059DZGWhkyS7J4jyUNhPs1eFOQBZEFlRekOXtoQNDbZ7azAAvKcYwOIEBHrae2xBg7pFSfW5b8HGqgd28K9OfFm92iHv9FJOn8gkmR/PNg83PXVBiNlmBHO3vMzsJxYiU1fWZwE7JTllEBWgbOovnEV3fkXDhwaCdQTiXW8FO5Js/EXpFn5ELQyTAcRhRZlRZ0oVFswvctwklc2J8cICNmbqYW47Xwey2i2wwuu0oC998EiMeA9TzC5B/xeanX34HNi9kWMHQaQrsNYHxwpjT2uZFvjcl54xg9fFKnzzGhUzKr6AuiMCWFw6we8IMZOScgmRxdtSpeD2/XZ4B7754ruvms5EsC89HEeawTslPrIXxehmQx6d3si/oKDa3tpg24uBSXWVAVt3DkAkM27lIxcbMe5vUHQ8xNl/E4rYzC889h41OIExdq4wgn7wqKBRULGUT2W9ndP0IyqWsBzjZ5YprcCMK+b0/j6AbR89dBr1i/nhJ92DzvRb0RUkYme5qBhA+XQTfoudnMo/KCFBr7PlzGI6AjIYi6BlsGw9ZayG1P+aNpZm5E+QcjLsuyPwAkr0d1L6FNOKa+4AZdCPZfvPLvw28mT+e8/d5ItDeUF2Qddn1VySBvCDLk0BeEzo/oZMA7spG23DfK8Fv4+TsVwNbLNIuAuzYHzXYXBQQbyM25vMggEc7J2zYFrZ1JDVkF2y+HNye6POKFN6IsheD6/qErFmyfVzAeFnd74iRvDzQ5rc3i0gxBIgAYrxFjdVFJDfaXMOSXoafcxuL50oyENQGlb1Tu/66Rmt6DhKckXbOWAtg13xwzmpDgn2Cc9JfFXBzoNuYoye7vD6hr98uzz+NvTn49jK2CJleLO7ZWM7kmbBxk2XRwA5ur+AAfoCZj2D7lugyUWz1kNiSQ1wsxz+YsZm5L4iDXlKaO5inM/i46vXlr12uG8gJ7OL+oAhih9pE0IFxDjPHJn65UMJyoGcQLvzxV/mgEXharx4TkIUxXtnZ7PMe8l5Iqor76EMKECLACPlsJqSCZHMVfQR7C5qGMRPc1UlARpfqe1nKqK4BnZ1AZA27/noZ844XMD9dzXx6+Z3F0xWxZVAyjuNPVF7+92kRd7dDy20IkMPbw8lWU/xgOuiTxbUY3Zq1B5evf8xKgv8O5KWyisWH0PBYRuId9AKIboyQ5pTcEkCXYGkHNm6nS/f0yy24wyxeues1Tt4i61pZTVHwsDEVMXZQboje6SXIZzE3p6fW0Ngxxj2nXfuYGB8fGB8T04FcDH9hfHxAPgzQKc2dzY3BL8j1QSAn2Z5S/RhGC1DdHqP1Wdr40Fk87pLrEXiLhCRsZ6rFAacJHQPyst8f4+Xs/bLIeQKbwJ334tI83J/X8s8IINsIUZDBtx3u1+LOCs+Hf0/8tLoQsI7fOgrOD0j7GWVXIdc1RgTGgL4C5BMyPoFXxEWsLTQj/EagEXhTBPjN+x5DrcOWaWVXUxy2JbbY/npqO9DIVk+RBfYQAvczyCOmCADXrzlavYsH3irCfkxY9/ecLM6bFkYk0KaPUhR9f0IoPbAY/HcCXB/YHA5ufS1sZ/PtrzXHbDn4FjK9sqVuGW/SjeM2oSE6vVEgHwT0TFdNkDugrwsS/naMiX9cmAebSwL8gnx8YFwuzydJ9QB2yHSS6yHjkz1SrjNrJsI6wAMdaQnUIcbQWoI74iWXZXftZcy1zB8vuWrj9REbkNewbXVRAL8lqmTCgs83l0gDCYOsJtow33wIueOClO4J+G8OVV6JplakkQy8iZ87U3XLNxcb+x9i9vua0HCRCOQiAfQg0NguRLyMxStDBOr4AWCuhvvkosgNKgbQNqow70IayEOcKUq16jPIueMV2gigQD4S5LHCauWi299txVUL2ITv7QCP55v87FcAPc5zQkr3w/drYX9SthuBu0XYHeBtS5zjCBzo7ZrkI7xDe1yWKSeWOLDPobDLAf7ruvnl8mFAHh+/DNAB8usDuD4K7Mzks3zyAtU0iU4g12+Dbmn26ZNLSF9VQBYwXLIPk+0ZHB0eUQ6wpz/qrOYR5uFSPZagrqG0qOSob5fqjlmDxvna2HzD5vsOENDJDeMmzuLfiuzWvy3o1SfkCHT7SjfDBujltdL1ELERA8uCewGL4iGvTwQjioPXqn/U6yUJPhEY+BWeMOPuDVw5agDdfO5BAGeT3qjnrsdOkEtJdar7Nvk+GDz8cLiPPpAAT78dnoW7DwZPiU5svhngzuCfLNtfJNfJD3/VmUNpKTGVkhlKivGIURoBPD3SWYWj7dHJIfxwj6g/yvRk7ElS/Eqfe/wiJg//++PDzusDcv0iYBPI2zVjcszLJGMyyExfGDJrq6YE1BFkeMT5rnqCScQAdvrluiEzxsxZrn+WgSejVXR/iEXQw+CFHuNo4Ee0UyLXgC7G5jmX3+1NtzYJLtv8rmpX3FywZFKNNeAV6psUgMHu2Xr75eAWG0Ex/zwCxN4GEQuhHIUkizGA5Z0vymOJ5wrFGBfGsBViljjwVXIvuQUHuwqWux61V7wUsKEJ9ujPro8ZFUG2kY9Sz5PJpW3PmsyNvvBD+N8MbAM9S3SS5c0PL9Dvz0/o5wv79boDOyW6J088zCPP1Uey6+PG1lCFN2Z5nBseAH/D4DVMRlH0D2Ly62oMbiAPgP/ywNsHvf5owTZ4EE6DvUcZWJ3O4qdkf2Q0/4+kumSnOA3cweJ72+QLWflbMmYOo2GUVMerho/6PQiGB50axUq/p+2XsntydhvedpYo4zTHkr1GwtJ2DUxndN1sAsPH3SN6n+A2mWqS3TPxIu/+ZcOBGK90O0aCOtmQlJTX1eEliqrvR4yKG0EhMjFkuNtsHcX24Nvyuhnhf+fGFCXRC+xl6hdPd/sK5C3oBlTgDQBQ67PVGUG2z/LBd0TUGdS/gc9P4DNY/AT4ZwO6MtBvE/05qcFznhf75Q+GjjsGirUHjftaVL3WXXOAM7jPYTIG+MdVQbbrA/JB7H39Ap5Y3UEeCTA2PBN+YAR5mMkdGhK+H4HpSbdqGZlklD3QosjIui6oGOBrYYQBmzdN2V4hW0fvdGKsWMWYaoRE/KI9zKrMNQQWoJrS3RJlhIbWtmt37UOgb460g+0BqgbyYeuYr20KJFarXcsBXtI9FoOoMkkGPqW2dnHQI58LXEXAgc1B4rExvI1FBiaGrQ8HC7yxXGfeKn/8bufJ5Fy/5IqCo+0SUh2wZWhcKIQhRDZUT3Th1NWIpBuLG7CL0fH6fRtG268X9g3gZzbSeRbQ0/fiGvBaebd6SFvCqfnigpowYmPhbR74TwDu4LbHAncwt1y/EuByfRigJ4M7ng8COoOKwR44SrnCpp5MLmkYBO6Q6GND93SAR6cS86ad1d0gjb1pbD6MJu/JQNuGcY9bOp9vjbX4Z/rhY3lWV3xWY4Xd4/v4UH7iSU8bxrgu13UN6zCcic3N2Olu7LEAX/yCRw3CJUk2z0g62k3lrc0azYh20FDBuBAC3OpaMxi+4SCXWFkmTJqGBo9qBB6YPG4mQD6Eou2l/n25plh8MfZuft1SVXOobNfiD/oZAP/bQB6v2S8P9v58VaDtk/zx8M19qaEc02w5x8XiLTDzjtIDCNFYBPQebJsOcB8mazPLngD+4QD/OADurP1xBzjmB9RZXB9Z3P1Aiu7q8C6YfPH0zR6sX05ziHWnNTYNsAkqIgvQaXI9wW5j4yLDOm5wsCnYy2RnLL7Bx2Cz59tI4EbUe+ZQUnzOU2Q8COe+uIISTh4CMPGdHonJ0muAHT5EFyrB1l9D5NeLWNml5+JzkA2QylF4KFb646qQy1kcmgBXvUrG64bdmAVTLQA+rJP0Oo2AW4H9udhXzU8Rl23F3g3o4de0XR0XbUy4GqBr+t0rGR7LZPkd4H8bwD8r8GYy3dmbwH0bMsvxTEqKeTNJ5UuAe1NUkC2wcq7TRjPJcoYZp6d2gM/wwdMPJ2A/svmvkujugxu4Q7IHyC8P9BCTJ+Clgbr17ppFbcaHMHtnchX2xad14p5/Hb8nDnQ2diTQUSwmDKtwTjWJ47y1YLbBIWSduQqpAX1jwJZQkq3swFtf9c4XCKCHfAkT8ew3LLXuQ2p4y1h9GbAyBVeyA9ujytv3qNcb0OsFdQRexthIUeCAj90Mx4DI9E7MO3SkSC0WV0r7peO6ctkTpYYPPyHkezF4gnxX9DU2RejJLrUmlsbU0U+X408M/nkweDD250qZHhluxuIVaT9981hhlDee1P0kZOjIjDZUoG2yT06LNkSKZkr0C2dqash3ZDDtV2fwj1+Qj78gHxRkcwaPKHqAW98APfxcldxgqow2SitHD08gZ3UrwiZg2Vi50X0E4kYshLBgqZoDkFdJVA5ApZqouIABnX41wJydryY18SwzdSYf7pcbIPzR22mnM+7dSdDc4+GBt8NX2LDJICow0O+FvUDSdrXHvrSWBRUz6JnVfNNL1XHtDcxtw6JaWYcINhdPJ1ab8GKsPuy512O6P+quBxRHViuu61nXACi/QWKWEmiXk2DzXOhhN5kOYm9OdMHr9xsG/+0+uDH4zoi6++Pr9MdPRldabNABrsTmXzG43AH+NNEiH2dF1Ruwb5NM7LF87BPg9jxArg5ubZF0f5wk2cMX96hI+Got5KBaxopgDDTdmOYopgwz2Eou2pDkDMQChTZJZRDQ/VyvcnNuefNlWSFZ0w/1oawR49Ueac6oswN/+/swhoNhWD+iNLRGv/IW6FEZLPR81ldE7sfygB6CzZf75paRV7IdyN1VvVLPQcvO6GSP1y5szaqLzMQbDmzd5vp4jkK4QRHQtJhEBgluxb2Gvt5UgPtmGYghFmep3oBOE014EcYzo+0dwD8L4Ovz7ofrOmR7XGvJMJSnTuPkp4QBvGGobtpqL09gD7keE1BogYdBcl2c2YUCaPhwWU4Ax0f45b+Iva8C+iCgT2f1GAsXyyhTSEVbcV/Mj/ULV0EG3cksxOsg8iAUcH/a0yyHQHU4f7jPHewVzLaKxQ02R9DJoIQkEfXkFrUgW7A6rxw79oZew9YzD4UZEtepN0HuvUgsyFm4ega7hFR3Z1/FGFbFBxFgzG4LMVqCzhC0iTUh3bmg4yg0M7oka+8CtG5TaJM2WtRZ+wJ6oFX38g40VBNl11FHw8clr98PhQ/pxCDfKTFywgmxefrgL1rZJXPSA+Qu3T8/bz54svfvF5Y/FpOvCsD5c5PwsZi/78O1yMDJL08hkhXODSAJ7jOYAjkBTskvvFJLsLcPp8lFPnhGzUmyfxSj4/rlDF4srgfQdV6ATGyx6LYVTw5g1/NNRs0AP/1D6XbpQdbIWkQGyAP0w5ciEk+CQiR5RPDJu4x67gAQYnBmsr3rxjTyLOjcvtbanJC93Uc337xArtAdrBYFK3vXlDAI8q4jfHfHRWS/YYtvbeDBPREAL3+N/K4bbNorH14+7E7h5Xb1G5tWyFyWxbg3cG3YsPSEBTxtIeztIwAAACAASURBVIrMiTjXC3hwjfh4BjkxeUn0g80pEyoAj2RrXsKJsthiQQiOpFOQrQGc5fonsffni3x0AjglvkB78I1ib9kYCfTjlAyihArt4A5QF5t3oBebE4t71BwRXPv4C/hwdp/G4snccwLDIut17cKWmdK8ttbR9mjgr2tWVnH5C2g4bwhpDur4BbHjRwRa28QkcGbjMBBozLKSYjNBgZ1+KEk1wW3ZiTVGvDHItYrc8TEn9NoYe2JvpKyHunzfNolFA4sBVG7X4KwDmAY4IDbRsHXjCpkZ3LMbB+qtlVLLRsVoBoq7Ke4lUPDaeUGUui9gf7iL7LiTBd0zmTvGzm0KqyBGVCSN9Y1cxzpAnj2fPkj1mor4uMhiMHc+8qSTYneOoOvnJ/ZvGw83iX4yOEn0z5exdzD4i4Jsq2Yo9YkpRwN8cfSVP8sXz8XueAnkSSu9fDxks3lGmzH2yeLO3OOD5PgHyfKQ7h/G3hjO2shF+/gxmDuYXeOaG2dWwSFnEgfmJPdciJDubasfFNDtE5BxZcZXjg0nm5f/bcNCKPsJMLvTETTLvnmcY2/bW20rRIf57WNbsHQMyFAfMXT5K2dc+80RdZTAtrE0VbH956dF72uZgaixVVB6ADeizO5+ZHJeKhTHTMjyvXwSkgXasD9s7noEWWMSkm5k+my4RNvBTiMZ5/G1XPfujyU7gzzmF/OSOLFULaeqNoC/+hDZ/vx05l7E2neJXhH3XRNVYoycUlfLl0OL0P7oSFI6g249yn6uuMqPPTX145Ds9Zhj4H6WPHfZ7qA3GW7svRLY2th8bWMllu2kgqvffiovitXFGTskuwA5P2H7jpyx9/Z09rZEkJlMHiwOVwOR2WXMBEQWHUgd8pRP0wg2lNS2vVob2AO6B2TsBDeG+mv3zeWILn/X/hqM7mJaDJA7gDmKwTd9qEn34/tKjVg7DPX9BeK8avuprIuL4ltzpU2IB1xlmnTvSU+j4iH4CuTrk0tLz0njHFIduhGLKeoJ7rU6yFfId7+2XpWm+vmJ/bmwfndZHiDXG8BXY/CU6asqtCalEMiPcj9lurWJE+8i7JOCbflICy/GNNEZEfVfyejmf8cwmU82acG18Mnt+vYhsgD2Uth2OA72kOV9e5yS7OrsU4v6PR/iZWcf3FVvrmUQU4jVmd12ATHoThluW9PmRyN8cHMTZBZLm8VF8lS3r5DxMVIjc2NcPnJy+Q4uwep7GKsfbG4TVAzoyebloZhl3zV7l/UClymKcPL3MpYvoAfwpQ3cnbux5MB+xA8c8AnqGKmiFXgwl5+2nrvOyycGOdCPzMbbwiAtAGjPL3G5ngGKrITQfNQDbethDeSLQP2JWkF1NcYGSfjtq7tkkC3PJxavaHoLsjHAaXXW3EvLe9IEPKL8XPjTyKN+JN/bNxWUCrY1gMd8cl9Y0U9m8xob94g6+d86P46g20f63xsDazvAz8cG8u6HL+2g532x3inLvjCI5vTh2EFTXcqrFNgVAXZAt68pPq6Myov/ovqjxKu5PdsLPWd7b+Cq3UGtThfG5SuyeF3rnhaA2wrdw4aetgXgbA04uPFrktqtk0vsUeczkGBX9fH3rKidEE+gezAuEoikJe5Ux6Yo93F4hyZX7DngeNqFsdypZV4N8PA1/hLgozN6TQhAgl0c6BecyWNFkGYSkdr4sHJnLDTPO0ko73oSEr354iTDT/b+PNmcx8V7+qo9dnCfW+sgmBzwyKsPt5xHdAAh1Wk6aW4lfETXOZU1I+y5THJNCcUxNo4rQD4PFueI+gdUJAH92rBtcNTW1y6QI68xuNc+dtQA7uzFxRfJ/bZiWa89QGA3HLBkV/HvdUCb4ymQMX2IzQFNMtzs3hM/3BxzGIkDUdOSqmpt+Y0xjc11bwe6TfccY9jyztMZPNrOwR7t/nScNgIn7ghSAxWTg9/7dj9gCDIYJ25v42KQ43js5zjALeSWYL5cnr9SstsZM/1oAhAt+YVRN24Yr/kCl/79vwvUwYKIm9sd6OGL0xK9mkv01kKMudADzwVvkfInBi8fnCeidPamxJdY9+sJ5Fq9aGHZ5x4H0LNOomLOSFREoR7884iyT/LDY6HFWYs8nOu05XRRzkufleW2ZTp4gZcz92trgtyAjwRxyvfoBIjti8kDcA9MLlYvIc3nlts6AXMIpiKf7wC7f967UV8EU2x3HJkYM6xKAyUVbVYYo28rvw0ffThr+TVnu/DHZTm7r51tYMN3A5XJw21IJT2mpLKdMMibZPfbTt9cFQOWWacK3+wBtahDdmY8qvNwbs2cDrlchcwFuTwY54DWffU9AafPTKMFO21dgUO+A+6nl21f+vt/VyEd3H19tAPkAWzqfbX55Az0AHcHceWk9/TV8sV35qIze+/cOpdYfIX/Q42mVB4psAfQMQFB+DRk+FLZXm2ZokxvJZBfNSY+PKutUlj7Mk7J7JzNRv53BNm2Cl6wVTnvIC+fPK/5+15eF+eeWAzyIJUqa2Chr91Xy3rZ/PlLBdf25bbV5bn73CrVjaqDSQdwYWRnKs7i4YNr+Om6gf0BXAuyP9yWbBhJeXhp24qp8jJWb4FQ363l1m6IIKBJ9sgnV+w7wFNZW0eg7s/He2Tb3AWoYHtmncQwB8n0M0mnsbjnAxQpVXxh7A1c0wG+oHO562evZa5cPyCn8s5zvPzILjxc00v//g+0o4G8Am4WCVwl1WmxPyX2ToAfGWoZUMtc9C7N9XU8zzFwA/d+GaNnL3mmr+4D4Axe1JAK74pyZrwBBGwfNrsz+KQx81gqmUCdcr3WZ2uTTTLhpZJftg+LBJBfG3jlcwe7g/ndWQAvCR9DajmcxnTuvX4muoRPPpzRh2BusaWAHezbz8uDbh4ur4p2HVsbDw6McUGqm3GAKzA9krw/oHNRvS3vHD0o5UbPvnmszhLtYsZfYD8ZPYNwQdoE8OaXbzSgi29VvVXNJYjA3gBUrQ5izF68R7UEFlRHsss2x1YaNdBMyR4r1tevyLqwP84LcrRhNfka5AiQ//6bGj96WxTIPfiWSQz71UBu2xPFjhoULFuUtBLrsiVT9wSXHZvoxfPP5UNjIc01A285PHbI9NZYWo1rL30G3YNLXs54JMEEuI+FG2lF1tqXzMcvU6ITkye782STuy++x7QhsmBt1WeAL8XntvO1tz0uzc+sL9jcW/Wh5EKR9PvmlmMIVgB9BshHKYKBHHoqoPvLLZgQYMxcNSiHzIZnc80rXcDa6PIjyQRrQceL6psi7nNAlmQ76RCXrpuCqNHgdH9kI43J43kE60TLz/eprDU8va3mvJy61TZrvNR9+B5o48lTsq+aLZlzMNzlW1a+zH5zv7w6soGYv1CbWw4CO8n0LLvg2r+dyc/cz5QZzuIRiIvxcQ/956oZixn4ZOe41se/8/1Nni/sT5bnLs0T5EcP+eRfASUXI86r2li8Y5zSWON8YvFcJIKy32LF1JPJc6z8PmW0ZpbZdNEFoWEyBnixegD899r4XBuvBDzL9fjsbtH1O7xb8TvA97AltbcayIdgBYuPgT0zHIX0d49vtLiPIod4Rs2ywt4WoNTL2Bxh+Mzkl7P7yzvQF8YcUGdzuYjJmdVl39rxMfDmJMFgz8UcoxQOmIjjtK2RHfj2PQJZghEKBQpkjr2NAIxZILeRASer5QtV+CYO45rQVaM31rG9DhYvZleIJ2tV4E2rAPAMoYfAW2ma9CWKyRW5bTAxeQA8dzJ5bQP0Iv86rh3yPINr4XfTaRUD/3v5380H36U8VKkD27BgUJidONCf6DzIPAaJSbLfAM+7itLuJrVWeq2NHks2ReZSTRW1ddrUJ5lsleZ/J4PvAvfn2gTyO5vzENtr7/t+1dr7twq8dZBfLtenP+4h2NOywKw/tUGkkKvKQzcZ+yjf2GZsWd0NB3YMwxoYZroxkoE3A3YFm7yefd3zdjYVhuy0e/DtwLiTQZPsu5s+JCL0BA8nCtkGclX16ciA7lGu+AbGZbY5fKfXwarT7dl2h7WdX8e6oK8NuRZ0Tts0MoBObkna3YhObKT6ZPbugbcEOag0OHzyAFYxbpvD/aqpn5WwQgs5pAw/GHwFy0f2mtJQWUTQz4QXrZ44/Z5qOPbBZEsH+sPRx8i7wUhI9/nE6gT0CIY40JsPHgs8sD8+bbrowsDSYHGKmIdE187ev7ficxXgX/FIrL90V7Td2T2TNA6QR6Aqg21b8Bq+l9020AeL6xzYuitOrpHzNco1357zJkjf1QKcG1MmdCqgF8SBnnusDR8HviL4dgErdop5Vf7BjA0Vqx3CtcqOWQS1TZK9fFQyLNN3B3wq9whaqMt3leav8x7pY5IimAFwmz03tqXijrY/gNpW0NeszRuuifGa0Mt2hZWXr0B02N6YLNeTobpcp+Paf//9APJ+RiDOwHZM7aS53ZsA3ed/s18e0p5nkBXAlfzvBu5g7E1szgGOaEk5TkgOdkbv2wFvb6z6CgYfx/AZPU82v8gAY4PCCsTpDAavx1inbcvABkiix9AZmhT/vbafBe5PZ/PPHY/VQXAQLgJxkdd+RtdHgtwDbcPWzucNKz+cyS2g7OytYtOcY/gR7qdPAB59djFpE6fgQThctomCTh9TJ1fHA7pRf4j6o0Sj6mx7u9yUV46ahBFUwXmtvyAIXqSi25ICDmxExyUCHfAZcpVTgW1/DwLSrdBLjMGnYky16bLM6JePDswBvXzftbmwQ7LP5aMKNbpjymDeOzbPPCxJ8xXI1YM0J8gzqu3rqGWPVM9vzH28riAbJ7XsArdL8nezy7izOSOj5YvUqaW+Mwj35L83wHMyzG3BCPKNwvAa2GlcnMfGTz98THiVJou/iM2ZwX+vjd8vxe/NQN/F6A72l0t39ue3f1+AnI1dsmPzIJvQLrWzNrXcc9S01umSfRaLV6LnSCIZ7qqLwgDv4+46TJ6rXhYN120DzsOj6Ntztn2iTsQ7tCWDnPMJSGlFz9WMvKT5zV4IkHgCOZA+vYHb4zo73Dj317fYsKz76bF+u26xiTXTgnKyPWkm3dwBuRzka9uGDde0ySmZZLVaboYOv0adWlehd8V6rb/PWWhaQM8eLlh0+/g0gdz980pU4Qy19XCtZ63VJBPU+HdeewI5SF2ggTVmPmV2W+A6hnz8M30Vkd45CEUscyyWfaLhLD6KhQLgQmPgtbJLreiSbC6jA7zJbWfyBLiBO9j8996N0QP4GWlfO4G+d4Fcca+r8J0jkh4Mfm3bb/6aPq2VmHzHCJGGDjagG7iHTVPdFgKKDnaorU2uApPgsUCChs/tKZz7leCufAJb8lkG+6ZnYFRgPkcY/dmwhWzu4PUAeaZFR6fAduXRdkubdck+kKpCt029DfuKgJxePnRG2Xom4bcBeW0PKsaIgYF+z+X+fozmEMijDs74Ufji5xDa+o+nWWidzUsuB/AY0CXdb8y9OvhbgG2pS/b4voPJG8Br2Iydy5ONFVo9m/uG1sYmux4P8sk5iNNWiGkprc+Aj8BbH8eswFus6lIzynoWW6SvGkNHsE3xexeLl3TfGYDLQNzadlIwLobUeOJEA7lE0K1Afk3BtTauOXD5GuQ7HufIADKmZ5otk+vDl0yK+G4oBZtDElMuIyMuIu625LOtHUfDizn7qtI4NerafVKdu0e8pQBeLPfc5GHjNW2PpPuDygu7UmiCyBi8QB5AN+auxT91D7t2jRaQC4YXD8xJDAs6s485oalUVtrgDgUj5bYki78ZJr7W35/3q65lKsjFgTbt/nhKD/LXWaoTaFtALQDuIO9SncEd96A+G0gf7rUA231x96m2WgBO3wTgEuiJgKq4G9CnGzjL9otYvdZhO+cDK/nhr/TDNQNl4YsH0CPQFgwebP73q1i+ZPtujL5WBd9qO52jqgLkMTY+BdcyoH9sxYcD3KT/8NxtbwPZwBqwxSUM4EMUMTFkJMCBsSV/z8A/bYhNe8wiOku9LuBFTB6r0M7wSSm1ONL1hBqR2/OhuXuqKSp4G4z+UFltINLrLHZg4aE1y2Qb0C1Wbp/AMzaglw2ppXxfHpzzlYCT2S/uxHhU540Lme7oW5A/LRoROGcmP0G+E6DM7uF7l4Qvhk55vjb0RYy9IkV1t+chJuIeDOQPGE1w+ukRUfORHOiqzzI9PofyaXisNa8NISafZXxhoMQ+DG4lwG95jqa/fLjs5YANQH8Sa/9+bfy91B79NJDv8s2DzZe2CPsOQz6KLD50liDfzuZ75Hi9neMWuAtrKvDW48CgnXZ8hRm1Ts2WmPI63AXuqKuKcVReQXSmkbedRn74pS3j7Y3Bh3Gz69dkPBML4aHbi6Y7Z79rDC9zYGwC+hJj6+W+ufvoYw4bQnOAyxTf6nlDrmnj5vMA85sYUWfy1jR5vGFypbFnAnqT6xVA2HHtVcC2AN3BzvS8PTagc6dSDZKs/hajkRigiAVGNfyjrwBOXyIZNXoGeq0OY35ky3zza+rDZpobIMwcE8+VVTPohhz2MhbfhyTXPP8OoL82/n4t/Meng/tgc/bNt+LHTD4EBu4hmT2XMv0mYRUeafIhMy9ZgDxZXDD2qNx4he1yCtDa7TPrS3y4UcaqyHp2qL5qTnS0TaKWf1q+6pt21jp7amuX7cnq776G3ITcz2LDQLvFQSyeKDMK+LMkfYJ7elBvKsl2zy1wQKMBveR6+eJUB8dxrd8HyI+Cc+DtZHSsAn0sh3ybBnpeO0Ce144ZZduZ/Ecg9yCItUj445KfjfHM91H1/Ka7b0cAjyAIRgC7klsk1mebLM9rOyNb82Qg9pKuWWSVAPNJQA/gZvDtpcngf39u/P25yh9/7eabc+AtmRzPgbdg8uHgfiWTx2dHKoKzruL/IcHeO2ezzR1rxGnK9inA8iDcAHwYbTU2h6+AIsHiEdSkxJg0+qMjrujy+w5d499WdEYn2R5JV9/aHAX6xPt0H1bTIbb7c7K2JLh1ao7g6OXXhhiTT/GhNcHIWIR4TsDB5hEfaOXHQ+CNmTwKxEwObTO8yhcvRufn52otnNzCAO7M3dk8hzbIHz8j6WFhAkpdJH88l+RlJj96cCDqRnqjndFbCrYhZv8Q6CWTE8hXz/fHAowoBs8pozQhZdOQWPPBi73/fi38/bnxH58L//EKFu9snv6419+OoCW0ye3yj5H7hy8fPlvB4moxgw9/fmInAR5u8R4YSzHHtplrIliiWCIk170eyD+vtM0BW6TQZfkc3mn6lEpqgzblt0lXHMG4RHe1OytEfzQ1SkRD0XZF2QsXPqcuuw1t3Q52DsbBAnFNxjvIL782h4HcmT86hR1LWzGDh2/OKuKJyQno13YmD1Bn0A31us+F7SBmgIbfzO95ZO7zO0La73sP+y43PXrTFlyhBo1tbmJZIFMiUc7eWufsJZv0wOAOK+6Gdoukt6V5TIZi2L7WFnAr9k4W1xrbLjavCLsBfSWDB8D//lwt8PZ6RbqrDXEGiysZ8ynYq4ND5qkPl+zWIZk/HmPu51EejFhkXdSSaZbiNez5HFbuseFgt0j78N8eCWyvL1755KluuT0oKGoLSNxVWOuZNMNMeYLBzTb9A9sTqcBbDLEZ+COGYwrTfHEH+ioWv8l3n3ATfnqtZScEdjpJdZZPTq+96Nf6+5WAvkUVD9+8pnhSj/cw3MVs/uR75/uOz1VuOsDM/TgmDkHmF0dORkh2Raa0ak4NjC+92Wp2EMzqlbfeWd38yFGyPCX68KEynjFEUl2lMfnWCGwRi+8eKf/96n64nRu/P43RfxOLxxDa8vrfxEbZYd8K7PbgZR3DJlrs4W4FRdaDyAWkAMKnjwDeMkl+DRuGi2De9FVm1rZHyxWxddxNDhSb6wlucn/ERyh4zLznr/tJZWOAZ6CNR47CrlitkpKsYbWkvuzgYrwcO4ZutWxo+li5J8yMFZKcGHt2GR8dgy4G8y72zs+TnT5JdHY1AVyvv18NSAwCzQoBZbwFKMlXvrH7EVB77Q7+86TvbUEizRvJZYzKyPx5vKeSr6w31QjAWRmkN/l3SC8JRIEPjCOy7sG2CLAFg2sE3jyqrgpauklzuaaQ6+cklDOqzmDnxwL5Nom+dgJ8ExtVJ04lpd4//DsdNvSjU6Ea8YNRSSEo5g9jjkw588t9kstSXEMxt+La6jPZFNNdlKHAVJ8eKhOyq76E6jECb0qxjlwNJeT5ESjN8ycHUfrNlpXsHFpvdai7UiYVSck/YsE3mUUUyiBdDuaQ71srQLeoI8j3H8k3k4nIbkIOkNewGnCt36/eo2UFRD1oGQgzNcnpL4F+C7L1iuTZZME+O7BJR4JcxPOi4av62LI8ADL4FuPiZrDkhXDBbkfJvB7QoSELkpEyLtTsqL6FcJxxTZVXajmHz3xG2dKWxca++O/XugH9NwH99bLA544hSlZV0U5n0YPpyCffw6aXDgf4iplVoY5A8l5q5tp4+XMR88eHrSZz7Y3XFgO62GpNkxSNxh7qozYQQKwr7h2qRj0H2L1OTxaPjvme8fb+SA+VWDzjNj5Rbu+d3Ofm6nYY1dnZfQDQ4WPkO4gCpAqJrYnFM0BHTN+luf1A+Puc3ZcAZ5wnwwPX6++VJU6QJ4OiB95OcN56vSegk899+uTkL6p2Fj+BmWyimrw8vGLhPt+Gd+wQahWtL3vCN/kvNzYY1EDugDawN/87DJTGxjPgpr5CSy3JVFH1PtkkffNVgbjf7oNHVN2AvvD5MoC/gsEjsWj3TjM68VvR3Qi2S/VgnL2BsW1mVaG8jCjAbiDfmfN+DWPuz6W4xsYlgo9h5ZnD02KjDuABONjOahnjkAB8xTTCF4+O4CbRR7UXy3a8AzyjVrt9VBDO26uBu5jc1GV9ebgyG7AcdXESisUnPNV6DJfxGYzDzVdvAKfOAQPYr/63CrzRjQDgzu5aAfIo/5NsfwpGuCRs0/QOmZ49IQN/hbEr4a/kUPSUT3hUBLB9WCzLZO8e/h0xNp4BN2/Qp+GQYDOQUTiBl6FE0K0Ff3pOe4u8+6PGmHgYNAE8st0Y6PYcDeSnXP/701/7OPl67ZLpBPLqSCvG8UTl0bntMMARMQzfbkgH2ieVAO4gv+bANRQfs9+/AXx7AlAAXKrvTeBIyfSHEYzcg53rWWhCCrkQrS3fHJX7wTjX/Jtq2ehqfUANR7LdZY1G3SiwI/vPXcshBma4vx7BONlqE1UG2rg6R+2tuA+jBwF+NmZmdj+u9fsEOapUWSHwoS1tIG/MniDvrL4fnodsNQ8gHjuDP8M8en6T6cHmVjrNNboiA0lHqI5ngEfNcE/4NKun96bGKJLMw/K8ou61IAQDnJZO1h5Rf+3dgm4nwH8ffvgrAO4JSOstyK1SC+PByh6lkGIZPUCOnIRSdSMCjJc4wAVzblyvhWsIPpdPchHgGsBri5/dN18q6Z9bEqPXr+8QosnUxOLh+ji47xFmcrH4fs/mbnatCWq20UgAWnouoRV2+mxLArFtkJzFDZO2dn2ozDEM+CPXi/NEmCEUXdcD5BXAO0F+k+sh0+m41u/dr7BvgpLTNY8bCfan4BvCwDLCW9+xXQoFWxfLdaB/dYj3pqZUYjpE9K0K2cCGLVJQ46EgifbND8TvpFyvqDp4FY5bFF3SQCO7LcoURrOVx8ZpdZdda7hVsO3wwzOjbWPtALUDPBbbWDV8lu5QPN4KXixjky00QT4GkDsneCbbFsEaG5+CnHs+XttAPsTk+ajpqn2hSfPNl6W7l2TfFmm3UAr54gnuqOvZ6znYe5Shv2Pux+ZOae7Pt505x4IAvqKDDrX5pQnZXxLg6rEL1VyrfSxXnNsVqXgdxLDaEOybP15BN3Ytn0BeQ4d1XOtzHfdZoLaXmr4Kz9IpsKPyzs+stXgvis2Wvw4WP6+9JVw/IrghPoRmASEHOMTnMFcPHS35FFT88keEgU5+38EsZXhdzheT89ptONZiO9ic89VfJ9jLR1+LVrH10Yu1H0Ae6Zm4u0DhVwPODCPcHEkJbVUxIKJYthIEIIIxdgbergT58hlsgs8h+Jgd6JVLb+PlW0zSbvWYwBnnONwfYckuPTmJA1O3pnwThash1c7mXXVFPAW5ws5TUPjRfExMxgxY22NOrVanInP6ox3UmXynvcHH/+35GTcqd5JATsE4Pm5yPZCmhLj0WYgd4j0JZmJ2XhY4er+zshrQ4zfwHn8ZV3DSzqGzqKi8daN5HvP88kulXvC4oxyVWuDuPuMZeGPGV0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\"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}], \"data\": {\"data01\": [[0.0, 0.0]]}, \"id\": \"el15699140430549451280\"});\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & mpld3\n",
       "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
       "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
       "                 \n",
       "                 mpld3.draw_figure(\"fig_el156991404305494512808705554127\", {\"axes\": [{\"xlim\": [0.0, 1.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [{\"coordinates\": \"data\", \"zorder\": 0, \"extent\": [0, 1, 0, 1], \"alpha\": null, \"data\": 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LtK0TA9EYQD9WNyYFu4nkO7sBmz82N4dmYe3Qmt/1jMB4B8Dx+33g91+jglkKZvIaEno8TxJXH1t6o1KmnUd2A6+H00ZVfPIEWP73abUk1Kf7T6kRgmFD6eQy/AvZVsm+dQY/rm7/tHcHd47jONa3WUbi5RtV2aa61ky8+U0z0XLyDuzF6svnHveDdSSS46S5Q4m/2rOWzj+r+1yGZCLAabw7AU+bqZSdWx2SBm5K0sXjfggEfyYIOeBbMQQVwBzcLQQdbnzJa5+kgFmcMhwoo8/EeiGE4sbO1G26Zlw8HsplyHGy+AX44mI/B7fgbwLdzraG2rsY60K4daDD4hbkbm2un709lyC1gECxLOTQWKY+lEh6jrhJAtLE4fhLD17TzOi6+Oux9fsNLJt/2vXpc5Ho91HsopCy/gJ5qFdfIx8NtVG8IaXli31eOPC0LUuwNhMvJVKNFWhCNEvXf2QCfYPCXj4U5GkPssrF9JiRxvzjdPbUcHFd242K/h28HE8ZgjCmVA0+TzGPYcaiQXSNlAMPaeRpwdRLEi1fCMLwwecj1YW56PTubO6CHb3eMPvw4+/GXGrlj8j6suHXOuV3l+i7V12uC9dz6ZfzEpTZ2rDRreAfJ8I4+VZntI6wsboR49724sO6dPL+Oj1O1TXQG7bvugG6hfh/vx+My0FyHGEwWlTwF8L7PmGMC2eNJk/gCcvleEr8YvjqADy/CTQ9YBkVbsploMeP+8qNL9VdbGG8RcAn0CpZlQ+VbwXAHNSd6srHhwThOl+9MeDKDWZJFh3jnKwF2tOlOBIEDG4YkJTJXOlgv29S7yRiGG234rEnxMYLFHfCem5fLXsz9iOMfvKQjR8vH+3Xb24nQ2n1pVzc6Ze9sd5l+hdqn4oDqqQCmGKAW685s0WlSk/EffXUD6wr2FsvoAKaM81iSfFcAd6rgIz47xmPc/kMERHWYagP+AXzfp2rrT7OG+daq3yg6gap+q1xevbfEZYLUq8Zaerq9cXrP1k/YW+JVSWPFlCKNmzupnkwS0lGanIx/jyG0PpTmLBGdUA/4Jml7/mqMGHm6MaWIQsXYm5UaizuTzzpdocOqroSg04bcCjStQRGueRXCmLnWwB3Mne/ZmZ2XHPwxCtwp16md42Y4RntU8Fe77cy9VBa2obTeGWiLzfJWXoCwx0MHuIMvatTFU68odIGnX4Iy3j7qRV7lzsXSYczuqo/yeVD7WypAr/vi914w+XhbQb6UBWrt0w4AobYPXmFVwFY18020nPgAeLH8asb9LJta3Malkbo8D8C399EonHG9PV4wws2mPnRG0iWjWDhEEC4ARwO3swPhmpc3oB/Mi/H2HIpjKGQqZChYFDHJrA6t9JB4dNnqMAwh+6DegJyc7bnVwC+m2tHBTQvgg+UfYbwF4JmX4bM+itAn3yxTTvPaFnOTOpS28XLrXOcHCmtn9ht2b/HQQVN5uB+PIkko1GYfF78Zr7Dvb79zMdmw5t6lZnqOvtYX1HHW0Gov5uk/ekdm9yCXYvLCQQC8/l29QUXJmAbZzg5wKqed2r782pDr9GGjxTmsIK5GycZKNqfcWsJyuQrV6xebxzn1ecoxbBYS3YphegCK5+PdYdc6phwjj2DXzV2P1w5udvAciscUPAdhDvJ2Zowev3mZCuhECiHyxSNCpsuVyLFOH41KuwI1YxwF6NGYvLvoj4M9Fw+gU97hZjHhGDZhZQ/i6BRVc3LNvXrSpUZBfd++BYvXte0njrURaI0XKygyFmdyE9MZm1QtnlHG26vHnQSP/Tuol31xPMA6CuHXCDk5iC6Azn/fDuzgPSlvUsdaaJVB6rKxJJKCxBhGHfyiChGX7inbLfBmdBgIhu+5+msmp/bce8B1zLXYup6rgS/TTPcfy8DY2F3Ez9kr3STYxJ+lPxvYyXPjMFbsImoVvxAWEBxNpj8OwWMyHs7mj6GQQ/OWPKrAcK2YukGNh4hM2lPIe47gv0bkEtwBcH8eR2Pvw7bhoD+cuR+50fKcQG8APxgXJl8ZbQd1a8/YRPJaaNS0X7YX1xXX4A9CwBY3QSQKwkg5i5xeqv7HH8VqcEuX4/F7OQQcqUq0R8zYC8aO6+GsjXadqnNC9jb5+mdMnj1fy1GLyZFyqJgPFlBTPL7VWJ3U5xZomnaW62jOXQ9mn1pGnr5quWhAql6yj5f3RlzZHDcSfT3feNFZ4JqXVz5ILeAyIDfWAWISgx3nRDB5Z/EV6A+mBhhZ2HwK2z248pi4dUoAIAAxRKQEhZB1TqjrsARiBAevQZUm29hYfAP6I1mc8Tga0Jk2oHfDsclVbIYb9vac1c4B8G1kI5WXtJhMqd6ubwN6l7iLFI5/17W6rZSfvf5MjFrY9RV/yngro7iuQ6ool6bEAI915l96CdykenvGDbsDd8ZbNlK8bQy+gLuYm0Shg6wDaCzCs4KSXcLHqkTa5HwYGzGj56M2jIbqkqdLHSZYRVaeMNXJ9y/56NE7uFAu0sZsd7CHjGyMQyx+TOxDZ4qhACthCBaDKsB9CuNNFOdQnMewm+xNxXlwpUBiAN9rcuy0ovjGOlllZPDfFRylccP13EG+mm2Vdz8G4+3YtjHwNhhvvThm2xLoNjemsbks6dClPbWZbVLvs5Y9iy6u5/iy0KpRd4J8MHhKWyFJvau2ts35Gh/ET8ryVJtNrcRrLvMxS3vHqqRqWvHK7Gh/1xk9fpz4ymrHeFvleoC4t01I9MzJm2yP/bFPREHT97tRJP4ZEjtZJxt7rasbX4rrxcXZ5E/lut5btoYKiqdo/Z+x+tIOAfAGaJW1dr1vkZt74FkZysixcdZgdcVIBmccrCubD8bboQZwYZxTMcUkeDyrADJ8KE0jWBkga+PoZEUUytaouvee2S5uZC5ynX1cfN3CaHsbjLeD8OVgfNnAfg9wLnBTA7eDnQSZi9PSWUZbz7WdI11cUsdX8fJiJ5VEtzzXrpGq5+BwxoERVYBRXnSYEZsl05v0jxw7z/nqg2S61Cb9pCRfgN+UR+xbzus6nPbaXf+LIKcp0KHQ6UzvbrROBTvDiBfMiDNbDMWFQacRlNsj8nZrvGrQlIAbwJPNw7S4eSjCee7nX4GjLZhUWt26TJCsMp2k/Rsffr411mkgt4KhXukWQHgMG448RfEYirdjJMinaN4q98LMBAM4VfqUeXnk4xm47Y9SqnYWJy9lLWAfh20xDv44AujxPJLB023n2Hr1W4wslJ8yYCkctUko1DrNUk4zpfpyTZq63MG+pyjZVgiJWyyuTOamZwFItBc51K3N3fm47TxSekeMRpw2yb6AelR700ADOr8GeSqvVyDHJdaP8WUUgqJRWh4TAOiBfg9yG+ahQQbw4WwyCTQFwgH8kr4cObtSGna2vDMlo1Mejub7bDhvzH1dsSV4s8d+DfTVbEOmh6uhsxlAISGlm3H9OYDe3dMC+mDF0GLzx1CcUnm6yXfC28Gej6Py8TVeQUQQEswG8q6gsg+7ZfItJ9zk+ohc+xj48jBgfzkYb49hzJ3OeuXfkX7EkNrRc3FCBn100ovp1tov0qJFqjemD7WFSEmSoFoOcwfGADijxYivZUQFygiOCoda9oy8ESM+61wqJvswV59VuADcRzI68APoHzJ5B31ezH5dKV8fx5eRgX2RPK3hen4qs/YtLBcMngAXECuEYRKevSNozi+UMr+XkPxbPALINeNe1fx2JzIRkEl6+/D+iM4tz7UxQvMd7Fwr4GgB9USYRaTTApTtLLI6Dx3ozuTUAc2Wiwst++ZQTM/JF2YK5UEEkHjOppBZcp3VzM9L570FA7fAWerTuTG3b18eBvZFpnfDjdsogb+umoCeh5e7Ts7kJNPa785hD8BHPr6pLZOBuO67w3rEQmcBX9CNvD0EcQn1du3CiMPla4N4WizeMXKC2jvSfG4gv2wew/G3aPvuzLZuOh/jy7EEeg9+hdb+kEbTGbi7mn2bDeDO6jTt2Zj+5m/8e2gqhLXuqpqKQrMSqTN5yiHPqcKyXZZLCiZfrvDdo3VcHejah2yCTWwKZ0h2lZmg18b4JBPKkkv7rkxuU8ArFzfmPodJc1E320QxdaTxph3sjRXnJEwSCFnNgoiNi7MEwNfrm+oG0V6octV01qtUNRh8zcPHIttzZIDbZBWqOoBcFiqZXABFS3uioyyJDjmhs9o755XLCnbryEq5fOaROGeAxGV7gN0RzF6sXcrSPKQc++6mFxqLjwLnHWh5rCDvMv0W6PE9o+I7XHa7jivQKU8OOI63Yw2CHgkRTJn7qF+HDlJZwK2jyXZRyCkgJghLMX03hvpGPptL0ToZ5Pu+WH0BvUmYbStn5RWw98fG5FrnWGO0EzQ92OaEyulBWoFKzuy2rprNy4tCGCGbAWr5qQ2nPZgxWXEOximKORg+Gonp4+O9wrAzeiiZJ4nJdhbMqaBQSK0976i85GSVoDKXi34cd276eGm65TAg25ZFMFSVbynbNSbOWJuRdlUU7VttbZ1rpUmR+vXr9TOpvjwaC4QvkQ8BgqqDdGw6qQv19nddMsf3XEC9yfFedEQHr+C/AJ3X7xt1zaKjXpgsj8v+zZgcKIA3PbiOkd8ztgpfgJ7u+lQQNzbvTN8/JwJxOZ85v7qUdzcug3W5Rk2y8AbwlKAoSeMdw+2jA6hLwZYXhsuuKgvQLQCNudGCECIAz8U3YAaGWm3AYMKhiskGpFMM6JF/y+HDZlpFMAHvCDebn+4TWEgwhcAszubtfBDpmAnPHCP39qr12cwJj1w7iluuUn1Ufr6Zbg8/nz5GzhSruFbKwinJyz0n33Zwp3rSFex30j3JYQmW2CIOPL/22FBWW+gyc0BE6UFigxpZ7HHWZfMK2GLnHeiLVB+vQN4AvjN8j/8ktDrPiPWDvzwWWVwBXxSqusnzKQ3sUkDvktxzc5pk0n2WIWfvtZlxlk/m2HuT8RRmRwB+u3DZg8ZJL+ONdbIhy67Erhuw3RcQsTHTYAszDFbzR3qAbrlkbCK2DpvLdCFAnMFFw2UHptaY+WRbGEKUjNV3cvIADoA/HeBM5szPSZjefhKmFK5yPdRQXzU25oenk97Gxb88GF+PYWA/GF9CrjPhrTF4L4TZV4TJGnZ43YHsbbamRV2ip3ETM9JmxaAE0XQPqSRMxcu2mauuYCXIaLGh6zNtg+N3AC8AdjbnZrJtkrzVIizgPzaAL/++LahJdWJLbt7SiGO8PVbgbI20B3/JJX89DeAiztinFJjFQE6n9ZQJ8JDvacZhBXfk9D6cEaWZr4rbe23v0sgJ8NZD9/dxuk2pIA23xhSzsfNSXinJ5Ov47sbkGIvxFvm4ZG6uONTAZFVtvurLQDH4rkDzuwiDxPJcJowpJv1dLe25/NJm1LwCrqGuYzDexgb0wwD+9REMvha/PJgb0N1RZzRw+3n7cYfhdqlq0+pAdcbW23R6GrVemzJFGyF19deve1N3FMvAMHwlGkIfQtaNwbP9NiY1U2yT1b1q7YXJxgdfWN72cRtes2ck8LkA3lLTXvnWH1eQe+RXft7NsTKhdGoGuo3JCvQU0HCQzxofz2G1ZsKVGVcGXebpU5tMWlXEPcjtKnaA74BeLsrLR2f1raPLoHKzbU7QPJ1pTsvN54QtgeymnAewNqAbmxsARMN8Y4gKHkwQZsgARAUCzhV04vj6I3LxqhEQnEw4RXGImoEnuiyi2dss5H6fDrq4461c9W2YXH/bzLcsjhnkrM7lsr8w3jimKblxSZ2x53mTi5v5dsnJNyLKa/aB80bxP7b0cTXbCJkIpVS/j5dOKpWLXwF7J8tTni/7GusnyKPTsKqhhcnjllWcgV5m2/Y4xpe3S6DvhSG6MFvvRRUx9VJFoMMkrkwHw5QF0PVaQGeYcZWrrzIemSfHMcga8UvA+hUsw23PVz7Cdpy24mLk7ECHAx1yVj4+zYxTOQEZgA6QeqDyzLuMRn10VOgJ2X2qVB3cbH+eQ/QQqMYEFIKVjtSJVJ6vbaV1A5EEAAAgAElEQVQWwRDFnGqqQKq0uDedxUOx+KBVqtcEFEowh0S3PJxye/ROwVn9WNi8mNxWVumzzVaz0hjcge5gV29bnROYzt5xXfoIUKiwj3C+KTqlADoSrODwLOjew6OqWlvMt2DfLc82Cc4F6GOV8PX54c+++WjHCvAGcuZ2DC0f34L9GF9umBxYGu4W4JmPN5BPgZwBbiqQx2cD3JNA3MAvViyzynhqEpoWJ/Wjx610+RnQ1f+jnckD2KUirBNyBmqGUAXmCfCRw2pZFcf22sBktxwWtaA3F11xAJBBUHDVc7Rne4TlG4tQoIDtYAomn+NfxOQN6G9jpNH2dlDK9X2znLxuX9zXkmcIuI2JdxavdjutPSU2d9qnV771/FvW67Xk4h8AvRicAAd6Svk1jb8LsrXGvOfkr2T5YFDMzz9q1du1U3CQHyNBXnn9Fdw2R4M/ZHHgA5AvEkh6KWHLhWLzRpc5QYMd7GyVbg4MZfIbAojn6AI64Xm67e9A38fSwQQui7mO8dL+DvIcVvuJVI946L1/nrsHzqxOSubEmM14myUxcU6AT2AcWRSTspOmMyfbGmI+iUyUjME1WN33ufFmwPc/GEAAnWl11gOg5/BJLRJTfnXNyYkA7ZVdVEzOrUptrLl55N4GbmoSnZZhs8tkFE9NDgYOAli1CoYauBPs8wTOs9o0OlP3OmTusdc6/0W217W9jxGPC4mc/JqPX/7GAV7pXzfYdlDTUs2WEvyI/cXY8Zod3AH4no93dl/NN04ye5WKHuPrJted1bpUz2KZBnLZQT4FNNn3FdjpnLVvkjE8C+S0BqqqOEpXniZBzg3onptX4c7Vce9sHTKmttvzT0xfTEbtnUwA3DusbrxlsJ6eo4/aR75fYgaElVYQwSblECDscpqBqNdXdIB7bzA8SfTTiRx8ycUH45yCObrxpp8w3uhivAWjr0UuBXhz1Nt88gB6OuvdbKuKN1J4ddsJ6kyts5h7VgFMMHfWr3tHu4zwdBYHGsO/vual8sJ0i+Cnl3FFLZZ2kL8cDuvMfnCBPYB8B+7YF4DuncEm09NLSJBfY/0YX77sId9Y/Ea2+nAFzSujJ8jPAZrzhtkn5BRYGWaT7+xAn1omCFkHUECDl8HaxSPxWuNw4FHpSJfqNcwQgf0C8Mnoihiq6SlJB3YEHzWjyALzBM3DZfsAaIBkGJuHGUcTIF5MuJoabud2sN1QwcLMJToBmG2RyBklszYMd7KYTA+57gCfCYKVoCrGyxTrtzeqSTOU4A7nPIAfbP5l1Oyz4T5DrnpDsUiCVf5RgLqnMxLMXbl47auimPu0sWo0clrwgu5Ve8f1V+9sswBGXcJHfIWnnrihNmRGPwV5B/gCbAc6j1GyfPjS12NYYcyIZbI3Bg8zbjCq4m0ls2W8PEDOYbxRtEdPBi3gFwMuDLWel3vPSnNAzwkZBng6G7MzQ0422coTeoZ8J2duBVgMyAwDO2OpkFNfGVJV/bY/1IAZQF7lWDbAdqHvpY3egnsdOlxlug4DNbXA1HnC7us9nNk9dxLLx8m3AJaa7WAr6MSoAgNVHW0zmYnE5qdPLyZxsA+ymvcpNhd9Nmd9agP5npMHyPe8nDrQ6cLkjxEsbgB/G+WoLyvRZgfiZpuEo95ZvACevoasxluanK1oZh3pWd329WGBHdc8boJAsPYOsGpMmGhyvcfSEje7VB9WJZg5d0j1g0qKO8BpDPAR287mlZOXnI/8PHL4el/eU59pE2fXQf71y9bhXUHe3WWTrHNt5NMuCE+BDGNxPTlZ3F5LNorOMNhMetHpRpyzupnJCkxkFVyCnZElmwnwWEhuB3lIsX3fDmwUCBYzp8v1TbqrlKtuAVnBSvOE+vLGYbopOWvRhPIJxgElxoCmVJcoWOEKLI112+AKJ0y3zuQxZKZeDCPizjpWub6F/irXo6a+GDmA3sF9sOfp3GR8SHSySTcjxse5ppJaddu55N/UmLwc9TO3ZPE2Xn65Fn005DI+fk2wu+FGAPzm4mW4+UYeTMuqLDcmWxZeBbjdReejvw8gO8gfw+4310HuzM6jgT+eFwPOOgD4EBo+Ark/HfT2bQV3uVrIKq8mYVlCTjWmO/winAI6JvgckGNaPn5OA/45szeSk0E8zYnnAnywOpFNnYyxTJliK53MuoghrSAILwnhK8XFXOaUv8jJy4zd0pME/LXgwjoud82nMVMaRhzbAMYJ6GF5OTF0OqNPk3TDL06uXJvS3QOPLFeHLy1IxIhFD9nfB5NPVkwBDlacAmNyRjrru9mcqQ3CwCuQj/Y+3XaOUlVuZpszeDB3yPT8e1ihDjQBHW2VTK7hnp/A+bQ2PIvRdQH5XK9FA333VHKh0Ttibw1A4YF4Sas64yPiiFbjdpkj0fPtkOwHgx98legB3KOz+GHs3dndgc0d4KNyc3CAfriacHBzAznahfXzO+jLtxbtW0lZFh1IliDWMEc3Q3wb0yT7MUGnnaAMtiq4MCS8UUKqh5kVgKezjleiFp4N9ErNaCG7mNE/XcaIbgD+shAmRYvmd63DZ3tgTejkGvbJsfKSnCRHGXJkaQrotL8jBhNDSaC+PNTgXHW8nZRdqBhfJ1KEdDe1psnkUxSTDdyHP4vGmPtrB8pit2rLB3FVqTXXvtejhzy390j23heIYNJkcdJKZ0qul2mZZtvsr+cK9Jsqt+qYsV67K4m3czZA70CPeArlt86BoAT7UpmWOTkZwI9mpHVDLYD9KJCHLDewj5LsHeAJagc5D2CMZO+4zzx4m/iaa5ADB799XSM9giJ7xbrfF1SyAqmXIlJclDHdXJugMaHj9AOdkBkzE8IdPG3J4DTjCMrTD2xacHv1nExNCf9qiisUVV+sWEyW6JWzEOIC8OtY6z4xxdjbCn7EK/s4Rw3CeBvmsM8ncA6X7CZY4fNhiT1w4yLx4YxuN0G4WxHHrkvsZ6tT9zubDiknvYA+3LXXVlgTDZNRUJIdJduL0ctx3+/VlotCMJK1C+DNUYcsw2Uk5zp85upHc8jsuebm6bJbmijnzdBt1q0bGV3HzHeEI6V3dH4B9KyURGNy3rbYt+TfJqWNyQukkXenFH8cBeiH33cucvPjyL/pAMc4ksUNO0eCPPPxxuTLUF8y+dvmrm/Oesp18UkEc8KmR0kx+zRJitPYjIYxlrG3Oex0lnmgHGzOQJhx7jQD065Dy92tAgmWs4rUYc2QuAX+7MG3i/V6CK08iJTtIlBfT41iEYwYQjvFOrDJxTQygDmAcwD8NKnOJyheWxEziLwqzi8OkS2egGG5n0l0RVuWxI4vcsYAJbG76rVNLqOtcnFknu/OwwLxAnnMda/cPMbO9/XaYvpo3v5oY/CD4GuuAyzqs8pOQJ5ptCWLp0R/Qs8n9Dz9+Wl5eRYa1SbnrOHbrTirqhVbHL+kc2uDaJOQ6Qs5JKhR1WsUgI58ezfXSpLn687ej5LqvH3WgH0YsA97nQbuwuSHEwZnLC0g3xTrKtfvQI5t8sDicvrzPIE5jJ3nMMk+T2P2MUHjXCp2ZJ9Jww7wMJvMWbJFCIlAJBAC4MsbqQ+1KdUqNTX8sUk1qgu3lv4Zg4dD3+sDVK1KD3dsPk2VUBiQUQzjF4LmcEYy4Ot81oUiBmYNc6hDjZmhKhg+TFNzmZ1hoIBS5s8cMp2NyUcweQCdG8jVwL1nM9XctZhFLojJ5Yz3obAqdEECum4QAV/pBhiwVWmWHDzy8NkAPp9QZ+8E/Dwd7L4luG9qMzq4pbN3i4GQ7+26Rxwotskny8SVkurX5Zk257wPe7lcX6W5MTc5kwejd9ke94PHOBzose9wgI+LXI/cvLnLK8hDrtOXrwWI7lQkXd5Nr6xhJFtEwZlsHi7dg9msAoxdnvfpc5I0sjmDRFCaBXaiBDtInL1DwvvikFI5ehYyKJZeeumdY7xQAdW6zN2Z7QUWGotTbsabekpiTmdI7mJycAC8GJ3IFErk2koATTsCpmB963iajQKodwkabG6LPhr4isWns/jcQN778Xb9F5DX/dNXNu8SPsa9R0r1DnLCIAXrXBicgsU70BPYG3ufz9YBBNhvTDdpbL5ft+zWmqkagGbzXjIX77l5sPieh7e8O8tRPzTXGsAT2P76cTTT7XCZfqRcDyZfQe7A5uHSPUAeUj22GNvvQO/uestlsm9r5YR9miWptCGO0398WE49DOw4n87sFrSavWFj8bstWZ0gNMHUJg+wKVeBzZ3ONQci/XDstrsqVs9NLeei/u+m0VZWTwoolpiWj8dMNJ3sIwcMDn+B2Tu4M9k8Oj1i6wzqxoR10NHi1lmzXR+xYcXMGNVzZ7W5z4NsPvokB7VXzs0E+2eNN8ppsFWGShfQ91tD78CPhSEOtll1pviewHwag2d7+NbqCRLM84T6a8xnMrkkyGUz36IHK/NtZ3AP7GsK56M2ncUvw2QJbEafH/5R1VpJ8+M1wAPkDwf08fDnAzQexuZcrL4ze+XgId/j9ShCSNJ0Jsd4s/5MW4OkzjkS3NRZXcWAPM981riYEhVfbOPj/YDIALEcxMbi9eyAP6eD3O6hFktAyQw0l8KNa0pUmUac+cfOepTIosy8SAnY5spTTsCxaj3x3Nyq/LgZj2W8gZ8GfvIbEGZAMUBnnldIrAA70bCJqUTmR8AUygR82WDkvHMCfGlrfyZbeSbKZSWv50uYL3K9gzslPHem7yAvRmd4sYvOzUF/Ops3mf58h54//PmZeXmabVHO6sOy4rm4pvnmZlyrdttLoBeX/e6suXXsiPy7YjDHvwPgY8u/+5BXuOIt906w7wB/PEyeO6hxHMB4OKs/GnMfyeol4wcWkBOv72F6JYbPyJ8PHW2CSvb4zbTo5lsHe07MODP/xDyq2qsdgLq0YDLTLWRrbn1crwFfzx78tlhApqvG54ZkZzmlGjvPnrv14C8wnqdpd0iJ2W8CFZfWzJDpC0Aw1Tj/ZDfiJIfRwCc0DLizzoX8PELNFI/UsJkdroJZQez3CxcPNHXO99tNkQOYUHeUFQUG4h501Jz1D5gcxebUgL7I+IXZ++yyAjynPA9JvjO57df5hJ7vDvB3aDzP7rKXPJdZuXgAPPdJPdcyUEjz7SXGg9E3s40IiFJRIpTZFgBvuTc7qGk32RzYI9j8rQBOj4c9DwM0tud83Zl7B7vPYiyzLYbKqJ79HIM0VpD30G8gz9sDoZiceNoQ0RhQz8UXwEe+cDJA6/uS4C13WCS8NXoQcQHbrsgC9NTymYDaeW6S/WcPdWCE6WbDdeayowHe6uynAX1MrwOI6r6zzJGT3VOIXvZmTDN73OjM4BMlrG04WMZVADH5aRbYmTKjaOvAVVPYe8rL2ju+UhZwU8/AHTn/enPCuonFCKATfOoofNromXJ8MdpmA/75BALczuTJ5l26n+6kR0GV5+WyGG+eSvXXLTfPc26Pi6JLfPgIR0sbDeC4AvxYx7avEr3l5G+PYvDHA/QIWd6l+uMG5A3gjrMaqYmY4vStLiBvj0OPfdEIlFGReXpM7leA/HWugDJs7Hc4i6dULUdwke5NanAyeuRCTbpvjwL23N67xPbcnCQEiQJexfRZoKdw0QgeCyAIGch9Lbtk9ZMyLyJPRwgnOAsVqC4CUQGc2I/JVIxOVzPR3vCyGFVLcdr3sdqdYePecjPuCx9Ah7N4xHg7/WZBdF+m97N2mM7itIG72NyLXKA1Nzxd9Gdj86ps0xwqK2Dr+YQ+34Hn00H/hDxP6LMAnltj9NsJKvG8d+yEj69/A/he7LJOPimJzsfwobAbgPs2UqY/nMEfBuaHAzsl+puDPOT7YwF3bNpGaHRhcXutC9DXh+fk99GuXrVPdeeDBDxFst/Xyz69CITMVSbPSbt0Jx5Qsh4oJmVULtSskP1C5a5yVsQDM532mMUmkZBrqPlPAT1zc/97O1WyqaIxpDbJKtV42jz4k2uiDZOrlORIA3Eb4ohUpaiTily1zk39GjB7j062fJTdIJJyRdcAu01P7axeSUCsCqPRkURzo8fENTe3Q2y5efy7XxJWybFvA7Tn3jOm3sbYuBtupwE5Jfqzj5GvZpucJ+R5Fpu3qrdcyHEbJ1/KkT/zoI6VZgo3kHN30wPoIdOXMe8A95ESfbhEp8ebMbU/J0sv+5p8P5zdiaE54jKaTA88ke0LV/pjJu/Ja5fq4uugW0FKDKmRCJRj2R4pF94ufXYAOkYOLZlUH2ZE9QNxScorkvMi1OcMtvYL8e8h3RXSalxV0YAEB7quX0v1vX1TUQNenq4XwjhIDcTT7gpzMoTdfDunFfe0z6ExsKEmPAqq41AAo2aSh/KwfytmZxJIqB+X+AL43BzKFWbEDcRkcv+lYvT67c7mgAF5keoIZkeyd6yVHssp0zwX5q559c1Rd3mO2M4n8PT9DeAJ7rOMtsrN473csHqFbS9NXtI1upJ6Mnian37J9rXZNgZf8u/G4B3gHNJ8Afgb8HgDHQHyN9DjARxvIC6JHmacLuB2Ft+GzEAtLVwku+aVPfS4qXi7MdyWcXMOx9171phhhQpkDC+K6eN5/LRcdYU5QD3n/uDhf2TAJpQZJz6FwyQ6kdpSu/mV2uz3/VESjzrY1Zg1JfskX+jBQcxWhptDaUze81JuC10ukwg6eweDG8SpATteQxVgAYdsc7CLm3kxVFay3SR7b9HIzyvAC9zR6QVzUwO5MXoAPDr5PpNsBXm+n2cDsRttzx8u19+bbH/fmHyaZPdcPIF+BrgL7LeTU9pQ8GVRxy0T7BI9p4868Gs++NVku5PoO8AzB98BHswdOfjR2D2q2di2lOhcjL6yObV9DeCbZD+EtvuTBzLccMtgs6k9NkYeQyU6DOBNViRzy0xpquSOckjVCPAVa5d7S2l2Nv5etYbQNBYEHHULJQXAvpSzwGZwyUsVU9Gfp+y/5R2CTUn02ngyqQ5PMZTchDunAZ8bGxAgLnPdMUOvclua2s/Tml1soFkrJ1eNuQMHYgqL0gCR5etRNRfqX2HH1sP7zoNKgDc2z43gCy7CKtcS4E25dUD34bFk8NPAfT4L4M/G6ItMfzp7nwlwea75eGf165TTPny2VT1qnOc1ALI6rJevpmxvSzQdLSfPSSQB9APrEFk56bcAf3zJ3Nzy8jdjbo4c/IByvOcEerI5N1CH8YZGKndy/bzZaXJQs+ejuNAI6S4gsVJM5I/78k6RWy/1tOEorwdyAToc6E47fTjMAO73ilYFyWgsqG2BfPKxT0VO18yf1DXS46Eu+TZBZyAXz0QsF4eQy/cJnOWMW27tzz03p2L4nn/3367NO9Lhr4cAerhX4H5ITHqJXI0oJXxWCCKe20/cnPZFskfnErIcsapqgRwLg7cFILJc1fPs6a55Hyp7vufYeBlxwdpnATsBHjn6bAzeTDZ5BXYkw98+Urr0IixkLh7zwwvgUVdeE0/WxR8au19y8BXg9HCj7fGWeXiwtzrIMRzoFIYbu1SvoelE5NKh0+11Ps5EgEEuuMac4lKaFZSef9Ownp2GlaGqg3qGq8wZ4OWqX6WEXg4tAFtSbJFjoqYgEhjDJpL4ijKk1iHK5d6o5EB+ceFvgG6VdVxMTgCm+wCRmzfNe7ckz3DW771ZTYtAS49CKTmTj6NJdmdyFTt3Cad1pELKztZ/a2nReL9R+d7vU5y6al7nuGlEzh7bZ5W19e2qWq3ybTyfCXKEXH+WTEeabFeAx+uQ7cuYeAP3ZZmwjwDuJ09Z6FKyfV9Djdilei4CMdpzA/cj8vUa705ZvgGcHpGXvyWYE9w8DNwN5LaPHfB1nZ1yl2HTqInQPSc/l8CP/gAmB4EcRmGE2CTYUkQhd9TkqLocR8jyqmzLn2sN34Mrupf8Nw90dgYn9YWKG+BJB0jCCBpZ8ZWTOWJpKKpfIQK6w3x9dKDbkwWRprkX/V3W3hMBZMNpsoE5mtVaBf1gvDuNNon0qM5XwwdxNjeAH66eYoRjQrXMTfUUKc0+tLa/aXVa9q6KYlkTvc9byGWUYz54FK+ERH9uuXhn9Ke76y7Rn+6gv5+Y8bqVskpOTOlMHvJdc72BbhfZyMgHACcqnkml1cfFw02v9dZyGaYO8EeYcIfPLmvgfsXgsTmDKz+8Jv1YZLp6fq4BcjJXRFyWqtbtvcVjpkDeAs+fj6esDdLzsv68jKHCGmaEBCYGlFOWmmxv70MfHM50uEr13hFQDt2ZRN8Nldo3sgsTqc8LV5mq3YhSHV/k/d8LoAfd+debw24dWZl7bXyerORW2ersM3rukl9on1jm/xRzBQrUlJ2Y98cqKd9VxRajYAM3yG/i4CBPP+RiwHgX2lWUViBUB9zThlbOLAF2n5ykJ5YllGVmjl1j4Q3gAfpWACPPAvl0oBfIr+66nh3gUgB3x3Ex3l49AuDhnaCpr5TqBWweDdR9iabHyuS0D5W9AHgCnR/F2OOo93xAh7N5M1kFUQvhoygwYFfB0wryvQWO59S9HRq4HZ4UwypVKMGR08BzGQ0DiCzg5tlkqgVdyljtsd4AjGARZzbpgIZLakXM9yb/DCknq0cnQco5vq9eKabZlWj76XuwxxBa/6zA1EUAXV0ZCOWsk9aQ6/flbjUzy/a3wGypSebfKpavZS5+ACzG3mIFOSpeYdfMmFJQwei4pEn5+/5M7TqYa+lKQtZh0roZQp8y2otdnljHwN8L+E8Dd7J4Z/AO8D4+nnLdAX56zfrEYratjvr66IsxJsAT3FjMtmWF1G1blm7qJluvWHu8AY/G6B3cxxsw3oq1xwEdj4XJ1cGtUU/iN9voswoFbYZhAlsX2d4fyeSLgvEdHjKpShPo6ssJQwv4YDecjNWDSagFm1V2wcaFNYauIrC2QNMAVMh2FKhF/FlBLH5xfIJEXjB32Qclm/e4ttcN7L1VpHaau22dmBl7WTHvwDldyl8BfQUV8pwoO6ONPfs8fRHA5+SbQdOMNx5QV0+QNlcgDL/eqbb0ox9LnXy7Bvvx9Ny8LaW8rrD63EC+s3qX6eeVwc8XAM/XUgBfWDw6fQe4rNc34jjWBMz9kWVtU0mzoCnAzoy6uUFb0sknmFQ1m8nzBezLZv+ui0wPoD8Wma40IG6siVIBWhrQey6u4U1rxnELawCNyTuD2/tuwgXIbbbRIMtJB6ISygLLJL3n5SEXG5NEHto7lAqm1VyrvFwgIdHbPOIANQkn2HlwmnCUSzaTmXLqxlvcUf4S49XZxdBbkn6kBJHrwyvtUC3K/rGe0veW1vZjnNHY2TtKaPs2bXhFHsagyew2fFk3bQiQj5rtVpGMnz76dE2EJxLTjGeBPY7LF3jo8793kMcQWgLcn81MOzGfc5Pom9HWwC69CKbfdGMWUWTNek8/sy3auXpAX+6A0u81tkyLbgtCjD5WfsPiXqKKo2Q7PWq4zADtzzvYg9lR8tyqGmP9fHgZc9RErJNwNJXqug8AjndfsD8xme1gvZ/l3wFy9dJKWxxAItjJZyN57muSfoBHWHXIdNdetwA/IheNo3OJnTmhL0AwJBtbj3De7dlYnX3N9mBz8hLVcPvLc6zrHbXtBXwFfIKK/40zAadFDTN9fGKGVOQglq7KL9rlY14Y9Ukde0oi6yYTkAcwpgWPzK2mmeu1gz0NN8ujVia/R3j+dt5FxGV6HUNfCagttuhAj6GwYPT+WhLgrUy1Pc/nc5mMUgwuFwbPKaXtDriZclWkr+cWQ5sbzkOyp+nmZaK1zFIZbkut+r7+Wi9DDWBHXn50YLs0d+YugNuz3cHWcu6YRjw1Fv8IkCPX7VuZvHVyvRn8+XifHqYd5FTFFbGlXPfPioM5gG0GFPLOIODhFh3C6rIfJqRUD0Opu8qZn0ZAJcCnA1zBOa3QeniIL3cc0p1NF5M4SKMnokBfhED1hj04tMn7yFnScCMbWktGRy+m00W6p0nYv7iBn1XBoqVUdAOUAxsjni2YumRfVgwRWw6ocvEm1y+U1iOhOt2S61EnHuv61X3diqnPzVWPqaTWCYhL9LXIJQA+MZ9PY/M2b3yV6K3SbbttlqRUbyC/dl/ea281lj3/DLBfatc3420x3EK+10yxmD7aAU6Rg3fWHleAKx8Q2HyEmJOQi38Ee4s96wbyBH4HeY/rDvLuNlLk2lSLB6wzkkqui78OojOA2xdaTznAvFleI0b5opoOiBVhqeelzmi2xNQEjhPsspZFoUNAhzjTs0l3Numuy9RVLTan+5lpF8Mm3jbJHgqe833xeIIXUdBj6qKSxFqDbh0hcHUE9xSGuLoxsNuqt754ZoC9g3vWLKVcoKON069Ab4He04XNC0FUNUoD9+wgr9VbIi/X+cyVV2vZprNc9BwDP9tz5eLL4hDPNuussbg0kAebvzRPPZaX60llwvUpzWXC8bq19c9zFdV89tVcjlWym/nWmfxouXgz3FyiCw0o2AFujB3Pp9YyXrnST4A+AN9AvrvtEcPH99kCNUGOAjlsBc+cR8z1rGr3xVZnc4G/hoEeTLbCCR9WPAIkUyhi6KhKOnN8uIPcAx2HBTqJgg8LQprW2+oYxvbTcythEEmrOGtAh7G7ZJw3wGvlNR38GSxqCJfI4XyYjuPL4lzcDKJjlHxZgIUGKPh3WIfFR4xFC/RYmRQB9liW12uac92vmNbbx8oT4De5eZvZoQ3g/WaOWcI8BeqOeoL7jBsgnAuLS1SwOaCXarYF5HPJwzP/bmabxB1lG7DV2Tud9R3cwVipmuw9Z19XAL+MlW93Ee33JOumW6zLhnFjsuWU0UcBfKlJt78TGhAH+OlMPUVxLkxeAO9Le2W+LmHErSBvGMfx45S1gbx9aoLCdmtbtRU5BcXmkb9GPCuczUW9AswnqmSOGk46gOFyvld8LSCPJaAD5MHcLt+Hy/koRRQFDy35TlE7TyXfIwI2N1Zh4NzDxo7PA0HJy2mdNGPao9+10Hqhb3sAACAASURBVO5/0Ni6fcvFKUH7nIinIT591z2HWG1mZfKzmLuDm6u+uVcdLqx+ezzO3lllWCZb3EhjYfYm12PJ5FyXbfb54Gcxc4D4uZpsPUdfpPmMnDyAHVN/C9yLydYfjJTnqgC1XIsixnkDd9SqL456A3fm4sHevvhDMnm568Xgfs3YNm0MrvyAukQPgMeNKu9Anh2Ab/HveedaIO+Ws/d7x/dT6tITYqTbTDbyBQLEAS525xPhtlyvulxnNJB7GMWyJRxzkRk8DgSbqSIrucAuVXvuGfnocBYbD8/PJQ24zuY6zVVXsmWawlAgQdWvLwrOe7zofDbQr3m6loXu7EDptlsmbozc5TiW71/vp3ZAJG7QEGwVCkVdmczK/TJfP3LMXNui+wl2LyP+GOAfAL0t2JlMnq+b8ZbLJfvzWc+X8tQEenPMz3ntAFKea6tqq1wcrWz1kof30xOYCQuUeuvDiE3c9KEzc93Zy1nv7iEehlurOY/XR0wRXWeSZalqc9CF2A02A/bZADyX9ybdE9SieMbntICuKdkjs2yxh8bkOdKFtmCADzMMIgwhTCZMte1QsgUD1e6qgXCqI+eNtufysEBeghlvXZ6Ten6t0x3LWQA/gskfKV15nEAAe0jm5gaYyj9jvFxzvOsmzBeAbzneHkQKy+v97qo8rGcTH0u3v6XM2aNDoKxiiHzSwSzHzUonCppi7DEn+DgqVckloA9j91iEo4Od2vM+hEbbOWUjyAuQ72zey1hnW6bJAJ5LNN2x9LIAhGxLOxWDL+BuLB7r6y95+A3IE9RCfqvrLTfvn083mRMAWcPeJ6Fk/XpbRjlWc2kLMOayTVzyfBkDd6c9TLZT1TbpIEfuM9aWAv+2hTFnQtBQZ80T5GWnenw/p59fSJlgcrI7YATImTAD6L4dzJABy6NBlvtk7aa21gT6vclsfXFjbvJ6bNJR1V0yQZGPhkzNghC7XbDdtEGqImk3TVyq9+Wfi9H0EvNZTPAK6I0BIk8XjTSBwMoL2CPPVZU02VR9ZGAMf60Ong5yA7hOu3mkmYzDz9fNthE3VAz2HhvIqUC+G24XgHtvlCDXFeThssc9wsNp73c0OU8rO816855rN/Z+1o0S6m+nMfe5gXuKBe5y6+qkqhXkfiE7a2tz1Nez7z5Ni499XHwpiGFn8CbZR6zV9kBfmDHWTK8lm7xUlUYWusQY+JTYArj1Ohj7OXUBe24XJu9yPWEOVeD4kcabNwjFOLcBndhAfjQmP53JDwUePr1Twatklxva8O8DCMzD/n0oyMsoVW2545TuYwM4V0Pr8OmtXBcI7Q6Tl2qviuqbV+s/L0BvgRTuPFCMbpVwbPdkz4kxClX2XJvzu1gUetg9zLAAPyT8hJ4DEvOW5/C6bTd84t7U7W6XlZsXyJV83DfYCndtoRvAvbNu5ttuwC13Fg2Qz87Ic5lYEq/3+eGx0ot9phls5wbsqbXsstS1uLtLziLLt0uuN1EQf7eAvhXB1Np9zvR548G2uENK9Fj04dHYezXclEcx+IWtS5o/G8Dfp+A54/3K6DOAruoWznpbLDtve3FjvFGBnMnwRgbw4VI9ns3hq4UQ4l7amfOgbwZwS5UYEYMIR519MkQAXKf1jsHm0wCuzuYxNrxODbQLQoMBN96Wqrs8uBt4a5Pu/bXL+Fh0X1tkMcPG0APg7KWvQi7ROZ1g9pychYGjQE4+FMgitsrMmKBpMp5D2o8JOltZpeeIuWoI9+m8njptzvGF0Zvxt+TlUMSKvLpJ9nS+2yIOEs/PYPSbz90sypjG2s7g0maXNcCLdFQjpXvc8QQeY6HI8uaXHz4iraMGakYWUyW7j2TyurNJY/SjLd3UVnXR5qYrD4juLF65dgHfgT4F71Pw/hHIw3xzuV4gX+P7+PPdZ0+p5dMp1QnLHTVOttvhTH8WJpfqbjypGU/qrJ6yPTCl6pMzyHdbss48QGG86aw7gWbeWStW2h0eHeB9Ij+vkj0uEnKopGK8E1rCXddtcW8b4BeW8DTfatArKFQc7GJltGbE2Zx0Ggo9VgMuxvjV83AdXMwuYqrlGJZ+DIacM41GjNnO2Z97arKf+EbkOXTWDLic7NGY3OR6TPkMgDvwm/Relk6OYpY+JBarrqZ7rjWj7KYmvd8sYZkjHnmntosY0yWY1uuJdtovmiWAThb0i7MeMdZjLuT4HpvLqqoN7Ga0MSZgplrk4sHqzujPxt7vU+q9KE5/vjjszYTrkj3wbCB/bkzeQT7aTe6YMUcZb9NzUB0O8JFrivg32ZzzvOdzH76A3QvNhtbUAM4DUAf4sNeYUVU0vICg96ZujIxh9yRjtimfgwro+zhoFkIgx8o7iJetBVgEVxiLldrbe1urvff+BnZjYna2ZvDhHciI72cz2QZ7qa4DXUrC84hafU5m0WNAAuBjlZXdf4jz1cWTCJB3FkeBOxVM8wrC+Q/gxr8lm5eB1vNyvWHtNNayZLWMtbulnEJJxXXo1wNArfYLtNGP2kgtLrkDurdHy8nh7chsOXnd7yzWPa+S4srLW5lxy8Vjymjm4qiKttNz8citTy2AB3t3qf4MoPe8fNr72d5rB3l7HN/f5wpyz2+YgEMK4MdQf283on8MdYA7e3thiA+Qu0Tn7DgC4CzW29q4MwBiDLY50jaUNqESYI9bLq13kjDAn96rRo8bQd4CPYZIFoDfyLjO4h3g0sAQnyN10ESAKWLxyP1Orer3M2Nncsu/eWHyLOZp8rQX+6iX9Haloue8MRydhTKIsXRw2TkVxlfm7mnKnSHYJolc922MfQvydVgsZXqUq24GW+9gtV2b6JTKTYfPuivaXu9Um5ENoDpo6mDP4bMYH6e1bdPwbDchbAbbKxZHsngQYzFvN9Ges8tzwftZDG5AlwT9YsJNxRRxwLfS1g3lx5/Pc9nRS1nP6ePhQ3FMSnA/BmV+IcMr3cAACXAa0G0eev0aURWjxP28IlfXGPdVcTNNWvmmOZc6zyXvsR70mfIqeuFuvC09NoWWeP1Y3Vtswe8o76ZGKGA3FJeVP12y0/DKQHcldartGwoVe6bDc3XPz4PhaXiOPirYaPg675sDnOdPLWB7x/bCeLuAuykZNBaXfK1lvkkD/paH30nzcs7NUAug95JVdJBHJxsdLNoLJwlFLK5BoLx2+uG1vio8XOKlAB9t3/LurFn32WW55l4rXQ1G1xouS5kuIdXVpXnbHODvu3T3DuD0DqGDPGR7yHXZUH5h8qhwi5ycmXBMtcKXwf6F3OpnIy83cNuVKeYO2c4xq020mN2l0SAY0DV6wZnAjwKZayO3IaTdgNsvWGPy5WJj6+xbPl6rjWABeuawW9BYUOgCcvVCnB3gNMlzc4YOl+Yu4XkQdI4cHtQlR1wZXfr0yM7oXZZyZ7BdrttJ94UXsg1aPh53Ed0ZPDuA/n7OhannubF3N9Nyn7VNb/el6OUGpOQVlmG2ZcGTK8X9Ot9/By3t1IfSsAA8RjP60NlqtmlK+bZ0Ew0rehFNeb5Xr5mbHgze5LrE+5Lxz7Mx+hRjcTcle+nrvfHWHgbwKGW198dQPJjsi4Rz+lvmr2FvKoBhjB6rIVmOzw7yGp6rXocwKT5TRkbOsurGRhtG6/8Ww0m7CbW47mUIdEwXMXRZ2GqjK2dHlbz2NiSYhFcDdAUNckhmBbjdPC9z88Ne8+Hm02DwUF9PrEBu64CHCUTt3IzRc/iw5Zkp1eHH1Q47zRm0fHxn8hl3Di3pjgD8nJ5HNzY/G+Cl8u5VqmvrNPail+4NfNDeUJ+AFO0PxO1liKozjjO+qnZKk24ZH9+2LsUz7nI71vj04UzlNh6OmlUWW+biKdWbTJcV1D868M8Cesj7yMtjhlqWuMoO8s14i6Gz0YB+DMUchEd8Sdzmt+l/yooEseErl+tWFuvPBAO0+O94dRj70lG2Llw1XNxQMVcnTQOkGlrdce9BvwO9bNQXj8zJNQOkmMSDbWF0ey5jy76EvAEpAijkevgQk7yu3vcHm7vjbscvkIPBk6F5kz0yA29Inmcwjd3k4W5UoefhAfQd5Q6YPT8P2SzB1A3gmxmXznib+91XUQ2ApzSXfYisPr+0dzvOTKNcVqunfCDkIsGejHtnq6hF6PeL3Tt8wj050AL0HDJLddmJp+fixt7aV3bRVn/enPBT3D2XTa5LY/NT8OPsQJ8G8NPke4BdHOBVy76e8fHjeSfXgT4x5QiJngfJyyqRSwQ5YzCZl8aEugMmcd3+VqzmXdSHokDI2ytpY/MO8G5uxESMHdCN5dJSXdzlejZ1p/a/SMdDMkoBvVxnrOWvsTY9NcYI3yFYIm49vJhxcAMOLtNNtuffTDW3fXJJ9gD4oCUQdTlfbiBvgZyXaJXrecy7+XYx3rbnxsbrqi0raKOS7VKH3tdnkxuQaz9MLbB21o7X6sEGBXHE5LrId5x12RKrV5NzHCJ+xhpXOTcgjd692rDWZYOvzbbPDxet8fHO4sHkT5FlbPyHA9y2aUA/5QLwc64TVWbEZwf5+z6E1gAeBtwh7AfmQD8q6Pv32XTOYaw91ZeKUjyd0QcpJgNDbawwGV2AKHdVVpCM1njO7jQueThildII+pw91M23iu1usID2Tt5Ppru6PT/PoZwt6OAmXAskm/Wma64+GugHWe4oDnBRY+0GcnHW52HMbuclNp+gn2s33C7DhmgdXA/3ON9NHnewZ24sF8bNqrQE+C67tcl1bWPg22cujjqaV7A9grlj7kCA3YfNYmVdigUBVfO6aJx6M9oqHsJTYVyXgFrjDLHUVhptMW+gv68hs1q6qc0oc1a3vLq2Plz2Pgvc35/ijD4T5O9drgeTN6DrNk/jeD/3ITR3hqnAPkVxTsIcCjmCxZFs3gM8ht9smqpXpwphiFX1HN7bMIVUB4aqTVdlArTV/cpATlP1xsw7SuzbuLk43BCeB7nFekYBtqCvk8zJEZsbffcgHz4gCZCZmZbj6P5aGSnfcXCT6/U5YbHF/KcvWDmsCInbbXUXkCfQO7g3Zs9zvgF2y4V7br7eyGAFaDL1DtrG5H2iyf65X2/buoaqaMtjw9fJa9cTcPf9Jl3pQZumWxHEZcJPY3RK95xdno9mvNkiEAG8BHZIdq1y1jDdgsWfO4s/BT+eMyV7SvdT3HjTNN5yFtqd8XY+Y10yakqWFjbXYUUm0X6r6dbaC+lpZFHNIMUg8co5wZgApeNuncB0wA+14TgmKyW89J7jQIyf9zxoMUzaOPkiyfrB9YdGzFfjlEppq5F05/kV28DUDNz9jWMQtRyRuYPdQK3KZhIJL7I+DbqptkJsq8uXuJWP5/DmO+Ai1S9DaHtOvgOrAT9NR7lhcH+W3UC7YWg5X4A78/5q+/IGXrdtmai2CYVapzTbFsV1+RJUTHT/IpXfjfm2FcCEbEfeVti2kOnRT4YZ1sfFu8FWslsX9g5wf39OfD8F7w3oT8/Vp4N8Tl1YvK6hXWQFcMyQ66noLEgkGJ2tum0o+b34FKK2FvTSaS4pTpTDKobYxiKeo1POVR9kRtyIvMXg327u5nk3+QQBPRLg1PIf+I0FupNO3I7pjtF7vHcJnlvl5BeQR4PeBiLZZSab6mj1AQSwqZW811aAXRQajN6YPA26yOUjZ3emsYVanXlIrINoYM7hswT5hcgL3JdUpOTzmjvjMgS2M3e8Rv/3efOZ/XfjdVyPmweT51iMmizU0iP0IhjFC6BXJ7FXQYKqvanJdGrxRg72uPGBMmdVWxpuKdXXPDyLWzwHf08213TVfzxDphvAO5O/t3x8TjGAT3PXJdWXXz8UOI95FsgzSIPN2eWhaDJOTLrozmVnbiZaat7LdCMcHNU69jqrgILF1W41RFgbGcxuwIUZUrI9pHnOqW4Mvhc9NOdlQ3lnE2fxfX65NGbXGqbYYyhVccxSI2f38B3Ex8+TsSkZO8xCe98DjlZjLuV629c7sw3Yd9V+60ScDoqS7No6tVuW3p3xkN8vgL8ogvz9nclXj6OFJsDm30Scat4pR6GeAvXreMvkgJu8e1tRtVWLM1pkehFPGL/5zFafHsspm1S/5uJRrZZgb9t7k+U/gsGftT9k+ikG8Bmz9jaQLxWaAI45r7PQ4mQtGGEAUnUXGM5ihXDyv1vG2JlwDMp8fIjgOQPoPnjP6sMMIW/UV4NlMEY2bjakVKNSB3ZcjLxVkHUUCW47sY/IvIK/gfsjgEsj/+0b4ETu7eJuOwyUKs7kRCnPZZZqsskqK5iZqxOIYhoedX5d5i9GW1dnfHOYe6/fgZ6Suvbt+XgC9gPwd8CrYjGHNEY1tF7fg9LPQxRRWMmMXBiiFuyw9v3po0n2KyGsQ2q92OqapxfQ1de8jziOmA7Ai6xlrAl2qWGz7qjvOfi7G2/TWVyCybvC2kHuj2LyOP/MZ4Ml4D3kKteztTaQ51pwg61SjsQYXRSH6FL10xthwr4/lnpWbnm5A1zpvuF1eX+9cCnLbp2XNegvDNcKY0KmT20T9IHb4DScabUNfLUSX/RyqamPdh5sSz91MHNj/gS4dQSdsSNnr9x8PZa9k7vNf52541mmLLJ3AfCngI5y6aPj0DJszUz/TDvCR8sIEM0hcDjQ4QyerP6is4iQhTN5paeU+2rBjc7mfcis30V2NebyXmXB3KqbbG9AT5leeXbffmzv30/B82nFSZJA30He0p/2sJx8CYhi8mARm9/NgIrL9piAskrCsYB82uQWMsPtYEqpXkX2npd7J2Dj5jEXmis332/ot1UiLff/JsoZW6tMX4OmB/WSk6M1lPTgXAEeF7MHZ29a99/ybrBilpCNKBDZFFWX8qQ2b18VZahF9dYtwEumA64GzuqUF0Dn6a/AT2NmOW9g9SKk/k12ALfcvHUMJdGlub3VaUqCu9i73m9YRAHczDVFwB1q0l1Zc2Sij5Lsjn1e+97XdyLgNW5s3+qqF3NbbNpWvpBqSfUEt6zLOPXXzxcAXzavcjvdbIsFNmRa3Xp0pi+ZXIFjxhBa5CcokAeLqJLfQDQq3Wj5G3b27cs1H8PddCY8BqGX8gXApwgmx3ADFWgoetNqVMRyRlt+pLncEbV/r1x2Z7QEfdJHxswK02AbaYUGLUinVmCm7NyClGBmogHe7+1GvQPw5bX8xg+2qmg3D1/n7ma4bTllA/gi2T/IU/bUpAMdDSSqLwy0tiXbeweRimcB8hXYL9uP4DfS9H/rQBf1BvbFO1WX4bLsvDZ3mPIT9UNVr+5xl2we8r3l4wuLt7zcp013mZ6rt2zg7rK9y/Quy9Nk8+fzFMvBnb2jNkFaR5sgj4B2sLtct8jrso7IwG0SKMBtUx/hHcH0zzKZwztOB/oUHCfhGIJzEp6T8RjbInTi4+bieTm0Ad0rloicvd3J9IUgMx9vK5MuK3qEBF6kekNeD/DAdo+yxgKxZQ8NLHK95+a7TCKQ35OyfprURhe8WK5uVEEAqViJr1zVFDFBJxZWX0pXqXUODeT7ZI27RwL0FuTxfJePN4ZvLBIBl51iayMJoFcMpmxf2o68c4TJcwqUO9DJldGt0VaJfl7n6DTqBdb4SJ+EMsZAY0kZKfPvVa7b/cODBCtWwoN4tRBjsvm5Vrs9G8DPGeBueXgCfDXeLsOQrtaOOf3wMldRDxyFhukz/OY/RrMm3aEACYiAk6wA5smEMQnHSXgOsoMdXaYTljWmdTXeDOjbcBoo2bwDnmg13kBWOJNSq6LdaXND+F2wA9vsMyTrxBaBO1tnuYmCkocp0725yPYFwIngd4h1hvdg7sthZ+FMBKCzejjqK7jreZXtH533Cuy7EYUImovTrgb0DOgAtG4gv2un3r920y0ESLSRf4by01Sf8c9FQGeK9eFV9oePZGS89FjZcu0O8EWuc9xaOHLxSusyZrQvq4xNzRqI02E/V+Y+3UGfUzBPxTyLvVOqz1KbC8Bbm6bxtvT+cCPIWZwD3C7Z6/MWnJMITyKMqRin5d/PyX7wnJPa17WpsNzQLSe9REDE656L767mPsyWncF68Rb5+jrWmzytA+jHEz30nfF2AXoGqi6/0cmE1Y5LPFcvCW9FRAzL0VU66wBdxu/yvMbL0drhs+ftAJUCzV4fsBs84my1K5ww1qbW695Ol0NY2gzNtOz7DPKmkLZONTujlcVvH9ERbm1EAfA7J522eEt1SS2NbaSgkeLVMNoq3TULYXotei+QCYD3JavnJtVlio9WaI5YLKoMwCHnu513NyGIvALLc/LhUl3dgIOkLJyNZc7T1oLLmTKDWk/FePBNXq5+x0ava5fmUK5s3HIk70Xzmd2sQ79oP5epQJflnRHQAtllJnQBcZYKaOWX4iHbSCn/G6964AoM1OpB60tvtJvPmCFZhONz8rUtN7UzeLJ7RDOqXW7O3Q/ZjrtJ9H2UIZm779M+ShLpiy7tscv1e6Bf28yFSHZ+2Xao68Ggdox0c/1KMXz0yOuUGEC95poZSYuzXnGmaCNFcc6yL7dc4+NRq35h8ahl9/y7hsqiws0mAXVnPUxQMz+lKa9y2R3kHeDOnKwgZbslsAowEOHnQFNMX+KFSACyfPw5CccknJNwJpvbCZ1MOJlxjjDeainauTiTLtc1lEMBHNHwURBzafS4QB8T2BrswWDe+/Vin2SmzuarcdTddrQApuWdPQzMlGAXdfb282WCgdgD3Mo2XbrDgB7lwjZnv0v0VbZnEL9qjABze79I8w50YDHSKrAjddEG7GjCBvB81tv7XOxtpn7+iNy8MXqyOEVnRNnzqh9YMvpnxHvySLRTEctlNtpCIpwsbvL8ZshMrxL9KSbHbZLJzuJe8JLg1nTTl6GzKfla28q66kubp6qB4pDzREj0ADmYncm9yCSnAViYkufixABNWJUaCaaD26S6NrkuOCfjHG1ReGnF9QIrjBHYKrCNGTqT13riXY7H/j4cgvViBMt/Avbh0ibDo7EUKtcqBl+l6l3gtljKobQIVoKpF6JicQLMgPN9o7EZu6SPdeZav2bzqB0NnbgX43E7uA7yxERj6gCmqo/7Yh06nAFkLbWzdoKbQdn27W2ztp2fmIZ6Qd59Oljcjq/dLRZ1ze7aP36oVE3Exk4Qe46+Ksoa/bF9BXBU+qLrPPJ+/7K83VFj9JqRJmuxy5RkbLkAfLY19ybiZqEJcpfuh8xnBUKASJzRxwDrATEar3aZxuQ2ndIq1yhOZsYaVIw7NzGWwsmbq/tJF8BLeqnDQbNctcbD/aAbiGm5QJe8PHrpz9D7IkmLtUKaaga7ZkB3Wdq+ZpGLFke6gbv2CQLctY+VIO7Gh8vMZHl8MhyK4RGJP+J0/Y/8/SXwd9D5i+V+1xuT7275RP/sCvYd2H1fHFPLKrbW85VWoc7oZmSmqUVravUZ0s5rwTcxssQNL3EVcVc1HJTGG1pOnjHhBDal1VhIjZv3+5qdU3Mmmq3bVgVGMvetA9xuVSVxR5tk8M7kwCHz9ACskwVs3NBudhADWr4/gorhLq/9MDOZnBiSMv0M0y16qGXhiW21DF0bKlSY0fImye2Al941DLfVW+jXyf/ts1GQQN9kaOacwe6rGddD9AJyBLj9eBbAX/cFsEPGk39mqKaMJ20GFbSdH93suz3Ndpx62VdgLhnaARvn30HfO4ZX++7aZT3O6LDcblOFkKFaQA3g4Sp/7soS7mJkB7pfgZ4KxjFtMQeiPI4aZVgr3jqx9aGzxIZ0jES5ajfXKv9eWN3vIityGpOLJ0kOpAS5nsbkIXnVwaI6wH6QYQQBtiiEue+WixM7A0+FDIFMggzBzHy8jLflHk7Sx1Hd1IGzeAZaGGrruOSy8fDjXiUUZeS3jiHD+OZRP1rjvujpeQEgWR0rwPfKrTvWjCNhB1+x+XWfsXsxOoVUD2MqAU7ZIXgoWut5p/DxQy/H3MG9g7XLUo305SeM3ff9rF3ishlyQ3sQGubzegT95HEuB/6T0+4/1oC+p4KXYqzLGDm31K13PN1dbzc01FWaBz4K2AqVG3Cnox7r2tv94GUawCVuSqmKbsABm1xXtOISVYjaM+BmB1X+bcUYJtmFFcIB8DIITs/Hu6EwRTCV2xrUV4BEb6hphLxo6GWo416646dBvgYb9HqxLqyWwV3HP/uFbl/3KrYyfU7mpsu+qpYzcA9YxyeIYpBgfM18veLWz1s/E+1xvKup1vHSAX93vrcm2+2+120Sz5VW7ED3XDy+j5rqa+76Z2V7dpDUG8433uPrFdBtzTmVlRR6Ctdz8VzfrePilOaYt2KXXa47u9vtog3gAfK8002YcJAXch1kjjoxbNyMy5ghAqb1bhLSmAGe5CBXyFBf5CDycwN6v+dTrRHdt9WhrqBql51oDe3W28ZYetavp/F2lYE1PpqRjf/P3reuSa7jyAVIVZ/x+z+s93QlCf/ALUApq6pnZ73j/az+1JmpyotIIhgBECS7NC/eLoPXNNrqhPp9Bwie8rDfGhgC8N5h4h6Mi2vBWhmJh7bvEDcsA70nNf3hwax7kmIB/017fcPiP64Td09UzPeGUnYbHFDxXC0Amd/NbfiuV2GDSNcPnRRYzj8QiOJ4fbghbZQog3Al3XeC3RZ9yFmZu8CccwQam8eS18bcAXIkyM0vb7IdwKXr5QDy8kZU3bcTlqjIZZJ47wHsAdmSAB8ZJdcWcDhBvRgYx5nMiUqMQVQcy1Bm60SxZPZSSHepTxwyjBq5WbedlexxZ6CSqdRb0/VbZtcbw86fv7H5PRgX14az2HQzK9aXYvHoj/1Xvdt+uIOj+A5EHCqkyqqtXDyV8jt5Xp311yzOnW7bEJeabPh3bTiLx+8JNeH2duQfbj8E9F7e/sCxm5sq5FOCcE6Vw/Xx3s7N1fPnFKxuwbbjeQLdZfneL2dz3yN+L2JzD8Bl4yquvc813obnUM+sJF222kWMmYlM6NjYe0C23YBt7cImTwAAIABJREFU8Bc3Y51B3HwCnYFPhpIGk0ZBEoxbKCv9aCzqfR/3/UIx+An0ltXFjI7eO7ME7T32g7sBYv9v6KvY3O6RGZqvqXOZahVhoIbjNlqxAOosvoI5lzGQdXZSZ3neBSH57++CbI914B3UiDZTYEv0OFIAFx4+KwKojqgCpRx4qh+p4Os9G7Ang3VSOAGPfCz7oCCtnvaBR+LjobWd2OnLbRXgY9HM2jJatwN9l1+uMYRGhzF5VAKA2Gtma0lFW3fN2XwMWzyCnm+6Sd3SZ27t52G0yHk+e7mUyGBmjIqvjCPBaA2XEqra7E2v/WdHsXYHNwOeZWv25gSQ734gvQs1MEe987X6LSGGrwUp4hp/cV37GuZx32e5n8rSJfvR6aEzeVz77ogklyh9qhKp67aOeQf7ufTyP3XcwI5mVxzMVRFwxhsHiY/8qWcG38eYOLuujb33/XWC2Vl8v/KaDaG9UqonyEuur9DBzoQud4ZmZhFSrg/rRcR31Ny2Ud84AF6LK1TAoQrnQ2mNybWDpDFnnOcYJg2tMcAJ0Nkzc/v9QfvfZPsbNs9eG8VgLOu/tDF/TwFbcydOvhZzlYeEVKfOAP1aHCXp398FM3a/1qPqfO2U8U/TRr/KVX+qgxwiBI0eAJ76i8MXLxYH3iuF79pahBQeTvthhXgO4w70yH6dZcccb8ID2fkyToQRPYDN03bVfXBj7tUYPMbKWyKM+t0pcOkmJs9CRHNZNH3IgIrtNmqaP577LhrbM5J2DR2wT5HjhCzV98ng5JuzoanQEGj3jSJYmAky5Vhl78wKH/gBs3LD4ZCqDdx17Tnw9rOAU4oNBbG4vr2mCkQgKjphK6I0X5xri6+d5cRxj/3a9yz9k2vflR/iHZL7xkM1A28BehvK7YG3nNgUPeWb8n17sCxHtyV5uBbfXeUrRVcszgRWJ7utlokacaCw/8MfP/ekS/97OfbqdQd55Ph6dL3AEsv7ukAUsQ+K7/+9F1QD6LSIn2rNgslTq8DE7N0PPyPsIQUfAhthEimtGMzc60bg7UD3Hx4F6s5ozNCd4e9+OcvVd8Yed/kVi393zVsPSOYmka5UZU9l1HqOKDNd6x3eT5n7fu2x3GJ/G1EQ/9Ht6iPlsHCHW4G31vH+J6V798c58YrB/QboUc7Dlm/27S5q4iDxg8TPDvz49xXGtpPrCfh6nrnrOwBu2Lx0LzOWKJiq1zoA2YAsqA77IokvNhbfuiHqu3Jyb0Q3zpuwtfMB8CV//fMReHNG0zTWd0Af1FBvGvMHDZ5GrseJk83rWt43yhjtfV8HoIqxgRwa+8Nr3R2pYByX+ezynu6prunj+34aZPtJ4I3vfUsk81TvsmHDgKcvrl4D2R7UNrffeLj2eLgtvc1XR7cnuw9xuyQ25zZ/Q2jL2bsp2QZ0Js14DwFbK7hmgKacdQ68RUIMgAvupCsUOfVne8l9a1KVVZPk9wTPerEvH4h5yNkLbR4aqzP3HsO9kdr1rFF9kOv3VkrTTn3KUfb6zJe9/Xfa8njbeb+NabTA/9XvqrJkj9DTz4JxfI2/cECOa/f3scro1/ThGhnyH177abnD2RhA26uw6tmHVb9ArqbhKOr/rw5n72Y3qGtvbI2ZHHrYgL5/HnK8nhdjJ9C1A70wVixtQD+GzY5OwHogB7nGEFqks2akA66bHOBy/pB/YfQae1IPRoweDB/gVoqiR6Hyb9FS1Eu2+n3P0C3KHs1wx/jbo3UuWhX0/N7O5lke9OGl2/1/8dsFxH9Osmc1+P1xCE6A2/v0oX714Z7/M1L9p+UOd2M42ATVaUR5mcWfv4zu+md9dbMPri1pbuH5AbTeMvuUYqXq4EGgBtVP2s+BEQb+RrG1VpKLMqs39o5YGbG4E/gVlF7JkvE3AbDcx93QYf54OQ3bCxCPBFKyoHaJe64oFOg9JwO8Y8HWMoJOW3HvNNnmaKPHI35EiwW47fjPigIxf5zBnt/xI2uzIxd5hObWP3ztqwBdlLqhhO6D3/fu3qIMASd+3zuW5rbbx7UfH3HL9FtNdcDrW1ymy90monPWo12ef0/IbA6Z3imdwE6P/JvoZfZcM1KuzODskrJLhwQHL8iBhi/HHRPsXobDM631nIVmiC5GcC8IseSQ7g2MZZI8Am7xBXkjVezCuJsDFfCUK+fYePtsBF38xqrhzkY4rr8b9/zBGm/ceCfAE8Sg+22fuYP+p4yWd09EZcNl/VpJ3DuzRzGT+Y7vfge6ds8PIH1i6bMDaHWD5/r56ogdjqJ14rdYFuf3Cj36dR6j/tGRbHzaz52pG9ifAK71yODmv5+jSIyfTKPWAHt9O2MMwfoMaiVgB+D5e/0LL1VfYEDDnpjRLfAme0BH9CDVFbVc7wb2qvXWQFqFLiB1ZoiZaK1xn1opHbrDnzobJNvoKxq/H/pwtuvaX0ejnPf6U8NTOFgb0DWB3tbW0zuzV4egORz15/dwtIXer3HZA4pPAP9p53a/gyiHHHXbgf3ULn9y3OyBgc+vb6Dnuz3b/6m+6LUeriruX8DvtUv6gDlna/bBTwYnXF7xRR3odnM2LGNvlLwz9679eZNIRw+ldJObH6lVWoW86441ax1/hNT/4iMaI+uUr+PPDU/5ycnodenr99G1Pz3uAD/a5+Fe/zMM3n7XPx946iD5sw76v/b4xg4JwGwXVcZD1SZBxhsDPyAmt3mPpow3vaeD+fEagCvuwjtPAnr4ASOfl8ygMDqVil9yqzcWQP1GVgq4UziMGPT636qx7QhD7K876OP6H3/xA9Bv3/cvBPqfSu937/sp0PkWmamrM3OAf/PZn3z/v+Q4mD3b+JGwEpZ5NPDHI31Hw08Ch0+Of9VMs3cMHl9+8R0k0M/jRlMcSIiCPDfreZ8B8AbsfPMXFQyQLD8TH+5Bkf/O448B/e5zDcAVjMvj6PMCoLWlUD94AQl9+DsD/LzeTAD3INufAvw/e/zkN/6p+3jXmXaf8OvfOOqwM/UB8HcVFuTHTN8+hKON68sY4ACD3D9kQH8HFs2bBkmNTr9Pn9LDqJR6rD87aojsuMengNv/w8eXTI17MbkqI2c9jnfi8rSv7+R2XP9XSPR/6yMj7XztnytnryOla2eo9vnD9yDdNx85fUf0ZVj7nX1929BE6dc//GQIrdf/Z5AOtPjI4x/+BxwnkOLad5/5ybU/fe/59/9ugP/XyXVi7H8FZ3AMSvu1b7gRIIxpQ837tz8dzyD/v3r856rxfxSD/P/jx8d/mVz/L/iO/+7j3wDk/xOq8f8f///49z2eQf4luZqHl6l/3zBxG27Ma7QI4Vv//5vjbd/wP6fTqDp6F/Z585m7O/n2vT+59vT3p3b9n3GQQ3LGtf6ZQ6RiwtKvfR9CijhTQ8yXb386euAtJnV88y1CP/yTTfXyfQ/3/6dHZacftf6DAOD/S8cJcEGtxvru/UAtBPlTn7VF5yXSWv31u9/g90m98X9I1VMUux81tPfzo7eh0DXBLXj88OF837fY9I/EyNNjdF0q1/tmIi1UWz/YNyx4M54p/QQVONfbokJ9eVDgog8dBbj/PcyM7P6PP9fOBvDq/fn9fPAmMd8ZxOPffZjuHEZLJsr3ib9P6w1nn/vlr/8bH8eNC/2hxq/rDz9RSbX6DJic8Q5u+T4UkT7m1z+l3/plBvoVb+QVMPrmhw5J2qGk7yxRTM4v2UpFiGHi2lmYJwlzq8h/P6auHlrptVe09vf97LueGfzte6Wz/K0O/7Qw+nOmfve+f+qn6f7rdn6y1uz/zaOTSSSPsZ0WFsUX2oxDWhn5vfHhhp+zN3Dc8S4vfe3D2GXP7imBDmfyZ4DHtb7fty2iWD+UrO6lblvOAGiML7Tg4FkxqELeDgEN1/37oFyyt3VloXRd/wxoXwH8/J6fAPyfBscPgR7f/6+Q7nzveY3A8iQ6ftpp/uuPb+xQ0Ow57r3K6DhIjBBToz4UZS/MeZfRdgmKHYZqmnU2QQBdFdcd4KMefQ/wfIy/1YbZxPRHY8TXohfYPk4LHqAzeC54cPZ6Z0XnQOM5iHyM32tc+jMVcP727fTa5HsT7z61bubHhvYM8Lu6qdf1tz4LTW7M/9U9dFluq7DEEjRTbIWWSjnVfG6fFeoQunQ/Z8L9tBYY7L1u77ZwPv+qbLe/nfYQ9pQGA0oEeP6m2/0c7eLIIPsXhk6RHX0Bv9cuScNckKv4Ii6yJzAUqsOrPvbYQQL98t3qO4OLbbCQ+zOLbWEsvhH76SMUuIUK0AMGrfcKoHOhgeOz9969Nx01Bl9/CMDlLJ4fmt1XwD73yqaSQ1A5TAnAP+lYGsDvoG+GI7RSzPGb906xvw8o2z2vDUEDsmPWp5zaar7N7gPUcmf0H3dwctZlwJ1fH3ZC1/8k2JgFvdkJg/v25k4c9FuNgOH7yB9tNtz2hxRo+WTcFPILk4mz4QAfEzKWA3wbwMe06eE8i9Tv9JnJx0hQxwbsIgZw3heK2b1vXlClbJfylCx4b8CDucjQeiMxwBX3ntb+rkfDfInxbCzJl6fhZWOqbx+svdFj2aJai+3p5t8fBdrO0s/XnjvCuvYMkjh4Qki76IWU433RgT0xu+14Il5+uvbD4wTw6aJY3Z4Mef+OJBS+9nTExCl78ZwXzuBOOwPwBPSzDATaARC5SZVPeplZGSeTJ2uHa2z4s2sTEgDXmfdrQA9Gt2uXDN97PHqUBDSx9yDgy/E8AD+ql0oAj+h9wqM42Dt6tvxb3Aeqg3honHcNx6B+Uu69ifrRfiu71Xcyzf1wKVka4B5577UhwneewpOBjC+v3TuBXg55uHaAHA9rvEHua7yhs7j8ybV/ttxRNgaEv+f9l/UCv2+9XrjGF35REVOrnz6AJoGyIy/jaUo2gQ0qZ7bfgREG+QCR6ISc7vMYtm9h7HSk03tD+IIvRX4k1yOI1pm8Hme9DnDn+/zm2vrzLFHqHFxI0N+yAu6Aqzln7yQ35fbmW/vUux8dp2786m1KYKd7DhayiYCxKd97165LOznA/XTtqRPg75OHa/f3xUosbXZZdE50Md+HYHH9o2s/LTfX3f3svvq745S73x9KdlKXYvLV8yLPZU/xU+1e5f3zu7sa9i8Yg14nniR3Ve3xMWNx0Q3ZGxiz7HwjfS71bvwS39/b7lYe2PrsRYrZxxhovdEgBo+bDbCP4/QOoE6WMtSjZUUqrVF2SPU8973R/okjxQR3UDiA7UCLVViGLx8cvzskZKsUqz3YXhpAGsVPpPr9Gt97/K1fux9n9+eCD5yFwJsK5kYH/8S1d+UG3pSJXjObD7+31jY/65u/Oc7FUQ4JTxUVK/NAkDvIlkRXUrPdvocI5omBQQDP5x1PsVJyAXwZi/vmpHbvXjMi5iup7UOjqrjG9HwYGipLlj4DbudjdgoM7Dirx4oCzVZwOc5q2Hc9+t1Hup88DfYJ6T81hhb5R+3/XcA+emu1tdDPHTmH3+47Fuo9/k+k+lFHx/u4jAykdyCHdFkdq7DYtT+U52+u/VyyU0eWoLkzZZTdNi+q8eizjH8CfJ7OKbT6Svf56vnNPsOuo21uNu6kLHAcEKAlCJHwIx3sLeA2Rtt9GBpgF9hGl77luG4IgEvGlXR5A/kYGOP0zdlfH9T7IG/6ZO45BHPAHx3s4x51zOdZccTm1hKtspUb4WyUCK6Ua2Jf8YMG9+rI+xgiuTZ4sbgF3gSx66iXIWVqDEd9bWw34z4Zja7d6gb3LDc5v/ub36caPa6VYI2lke/X7sG45wDd9/X9WDYwmwsBnnxa7tEeyvajow2VdVsK8AvbF/1kyO102xLcdzKbxOSGB8fMqPekdPe/7Vs8LNzmnbsPx+akAfK6/wEocMmswJvAQR5fOC/I8HP6l8+JMSfGmBhj1E0y4Me9YNccuKY9JtBbRXClPfln3AC+/BTikZDM/uSJ8D88kkmUGTuMrAfeaoO+vsXwT379J0G2t0pHKrfgGeDf8ZmWXfBVkVzIMYOLdE0A287qB8z+3cFlOVXKGXhjG0l8/wllcxnVbERDGcZFr5cCC9laMuTB5ofdngo1CO7Kc2COgSkbUwQ7cVR42kMxhu0evMfEmBdUt200Ond2PNEhKkl1xsQl85yjwgx+Jajt+Qn6AvY4gJ4SvRXMTuvNniU7y7My9AK3+GmV/sDo2YJx9ut/ag91L8++eGw8CK9bCRYPh+EblHepeg+ydaOpOnkaRutTCuXh2nMJY0ljhnntsSE+cUWzM9sBNujPgnE/rINzSLVHpO++ebz3fcl+cJDqO6+d0l3cBmNNNZECOo/V36W6JNCvOfAxxQgvsEDKNwA+HOAG/oExJ3SrMbgDfEz1/dq93veyVnGZHsc1xmxdYQ+uFbhHMPickBkdwRO4RzL8NaUkepPub5g8e/Aj8GY13+USA/j0xx8YvC9aX19TiT0kvVzVsAT7isUN4cCWMpYhJVe/Mr4y8M7k57Xy5e7Mx+/N76fPfncMZ3PE3nMIMJd0H6GlBFgKRBKlfVbaklBP16gVszPgupCjXOHbpoIhcGdHyJ+BNLvJN+QPl22Y6ZzgrsDblwE4il6A7rfGt5V8cjrf4OAagjkFaxW4ZWgDu4ZsnwNDJ6AT0G1pL5qGjNx9WHcr9yXzcqPwqmoBN/IBnMVNpk+MOSCTex9/nAeYqbcqYL9j8PDpq30KXL2xssID7LQuNfRYXLI11mF1aWF2ZgBRqAG1QMeBtwR53JwiA2+OmbdH6zyIdd9da0ZPHUE7j8/+/JCsLR7bHxLXJCX9DqkOwY5907Mu1Fm/9jWLaydZPt9BMXiVtU7GbrKnHNfdeBLofLxRd3D3Ck4CDeD9g8XqdN/ZMWWne7fzSbbOgbcA+hodS8bi7pdPwdgDOjzDbVyQafcp06L5uZXZGG0vNAUqus7j5DjGyse8MMblLG4AD8aW6cA+AD9n+eHZYz2CnivkLnu4cuWhsmsHx11Ap20/bsaVjN5b6ZZmGIaj7wNvCO9UOfBW4H4y6mYcjbHl7bVg6SklaeMxvuuJ4f/0UAdtMDZPOTUZboy+oVjw4CPCH9QD3P3anQO/rpcEeHb6rGIq8NZSe7kNuRdsheQb6aqQAZ6svvcBet/WO14/prGSPQ8iswMDl6vdaw68xrb3TsFY/rgH9lYD+Aw1OjHChZhOZSKwHYg3RG0jlMCGALjG/Eh9VxNULLo+EuQfkCtk+/BT+jlGAn1MwRzme3zMgY85HPARbIgIu6Thnr3yEFTWUd/4vE7aWTUDJOSf39Ja3xhYszSrgi7BtG8TPOAvUniKN3435K+M+ZTnP2HxADO/DmOPv/FvxN++O2pZbckOantnxctmb1RmdMj5HfkAfq3Y3GrkvPauDRiPxeZlH5M7Qq4rdu3k+KLvyh1lTzsjMO/TvnrgrYK/owKzRFLcQYV7eonhwrDBuNiYc2DMXQBfA2MqxhboFut8t0DngOqVvwEYyLdsiG8zLr4+e+xZf8n14RUbMsfNbAyT53M6uD/cJx/V4wTgxwn0iqRfkwo0oqDhl5ekydRXNl5UsONtJcf+zDf//Gi07w4ykPLLtQV/AsiDsc1A1/IrWBnmTxzA/El2WzFavWei2OJm9FSgd2R2M3TxbYHJyak9x3zITC1/aiH8cPg2zVLBHwHJdyVFEAyv39ZLHCfAWx3gADyqzdrF7w6ykXPfsWTCrwCuVnrr9I7IP8n0KX34+JriwbfCxu9ZTC4E8DGH/7TafoSwOgapqC2CIQvqNsuxBaDJ9QC5y/YA+SCJzmdj7pH++GwAl4okchBO7uPmU6qCaq7tE8CDDs5G4d0lCujsa/3R8s/M5KIYGj6qWb+6hB9hpejbBSeTH8b2XaILd3Qna9djMBuzOPnhyehS/dBxK0pP7F6jo6rqzT3rvLxL4XkAkky/1eIQHGTb0Ow4ur9ewbizXu4gJ4WH6gDPUYYG7h8cinc2omQ/PoLT7C4qq+wthnEFk2JJ6u2jqVgzT0RolGkOfMydUfYA/VqKPRV7OYluhU4xgE/uIBXAZfa4Bbq6TIc2kJtcF0iCOyR7RNmDwSeDexKbJ8Cjlxq3YTMePosCcyVYsKGMNWUyFJJ+UQyhOeMcvlJvKO6R1TZ0f6ehzyONRxvgaq6PYKhptL4j+teuwTtg87UEclwTYN6Ab/WXRo7qkOKNrNJTsj+gvDo+yWpk42dBZBl9QlIeWOR3bwq8RWQ+WP8WoHuoGz6YwUvh9Ih7i7L/AdAB5J7gzUbYbtAfBfxet8G9LfDlcZogqCFa9kzxpyC2Gy6mjZt/TMWaG3tZIE4dVynVVaA6zBD92Dii6ps2Pgy5Pq7LzIyYPIHuSTFjivsM45DpBPhhnUCMA4Y/fuV5Ap2HFDgSSVK0Se79OKzBvVb2zvv+PgAPpnU/cviMJbtYdtsIqQoz8uFyNmR6MHnB5n608e0GdkmQ3yPq5IMLDaURwDHuQOcyPd6MMshBABcHQbzHs9FVfKM+Z2y1OijfXCJtxEB+BN4C4PvhZs4648Ab11WksrKKacOe0gOSX5f5IIiNZkvPw2nbr9P4+Yi20gq2bRibnzYvoIAb42TjYwpec2BNGwNXVQx1uR6TzTS6yrIoHRu6h6nZfexuCsU1rl9pCOyXG9hjWKwAPa8C9nTwzzlwXeV/l68heSbYh/VaN1YfHJUk31SNI0oiWQ+qewG+J3OT8tQJ/1ScJyMOBwmF+DNlMRmW2M3xDe+QjDD1MNgytZCk7Do2WXqT5+GXsuvgfx/SrpX6CMD7LwaJM7WHiafr4/edVV3BqMwv2GbsW6Wu+eulOOR7BeM2tJgfoGBcu5NbnfWkH64rYm9U2aNxxN+YEfaf0DtJ9i7LI/Bm2wPLZjuzyurzGqJT1vTDL2H2HvgYis+puLa2wNvHHPic6myuWFcpDCSLC6AR8hze5gZwc48sO66RHsAgJyaA5CSTTHBJBi9gm4Q/ge6gvorFPy7P8mkyxYEuXb63QNPRg8aj6ipZsndj7i7hvz+eorNdAkbaYESWCegw4xU34swQI4NlE2OGKXkuaSD3ayH3jvv0zlfSmJ/YHGXoX9l5sreWbRtCO9C3nWM70zvQtwJjl4zfztTG2AT0wJDUz9Yt3OvssUMEP694w/v2627LV1WQbE4+iqq5ihaAiwDvSSoEcilXagxgqjaAX0ONwbe0kaePOfBxKT7Wxsux8/L63q4wZhgctqls2ZA1IALsHe0zUqJXui5wzcuoP8FNzJAZbbOi5k2uX/Z4XQMfl9/4xSzO4C72vsYJbPLDgf78q2GzjHyuGkbzAFz3tcpg3x7+w9IspGe8BYiNeaQzul8NIkB+juQjGSwDneV3TbmlawHecZyNtRjg1kmDOu2vTDxYrORqBzh2sXk7VSEbGMPYervU39QBLPfjez1VH5z1Rii3+pFbPTXXhfsvMpqfdmzq5eXMt5i5dbOv8zFszqU7++RddVDcSZAjS+yLF06MzV+XYm3FmuZ/p3tEvBW/hwS6WrblYHAzyOeoyiWA12yYJyYXzMsZ/GJffODXHPgVQL9i6KwH4rLAwVjZC1LiACxoU4G3Xrl6a4zlDO/gbpFQt7hvBLzgBE0ZWH46rYrHj7vhskQe9JFkIGanNAaqc2ZsaoecwjuZxRnYcm/H8T2VRVAyDUSR6ig7gGDzFSC394iDnRk++luLxqPLda0AXdRXMH9rC+pYCzg0nMZ/Y+Uy5Et853HEbTox1PCsnduTYlYCXcL+pt19xArKljU7poiqz4FDyarjRpPNX9vk+uvijjOMS2BGoMAyo9qyIdQOSJUlae7XvKKGqqIEaBPYGeARTQ+AmxwX/CJQfzjQf5Fv/hRlrwT9XkG5uGzKdO813QdX6mWVH7c1ULFP900KqQVCOABb75+sWOdw9oZqojbYSbzXVNKG9ZXPQTZ+nUxOs/oCoG1BjgB3AzkK7MTe3FF9pVk5l18Z1BSEyr8thU6XkQ52IWaPzmGLQvfGcKC7+vc6qgBdNEfULcP8qf5qvPx0YY5htIPNRUp1cW/c7CPsZWvak9AjA11ykkoAXv13PBsyFUfI9fdR9QD3rz3wWhZdX9fA8vvZOlJZBUOLbAhJdh3UDq1N1UH+QfF4lORjFrlLdQvABVv/+uJ8Hk6jwFswdwIclACzukSCUiDkZcG3lFHF2MU2Si2LrKwEKp2SpsX1YOX3AXLkBHH/fLK4T7d6MtIbsIXYPKS5S2+Zg1ibT9SMPwb6DeSHTCcjP4qXN8sdIAO8mLzAywCXuUm6dylvbWDfKSH1Q8KjovJKAbpTZ3HfxEG4ZPMhmSrK0fVqP5AUqEKnS0X1YPe9PWrojxwDckaXfdhj2ucCdPnCIcTmQzA3iMGdvR0HH8PIcV2KFSDfE0uBtTWDlgxYEYWskuwiir1tRpwOcrXoSJ/8NO4E+kBF1onNzQ8vIN8BPv2Rx83HG6BTozkz1pj4qumlLKPWSjl1+uARjGP5mW2q9JI6MxygULGZQLKdRXf8vYDO0yvPg7/yPs7rwA0Ginr2pKJk6iEd9LNGO0qa22NeG3Wt3ctxrWT4YfCORAPzrmta12QqdEmCOgM/xO5bANkAhOIiW2kMvQJ0lS33dT1yFlwtM1bKh5UYq7G4nn5t/A7JdLv/I56zXT2yvSV7391HwTiGgp3JFQfA7fnHNMZeOvBKkCuWajJ5uk/eOQWLQzaw7FF2DXk+JX29ATko0IMcA6/IujRA/3U8mlQX/JqCjzHw4b1Wl+vkiwulagLph6Mxdcmn8MN1319b1P3ubz3lsfeCFxhUNB8xANkSIxa2jvo2dyK/8UENM3vn88gHSOO8S3KZ4w7q43UwOpqho2ZgjTJs8ZuRcdynhjgiZlNi8JgYkRI2GFy6bA/JTtd0bUviaIE6M0DZMfHDXSB1t4eDb/emSZC3IGRKJXJPRgQb3xwueTNfn2wjZDsHecOmmMVPuQ5EgileAAAgAElEQVQfXqusPHMtpgiWj53nkBqx+BqCNQeWKl4cdFPvOPMe8z8sESzZELFEJMnbCDuXB5Bz4C0MwrUSTx/NYTLPznknz/8KsM9RAD8i7ZXK2gNv0/2YERIogc4yaeW4ZQXeVvnmAWweEsnG/KLxw6Ac1OqzUUTEfR4zsMxF8NkW51cGsLtfX69POT6mPAD9fu2J5c9I+znNkn83H8PWydduUj0le7FvnJIgDtm+yxckKY95sDy5Txkk8ul6zd+MfvkMwvljZkQSwJOpefjwuyPkLzN5kkKRhxwEkq9p/Jzl+sCAJaQVuNM/Z4BPwWvbmPkagjUGfvnY+PZhszvIrSZesiHeQWBsiCuqTYHSnv8QTH72+sTkEWQLoAdYG6g/Jv76iOdn0M3AHr3XB42PB7CbX04Rde4pC/TRu64bm6v75veGo+dPbN4AKeb3ENgT6D7IOwLoDwcHLptkJNa+SXDyxfEEfo+JNJDz36WADgL0KekZAAUq8rkpYMNDTHoAtWS5tOvG9O6Tx+u9zVck0EfHUIk38IQPTfw9HQnwW7lIMVE7vguzK9g20Owl3L1KuNqpKpX98rFudilzW1RdJF0LO7WWQUupLtg6zP9WWFTdZfpWzY072LWM4DqWZlm3bJ+OyvK+q7Pr+hj1LWEIATr3k+es+eEVORf8uhzcHwP/uKaB/Rr4K8bJR52/xjjYHD5WzkNoDnBnbNmrwL4WdL2g6wUsC7op+UgF9GCgMNaSoO+O5pOXIw0JYCsgIYP87+PNihByM74HWd4AXHEO8HsI6LFARwc9v3ekVO1MTmAYD/dLwOYJG8HkBv6Nd6w81sBeuwGcg2+yLA/b0i7tsxyNt9PB7cwuLjnf1u3oII5FD/HQhs9Aj46M/Ffq/+u+yu/mwJuuBawXILaAgxCTQydsOE1JnXrgTWHZgg7uvYGdTC41Lv4RbJx32+KHlkexsVyuL5Fk/t3aMD79Lro+pKKDUnm3TwG2APg/Pib+cQ38lQG3nsP+Ef75HOmf85zymIU21EHOKasZ/CBw0xn5uupDaNUrg3xz1GOUNf5jxo068DzVMWiI3U+Ru9/D9XcGfW5DXw7MAPK47iBmcJ9SfTx8TwL5BDez2knlB4ulgVBkXfdIoA8aOks2X4L92jcpb+uRmUFucfk+KCKfkl+zA+Vx3p/WbYEeR/sVwBvO2SZ4BCGZsNRhC7xtIxnsF2QtY3KlmNHekLERy3JPAbYAawimAteIKh9YG5a6quaPLzXgK2iokctNZRpimf+fsMDeGOXDb1ZkdFy/rlnfpGjBodEAbkz+y7Pa/vIIesh1HjILiV6P4Y+gOg1hJheS6NVrSg5NkERfJY/aubxhlpK/fjB4AvXZn04fPB5d5AyEMqhTVHBjibhE8vkte7NUvwjIzOLO8nLVKjz3AF0HOQ+nlTrLG+vWTnIdqADbOW6cbL62ycIE+8Z4CfYc0LXtGrH5fm27p2XtYs3rfx/O7CHlfVIM3jF5UNqhkIIyW7np4wIaf3/qO6KsUU6/P6zT/+b4zwvYH57y6na6X9A9zXYFGWmfothOFJsAX8G3gTWAPWt4kVNSowwjSNDJ91qCz4jGkx8fabB8XL8+unNZAC8mv5iNacisAf2a7odLBduOx8h2Y188p5rGkFlOPKGxST2GMVpK6yYj7A1VKa3Vxk/DaoVQN5itNl88pF9oJXU/PYDBsvD4mh4Y6xHzJ4CPq78/ge8pxPH+/n39EfF4SnagszgbON5I9ZTpz49jbega2HNjuCyXl7a2kCGQ18YeJtmxJMGdQCd3wESY0E451Akp1TUH2RrAEf7Svbwcawh7CJEXDJ72U2Vt4+Lb3EasBVxOQOG7j3i9XAkLhoxk9O3yOqLsH1OwVHCp4ENt6Ymttp6b6mwdHccb5hDM18bnEMyxbdiNmDxlO4P8r0OuM7h5obkOcslx8L9mAf1XMD0H3XL22aBZZxEprWGzgZLpoovAXnL9lOkcZa8AXBkOJ8m0wBuhXOJf5qnbPF4Jn0YELT1L6vltfB1hdCeD84w+f7xKijcmn3z9ALmv2BmAHg3kVrFdojsQUmKcILf/lACQj2HwXpebYx6kmoylN+RlgSddxuo67W/iTL5fSNbeFIhTZvdd7kKYacREIh5yBtu4vqPc0SRyFJp91TbMujXtpuznjKqvZocSipLJaC+oLIiMBnBvLkwF9gAul+cfEzmDb6uxud1eRHbDRoHIsahFV2wM/jW2fcfuYG8g/18nk5NMT2kQfjTNKIsc9V9z4q9LPBAnCfRfw8fJZ42R1w3SsjhivoVoBdyiMiXYe5kcsuDbSr88giBsjL2BvOGYzp+OtAoHuwUHzEzMTXQWd5yznAzSYL8wgm1H8koA1KR4Abn75Q7qaySTm7yv5yBgD/9evJPtxOSHWH9g8i7TsXcG1oQ7UQf2nrtAPjfGy9/vwzryEsjY/miR+AzQZcAOxO7V2VTH43VPPWnrTNM378BvQbgO9eaXayOIJztyX5ySrySerxcwLogQAY0FiQAcjZFvkZTtHIjbw4JxNmdfgFwUIhbV6uJkxMozY2NOwWuJe6ZdtneQ/zqZXHL2WWSiBQszm8cQWYI6mHwE0Gus/EyCaRF1sTJldhv1ina+SqqvV1VuC4isN41VUvAp8JYAhxvIMEOTSMGimSkGdnnsLDhxqDLY5Abop4BaALyzNoF7jmLwOAddO9g8fdL0W99IdgJ4DZ+5n05GLid7h5xdDvBpwI7nJt23BeOGOMCfAnRiGXXianhUVD6H796Mipy5BxmAy8SYw4U6MN7L2YHe7eiwtcVnt0Fmc4yFoROCkupp6wO44Etjqcczqs8Bphtg9mkRWIxhuV0KeyteU4zFv5Lr/3gCOUuDUVsbBaPzXFiW6L9mB/iveP8of7wtKi+w5WWhBOwXVZgNl8GHzupc9fgEaq0T7flzuzcDGi4PRzB3ZbfF7pUsf28SnUAevrcxc4+SxzTdDKzNgXH5evbX7CCfvhQXgbyrg2cmb5L99FObG4Oqo4PJA9SbgpoG8pXPg811bezXcpm+zE8fAlna2Nwk+06QWlDuBLkH4Ei698yQE+jVqf3kuNnHEWhE+ub7UJMvYH0C64KsFzA+re73dDZ/Ads2JlRdGCqYYkky4S1sVdswQWMBzdH5RyoRgye9FH4M3K+tWEso+IY2xh7H9b8+zm2SSv/XVi68fJM9/zV4WExKwifY7wG3XK01T5fpXjniJ/aLgm0v6OvTK5ZBX0bW5bk+Ah2qj5lU2srOmW7w1S8d6AJksnoC6JDqg9gz/fECdAL99MUd1OOaN6DnjjXE4I3tDz/9TAYJAJR/Xhh/B/SW/+/1OwLEyeiTGH3Z89eCzIH9WtbRvDZ0LPLNQ7LvvMctliwj62i78M9Jsp9BuGiz6sgI9Ec7nwDnsiuXPf3z6tAs4PYyUDcb/ISMCczL7FVfkG2hcl0Dtu33xBRAIbZNmStyVcUHdUg6c40Z4AUgcuFpzH04wK+58dris9YM7K+lj5F54IHJLXhp48Oca9uBTjnpB7sHm9fYOOWsS7C4ZQENqDF5SPLG4iGJXuSPO5P7+zSMy4doYrWYMlQ0wKehRMWyFbCBjHrHGe3tkeuS6iUZD6nukfLysckXT/B3kMv0xytAPps0H9c8AH4Huc2rPjuljvIm0UEsyiCnjtQCbKtfX8umO762beWzVpZf58Z+iYPcfPM9DPB7bODlHeveRzCuXCweJRGFsTtbMXewozo39sc1/+8dBqsXZMfSXZJgcknf/EWAX8B0O52XdXbidiwT2C+bxUhBOGNwNGa3uxv+3FhcBBjLZpeN5fM79sZraAF8ONi3zUHf2zz5G8hvPjmOSJ4HyXgOeK5X5aAPWd6i6wTq2roYuAQ5oV50NT+8+eKLgcwVvCoAtxb2WuYD7k0ZWTsNtvfYAXSyE/Lr2hkp/fFeQYEmjGscBkYMHgGxkuPS/O4EdIJ/Jnjt+qzH2UEdny+ZTo8M6GC5dFSpoRWWXeYVwjuHRECqTfpZG3styDUb6PdrQNbAHgbu/ar4gC5jdn2ZfJexnM035GX1psOH3wa3HwE9FJSDXmCv1QNo3ScvFXMmxGSbnwrvzAdYkXrrk05eC2Mu78yOxJgA/LzMLoV8c38OGTYFlRi9AC6pSiwnwyU6YqRHgeVzx9f2iL1iiuISA/u1OR0WuYx2B/nTOLnUlMgEu5AvzUA/wB0zzy4HdJ0UUQcwsG1sfBNb34JuT0NmFVlPJme2yWGQaEBQ713PHd/29AB4+OX5ho0KaCXGSZpTkgpnt9Uw2DPAx0exdAJ8Dsh1YXxMjOsiv5yZPXzyaT2nFODL92aZTtcY5XqcoJVJOfjkY8GypgXWXqtYfA7ompDx8r20xaejDu8AXLIHCF8rt+mNMXR7hEn2QVl1BPojv8Oy5LaWimJQH0wuD0Xuz8teOA5RJw3hrmUsfrNN98XjffIC9sjhNIhg+lRGFd+pxmc55l26e5hLga9gdZfsWzH9XFtxEbiXq50VHRiD/K9Y482rIuV6AL1lqT0v/hD+eLC3ATzYu5j8isi6J71IAvvVwe7+t74+oa+Xne6HJ5tviqhn8oIm69ymnLJx354hDcU6175RgswynopUw4Nr94kjnK2WQA+A+mOCPJj68MeNxS+X9dEZBKPXc/ja+JAA+fByMODxFuTGjFFPUWeepunujymrjeEdq1w7O1l5LQu2uXLROXxcfEHGwF4LOkhZJKiXA3PbJpHJ6jb0FADfsoHtk4J86DIUWWsLikGcOet6lPysgxZkJJJo0fZg8hVDtwt4vYD5Al4v63BlWhs4uLEH1NvDiwjIxCYmD87RbAfHIbH6FMVLgJcoXs7kSxQvtZwDv2Xf5abkenD69Y+cTx69SF/gQCSWln0D8iPAdokkwPt7aeiMg20he94AvR4XSfUAOgfbIrX1GBL6SUidD5flFmyT+vgh608Wz7RTGhqrqDlJ8JDmH5Mk+9VeJ6ivgXFdDeQIgI8JzGDw2UE+TpA/mzgbOhLcBXJ4Z6zbg2uRm0BKSuaCzBd0TozLAR8BuDHMD2fXwf1xu74Q1h857pBtK8Y4wMcexuZS7lZOFqK2AXAD97eHVvlV2VU4hl/3TnCbjV4VgHt9Wv0vAriDG2tAMDyA65OQBLiAhwlD2tYtsKIMW3hiKc1mc5APxXQm14EMulmqQcDbQf7XnF5B9lPDhyYEyGWJ5iPAS7rn9FFn8L6mFTG4B9rSD1+rg5sjly8+Pw82/1qu11BaH1K7RSToEPi00hPg6YMf/p+g0kyfxr+PwNr4IMaeA+PjKvb+uJLZC9Thp9v75LoqkjsI8MziCfJBIB95/3cmj6ebQH7ka/Pc6RUJSjWMab72gM5lsn0uyHilX74jIOj+8l7D2J9cCQa4yVkH+BoGbvEof+a3o0etqGjZRm/R3mM059DZGWhkyS7J4jyUNhPs1eFOQBZEFlRekOXtoQNDbZ7azAAvKcYwOIEBHrae2xBg7pFSfW5b8HGqgd28K9OfFm92iHv9FJOn8gkmR/PNg83PXVBiNlmBHO3vMzsJxYiU1fWZwE7JTllEBWgbOovnEV3fkXDhwaCdQTiXW8FO5Js/EXpFn5ELQyTAcRhRZlRZ0oVFswvctwklc2J8cICNmbqYW47Xwey2i2wwuu0oC998EiMeA9TzC5B/xeanX34HNi9kWMHQaQrsNYHxwpjT2uZFvjcl54xg9fFKnzzGhUzKr6AuiMCWFw6we8IMZOScgmRxdtSpeD2/XZ4B7754ruvms5EsC89HEeawTslPrIXxehmQx6d3si/oKDa3tpg24uBSXWVAVt3DkAkM27lIxcbMe5vUHQ8xNl/E4rYzC889h41OIExdq4wgn7wqKBRULGUT2W9ndP0IyqWsBzjZ5YprcCMK+b0/j6AbR89dBr1i/nhJ92DzvRb0RUkYme5qBhA+XQTfoudnMo/KCFBr7PlzGI6AjIYi6BlsGw9ZayG1P+aNpZm5E+QcjLsuyPwAkr0d1L6FNOKa+4AZdCPZfvPLvw28mT+e8/d5ItDeUF2Qddn1VySBvCDLk0BeEzo/oZMA7spG23DfK8Fv4+TsVwNbLNIuAuzYHzXYXBQQbyM25vMggEc7J2zYFrZ1JDVkF2y+HNye6POKFN6IsheD6/qErFmyfVzAeFnd74iRvDzQ5rc3i0gxBIgAYrxFjdVFJDfaXMOSXoafcxuL50oyENQGlb1Tu/66Rmt6DhKckXbOWAtg13xwzmpDgn2Cc9JfFXBzoNuYoye7vD6hr98uzz+NvTn49jK2CJleLO7ZWM7kmbBxk2XRwA5ur+AAfoCZj2D7lugyUWz1kNiSQ1wsxz+YsZm5L4iDXlKaO5inM/i46vXlr12uG8gJ7OL+oAhih9pE0IFxDjPHJn65UMJyoGcQLvzxV/mgEXharx4TkIUxXtnZ7PMe8l5Iqor76EMKECLACPlsJqSCZHMVfQR7C5qGMRPc1UlARpfqe1nKqK4BnZ1AZA27/noZ844XMD9dzXx6+Z3F0xWxZVAyjuNPVF7+92kRd7dDy20IkMPbw8lWU/xgOuiTxbUY3Zq1B5evf8xKgv8O5KWyisWH0PBYRuId9AKIboyQ5pTcEkCXYGkHNm6nS/f0yy24wyxeues1Tt4i61pZTVHwsDEVMXZQboje6SXIZzE3p6fW0Ngxxj2nXfuYGB8fGB8T04FcDH9hfHxAPgzQKc2dzY3BL8j1QSAn2Z5S/RhGC1DdHqP1Wdr40Fk87pLrEXiLhCRsZ6rFAacJHQPyst8f4+Xs/bLIeQKbwJ334tI83J/X8s8IINsIUZDBtx3u1+LOCs+Hf0/8tLoQsI7fOgrOD0j7GWVXIdc1RgTGgL4C5BMyPoFXxEWsLTQj/EagEXhTBPjN+x5DrcOWaWVXUxy2JbbY/npqO9DIVk+RBfYQAvczyCOmCADXrzlavYsH3irCfkxY9/ecLM6bFkYk0KaPUhR9f0IoPbAY/HcCXB/YHA5ufS1sZ/PtrzXHbDn4FjK9sqVuGW/SjeM2oSE6vVEgHwT0TFdNkDugrwsS/naMiX9cmAebSwL8gnx8YFwuzydJ9QB2yHSS6yHjkz1SrjNrJsI6wAMdaQnUIcbQWoI74iWXZXftZcy1zB8vuWrj9REbkNewbXVRAL8lqmTCgs83l0gDCYOsJtow33wIueOClO4J+G8OVV6JplakkQy8iZ87U3XLNxcb+x9i9vua0HCRCOQiAfQg0NguRLyMxStDBOr4AWCuhvvkosgNKgbQNqow70IayEOcKUq16jPIueMV2gigQD4S5LHCauWi299txVUL2ITv7QCP55v87FcAPc5zQkr3w/drYX9SthuBu0XYHeBtS5zjCBzo7ZrkI7xDe1yWKSeWOLDPobDLAf7ruvnl8mFAHh+/DNAB8usDuD4K7Mzks3zyAtU0iU4g12+Dbmn26ZNLSF9VQBYwXLIPk+0ZHB0eUQ6wpz/qrOYR5uFSPZagrqG0qOSob5fqjlmDxvna2HzD5vsOENDJDeMmzuLfiuzWvy3o1SfkCHT7SjfDBujltdL1ELERA8uCewGL4iGvTwQjioPXqn/U6yUJPhEY+BWeMOPuDVw5agDdfO5BAGeT3qjnrsdOkEtJdar7Nvk+GDz8cLiPPpAAT78dnoW7DwZPiU5svhngzuCfLNtfJNfJD3/VmUNpKTGVkhlKivGIURoBPD3SWYWj7dHJIfxwj6g/yvRk7ElS/Eqfe/wiJg//++PDzusDcv0iYBPI2zVjcszLJGMyyExfGDJrq6YE1BFkeMT5rnqCScQAdvrluiEzxsxZrn+WgSejVXR/iEXQw+CFHuNo4Ee0UyLXgC7G5jmX3+1NtzYJLtv8rmpX3FywZFKNNeAV6psUgMHu2Xr75eAWG0Ex/zwCxN4GEQuhHIUkizGA5Z0vymOJ5wrFGBfGsBViljjwVXIvuQUHuwqWux61V7wUsKEJ9ujPro8ZFUG2kY9Sz5PJpW3PmsyNvvBD+N8MbAM9S3SS5c0PL9Dvz0/o5wv79boDOyW6J088zCPP1Uey6+PG1lCFN2Z5nBseAH/D4DVMRlH0D2Ly62oMbiAPgP/ywNsHvf5owTZ4EE6DvUcZWJ3O4qdkf2Q0/4+kumSnOA3cweJ72+QLWflbMmYOo2GUVMerho/6PQiGB50axUq/p+2XsntydhvedpYo4zTHkr1GwtJ2DUxndN1sAsPH3SN6n+A2mWqS3TPxIu/+ZcOBGK90O0aCOtmQlJTX1eEliqrvR4yKG0EhMjFkuNtsHcX24Nvyuhnhf+fGFCXRC+xl6hdPd/sK5C3oBlTgDQBQ67PVGUG2z/LBd0TUGdS/gc9P4DNY/AT4ZwO6MtBvE/05qcFznhf75Q+GjjsGirUHjftaVL3WXXOAM7jPYTIG+MdVQbbrA/JB7H39Ap5Y3UEeCTA2PBN+YAR5mMkdGhK+H4HpSbdqGZlklD3QosjIui6oGOBrYYQBmzdN2V4hW0fvdGKsWMWYaoRE/KI9zKrMNQQWoJrS3RJlhIbWtmt37UOgb460g+0BqgbyYeuYr20KJFarXcsBXtI9FoOoMkkGPqW2dnHQI58LXEXAgc1B4rExvI1FBiaGrQ8HC7yxXGfeKn/8bufJ5Fy/5IqCo+0SUh2wZWhcKIQhRDZUT3Th1NWIpBuLG7CL0fH6fRtG268X9g3gZzbSeRbQ0/fiGvBaebd6SFvCqfnigpowYmPhbR74TwDu4LbHAncwt1y/EuByfRigJ4M7ng8COoOKwR44SrnCpp5MLmkYBO6Q6GND93SAR6cS86ad1d0gjb1pbD6MJu/JQNuGcY9bOp9vjbX4Z/rhY3lWV3xWY4Xd4/v4UH7iSU8bxrgu13UN6zCcic3N2Olu7LEAX/yCRw3CJUk2z0g62k3lrc0azYh20FDBuBAC3OpaMxi+4SCXWFkmTJqGBo9qBB6YPG4mQD6Eou2l/n25plh8MfZuft1SVXOobNfiD/oZAP/bQB6v2S8P9v58VaDtk/zx8M19qaEc02w5x8XiLTDzjtIDCNFYBPQebJsOcB8mazPLngD+4QD/OADurP1xBzjmB9RZXB9Z3P1Aiu7q8C6YfPH0zR6sX05ziHWnNTYNsAkqIgvQaXI9wW5j4yLDOm5wsCnYy2RnLL7Bx2Cz59tI4EbUe+ZQUnzOU2Q8COe+uIISTh4CMPGdHonJ0muAHT5EFyrB1l9D5NeLWNml5+JzkA2QylF4KFb646qQy1kcmgBXvUrG64bdmAVTLQA+rJP0Oo2AW4H9udhXzU8Rl23F3g3o4de0XR0XbUy4GqBr+t0rGR7LZPkd4H8bwD8r8GYy3dmbwH0bMsvxTEqKeTNJ5UuAe1NUkC2wcq7TRjPJcoYZp6d2gM/wwdMPJ2A/svmvkujugxu4Q7IHyC8P9BCTJ+Clgbr17ppFbcaHMHtnchX2xad14p5/Hb8nDnQ2diTQUSwmDKtwTjWJ47y1YLbBIWSduQqpAX1jwJZQkq3swFtf9c4XCKCHfAkT8ew3LLXuQ2p4y1h9GbAyBVeyA9ujytv3qNcb0OsFdQRexthIUeCAj90Mx4DI9E7MO3SkSC0WV0r7peO6ctkTpYYPPyHkezF4gnxX9DU2RejJLrUmlsbU0U+X408M/nkweDD250qZHhluxuIVaT9981hhlDee1P0kZOjIjDZUoG2yT06LNkSKZkr0C2dqash3ZDDtV2fwj1+Qj78gHxRkcwaPKHqAW98APfxcldxgqow2SitHD08gZ3UrwiZg2Vi50X0E4kYshLBgqZoDkFdJVA5ApZqouIABnX41wJydryY18SwzdSYf7pcbIPzR22mnM+7dSdDc4+GBt8NX2LDJICow0O+FvUDSdrXHvrSWBRUz6JnVfNNL1XHtDcxtw6JaWYcINhdPJ1ab8GKsPuy512O6P+quBxRHViuu61nXACi/QWKWEmiXk2DzXOhhN5kOYm9OdMHr9xsG/+0+uDH4zoi6++Pr9MdPRldabNABrsTmXzG43AH+NNEiH2dF1Ruwb5NM7LF87BPg9jxArg5ubZF0f5wk2cMX96hI+Got5KBaxopgDDTdmOYopgwz2Eou2pDkDMQChTZJZRDQ/VyvcnNuefNlWSFZ0w/1oawR49Ueac6oswN/+/swhoNhWD+iNLRGv/IW6FEZLPR81ldE7sfygB6CzZf75paRV7IdyN1VvVLPQcvO6GSP1y5szaqLzMQbDmzd5vp4jkK4QRHQtJhEBgluxb2Gvt5UgPtmGYghFmep3oBOE014EcYzo+0dwD8L4Ovz7ofrOmR7XGvJMJSnTuPkp4QBvGGobtpqL09gD7keE1BogYdBcl2c2YUCaPhwWU4Ax0f45b+Iva8C+iCgT2f1GAsXyyhTSEVbcV/Mj/ULV0EG3cksxOsg8iAUcH/a0yyHQHU4f7jPHewVzLaKxQ02R9DJoIQkEfXkFrUgW7A6rxw79oZew9YzD4UZEtepN0HuvUgsyFm4ega7hFR3Z1/FGFbFBxFgzG4LMVqCzhC0iTUh3bmg4yg0M7oka+8CtG5TaJM2WtRZ+wJ6oFX38g40VBNl11FHw8clr98PhQ/pxCDfKTFywgmxefrgL1rZJXPSA+Qu3T8/bz54svfvF5Y/FpOvCsD5c5PwsZi/78O1yMDJL08hkhXODSAJ7jOYAjkBTskvvFJLsLcPp8lFPnhGzUmyfxSj4/rlDF4srgfQdV6ATGyx6LYVTw5g1/NNRs0AP/1D6XbpQdbIWkQGyAP0w5ciEk+CQiR5RPDJu4x67gAQYnBmsr3rxjTyLOjcvtbanJC93Uc337xArtAdrBYFK3vXlDAI8q4jfHfHRWS/YYtvbeDBPREAL3+N/K4bbNorH14+7E7h5Xb1G5tWyFyWxbg3cG3YsPSEBTxtIeztIwAAACAASURBVIrMiTjXC3hwjfh4BjkxeUn0g80pEyoAj2RrXsKJsthiQQiOpFOQrQGc5fonsffni3x0AjglvkB78I1ib9kYCfTjlAyihArt4A5QF5t3oBebE4t71BwRXPv4C/hwdp/G4snccwLDIut17cKWmdK8ttbR9mjgr2tWVnH5C2g4bwhpDur4BbHjRwRa28QkcGbjMBBozLKSYjNBgZ1+KEk1wW3ZiTVGvDHItYrc8TEn9NoYe2JvpKyHunzfNolFA4sBVG7X4KwDmAY4IDbRsHXjCpkZ3LMbB+qtlVLLRsVoBoq7Ke4lUPDaeUGUui9gf7iL7LiTBd0zmTvGzm0KqyBGVCSN9Y1cxzpAnj2fPkj1mor4uMhiMHc+8qSTYneOoOvnJ/ZvGw83iX4yOEn0z5exdzD4i4Jsq2Yo9YkpRwN8cfSVP8sXz8XueAnkSSu9fDxks3lGmzH2yeLO3OOD5PgHyfKQ7h/G3hjO2shF+/gxmDuYXeOaG2dWwSFnEgfmJPdciJDubasfFNDtE5BxZcZXjg0nm5f/bcNCKPsJMLvTETTLvnmcY2/bW20rRIf57WNbsHQMyFAfMXT5K2dc+80RdZTAtrE0VbH956dF72uZgaixVVB6ADeizO5+ZHJeKhTHTMjyvXwSkgXasD9s7noEWWMSkm5k+my4RNvBTiMZ5/G1XPfujyU7gzzmF/OSOLFULaeqNoC/+hDZ/vx05l7E2neJXhH3XRNVYoycUlfLl0OL0P7oSFI6g249yn6uuMqPPTX145Ds9Zhj4H6WPHfZ7qA3GW7svRLY2th8bWMllu2kgqvffiovitXFGTskuwA5P2H7jpyx9/Z09rZEkJlMHiwOVwOR2WXMBEQWHUgd8pRP0wg2lNS2vVob2AO6B2TsBDeG+mv3zeWILn/X/hqM7mJaDJA7gDmKwTd9qEn34/tKjVg7DPX9BeK8avuprIuL4ltzpU2IB1xlmnTvSU+j4iH4CuTrk0tLz0njHFIduhGLKeoJ7rU6yFfId7+2XpWm+vmJ/bmwfndZHiDXG8BXY/CU6asqtCalEMiPcj9lurWJE+8i7JOCbflICy/GNNEZEfVfyejmf8cwmU82acG18Mnt+vYhsgD2Uth2OA72kOV9e5yS7OrsU4v6PR/iZWcf3FVvrmUQU4jVmd12ATHoThluW9PmRyN8cHMTZBZLm8VF8lS3r5DxMVIjc2NcPnJy+Q4uwep7GKsfbG4TVAzoyebloZhl3zV7l/UClymKcPL3MpYvoAfwpQ3cnbux5MB+xA8c8AnqGKmiFXgwl5+2nrvOyycGOdCPzMbbwiAtAGjPL3G5ngGKrITQfNQDbethDeSLQP2JWkF1NcYGSfjtq7tkkC3PJxavaHoLsjHAaXXW3EvLe9IEPKL8XPjTyKN+JN/bNxWUCrY1gMd8cl9Y0U9m8xob94g6+d86P46g20f63xsDazvAz8cG8u6HL+2g532x3inLvjCI5vTh2EFTXcqrFNgVAXZAt68pPq6Myov/ovqjxKu5PdsLPWd7b+Cq3UGtThfG5SuyeF3rnhaA2wrdw4aetgXgbA04uPFrktqtk0vsUeczkGBX9fH3rKidEE+gezAuEoikJe5Ux6Yo93F4hyZX7DngeNqFsdypZV4N8PA1/hLgozN6TQhAgl0c6BecyWNFkGYSkdr4sHJnLDTPO0ko73oSEr354iTDT/b+PNmcx8V7+qo9dnCfW+sgmBzwyKsPt5xHdAAh1Wk6aW4lfETXOZU1I+y5THJNCcUxNo4rQD4PFueI+gdUJAH92rBtcNTW1y6QI68xuNc+dtQA7uzFxRfJ/bZiWa89QGA3HLBkV/HvdUCb4ymQMX2IzQFNMtzs3hM/3BxzGIkDUdOSqmpt+Y0xjc11bwe6TfccY9jyztMZPNrOwR7t/nScNgIn7ghSAxWTg9/7dj9gCDIYJ25v42KQ43js5zjALeSWYL5cnr9SstsZM/1oAhAt+YVRN24Yr/kCl/79vwvUwYKIm9sd6OGL0xK9mkv01kKMudADzwVvkfInBi8fnCeidPamxJdY9+sJ5Fq9aGHZ5x4H0LNOomLOSFREoR7884iyT/LDY6HFWYs8nOu05XRRzkufleW2ZTp4gZcz92trgtyAjwRxyvfoBIjti8kDcA9MLlYvIc3nlts6AXMIpiKf7wC7f967UV8EU2x3HJkYM6xKAyUVbVYYo28rvw0ffThr+TVnu/DHZTm7r51tYMN3A5XJw21IJT2mpLKdMMibZPfbTt9cFQOWWacK3+wBtahDdmY8qvNwbs2cDrlchcwFuTwY54DWffU9AafPTKMFO21dgUO+A+6nl21f+vt/VyEd3H19tAPkAWzqfbX55Az0AHcHceWk9/TV8sV35qIze+/cOpdYfIX/Q42mVB4psAfQMQFB+DRk+FLZXm2ZokxvJZBfNSY+PKutUlj7Mk7J7JzNRv53BNm2Cl6wVTnvIC+fPK/5+15eF+eeWAzyIJUqa2Chr91Xy3rZ/PlLBdf25bbV5bn73CrVjaqDSQdwYWRnKs7i4YNr+Om6gf0BXAuyP9yWbBhJeXhp24qp8jJWb4FQ363l1m6IIKBJ9sgnV+w7wFNZW0eg7s/He2Tb3AWoYHtmncQwB8n0M0mnsbjnAxQpVXxh7A1c0wG+oHO562evZa5cPyCn8s5zvPzILjxc00v//g+0o4G8Am4WCVwl1WmxPyX2ToAfGWoZUMtc9C7N9XU8zzFwA/d+GaNnL3mmr+4D4Axe1JAK74pyZrwBBGwfNrsz+KQx81gqmUCdcr3WZ2uTTTLhpZJftg+LBJBfG3jlcwe7g/ndWQAvCR9DajmcxnTuvX4muoRPPpzRh2BusaWAHezbz8uDbh4ur4p2HVsbDw6McUGqm3GAKzA9krw/oHNRvS3vHD0o5UbPvnmszhLtYsZfYD8ZPYNwQdoE8OaXbzSgi29VvVXNJYjA3gBUrQ5izF68R7UEFlRHsss2x1YaNdBMyR4r1tevyLqwP84LcrRhNfka5AiQ//6bGj96WxTIPfiWSQz71UBu2xPFjhoULFuUtBLrsiVT9wSXHZvoxfPP5UNjIc01A285PHbI9NZYWo1rL30G3YNLXs54JMEEuI+FG2lF1tqXzMcvU6ITkye782STuy++x7QhsmBt1WeAL8XntvO1tz0uzc+sL9jcW/Wh5EKR9PvmlmMIVgB9BshHKYKBHHoqoPvLLZgQYMxcNSiHzIZnc80rXcDa6PIjyQRrQceL6psi7nNAlmQ76RCXrpuCqNHgdH9kI43J43kE60TLz/eprDU8va3mvJy61TZrvNR9+B5o48lTsq+aLZlzMNzlW1a+zH5zv7w6soGYv1CbWw4CO8n0LLvg2r+dyc/cz5QZzuIRiIvxcQ/956oZixn4ZOe41se/8/1Nni/sT5bnLs0T5EcP+eRfASUXI86r2li8Y5zSWON8YvFcJIKy32LF1JPJc6z8PmW0ZpbZdNEFoWEyBnixegD899r4XBuvBDzL9fjsbtH1O7xb8TvA97AltbcayIdgBYuPgT0zHIX0d49vtLiPIod4Rs2ywt4WoNTL2Bxh+Mzkl7P7yzvQF8YcUGdzuYjJmdVl39rxMfDmJMFgz8UcoxQOmIjjtK2RHfj2PQJZghEKBQpkjr2NAIxZILeRASer5QtV+CYO45rQVaM31rG9DhYvZleIJ2tV4E2rAPAMoYfAW2ma9CWKyRW5bTAxeQA8dzJ5bQP0Iv86rh3yPINr4XfTaRUD/3v5380H36U8VKkD27BgUJidONCf6DzIPAaJSbLfAM+7itLuJrVWeq2NHks2ReZSTRW1ddrUJ5lsleZ/J4PvAvfn2gTyO5vzENtr7/t+1dr7twq8dZBfLtenP+4h2NOywKw/tUGkkKvKQzcZ+yjf2GZsWd0NB3YMwxoYZroxkoE3A3YFm7yefd3zdjYVhuy0e/DtwLiTQZPsu5s+JCL0BA8nCtkGclX16ciA7lGu+AbGZbY5fKfXwarT7dl2h7WdX8e6oK8NuRZ0Tts0MoBObkna3YhObKT6ZPbugbcEOag0OHzyAFYxbpvD/aqpn5WwQgs5pAw/GHwFy0f2mtJQWUTQz4QXrZ44/Z5qOPbBZEsH+sPRx8i7wUhI9/nE6gT0CIY40JsPHgs8sD8+bbrowsDSYHGKmIdE187ev7ficxXgX/FIrL90V7Td2T2TNA6QR6Aqg21b8Bq+l9020AeL6xzYuitOrpHzNco1357zJkjf1QKcG1MmdCqgF8SBnnusDR8HviL4dgErdop5Vf7BjA0Vqx3CtcqOWQS1TZK9fFQyLNN3B3wq9whaqMt3leav8x7pY5IimAFwmz03tqXijrY/gNpW0NeszRuuifGa0Mt2hZWXr0B02N6YLNeTobpcp+Paf//9APJ+RiDOwHZM7aS53ZsA3ed/s18e0p5nkBXAlfzvBu5g7E1szgGOaEk5TkgOdkbv2wFvb6z6CgYfx/AZPU82v8gAY4PCCsTpDAavx1inbcvABkiix9AZmhT/vbafBe5PZ/PPHY/VQXAQLgJxkdd+RtdHgtwDbcPWzucNKz+cyS2g7OytYtOcY/gR7qdPAB59djFpE6fgQThctomCTh9TJ1fHA7pRf4j6o0Sj6mx7u9yUV46ahBFUwXmtvyAIXqSi25ICDmxExyUCHfAZcpVTgW1/DwLSrdBLjMGnYky16bLM6JePDswBvXzftbmwQ7LP5aMKNbpjymDeOzbPPCxJ8xXI1YM0J8gzqu3rqGWPVM9vzH28riAbJ7XsArdL8nezy7izOSOj5YvUqaW+Mwj35L83wHMyzG3BCPKNwvAa2GlcnMfGTz98THiVJou/iM2ZwX+vjd8vxe/NQN/F6A72l0t39ue3f1+AnI1dsmPzIJvQLrWzNrXcc9S01umSfRaLV6LnSCIZ7qqLwgDv4+46TJ6rXhYN120DzsOj6Ntztn2iTsQ7tCWDnPMJSGlFz9WMvKT5zV4IkHgCOZA+vYHb4zo73Dj317fYsKz76bF+u26xiTXTgnKyPWkm3dwBuRzka9uGDde0ySmZZLVaboYOv0adWlehd8V6rb/PWWhaQM8eLlh0+/g0gdz980pU4Qy19XCtZ63VJBPU+HdeewI5SF2ggTVmPmV2W+A6hnz8M30Vkd45CEUscyyWfaLhLD6KhQLgQmPgtbJLreiSbC6jA7zJbWfyBLiBO9j8996N0QP4GWlfO4G+d4Fcca+r8J0jkh4Mfm3bb/6aPq2VmHzHCJGGDjagG7iHTVPdFgKKDnaorU2uApPgsUCChs/tKZz7leCufAJb8lkG+6ZnYFRgPkcY/dmwhWzu4PUAeaZFR6fAduXRdkubdck+kKpCt029DfuKgJxePnRG2Xom4bcBeW0PKsaIgYF+z+X+fozmEMijDs74Ufji5xDa+o+nWWidzUsuB/AY0CXdb8y9OvhbgG2pS/b4voPJG8Br2Iydy5ONFVo9m/uG1sYmux4P8sk5iNNWiGkprc+Aj8BbH8eswFus6lIzynoWW6SvGkNHsE3xexeLl3TfGYDLQNzadlIwLobUeOJEA7lE0K1Afk3BtTauOXD5GuQ7HufIADKmZ5otk+vDl0yK+G4oBZtDElMuIyMuIu625LOtHUfDizn7qtI4NerafVKdu0e8pQBeLPfc5GHjNW2PpPuDygu7UmiCyBi8QB5AN+auxT91D7t2jRaQC4YXD8xJDAs6s485oalUVtrgDgUj5bYki78ZJr7W35/3q65lKsjFgTbt/nhKD/LXWaoTaFtALQDuIO9SncEd96A+G0gf7rUA231x96m2WgBO3wTgEuiJgKq4G9CnGzjL9otYvdZhO+cDK/nhr/TDNQNl4YsH0CPQFgwebP73q1i+ZPtujL5WBd9qO52jqgLkMTY+BdcyoH9sxYcD3KT/8NxtbwPZwBqwxSUM4EMUMTFkJMCBsSV/z8A/bYhNe8wiOku9LuBFTB6r0M7wSSm1ONL1hBqR2/OhuXuqKSp4G4z+UFltINLrLHZg4aE1y2Qb0C1Wbp/AMzaglw2ppXxfHpzzlYCT2S/uxHhU540Lme7oW5A/LRoROGcmP0G+E6DM7uF7l4Qvhk55vjb0RYy9IkV1t+chJuIeDOQPGE1w+ukRUfORHOiqzzI9PofyaXisNa8NISafZXxhoMQ+DG4lwG95jqa/fLjs5YANQH8Sa/9+bfy91B79NJDv8s2DzZe2CPsOQz6KLD50liDfzuZ75Hi9neMWuAtrKvDW48CgnXZ8hRm1Ts2WmPI63AXuqKuKcVReQXSmkbedRn74pS3j7Y3Bh3Gz69dkPBML4aHbi6Y7Z79rDC9zYGwC+hJj6+W+ufvoYw4bQnOAyxTf6nlDrmnj5vMA85sYUWfy1jR5vGFypbFnAnqT6xVA2HHtVcC2AN3BzvS8PTagc6dSDZKs/hajkRigiAVGNfyjrwBOXyIZNXoGeq0OY35ky3zza+rDZpobIMwcE8+VVTPohhz2MhbfhyTXPP8OoL82/n4t/Meng/tgc/bNt+LHTD4EBu4hmT2XMv0mYRUeafIhMy9ZgDxZXDD2qNx4he1yCtDa7TPrS3y4UcaqyHp2qL5qTnS0TaKWf1q+6pt21jp7amuX7cnq776G3ITcz2LDQLvFQSyeKDMK+LMkfYJ7elBvKsl2zy1wQKMBveR6+eJUB8dxrd8HyI+Cc+DtZHSsAn0sh3ybBnpeO0Ce144ZZduZ/Ecg9yCItUj445KfjfHM91H1/Ka7b0cAjyAIRgC7klsk1mebLM9rOyNb82Qg9pKuWWSVAPNJQA/gZvDtpcngf39u/P25yh9/7eabc+AtmRzPgbdg8uHgfiWTx2dHKoKzruL/IcHeO2ezzR1rxGnK9inA8iDcAHwYbTU2h6+AIsHiEdSkxJg0+qMjrujy+w5d499WdEYn2R5JV9/aHAX6xPt0H1bTIbb7c7K2JLh1ao7g6OXXhhiTT/GhNcHIWIR4TsDB5hEfaOXHQ+CNmTwKxEwObTO8yhcvRufn52otnNzCAO7M3dk8hzbIHz8j6WFhAkpdJH88l+RlJj96cCDqRnqjndFbCrYhZv8Q6CWTE8hXz/fHAowoBs8pozQhZdOQWPPBi73/fi38/bnxH58L//EKFu9snv6419+OoCW0ye3yj5H7hy8fPlvB4moxgw9/fmInAR5u8R4YSzHHtplrIliiWCIk170eyD+vtM0BW6TQZfkc3mn6lEpqgzblt0lXHMG4RHe1OytEfzQ1SkRD0XZF2QsXPqcuuw1t3Q52DsbBAnFNxjvIL782h4HcmT86hR1LWzGDh2/OKuKJyQno13YmD1Bn0A31us+F7SBmgIbfzO95ZO7zO0La73sP+y43PXrTFlyhBo1tbmJZIFMiUc7eWufsJZv0wOAOK+6Gdoukt6V5TIZi2L7WFnAr9k4W1xrbLjavCLsBfSWDB8D//lwt8PZ6RbqrDXEGiysZ8ynYq4ND5qkPl+zWIZk/HmPu51EejFhkXdSSaZbiNez5HFbuseFgt0j78N8eCWyvL1755KluuT0oKGoLSNxVWOuZNMNMeYLBzTb9A9sTqcBbDLEZ+COGYwrTfHEH+ioWv8l3n3ATfnqtZScEdjpJdZZPTq+96Nf6+5WAvkUVD9+8pnhSj/cw3MVs/uR75/uOz1VuOsDM/TgmDkHmF0dORkh2Raa0ak4NjC+92Wp2EMzqlbfeWd38yFGyPCX68KEynjFEUl2lMfnWCGwRi+8eKf/96n64nRu/P43RfxOLxxDa8vrfxEbZYd8K7PbgZR3DJlrs4W4FRdaDyAWkAMKnjwDeMkl+DRuGi2De9FVm1rZHyxWxddxNDhSb6wlucn/ERyh4zLznr/tJZWOAZ6CNR47CrlitkpKsYbWkvuzgYrwcO4ZutWxo+li5J8yMFZKcGHt2GR8dgy4G8y72zs+TnT5JdHY1AVyvv18NSAwCzQoBZbwFKMlXvrH7EVB77Q7+86TvbUEizRvJZYzKyPx5vKeSr6w31QjAWRmkN/l3SC8JRIEPjCOy7sG2CLAFg2sE3jyqrgpauklzuaaQ6+cklDOqzmDnxwL5Nom+dgJ8ExtVJ04lpd4//DsdNvSjU6Ea8YNRSSEo5g9jjkw588t9kstSXEMxt+La6jPZFNNdlKHAVJ8eKhOyq76E6jECb0qxjlwNJeT5ESjN8ycHUfrNlpXsHFpvdai7UiYVSck/YsE3mUUUyiBdDuaQ71srQLeoI8j3H8k3k4nIbkIOkNewGnCt36/eo2UFRD1oGQgzNcnpL4F+C7L1iuTZZME+O7BJR4JcxPOi4av62LI8ADL4FuPiZrDkhXDBbkfJvB7QoSELkpEyLtTsqL6FcJxxTZVXajmHz3xG2dKWxca++O/XugH9NwH99bLA544hSlZV0U5n0YPpyCffw6aXDgf4iplVoY5A8l5q5tp4+XMR88eHrSZz7Y3XFgO62GpNkxSNxh7qozYQQKwr7h2qRj0H2L1OTxaPjvme8fb+SA+VWDzjNj5Rbu+d3Ofm6nYY1dnZfQDQ4WPkO4gCpAqJrYnFM0BHTN+luf1A+Puc3ZcAZ5wnwwPX6++VJU6QJ4OiB95OcN56vSegk899+uTkL6p2Fj+BmWyimrw8vGLhPt+Gd+wQahWtL3vCN/kvNzYY1EDugDawN/87DJTGxjPgpr5CSy3JVFH1PtkkffNVgbjf7oNHVN2AvvD5MoC/gsEjsWj3TjM68VvR3Qi2S/VgnL2BsW1mVaG8jCjAbiDfmfN+DWPuz6W4xsYlgo9h5ZnD02KjDuABONjOahnjkAB8xTTCF4+O4CbRR7UXy3a8AzyjVrt9VBDO26uBu5jc1GV9ebgyG7AcdXESisUnPNV6DJfxGYzDzVdvAKfOAQPYr/63CrzRjQDgzu5aAfIo/5NsfwpGuCRs0/QOmZ49IQN/hbEr4a/kUPSUT3hUBLB9WCzLZO8e/h0xNp4BN2/Qp+GQYDOQUTiBl6FE0K0Ff3pOe4u8+6PGmHgYNAE8st0Y6PYcDeSnXP/701/7OPl67ZLpBPLqSCvG8UTl0bntMMARMQzfbkgH2ieVAO4gv+bANRQfs9+/AXx7AlAAXKrvTeBIyfSHEYzcg53rWWhCCrkQrS3fHJX7wTjX/Jtq2ehqfUANR7LdZY1G3SiwI/vPXcshBma4vx7BONlqE1UG2rg6R+2tuA+jBwF+NmZmdj+u9fsEOapUWSHwoS1tIG/MniDvrL4fnodsNQ8gHjuDP8M8en6T6cHmVjrNNboiA0lHqI5ngEfNcE/4NKun96bGKJLMw/K8ou61IAQDnJZO1h5Rf+3dgm4nwH8ffvgrAO4JSOstyK1SC+PByh6lkGIZPUCOnIRSdSMCjJc4wAVzblyvhWsIPpdPchHgGsBri5/dN18q6Z9bEqPXr+8QosnUxOLh+ji47xFmcrH4fs/mbnatCWq20UgAWnouoRV2+mxLArFtkJzFDZO2dn2ozDEM+CPXi/NEmCEUXdcD5BXAO0F+k+sh0+m41u/dr7BvgpLTNY8bCfan4BvCwDLCW9+xXQoFWxfLdaB/dYj3pqZUYjpE9K0K2cCGLVJQ46EgifbND8TvpFyvqDp4FY5bFF3SQCO7LcoURrOVx8ZpdZdda7hVsO3wwzOjbWPtALUDPBbbWDV8lu5QPN4KXixjky00QT4GkDsneCbbFsEaG5+CnHs+XttAPsTk+ajpqn2hSfPNl6W7l2TfFmm3UAr54gnuqOvZ6znYe5Shv2Pux+ZOae7Pt505x4IAvqKDDrX5pQnZXxLg6rEL1VyrfSxXnNsVqXgdxLDaEOybP15BN3Ytn0BeQ4d1XOtzHfdZoLaXmr4Kz9IpsKPyzs+stXgvis2Wvw4WP6+9JVw/IrghPoRmASEHOMTnMFcPHS35FFT88keEgU5+38EsZXhdzheT89ptONZiO9ic89VfJ9jLR1+LVrH10Yu1H0Ae6Zm4u0DhVwPODCPcHEkJbVUxIKJYthIEIIIxdgbergT58hlsgs8h+Jgd6JVLb+PlW0zSbvWYwBnnONwfYckuPTmJA1O3pnwThash1c7mXXVFPAW5ws5TUPjRfExMxgxY22NOrVanInP6ox3UmXynvcHH/+35GTcqd5JATsE4Pm5yPZCmhLj0WYgd4j0JZmJ2XhY4er+zshrQ4zfwHn8ZV3DSzqGzqKi8daN5HvP88kulXvC4oxyVWuDuPuMZeGPGV0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       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb889040210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "im = ax.imshow(Z, cmap=\"RdBu\", vmin=abs(Z).min(), vmax=abs(Z).max(), extent=[0, 1, 0, 1])\n",
    "im.set_interpolation('bilinear')\n",
    "\n",
    "cb = fig.colorbar(im, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.9.3\n"
     ]
    }
   ],
   "source": [
    "import plotly\n",
    "print plotly.__version__            # version 1.9.x required"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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p=this.nextMatrix,u=0;16>u;++u)p[u]=i[l++],f=f&&h[u]===p[u];if(1e-6>c||f)for(var u=0;16>u;++u)n[u]=h[u];else o(n,h,p,(t-e[r])/c)}var g=this.computedUp;g[0]=n[1],g[1]=n[5],g[2]=n[6],d(g,g);var v=this.computedInverse;s(v,n);var m=this.computedEye,y=v[15];m[0]=v[12]/y,m[1]=v[13]/y,m[2]=v[14]/y;for(var b=this.computedCenter,x=Math.exp(this.computedRadius[0]),u=0;3>u;++u)b[u]=m[u]-n[2+4*u]*x}},g.idle=function(t){if(!(t<this.lastT())){for(var e=this._components,r=e.length-16,n=0;16>n;++n)e.push(e[r++]);this._time.push(t)}},g.flush=function(t){var e=a.gt(this._time,t)-2;0>e||(this._time.slice(0,e),this._components.slice(0,16*e))},g.lastT=function(){return this._time[this._time.length-1]},g.lookAt=function(t,e,r,n){this.recalcMatrix(t),e=e||this.computedEye,r=r||p,n=n||this.computedUp,this.setMatrix(t,h(this.computedMatrix,e,r,n));for(var i=0,a=0;3>a;++a)i+=Math.pow(r[a]-e[a],2);i=Math.log(Math.sqrt(i)),this.computedRadius[0]=i},g.rotate=function(t,e,r,n){this.recalcMatrix(t);var i=this.computedInverse;e&&u(i,i,e),r&&l(i,i,r),n&&c(i,i,n),this.setMatrix(t,s(this.computedMatrix,i))};var v=[0,0,0];g.pan=function(t,e,r,n){v[0]=-(e||0),v[1]=-(r||0),v[2]=-(n||0),this.recalcMatrix(t);var i=this.computedInverse;f(i,i,v),this.setMatrix(t,s(i,i))},g.translate=function(t,e,r,n){v[0]=e||0,v[1]=r||0,v[2]=n||0,this.recalcMatrix(t);var i=this.computedMatrix;f(i,i,v),this.setMatrix(t,i)},g.setMatrix=function(t,e){if(!(t<this.lastT())){this._time.push(t);for(var r=0;16>r;++r)this._components.push(e[r])}},g.setDistance=function(t,e){this.computedRadius[0]=e},g.setDistanceLimits=function(t,e){var r=this._limits;r[0]=t,r[1]=e},g.getDistanceLimits=function(t){var e=this._limits;return t?(t[0]=e[0],t[1]=e[1],t):e}},{\"binary-search-bounds\":12,\"gl-mat4/invert\":78,\"gl-mat4/lookAt\":79,\"gl-mat4/rotateX\":83,\"gl-mat4/rotateY\":84,\"gl-mat4/rotateZ\":85,\"gl-mat4/scale\":86,\"gl-mat4/translate\":87,\"gl-vec3/normalize\":10,\"mat4-interpolate\":13}],12:[function(t,e,r){arguments[4][4][0].apply(r,arguments)},{dup:4}],13:[function(t,e,r){function n(t,e,r,n){if(0===c(e)||0===c(r))return!1;var i=u(e,f.translate,f.scale,f.skew,f.perspective,f.quaternion),a=u(r,d.translate,d.scale,d.skew,d.perspective,d.quaternion);return i&&a?(s(p.translate,f.translate,d.translate,n),s(p.skew,f.skew,d.skew,n),s(p.scale,f.scale,d.scale,n),s(p.perspective,f.perspective,d.perspective,n),h(p.quaternion,f.quaternion,d.quaternion,n),l(t,p.translate,p.scale,p.skew,p.perspective,p.quaternion),!0):!1}function i(){return{translate:a(),scale:a(1),skew:a(),perspective:o(),quaternion:o()}}function a(t){return[t||0,t||0,t||0]}function o(){return[0,0,0,1]}var s=t(\"gl-vec3/lerp\"),l=t(\"mat4-recompose\"),u=t(\"mat4-decompose\"),c=t(\"gl-mat4/determinant\"),h=t(\"quat-slerp\"),f=i(),d=i(),p=i();e.exports=n},{\"gl-mat4/determinant\":74,\"gl-vec3/lerp\":9,\"mat4-decompose\":14,\"mat4-recompose\":16,\"quat-slerp\":17}],14:[function(t,e,r){function n(t,e,r){var n=e[0],i=e[1],a=e[2],o=e[3];return t[0]=r[0]*n+r[4]*i+r[8]*a+r[12]*o,t[1]=r[1]*n+r[5]*i+r[9]*a+r[13]*o,t[2]=r[2]*n+r[6]*i+r[10]*a+r[14]*o,t[3]=r[3]*n+r[7]*i+r[11]*a+r[15]*o,t}function i(t,e){t[0][0]=e[0],t[0][1]=e[1],t[0][2]=e[2],t[1][0]=e[4],t[1][1]=e[5],t[1][2]=e[6],t[2][0]=e[8],t[2][1]=e[9],t[2][2]=e[10]}function a(t,e,r,n,i){t[0]=e[0]*n+r[0]*i,t[1]=e[1]*n+r[1]*i,t[2]=e[2]*n+r[2]*i}var o=t(\"./normalize\"),s=t(\"gl-mat4/create\"),l=t(\"gl-mat4/clone\"),u=t(\"gl-mat4/determinant\"),c=t(\"gl-mat4/invert\"),h=t(\"gl-mat4/transpose\"),f={length:t(\"gl-vec3/length\"),normalize:t(\"gl-vec3/normalize\"),dot:t(\"gl-vec3/dot\"),cross:t(\"gl-vec3/cross\")},d=s(),p=s(),g=[0,0,0,0],v=[[0,0,0],[0,0,0],[0,0,0]],m=[0,0,0];e.exports=function(t,e,r,s,y,b){if(e||(e=[0,0,0]),r||(r=[0,0,0]),s||(s=[0,0,0]),y||(y=[0,0,0,1]),b||(b=[0,0,0,1]),!o(d,t))return!1;if(l(p,d),p[3]=0,p[7]=0,p[11]=0,p[15]=1,Math.abs(u(p)<1e-8))return!1;var x=d[3],_=d[7],w=d[11],k=d[12],A=d[13],M=d[14],L=d[15];if(0!==x||0!==_||0!==w){g[0]=x,g[1]=_,g[2]=w,g[3]=L;var T=c(p,p);if(!T)return!1;h(p,p),n(y,g,p)}else y[0]=y[1]=y[2]=0,y[3]=1;if(e[0]=k,e[1]=A,e[2]=M,i(v,d),r[0]=f.length(v[0]),f.normalize(v[0],v[0]),s[0]=f.dot(v[0],v[1]),a(v[1],v[1],v[0],1,-s[0]),r[1]=f.length(v[1]),f.normalize(v[1],v[1]),s[0]/=r[1],s[1]=f.dot(v[0],v[2]),a(v[2],v[2],v[0],1,-s[1]),s[2]=f.dot(v[1],v[2]),a(v[2],v[2],v[1],1,-s[2]),r[2]=f.length(v[2]),f.normalize(v[2],v[2]),s[1]/=r[2],s[2]/=r[2],f.cross(m,v[1],v[2]),f.dot(v[0],m)<0)for(var E=0;3>E;E++)r[E]*=-1,v[E][0]*=-1,v[E][1]*=-1,v[E][2]*=-1;return b[0]=.5*Math.sqrt(Math.max(1+v[0][0]-v[1][1]-v[2][2],0)),b[1]=.5*Math.sqrt(Math.max(1-v[0][0]+v[1][1]-v[2][2],0)),b[2]=.5*Math.sqrt(Math.max(1-v[0][0]-v[1][1]+v[2][2],0)),b[3]=.5*Math.sqrt(Math.max(1+v[0][0]+v[1][1]+v[2][2],0)),v[2][1]>v[1][2]&&(b[0]=-b[0]),v[0][2]>v[2][0]&&(b[1]=-b[1]),v[1][0]>v[0][1]&&(b[2]=-b[2]),!0}},{\"./normalize\":15,\"gl-mat4/clone\":72,\"gl-mat4/create\":73,\"gl-mat4/determinant\":74,\"gl-mat4/invert\":78,\"gl-mat4/transpose\":88,\"gl-vec3/cross\":6,\"gl-vec3/dot\":7,\"gl-vec3/length\":8,\"gl-vec3/normalize\":10}],15:[function(t,e,r){e.exports=function(t,e){var r=e[15];if(0===r)return!1;for(var n=1/r,i=0;16>i;i++)t[i]=e[i]*n;return!0}},{}],16:[function(t,e,r){var n={identity:t(\"gl-mat4/identity\"),translate:t(\"gl-mat4/translate\"),multiply:t(\"gl-mat4/multiply\"),create:t(\"gl-mat4/create\"),scale:t(\"gl-mat4/scale\"),fromRotationTranslation:t(\"gl-mat4/fromRotationTranslation\")},i=(n.create(),n.create());e.exports=function(t,e,r,a,o,s){return n.identity(t),n.fromRotationTranslation(t,s,e),t[3]=o[0],t[7]=o[1],t[11]=o[2],t[15]=o[3],n.identity(i),0!==a[2]&&(i[9]=a[2],n.multiply(t,t,i)),0!==a[1]&&(i[9]=0,i[8]=a[1],n.multiply(t,t,i)),0!==a[0]&&(i[8]=0,i[4]=a[0],n.multiply(t,t,i)),n.scale(t,t,r),t}},{\"gl-mat4/create\":73,\"gl-mat4/fromRotationTranslation\":76,\"gl-mat4/identity\":77,\"gl-mat4/multiply\":80,\"gl-mat4/scale\":86,\"gl-mat4/translate\":87}],17:[function(t,e,r){e.exports=t(\"gl-quat/slerp\")},{\"gl-quat/slerp\":18}],18:[function(t,e,r){function n(t,e,r,n){var i,a,o,s,l,u=e[0],c=e[1],h=e[2],f=e[3],d=r[0],p=r[1],g=r[2],v=r[3];return a=u*d+c*p+h*g+f*v,0>a&&(a=-a,d=-d,p=-p,g=-g,v=-v),1-a>1e-6?(i=Math.acos(a),o=Math.sin(i),s=Math.sin((1-n)*i)/o,l=Math.sin(n*i)/o):(s=1-n,l=n),t[0]=s*u+l*d,t[1]=s*c+l*p,t[2]=s*h+l*g,t[3]=s*f+l*v,t}e.exports=n},{}],19:[function(t,e,r){\"use strict\";function n(t,e,r,n,i,a,o,s,l,u){var c=e+a+u;if(h>0){var h=Math.sqrt(c+1);t[0]=.5*(o-l)/h,t[1]=.5*(s-n)/h,t[2]=.5*(r-a)/h,t[3]=.5*h}else{var f=Math.max(e,a,u),h=Math.sqrt(2*f-c+1);e>=f?(t[0]=.5*h,t[1]=.5*(i+r)/h,t[2]=.5*(s+n)/h,t[3]=.5*(o-l)/h):a>=f?(t[0]=.5*(r+i)/h,t[1]=.5*h,t[2]=.5*(l+o)/h,t[3]=.5*(s-n)/h):(t[0]=.5*(n+s)/h,t[1]=.5*(o+l)/h,t[2]=.5*h,t[3]=.5*(r-i)/h)}return t}e.exports=n},{}],20:[function(t,e,r){\"use strict\";function n(t,e,r){return Math.sqrt(Math.pow(t,2)+Math.pow(e,2)+Math.pow(r,2))}function i(t,e,r,n){return Math.sqrt(Math.pow(t,2)+Math.pow(e,2)+Math.pow(r,2)+Math.pow(n,2))}function a(t,e){var r=e[0],n=e[1],a=e[2],o=e[3],s=i(r,n,a,o);s>1e-6?(t[0]=r/s,t[1]=n/s,t[2]=a/s,t[3]=o/s):(t[0]=t[1]=t[2]=0,t[3]=1)}function o(t,e,r){this.radius=l([r]),this.center=l(e),this.rotation=l(t),this.computedRadius=this.radius.curve(0),this.computedCenter=this.center.curve(0),this.computedRotation=this.rotation.curve(0),this.computedUp=[.1,0,0],this.computedEye=[.1,0,0],this.computedMatrix=[.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],this.recalcMatrix(0)}function s(t){t=t||{};var e=t.center||[0,0,0],r=t.rotation||[0,0,0,1],n=t.radius||1;e=[].slice.call(e,0,3),r=[].slice.call(r,0,4),a(r,r);var i=new o(r,e,Math.log(n));return i.setDistanceLimits(t.zoomMin,t.zoomMax),(\"eye\"in t||\"up\"in t)&&i.lookAt(0,t.eye,t.center,t.up),i}e.exports=s;var l=t(\"filtered-vector\"),u=t(\"gl-mat4/lookAt\"),c=t(\"gl-mat4/fromQuat\"),h=t(\"gl-mat4/invert\"),f=t(\"./lib/quatFromFrame\"),d=o.prototype;d.lastT=function(){return Math.max(this.radius.lastT(),this.center.lastT(),this.rotation.lastT())},d.recalcMatrix=function(t){this.radius.curve(t),this.center.curve(t),this.rotation.curve(t);var e=this.computedRotation;a(e,e);var r=this.computedMatrix;c(r,e);var n=this.computedCenter,i=this.computedEye,o=this.computedUp,s=Math.exp(this.computedRadius[0]);i[0]=n[0]+s*r[2],i[1]=n[1]+s*r[6],i[2]=n[2]+s*r[10],o[0]=r[1],o[1]=r[5],o[2]=r[9];for(var l=0;3>l;++l){for(var u=0,h=0;3>h;++h)u+=r[l+4*h]*i[h];r[12+l]=-u}},d.getMatrix=function(t,e){this.recalcMatrix(t);var r=this.computedMatrix;if(e){for(var n=0;16>n;++n)e[n]=r[n];return e}return r},d.idle=function(t){this.center.idle(t),this.radius.idle(t),this.rotation.idle(t)},d.flush=function(t){this.center.flush(t),this.radius.flush(t),this.rotation.flush(t)},d.pan=function(t,e,r,i){e=e||0,r=r||0,i=i||0,this.recalcMatrix(t);var a=this.computedMatrix,o=a[1],s=a[5],l=a[9],u=n(o,s,l);o/=u,s/=u,l/=u;var c=a[0],h=a[4],f=a[8],d=c*o+h*s+f*l;c-=o*d,h-=s*d,f-=l*d;var p=n(c,h,f);c/=p,h/=p,f/=p;var g=a[2],v=a[6],m=a[10],y=g*o+v*s+m*l,b=g*c+v*h+m*f;g-=y*o+b*c,v-=y*s+b*h,m-=y*l+b*f;var x=n(g,v,m);g/=x,v/=x,m/=x;var _=c*e+o*r,w=h*e+s*r,k=f*e+l*r;this.center.move(t,_,w,k);var A=Math.exp(this.computedRadius[0]);A=Math.max(1e-4,A+i),this.radius.set(t,Math.log(A))},d.rotate=function(t,e,r,a){this.recalcMatrix(t),e=e||0,r=r||0;var o=this.computedMatrix,s=o[0],l=o[4],u=o[8],c=o[1],h=o[5],f=o[9],d=o[2],p=o[6],g=o[10],v=e*s+r*c,m=e*l+r*h,y=e*u+r*f,b=-(p*y-g*m),x=-(g*v-d*y),_=-(d*m-p*v),w=Math.sqrt(Math.max(0,1-Math.pow(b,2)-Math.pow(x,2)-Math.pow(_,2))),k=i(b,x,_,w);k>1e-6?(b/=k,x/=k,_/=k,w/=k):(b=x=_=0,w=1);var A=this.computedRotation,M=A[0],L=A[1],T=A[2],E=A[3],C=M*w+E*b+L*_-T*x,S=L*w+E*x+T*b-M*_,z=T*w+E*_+M*x-L*b,P=E*w-M*b-L*x-T*_;if(a){b=d,x=p,_=g;var j=Math.sin(a)/n(b,x,_);b*=j,x*=j,_*=j,w=Math.cos(e),C=C*w+P*b+S*_-z*x,S=S*w+P*x+z*b-C*_,z=z*w+P*_+C*x-S*b,P=P*w-C*b-S*x-z*_}var O=i(C,S,z,P);O>1e-6?(C/=O,S/=O,z/=O,P/=O):(C=S=z=0,P=1),this.rotation.set(t,C,S,z,P)},d.lookAt=function(t,e,r,n){this.recalcMatrix(t),r=r||this.computedCenter,e=e||this.computedEye,n=n||this.computedUp;var i=this.computedMatrix;u(i,e,r,n);var o=this.computedRotation;f(o,i[0],i[1],i[2],i[4],i[5],i[6],i[8],i[9],i[10]),a(o,o),this.rotation.set(t,o[0],o[1],o[2],o[3]);for(var s=0,l=0;3>l;++l)s+=Math.pow(r[l]-e[l],2);this.radius.set(t,.5*Math.log(Math.max(s,1e-6))),this.center.set(t,r[0],r[1],r[2])},d.translate=function(t,e,r,n){this.center.move(t,e||0,r||0,n||0)},d.setMatrix=function(t,e){var r=this.computedRotation;f(r,e[0],e[1],e[2],e[4],e[5],e[6],e[8],e[9],e[10]),a(r,r),this.rotation.set(t,r[0],r[1],r[2],r[3]);var n=this.computedMatrix;h(n,e);var i=n[15];if(Math.abs(i)>1e-6){var o=n[12]/i,s=n[13]/i,l=n[14]/i;this.recalcMatrix(t);var u=Math.exp(this.computedRadius[0]);this.center.set(t,o-n[2]*u,s-n[6]*u,l-n[10]*u),this.radius.idle(t)}else this.center.idle(t),this.radius.idle(t)},d.setDistance=function(t,e){e>0&&this.radius.set(t,Math.log(e))},d.setDistanceLimits=function(t,e){t=t>0?Math.log(t):-(1/0),e=e>0?Math.log(e):1/0,e=Math.max(e,t),this.radius.bounds[0][0]=t,this.radius.bounds[1][0]=e},d.getDistanceLimits=function(t){var e=this.radius.bounds;return t?(t[0]=Math.exp(e[0][0]),t[1]=Math.exp(e[1][0]),t):[Math.exp(e[0][0]),Math.exp(e[1][0])]},d.toJSON=function(){return this.recalcMatrix(this.lastT()),{center:this.computedCenter.slice(),rotation:this.computedRotation.slice(),distance:Math.log(this.computedRadius[0]),zoomMin:this.radius.bounds[0][0],zoomMax:this.radius.bounds[1][0]}},d.fromJSON=function(t){var e=this.lastT(),r=t.center;r&&this.center.set(e,r[0],r[1],r[2]);var n=t.rotation;n&&this.rotation.set(e,n[0],n[1],n[2],n[3]);var i=t.distance;i&&i>0&&this.radius.set(e,Math.log(i)),this.setDistanceLimits(t.zoomMin,t.zoomMax)}},{\"./lib/quatFromFrame\":19,\"filtered-vector\":3,\"gl-mat4/fromQuat\":75,\"gl-mat4/invert\":78,\"gl-mat4/lookAt\":79}],21:[function(t,e,r){\"use strict\";function n(t,e,r){return Math.sqrt(Math.pow(t,2)+Math.pow(e,2)+Math.pow(r,2))}function i(t){return Math.min(1,Math.max(-1,t))}function a(t){var e=Math.abs(t[0]),r=Math.abs(t[1]),n=Math.abs(t[2]),i=[0,0,0];e>Math.max(r,n)?i[2]=1:r>Math.max(e,n)?i[0]=1:i[1]=1;for(var a=0,o=0,s=0;3>s;++s)a+=t[s]*t[s],o+=i[s]*t[s];for(var s=0;3>s;++s)i[s]-=o/a*t[s];return f(i,i),i}function o(t,e,r,n,i,a,o,s){this.center=l(r),this.up=l(n),this.right=l(i),this.radius=l([a]),this.angle=l([o,s]),this.angle.bounds=[[-(1/0),-Math.PI/2],[1/0,Math.PI/2]],this.setDistanceLimits(t,e),this.computedCenter=this.center.curve(0),this.computedUp=this.up.curve(0),this.computedRight=this.right.curve(0),this.computedRadius=this.radius.curve(0),this.computedAngle=this.angle.curve(0),this.computedToward=[0,0,0],this.computedEye=[0,0,0],this.computedMatrix=new Array(16);for(var u=0;16>u;++u)this.computedMatrix[u]=.5;this.recalcMatrix(0)}function s(t){t=t||{};var e=t.center||[0,0,0],r=t.up||[0,1,0],i=t.right||a(r),s=t.radius||1,l=t.theta||0,u=t.phi||0;if(e=[].slice.call(e,0,3),r=[].slice.call(r,0,3),f(r,r),i=[].slice.call(i,0,3),f(i,i),\"eye\"in t){var c=t.eye,p=[c[0]-e[0],c[1]-e[1],c[2]-e[2]];h(i,p,r),n(i[0],i[1],i[2])<1e-6?i=a(r):f(i,i),s=n(p[0],p[1],p[2]);var g=d(r,p)/s,v=d(i,p)/s;u=Math.acos(g),l=Math.acos(v)}return s=Math.log(s),new o(t.zoomMin,t.zoomMax,e,r,i,s,l,u)}e.exports=s;var l=t(\"filtered-vector\"),u=t(\"gl-mat4/invert\"),c=t(\"gl-mat4/rotate\"),h=t(\"gl-vec3/cross\"),f=t(\"gl-vec3/normalize\"),d=t(\"gl-vec3/dot\"),p=o.prototype;p.setDistanceLimits=function(t,e){t=t>0?Math.log(t):-(1/0),e=e>0?Math.log(e):1/0,e=Math.max(e,t),this.radius.bounds[0][0]=t,this.radius.bounds[1][0]=e},p.getDistanceLimits=function(t){var e=this.radius.bounds[0];return t?(t[0]=Math.exp(e[0][0]),t[1]=Math.exp(e[1][0]),t):[Math.exp(e[0][0]),Math.exp(e[1][0])]},p.recalcMatrix=function(t){this.center.curve(t),this.up.curve(t),this.right.curve(t),this.radius.curve(t),this.angle.curve(t);for(var e=this.computedUp,r=this.computedRight,i=0,a=0,o=0;3>o;++o)a+=e[o]*r[o],i+=e[o]*e[o];for(var s=Math.sqrt(i),l=0,o=0;3>o;++o)r[o]-=e[o]*a/i,l+=r[o]*r[o],e[o]/=s;for(var u=Math.sqrt(l),o=0;3>o;++o)r[o]/=u;var c=this.computedToward;h(c,e,r),f(c,c);for(var d=Math.exp(this.computedRadius[0]),p=this.computedAngle[0],g=this.computedAngle[1],v=Math.cos(p),m=Math.sin(p),y=Math.cos(g),b=Math.sin(g),x=this.computedCenter,_=v*y,w=m*y,k=b,A=-v*b,M=-m*b,L=y,T=this.computedEye,E=this.computedMatrix,o=0;3>o;++o){var C=_*r[o]+w*c[o]+k*e[o];E[4*o+1]=A*r[o]+M*c[o]+L*e[o],E[4*o+2]=C,E[4*o+3]=0}var S=E[1],z=E[5],P=E[9],j=E[2],O=E[6],I=E[10],D=z*I-P*O,R=P*j-S*I,F=S*O-z*j,N=n(D,R,F);D/=N,R/=N,F/=N,E[0]=D,E[4]=R,E[8]=F;for(var o=0;3>o;++o)T[o]=x[o]+E[2+4*o]*d;for(var o=0;3>o;++o){for(var l=0,B=0;3>B;++B)l+=E[o+4*B]*T[B];E[12+o]=-l}E[15]=1},p.getMatrix=function(t,e){this.recalcMatrix(t);var r=this.computedMatrix;if(e){for(var n=0;16>n;++n)e[n]=r[n];return e}return r};var g=[0,0,0];p.rotate=function(t,e,r,n){if(this.angle.move(t,e,r),n){this.recalcMatrix(t);var i=this.computedMatrix;g[0]=i[2],g[1]=i[6],g[2]=i[10];for(var a=this.computedUp,o=this.computedRight,s=this.computedToward,l=0;3>l;++l)i[4*l]=a[l],i[4*l+1]=o[l],i[4*l+2]=s[l];c(i,i,n,g);for(var l=0;3>l;++l)a[l]=i[4*l],o[l]=i[4*l+1];this.up.set(t,a[0],a[1],a[2]),this.right.set(t,o[0],o[1],o[2])}},p.pan=function(t,e,r,i){e=e||0,r=r||0,i=i||0,this.recalcMatrix(t);var a=this.computedMatrix,o=(Math.exp(this.computedRadius[0]),a[1]),s=a[5],l=a[9],u=n(o,s,l);o/=u,s/=u,l/=u;var c=a[0],h=a[4],f=a[8],d=c*o+h*s+f*l;c-=o*d,h-=s*d,\n",
       "f-=l*d;var p=n(c,h,f);c/=p,h/=p,f/=p;var g=c*e+o*r,v=h*e+s*r,m=f*e+l*r;this.center.move(t,g,v,m);var y=Math.exp(this.computedRadius[0]);y=Math.max(1e-4,y+i),this.radius.set(t,Math.log(y))},p.translate=function(t,e,r,n){this.center.move(t,e||0,r||0,n||0)},p.setMatrix=function(t,e,r,a){var o=1;\"number\"==typeof r&&(o=0|r),(0>o||o>3)&&(o=1);var s=(o+2)%3;e||(this.recalcMatrix(t),e=this.computedMatrix);var l=e[o],c=e[o+4],h=e[o+8];if(a){var f=Math.abs(l),d=Math.abs(c),p=Math.abs(h),g=Math.max(f,d,p);f===g?(l=0>l?-1:1,c=h=0):p===g?(h=0>h?-1:1,l=c=0):(c=0>c?-1:1,l=h=0)}else{var v=n(l,c,h);l/=v,c/=v,h/=v}var m=e[s],y=e[s+4],b=e[s+8],x=m*l+y*c+b*h;m-=l*x,y-=c*x,b-=h*x;var _=n(m,y,b);m/=_,y/=_,b/=_;var w=c*b-h*y,k=h*m-l*b,A=l*y-c*m,M=n(w,k,A);w/=M,k/=M,A/=M,this.center.jump(t,H,G,Y),this.radius.idle(t),this.up.jump(t,l,c,h),this.right.jump(t,m,y,b);var L,T;if(2===o){var E=e[1],C=e[5],S=e[9],z=E*m+C*y+S*b,P=E*w+C*k+S*A;L=0>D?-Math.PI/2:Math.PI/2,T=Math.atan2(P,z)}else{var j=e[2],O=e[6],I=e[10],D=j*l+O*c+I*h,R=j*m+O*y+I*b,F=j*w+O*k+I*A;L=Math.asin(i(D)),T=Math.atan2(F,R)}this.angle.jump(t,T,L),this.recalcMatrix(t);var N=e[2],B=e[6],U=e[10],V=this.computedMatrix;u(V,e);var q=V[15],H=V[12]/q,G=V[13]/q,Y=V[14]/q,W=Math.exp(this.computedRadius[0]);this.center.jump(t,H-N*W,G-B*W,Y-U*W)},p.lastT=function(){return Math.max(this.center.lastT(),this.up.lastT(),this.right.lastT(),this.radius.lastT(),this.angle.lastT())},p.idle=function(t){this.center.idle(t),this.up.idle(t),this.right.idle(t),this.radius.idle(t),this.angle.idle(t)},p.flush=function(t){this.center.flush(t),this.up.flush(t),this.right.flush(t),this.radius.flush(t),this.angle.flush(t)},p.setDistance=function(t,e){e>0&&this.radius.set(t,Math.log(e))},p.lookAt=function(t,e,r,a){this.recalcMatrix(t),e=e||this.computedEye,r=r||this.computedCenter,a=a||this.computedUp;var o=a[0],s=a[1],l=a[2],u=n(o,s,l);if(!(1e-6>u)){o/=u,s/=u,l/=u;var c=e[0]-r[0],h=e[1]-r[1],f=e[2]-r[2],d=n(c,h,f);if(!(1e-6>d)){c/=d,h/=d,f/=d;var p=this.computedRight,g=p[0],v=p[1],m=p[2],y=o*g+s*v+l*m;g-=y*o,v-=y*s,m-=y*l;var b=n(g,v,m);if(!(.01>b&&(g=s*f-l*h,v=l*c-o*f,m=o*h-s*c,b=n(g,v,m),1e-6>b))){g/=b,v/=b,m/=b,this.up.set(t,o,s,l),this.right.set(t,g,v,m),this.center.set(t,r[0],r[1],r[2]),this.radius.set(t,Math.log(d));var x=s*m-l*v,_=l*g-o*m,w=o*v-s*g,k=n(x,_,w);x/=k,_/=k,w/=k;var A=o*c+s*h+l*f,M=g*c+v*h+m*f,L=x*c+_*h+w*f,T=Math.asin(i(A)),E=Math.atan2(L,M),C=this.angle._state,S=C[C.length-1],z=C[C.length-2];S%=2*Math.PI;var P=Math.abs(S+2*Math.PI-E),j=Math.abs(S-E),O=Math.abs(S-2*Math.PI-E);j>P&&(S+=2*Math.PI),j>O&&(S-=2*Math.PI),this.angle.jump(this.angle.lastT(),S,z),this.angle.set(t,E,T)}}}}},{\"filtered-vector\":3,\"gl-mat4/invert\":78,\"gl-mat4/rotate\":82,\"gl-vec3/cross\":6,\"gl-vec3/dot\":7,\"gl-vec3/normalize\":10}],22:[function(t,e,r){\"use strict\";function n(t,e){this._controllerNames=Object.keys(t),this._controllerList=this._controllerNames.map(function(e){return t[e]}),this._mode=e,this._active=t[e],this._active||(this._mode=\"turntable\",this._active=t.turntable),this.modes=this._controllerNames,this.computedMatrix=this._active.computedMatrix,this.computedEye=this._active.computedEye,this.computedUp=this._active.computedUp,this.computedCenter=this._active.computedCenter,this.computedRadius=this._active.computedRadius}function i(t){t=t||{};var e=t.eye||[0,0,1],r=t.center||[0,0,0],i=t.up||[0,1,0],l=t.distanceLimits||[0,1/0],u=t.mode||\"turntable\",c=a(),h=o(),f=s();return c.setDistanceLimits(l[0],l[1]),c.lookAt(0,e,r,i),h.setDistanceLimits(l[0],l[1]),h.lookAt(0,e,r,i),f.setDistanceLimits(l[0],l[1]),f.lookAt(0,e,r,i),new n({turntable:c,orbit:h,matrix:f},u)}e.exports=i;var a=t(\"turntable-camera-controller\"),o=t(\"orbit-camera-controller\"),s=t(\"matrix-camera-controller\"),l=n.prototype,u=[[\"flush\",1],[\"idle\",1],[\"lookAt\",4],[\"rotate\",4],[\"pan\",4],[\"translate\",4],[\"setMatrix\",2],[\"setDistanceLimits\",2],[\"setDistance\",2]];u.forEach(function(t){for(var e=t[0],r=[],n=0;n<t[1];++n)r.push(\"a\"+n);var i=\"var cc=this._controllerList;for(var i=0;i<cc.length;++i){cc[i].\"+t[0]+\"(\"+r.join()+\")}\";l[e]=Function.apply(null,r.concat(i))}),l.recalcMatrix=function(t){this._active.recalcMatrix(t)},l.getDistance=function(t){return this._active.getDistance(t)},l.getDistanceLimits=function(t){return this._active.getDistanceLimits(t)},l.lastT=function(){return this._active.lastT()},l.setMode=function(t){if(t!==this._mode){var e=this._controllerNames.indexOf(t);if(!(0>e)){var r=this._active,n=this._controllerList[e],i=Math.max(r.lastT(),n.lastT());r.recalcMatrix(i),n.setMatrix(i,r.computedMatrix),this._active=n,this._mode=t,this.computedMatrix=this._active.computedMatrix,this.computedEye=this._active.computedEye,this.computedUp=this._active.computedUp,this.computedCenter=this._active.computedCenter,this.computedRadius=this._active.computedRadius}}},l.getMode=function(){return this._mode}},{\"matrix-camera-controller\":11,\"orbit-camera-controller\":20,\"turntable-camera-controller\":21}],23:[function(t,e,r){function n(t,e){return a(i(t,e))}e.exports=n;var i=t(\"alpha-complex\"),a=t(\"simplicial-complex-boundary\")},{\"alpha-complex\":24,\"simplicial-complex-boundary\":27}],24:[function(t,e,r){\"use strict\";function n(t,e){return i(e).filter(function(r){for(var n=new Array(r.length),i=0;i<r.length;++i)n[i]=e[r[i]];return a(n)*t<1})}e.exports=n;var i=t(\"delaunay-triangulate\"),a=t(\"circumradius\")},{circumradius:25,\"delaunay-triangulate\":54}],25:[function(t,e,r){function n(t){for(var e=i(t),r=0,n=0;n<t.length;++n)for(var a=t[n],o=0;o<e.length;++o)r+=Math.pow(a[o]-e[o],2);return Math.sqrt(r/t.length)}e.exports=n;var i=t(\"circumcenter\")},{circumcenter:26}],26:[function(t,e,r){\"use strict\";function n(t,e){for(var r=0,n=t.length,i=0;n>i;++i)r+=t[i]*e[i];return r}function i(t){var e=t.length;if(0===e)return[];var r=(t[0].length,o([t.length+1,t.length+1],1)),i=o([t.length+1],1);r[e][e]=0;for(var a=0;e>a;++a){for(var l=0;a>=l;++l)r[l][a]=r[a][l]=2*n(t[a],t[l]);i[a]=n(t[a],t[a])}for(var u=s(r,i),c=0,h=u[e+1],a=0;a<h.length;++a)c+=h[a];for(var f=new Array(e),a=0;e>a;++a){for(var h=u[a],d=0,l=0;l<h.length;++l)d+=h[l];f[a]=d/c}return f}function a(t){if(0===t.length)return[];for(var e=t[0].length,r=o([e]),n=i(t),a=0;a<t.length;++a)for(var s=0;e>s;++s)r[s]+=t[a][s]*n[a];return r}var o=t(\"dup\"),s=t(\"robust-linear-solve\");a.barycenetric=i,e.exports=a},{dup:55,\"robust-linear-solve\":192}],27:[function(t,e,r){\"use strict\";function n(t){return a(i(t))}e.exports=n;var i=t(\"boundary-cells\"),a=t(\"reduce-simplicial-complex\")},{\"boundary-cells\":28,\"reduce-simplicial-complex\":31}],28:[function(t,e,r){\"use strict\";function n(t){for(var e=t.length,r=0,n=0;e>n;++n)r+=t[n].length;for(var i=new Array(r),a=0,n=0;e>n;++n)for(var o=t[n],s=o.length,l=0;s>l;++l)for(var u=i[a++]=new Array(s-1),c=1;s>c;++c)u[c-1]=o[(l+c)%s];return i}e.exports=n},{}],29:[function(t,e,r){\"use strict\";function n(t){for(var e=1,r=1;r<t.length;++r)for(var n=0;r>n;++n)if(t[r]<t[n])e=-e;else if(t[n]===t[r])return 0;return e}e.exports=n},{}],30:[function(t,e,r){\"use strict\";function n(t,e){return i(t,e)||a(t)-a(e)}var i=t(\"compare-cell\"),a=t(\"cell-orientation\");e.exports=n},{\"cell-orientation\":29,\"compare-cell\":41}],31:[function(t,e,r){\"use strict\";function n(t){t.sort(a);for(var 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Error(\"gl-buffer: Invalid type for webgl buffer, must be either gl.ARRAY_BUFFER or gl.ELEMENT_ARRAY_BUFFER\");if(i!==t.DYNAMIC_DRAW&&i!==t.STATIC_DRAW&&i!==t.STREAM_DRAW)throw new Error(\"gl-buffer: Invalid usage for buffer, must be either gl.DYNAMIC_DRAW, gl.STATIC_DRAW or gl.STREAM_DRAW\");var a=t.createBuffer(),o=new n(t,r,a,0,i);return o.update(e),o}var l=t(\"typedarray-pool\"),u=t(\"ndarray-ops\"),c=t(\"ndarray\"),h=[\"uint8\",\"uint8_clamped\",\"uint16\",\"uint32\",\"int8\",\"int16\",\"int32\",\"float32\"],f=n.prototype;f.bind=function(){this.gl.bindBuffer(this.type,this.handle)},f.unbind=function(){this.gl.bindBuffer(this.type,null)},f.dispose=function(){this.gl.deleteBuffer(this.handle)},f.update=function(t,e){if(\"number\"!=typeof e&&(e=-1),this.bind(),\"object\"==typeof t&&\"undefined\"!=typeof t.shape){var r=t.dtype;if(h.indexOf(r)<0&&(r=\"float32\"),this.type===this.gl.ELEMENT_ARRAY_BUFFER){var n=gl.getExtension(\"OES_element_index_uint\");r=n&&\"uint16\"!==r?\"uint32\":\"uint16\"}if(r===t.dtype&&o(t.shape,t.stride))0===t.offset&&t.data.length===t.shape[0]?this.length=i(this.gl,this.type,this.length,this.usage,t.data,e):this.length=i(this.gl,this.type,this.length,this.usage,t.data.subarray(t.offset,t.shape[0]),e);else{var s=l.malloc(t.size,r),f=c(s,t.shape);u.assign(f,t),0>e?this.length=i(this.gl,this.type,this.length,this.usage,s,e):this.length=i(this.gl,this.type,this.length,this.usage,s.subarray(0,t.size),e),l.free(s)}}else if(Array.isArray(t)){var d;d=this.type===this.gl.ELEMENT_ARRAY_BUFFER?a(t,\"uint16\"):a(t,\"float32\"),0>e?this.length=i(this.gl,this.type,this.length,this.usage,d,e):this.length=i(this.gl,this.type,this.length,this.usage,d.subarray(0,t.length),e),l.free(d)}else if(\"object\"==typeof t&&\"number\"==typeof t.length)this.length=i(this.gl,this.type,this.length,this.usage,t,e);else{if(\"number\"!=typeof t&&void 0!==t)throw new Error(\"gl-buffer: Invalid data type\");if(e>=0)throw new Error(\"gl-buffer: Cannot specify offset when resizing buffer\");t=0|t,0>=t&&(t=1),this.gl.bufferData(this.type,0|t,this.usage),this.length=t}},e.exports=s},{ndarray:189,\"ndarray-ops\":184,\"typedarray-pool\":217}],60:[function(t,e,r){\"use strict\";function n(t,e,r){this.plot=t,this.shader=e,this.buffer=r,this.bounds=[1/0,1/0,-(1/0),-(1/0)],this.numPoints=0,this.color=[0,0,0,1]}function i(t,e){var r=a(t.gl,l.vertex,l.fragment),i=o(t.gl),s=new n(t,r,i);return s.update(e),t.addObject(s),s}var a=t(\"gl-shader\"),o=t(\"gl-buffer\"),s=t(\"typedarray-pool\"),l=t(\"./lib/shaders\");e.exports=i;var u=[[1,0,0,1,0,0],[1,0,0,-1,0,0],[-1,0,0,-1,0,0],[-1,0,0,-1,0,0],[-1,0,0,1,0,0],[1,0,0,1,0,0],[1,0,-1,0,0,1],[1,0,-1,0,0,-1],[1,0,1,0,0,-1],[1,0,1,0,0,-1],[1,0,1,0,0,1],[1,0,-1,0,0,1],[-1,0,-1,0,0,1],[-1,0,-1,0,0,-1],[-1,0,1,0,0,-1],[-1,0,1,0,0,-1],[-1,0,1,0,0,1],[-1,0,-1,0,0,1],[0,1,1,0,0,0],[0,1,-1,0,0,0],[0,-1,-1,0,0,0],[0,-1,-1,0,0,0],[0,1,1,0,0,0],[0,-1,1,0,0,0],[0,1,0,-1,1,0],[0,1,0,-1,-1,0],[0,1,0,1,-1,0],[0,1,0,1,1,0],[0,1,0,-1,1,0],[0,1,0,1,-1,0],[0,-1,0,-1,1,0],[0,-1,0,-1,-1,0],[0,-1,0,1,-1,0],[0,-1,0,1,1,0],[0,-1,0,-1,1,0],[0,-1,0,1,-1,0]],c=n.prototype;c.draw=function(){var t=[1,0,0,0,1,0,0,0,1],e=[1,1];return function(){var r=this.plot,n=this.shader,i=this.buffer,a=this.bounds,o=this.numPoints,s=(this.color,r.gl),l=r.dataBox,c=r.viewBox,h=r.pixelRatio,f=a[2]-a[0],d=a[3]-a[1],p=l[2]-l[0],g=l[3]-l[1];t[0]=2*f/p,t[4]=2*d/g,t[6]=2*(a[0]-l[0])/p-1,t[7]=2*(a[1]-l[1])/g-1;var v=c[2]-c[0],m=c[3]-c[1];e[0]=2*h/v,e[1]=2*h/m,i.bind(),n.bind(),n.uniforms.viewTransform=t,n.uniforms.pixelScale=e,n.uniforms.color=this.color,n.attributes.position.pointer(s.FLOAT,!1,16,0),n.attributes.pixelOffset.pointer(s.FLOAT,!1,16,8),s.drawArrays(s.TRIANGLES,0,o*u.length)}}(),c.drawPick=function(t){return t},c.pick=function(t,e){return null},c.update=function(t){t=t||{};var e=t.positions||[],r=t.errors||[],n=1;\"lineWidth\"in t&&(n=+t.lineWidth);var i=5;\"capSize\"in t&&(i=+t.capSize),this.color=(t.color||[0,0,0,1]).slice();for(var a=this.bounds=[1/0,1/0,-(1/0),-(1/0)],o=this.numPoints=e.length>>1,l=0;o>l;++l){var c=e[2*l],h=e[2*l+1];a[0]=Math.min(c,a[0]),a[1]=Math.min(h,a[1]),a[2]=Math.max(c,a[2]),a[3]=Math.max(h,a[3])}a[2]===a[0]&&(a[2]+=1),a[3]===a[1]&&(a[3]+=1);for(var f=1/(a[2]-a[0]),d=1/(a[3]-a[1]),p=a[0],g=a[1],v=s.mallocFloat32(o*u.length*4),m=0,l=0;o>l;++l)for(var c=e[2*l],h=e[2*l+1],y=r[4*l],b=r[4*l+1],x=r[4*l+2],_=r[4*l+3],w=0;w<u.length;++w){var k=u[w],A=k[0],M=k[1];0>A?A*=y:A>0&&(A*=b),0>M?M*=x:M>0&&(M*=_),v[m++]=f*(c-p+A),v[m++]=d*(h-g+M),v[m++]=n*k[2]+(i+n)*k[4],v[m++]=n*k[3]+(i+n)*k[5]}this.buffer.update(v),s.free(v)},c.dispose=function(){this.plot.removeObject(this),this.shader.dispose(),this.buffer.dispose()}},{\"./lib/shaders\":61,\"gl-buffer\":59,\"gl-shader\":138,\"typedarray-pool\":217}],61:[function(t,e,r){e.exports={vertex:\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 position;\\nattribute vec2 pixelOffset;\\n\\nuniform mat3 viewTransform;\\nuniform vec2 pixelScale;\\n\\nvoid main() {\\n  vec3 scrPosition = viewTransform * vec3(position, 1);\\n  gl_Position = vec4(\\n    scrPosition.xy + scrPosition.z * pixelScale * pixelOffset,\\n    0,\\n    scrPosition.z);\\n}\\n\",fragment:\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec4 color;\\n\\nvoid main() {\\n  gl_FragColor = vec4(color.rgb * color.a, color.a);\\n}\\n\"}},{}],62:[function(t,e,r){\"use strict\";function n(t,e,r,n){this.gl=t,this.shader=n,this.buffer=e,this.vao=r,this.pixelRatio=1,this.bounds=[[1/0,1/0,1/0],[-(1/0),-(1/0),-(1/0)]],this.clipBounds=[[-(1/0),-(1/0),-(1/0)],[1/0,1/0,1/0]],this.lineWidth=[1,1,1],this.capSize=[10,10,10],this.lineCount=[0,0,0],this.lineOffset=[0,0,0],this.opacity=1}function i(t,e){for(var r=0;3>r;++r)t[0][r]=Math.min(t[0][r],e[r]),t[1][r]=Math.max(t[1][r],e[r])}function a(t,e,r,n){for(var i=f[n],a=0;a<i.length;++a){var o=i[a];t.push(e[0],e[1],e[2],r[0],r[1],r[2],r[3],o[0],o[1],o[2])}return i.length}function o(t){var e=t.gl,r=s(e),i=l(e,[{buffer:r,type:e.FLOAT,size:3,offset:0,stride:40},{buffer:r,type:e.FLOAT,size:4,offset:12,stride:40},{buffer:r,type:e.FLOAT,size:3,offset:28,stride:40}]),a=u(e);a.attributes.position.location=0,a.attributes.color.location=1,a.attributes.offset.location=2;var o=new n(e,r,i,a);return o.update(t),o}e.exports=o;var s=t(\"gl-buffer\"),l=t(\"gl-vao\"),u=t(\"./shaders/index\"),c=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1],h=n.prototype;h.isOpaque=function(){return this.opacity>=1},h.isTransparent=function(){return this.opacity<1},h.drawTransparent=h.draw=function(t){var e=this.gl,r=this.shader.uniforms;this.shader.bind();var n=r.view=t.view||c,i=r.projection=t.projection||c;r.model=t.model||c,r.clipBounds=this.clipBounds,r.opacity=this.opacity;var a=n[12],o=n[13],s=n[14],l=n[15],u=this.pixelRatio*(i[3]*a+i[7]*o+i[11]*s+i[15]*l)/e.drawingBufferHeight;this.vao.bind();for(var h=0;3>h;++h)e.lineWidth(this.lineWidth[h]),r.capSize=this.capSize[h]*u,e.drawArrays(e.LINES,this.lineOffset[h],this.lineCount[h]);this.vao.unbind()};var f=function(){for(var t=new Array(3),e=0;3>e;++e){for(var r=[],n=1;2>=n;++n)for(var i=-1;1>=i;i+=2){var a=(n+e)%3,o=[0,0,0];o[a]=i,r.push(o)}t[e]=r}return t}();h.update=function(t){t=t||{},\"lineWidth\"in t&&(this.lineWidth=t.lineWidth,Array.isArray(this.lineWidth)||(this.lineWidth=[this.lineWidth,this.lineWidth,this.lineWidth])),\"capSize\"in t&&(this.capSize=t.capSize,Array.isArray(this.capSize)||(this.capSize=[this.capSize,this.capSize,this.capSize])),\"opacity\"in t&&(this.opacity=t.opacity);var e=t.color||[[0,0,0],[0,0,0],[0,0,0]],r=t.position,n=t.error;if(Array.isArray(e[0])||(e=[e,e,e]),r&&n){var o=[],s=r.length,l=0;this.bounds=[[1/0,1/0,1/0],[-(1/0),-(1/0),-(1/0)]],this.lineCount=[0,0,0];for(var u=0;3>u;++u){this.lineOffset[u]=l;t:for(var c=0;s>c;++c){for(var h=r[c],f=0;3>f;++f)if(isNaN(h[f])||!isFinite(h[f]))continue t;var d=n[c],p=e[u];if(Array.isArray(p[0])&&(p=e[c]),3===p.length&&(p=[p[0],p[1],p[2],1]),!isNaN(d[0][u])&&!isNaN(d[1][u])){if(d[0][u]<0){var g=h.slice();g[u]+=d[0][u],o.push(h[0],h[1],h[2],p[0],p[1],p[2],p[3],0,0,0,g[0],g[1],g[2],p[0],p[1],p[2],p[3],0,0,0),i(this.bounds,g),l+=2+a(o,g,p,u)}if(d[1][u]>0){var g=h.slice();g[u]+=d[1][u],o.push(h[0],h[1],h[2],p[0],p[1],p[2],p[3],0,0,0,g[0],g[1],g[2],p[0],p[1],p[2],p[3],0,0,0),i(this.bounds,g),l+=2+a(o,g,p,u)}}}this.lineCount[u]=l-this.lineOffset[u]}this.buffer.update(o)}},h.dispose=function(){this.shader.dispose(),this.buffer.dispose(),this.vao.dispose()}},{\"./shaders/index\":63,\"gl-buffer\":59,\"gl-vao\":166}],63:[function(t,e,r){\"use strict\";var n=t(\"gl-shader\"),i=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position, offset;\\nattribute vec4 color;\\nuniform mat4 model, view, projection;\\nuniform float capSize;\\nvarying vec4 fragColor;\\nvarying vec3 fragPosition;\\n\\nvoid main() {\\n  vec4 worldPosition  = model * vec4(position, 1.0);\\n  worldPosition       = (worldPosition / worldPosition.w) + vec4(capSize * offset, 0.0);\\n  gl_Position         = projection * view * worldPosition;\\n  fragColor           = color;\\n  fragPosition        = position;\\n}\",a=\"#define GLSLIFY 1\\nprecision mediump float;\\nuniform vec3 clipBounds[2];\\nuniform float opacity;\\nvarying vec3 fragPosition;\\nvarying vec4 fragColor;\\n\\nvoid main() {\\n  if(any(lessThan(fragPosition, clipBounds[0])) || any(greaterThan(fragPosition, clipBounds[1]))) {\\n    discard;\\n  }\\n  gl_FragColor = opacity * fragColor;\\n}\";\n",
       "e.exports=function(t){return n(t,i,a,null,[{name:\"position\",type:\"vec3\"},{name:\"offset\",type:\"vec3\"},{name:\"color\",type:\"vec4\"}])}},{\"gl-shader\":138}],64:[function(t,e,r){\"use strict\";function n(t){var e=t.getParameter(t.FRAMEBUFFER_BINDING),r=t.getParameter(t.RENDERBUFFER_BINDING),n=t.getParameter(t.TEXTURE_BINDING_2D);return[e,r,n]}function i(t,e){t.bindFramebuffer(t.FRAMEBUFFER,e[0]),t.bindRenderbuffer(t.RENDERBUFFER,e[1]),t.bindTexture(t.TEXTURE_2D,e[2])}function a(t,e){var r=t.getParameter(e.MAX_COLOR_ATTACHMENTS_WEBGL);y=new Array(r+1);for(var n=0;r>=n;++n){for(var i=new Array(r),a=0;n>a;++a)i[a]=t.COLOR_ATTACHMENT0+a;for(var a=n;r>a;++a)i[a]=t.NONE;y[n]=i}}function o(t){switch(t){case p:throw new Error(\"gl-fbo: Framebuffer unsupported\");case g:throw new Error(\"gl-fbo: Framebuffer incomplete attachment\");case v:throw new Error(\"gl-fbo: Framebuffer incomplete dimensions\");case m:throw new Error(\"gl-fbo: Framebuffer incomplete missing attachment\");default:throw new Error(\"gl-fbo: Framebuffer failed for unspecified reason\")}}function s(t,e,r,n,i,a){if(!n)return null;var o=d(t,e,r,i,n);return o.magFilter=t.NEAREST,o.minFilter=t.NEAREST,o.mipSamples=1,o.bind(),t.framebufferTexture2D(t.FRAMEBUFFER,a,t.TEXTURE_2D,o.handle,0),o}function l(t,e,r,n,i){var a=t.createRenderbuffer();return t.bindRenderbuffer(t.RENDERBUFFER,a),t.renderbufferStorage(t.RENDERBUFFER,n,e,r),t.framebufferRenderbuffer(t.FRAMEBUFFER,i,t.RENDERBUFFER,a),a}function u(t){var e=n(t.gl),r=t.gl,a=t.handle=r.createFramebuffer(),u=t._shape[0],c=t._shape[1],h=t.color.length,f=t._ext,d=t._useStencil,p=t._useDepth,g=t._colorType;r.bindFramebuffer(r.FRAMEBUFFER,a);for(var v=0;h>v;++v)t.color[v]=s(r,u,c,g,r.RGBA,r.COLOR_ATTACHMENT0+v);0===h?(t._color_rb=l(r,u,c,r.RGBA4,r.COLOR_ATTACHMENT0),f&&f.drawBuffersWEBGL(y[0])):h>1&&f.drawBuffersWEBGL(y[h]);var m=r.getExtension(\"WEBGL_depth_texture\");m?d?t.depth=s(r,u,c,m.UNSIGNED_INT_24_8_WEBGL,r.DEPTH_STENCIL,r.DEPTH_STENCIL_ATTACHMENT):p&&(t.depth=s(r,u,c,r.UNSIGNED_SHORT,r.DEPTH_COMPONENT,r.DEPTH_ATTACHMENT)):p&&d?t._depth_rb=l(r,u,c,r.DEPTH_STENCIL,r.DEPTH_STENCIL_ATTACHMENT):p?t._depth_rb=l(r,u,c,r.DEPTH_COMPONENT16,r.DEPTH_ATTACHMENT):d&&(t._depth_rb=l(r,u,c,r.STENCIL_INDEX,r.STENCIL_ATTACHMENT));var b=r.checkFramebufferStatus(r.FRAMEBUFFER);if(b!==r.FRAMEBUFFER_COMPLETE){t._destroyed=!0,r.bindFramebuffer(r.FRAMEBUFFER,null),r.deleteFramebuffer(t.handle),t.handle=null,t.depth&&(t.depth.dispose(),t.depth=null),t._depth_rb&&(r.deleteRenderbuffer(t._depth_rb),t._depth_rb=null);for(var v=0;v<t.color.length;++v)t.color[v].dispose(),t.color[v]=null;t._color_rb&&(r.deleteRenderbuffer(t._color_rb),t._color_rb=null),i(r,e),o(b)}i(r,e)}function c(t,e,r,n,i,a,o,s){this.gl=t,this._shape=[0|e,0|r],this._destroyed=!1,this._ext=s,this.color=new Array(i);for(var l=0;i>l;++l)this.color[l]=null;this._color_rb=null,this.depth=null,this._depth_rb=null,this._colorType=n,this._useDepth=a,this._useStencil=o;var c=this,h=[0|e,0|r];Object.defineProperties(h,{0:{get:function(){return c._shape[0]},set:function(t){return c.width=t}},1:{get:function(){return c._shape[1]},set:function(t){return c.height=t}}}),this._shapeVector=h,u(this)}function h(t,e,r){if(t._destroyed)throw new Error(\"gl-fbo: Can't resize destroyed FBO\");if(t._shape[0]!==e||t._shape[1]!==r){var a=t.gl,s=a.getParameter(a.MAX_RENDERBUFFER_SIZE);if(0>e||e>s||0>r||r>s)throw new Error(\"gl-fbo: Can't resize FBO, invalid dimensions\");t._shape[0]=e,t._shape[1]=r;for(var l=n(a),u=0;u<t.color.length;++u)t.color[u].shape=t._shape;t._color_rb&&(a.bindRenderbuffer(a.RENDERBUFFER,t._color_rb),a.renderbufferStorage(a.RENDERBUFFER,a.RGBA4,t._shape[0],t._shape[1])),t.depth&&(t.depth.shape=t._shape),t._depth_rb&&(a.bindRenderbuffer(a.RENDERBUFFER,t._depth_rb),t._useDepth&&t._useStencil?a.renderbufferStorage(a.RENDERBUFFER,a.DEPTH_STENCIL,t._shape[0],t._shape[1]):t._useDepth?a.renderbufferStorage(a.RENDERBUFFER,a.DEPTH_COMPONENT16,t._shape[0],t._shape[1]):t._useStencil&&a.renderbufferStorage(a.RENDERBUFFER,a.STENCIL_INDEX,t._shape[0],t._shape[1])),a.bindFramebuffer(a.FRAMEBUFFER,t.handle);var c=a.checkFramebufferStatus(a.FRAMEBUFFER);c!==a.FRAMEBUFFER_COMPLETE&&(t.dispose(),i(a,l),o(c)),i(a,l)}}function f(t,e,r,n){p||(p=t.FRAMEBUFFER_UNSUPPORTED,g=t.FRAMEBUFFER_INCOMPLETE_ATTACHMENT,v=t.FRAMEBUFFER_INCOMPLETE_DIMENSIONS,m=t.FRAMEBUFFER_INCOMPLETE_MISSING_ATTACHMENT);var i=t.getExtension(\"WEBGL_draw_buffers\");if(!y&&i&&a(t,i),Array.isArray(e)&&(n=r,r=0|e[1],e=0|e[0]),\"number\"!=typeof e)throw new Error(\"gl-fbo: Missing shape parameter\");var o=t.getParameter(t.MAX_RENDERBUFFER_SIZE);if(0>e||e>o||0>r||r>o)throw new Error(\"gl-fbo: Parameters are too large for FBO\");n=n||{};var s=1;if(\"color\"in n){if(s=Math.max(0|n.color,0),0>s)throw new Error(\"gl-fbo: Must specify a nonnegative number of colors\");if(s>1){if(!i)throw new Error(\"gl-fbo: Multiple draw buffer extension not supported\");if(s>t.getParameter(i.MAX_COLOR_ATTACHMENTS_WEBGL))throw new Error(\"gl-fbo: Context does not support \"+s+\" draw buffers\")}}var l=t.UNSIGNED_BYTE,u=t.getExtension(\"OES_texture_float\");if(n.float&&s>0){if(!u)throw new Error(\"gl-fbo: Context does not support floating point textures\");l=t.FLOAT}else n.preferFloat&&s>0&&u&&(l=t.FLOAT);var h=!0;\"depth\"in n&&(h=!!n.depth);var f=!1;return\"stencil\"in n&&(f=!!n.stencil),new c(t,e,r,l,s,h,f,i)}var d=t(\"gl-texture2d\");e.exports=f;var p,g,v,m,y=null,b=c.prototype;Object.defineProperties(b,{shape:{get:function(){return this._destroyed?[0,0]:this._shapeVector},set:function(t){if(Array.isArray(t)||(t=[0|t,0|t]),2!==t.length)throw new Error(\"gl-fbo: Shape vector must be length 2\");var e=0|t[0],r=0|t[1];return h(this,e,r),[e,r]},enumerable:!1},width:{get:function(){return this._destroyed?0:this._shape[0]},set:function(t){return t=0|t,h(this,t,this._shape[1]),t},enumerable:!1},height:{get:function(){return this._destroyed?0:this._shape[1]},set:function(t){return t=0|t,h(this,this._shape[0],t),t},enumerable:!1}}),b.bind=function(){if(!this._destroyed){var t=this.gl;t.bindFramebuffer(t.FRAMEBUFFER,this.handle),t.viewport(0,0,this._shape[0],this._shape[1])}},b.dispose=function(){if(!this._destroyed){this._destroyed=!0;var t=this.gl;t.deleteFramebuffer(this.handle),this.handle=null,this.depth&&(this.depth.dispose(),this.depth=null),this._depth_rb&&(t.deleteRenderbuffer(this._depth_rb),this._depth_rb=null);for(var e=0;e<this.color.length;++e)this.color[e].dispose(),this.color[e]=null;this._color_rb&&(t.deleteRenderbuffer(this._color_rb),this._color_rb=null)}}},{\"gl-texture2d\":162}],65:[function(t,e,r){r.lineVertex=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nfloat inverse_1_0(float m) {\\n  return 1.0 / m;\\n}\\n\\nmat2 inverse_1_0(mat2 m) {\\n  return mat2(m[1][1],-m[0][1],\\n             -m[1][0], m[0][0]) / (m[0][0]*m[1][1] - m[0][1]*m[1][0]);\\n}\\n\\nmat3 inverse_1_0(mat3 m) {\\n  float a00 = m[0][0], a01 = m[0][1], a02 = m[0][2];\\n  float a10 = m[1][0], a11 = m[1][1], a12 = m[1][2];\\n  float a20 = m[2][0], a21 = m[2][1], a22 = m[2][2];\\n\\n  float b01 = a22 * a11 - a12 * a21;\\n  float b11 = -a22 * a10 + a12 * a20;\\n  float b21 = a21 * a10 - a11 * a20;\\n\\n  float det = a00 * b01 + a01 * b11 + a02 * b21;\\n\\n  return mat3(b01, (-a22 * a01 + a02 * a21), (a12 * a01 - a02 * a11),\\n              b11, (a22 * a00 - a02 * a20), (-a12 * a00 + a02 * a10),\\n              b21, (-a21 * a00 + a01 * a20), (a11 * a00 - a01 * a10)) / det;\\n}\\n\\nmat4 inverse_1_0(mat4 m) {\\n  float\\n      a00 = m[0][0], a01 = m[0][1], a02 = m[0][2], a03 = m[0][3],\\n      a10 = m[1][0], a11 = m[1][1], a12 = m[1][2], a13 = m[1][3],\\n      a20 = m[2][0], a21 = m[2][1], a22 = m[2][2], a23 = m[2][3],\\n      a30 = m[3][0], a31 = m[3][1], a32 = m[3][2], a33 = m[3][3],\\n\\n      b00 = a00 * a11 - a01 * a10,\\n      b01 = a00 * a12 - a02 * a10,\\n      b02 = a00 * a13 - a03 * a10,\\n      b03 = a01 * a12 - a02 * a11,\\n      b04 = a01 * a13 - a03 * a11,\\n      b05 = a02 * a13 - a03 * a12,\\n      b06 = a20 * a31 - a21 * a30,\\n      b07 = a20 * a32 - a22 * a30,\\n      b08 = a20 * a33 - a23 * a30,\\n      b09 = a21 * a32 - a22 * a31,\\n      b10 = a21 * a33 - a23 * a31,\\n      b11 = a22 * a33 - a23 * a32,\\n\\n      det = b00 * b11 - b01 * b10 + b02 * b09 + b03 * b08 - b04 * b07 + b05 * b06;\\n\\n  return mat4(\\n      a11 * b11 - a12 * b10 + a13 * b09,\\n      a02 * b10 - a01 * b11 - a03 * b09,\\n      a31 * b05 - a32 * b04 + a33 * b03,\\n      a22 * b04 - a21 * b05 - a23 * b03,\\n      a12 * b08 - a10 * b11 - a13 * b07,\\n      a00 * b11 - a02 * b08 + a03 * b07,\\n      a32 * b02 - a30 * b05 - a33 * b01,\\n      a20 * b05 - a22 * b02 + a23 * b01,\\n      a10 * b10 - a11 * b08 + a13 * b06,\\n      a01 * b08 - a00 * b10 - a03 * b06,\\n      a30 * b04 - a31 * b02 + a33 * b00,\\n      a21 * b02 - a20 * b04 - a23 * b00,\\n      a11 * b07 - a10 * b09 - a12 * b06,\\n      a00 * b09 - a01 * b07 + a02 * b06,\\n      a31 * b01 - a30 * b03 - a32 * b00,\\n      a20 * b03 - a21 * b01 + a22 * b00) / det;\\n}\\n\\n\\n\\nattribute vec2 a, d;\\n\\nuniform mat3 matrix;\\nuniform vec2 screenShape;\\nuniform float width;\\n\\nvarying vec2 direction;\\n\\nvoid main() {\\n  vec2 dir = (matrix * vec3(d, 0)).xy;\\n  vec3 base = matrix * vec3(a, 1);\\n  vec2 n = 0.5 * width *\\n    normalize(screenShape.yx * vec2(dir.y, -dir.x)) / screenShape.xy;\\n  vec2 tangent = normalize(screenShape.xy * dir);\\n  if(dir.x < 0.0 || (dir.x == 0.0 && dir.y < 0.0)) {\\n    direction = -tangent;\\n  } else {\\n    direction = tangent;\\n  }\\n  gl_Position = vec4(base.xy/base.z + n, 0, 1);\\n}\\n\",r.lineFragment=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec4 color;\\nuniform vec2 screenShape;\\nuniform sampler2D dashPattern;\\nuniform float dashLength;\\n\\nvarying vec2 direction;\\n\\nvoid main() {\\n  float t = fract(dot(direction, gl_FragCoord.xy) / dashLength);\\n  vec4 pcolor = color * texture2D(dashPattern, vec2(t, 0.0)).r;\\n  gl_FragColor = vec4(pcolor.rgb * pcolor.a, pcolor.a);\\n}\\n\",r.mitreVertex=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 p;\\n\\nuniform mat3  matrix;\\nuniform vec2 screenShape;\\nuniform float radius;\\n\\nvoid main() {\\n  vec3 pp = matrix * vec3(p, 1);\\n  gl_Position  = vec4(pp.xy, 0, pp.z);\\n  gl_PointSize = radius;\\n}\\n\",r.mitreFragment=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec4 color;\\n\\nvoid main() {\\n  if(length(gl_PointCoord.xy - 0.5) > 0.25) {\\n    discard;\\n  }\\n  gl_FragColor = vec4(color.rgb, color.a);\\n}\\n\",r.pickVertex=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 a, d;\\nattribute vec4 pick0, pick1;\\n\\nuniform mat3 matrix;\\nuniform vec2 screenShape;\\nuniform float width;\\n\\nvarying vec4 pickA, pickB;\\n\\nfloat inverse_1_0(float m) {\\n  return 1.0 / m;\\n}\\n\\nmat2 inverse_1_0(mat2 m) {\\n  return mat2(m[1][1],-m[0][1],\\n             -m[1][0], m[0][0]) / (m[0][0]*m[1][1] - m[0][1]*m[1][0]);\\n}\\n\\nmat3 inverse_1_0(mat3 m) {\\n  float a00 = m[0][0], a01 = m[0][1], a02 = m[0][2];\\n  float a10 = m[1][0], a11 = m[1][1], a12 = m[1][2];\\n  float a20 = m[2][0], a21 = m[2][1], a22 = m[2][2];\\n\\n  float b01 = a22 * a11 - a12 * a21;\\n  float b11 = -a22 * a10 + a12 * a20;\\n  float b21 = a21 * a10 - a11 * a20;\\n\\n  float det = a00 * b01 + a01 * b11 + a02 * b21;\\n\\n  return mat3(b01, (-a22 * a01 + a02 * a21), (a12 * a01 - a02 * a11),\\n              b11, (a22 * a00 - a02 * a20), (-a12 * a00 + a02 * a10),\\n              b21, (-a21 * a00 + a01 * a20), (a11 * a00 - a01 * a10)) / det;\\n}\\n\\nmat4 inverse_1_0(mat4 m) {\\n  float\\n      a00 = m[0][0], a01 = m[0][1], a02 = m[0][2], a03 = m[0][3],\\n      a10 = m[1][0], a11 = m[1][1], a12 = m[1][2], a13 = m[1][3],\\n      a20 = m[2][0], a21 = m[2][1], a22 = m[2][2], a23 = m[2][3],\\n      a30 = m[3][0], a31 = m[3][1], a32 = m[3][2], a33 = m[3][3],\\n\\n      b00 = a00 * a11 - a01 * a10,\\n      b01 = a00 * a12 - a02 * a10,\\n      b02 = a00 * a13 - a03 * a10,\\n      b03 = a01 * a12 - a02 * a11,\\n      b04 = a01 * a13 - a03 * a11,\\n      b05 = a02 * a13 - a03 * a12,\\n      b06 = a20 * a31 - a21 * a30,\\n      b07 = a20 * a32 - a22 * a30,\\n      b08 = a20 * a33 - a23 * a30,\\n      b09 = a21 * a32 - a22 * a31,\\n      b10 = a21 * a33 - a23 * a31,\\n      b11 = a22 * a33 - a23 * a32,\\n\\n      det = b00 * b11 - b01 * b10 + b02 * b09 + b03 * b08 - b04 * b07 + b05 * b06;\\n\\n  return mat4(\\n      a11 * b11 - a12 * b10 + a13 * b09,\\n      a02 * b10 - a01 * b11 - a03 * b09,\\n      a31 * b05 - a32 * b04 + a33 * b03,\\n      a22 * b04 - a21 * b05 - a23 * b03,\\n      a12 * b08 - a10 * b11 - a13 * b07,\\n      a00 * b11 - a02 * b08 + a03 * b07,\\n      a32 * b02 - a30 * b05 - a33 * b01,\\n      a20 * b05 - a22 * b02 + a23 * b01,\\n      a10 * b10 - a11 * b08 + a13 * b06,\\n      a01 * b08 - a00 * b10 - a03 * b06,\\n      a30 * b04 - a31 * b02 + a33 * b00,\\n      a21 * b02 - a20 * b04 - a23 * b00,\\n      a11 * b07 - a10 * b09 - a12 * b06,\\n      a00 * b09 - a01 * b07 + a02 * b06,\\n      a31 * b01 - a30 * b03 - a32 * b00,\\n      a20 * b03 - a21 * b01 + a22 * b00) / det;\\n}\\n\\n\\n\\nvoid main() {\\n  vec3 base = matrix * vec3(a, 1);\\n  vec2 n = width *\\n    normalize(screenShape.yx * vec2(d.y, -d.x)) / screenShape.xy;\\n  gl_Position = vec4(base.xy/base.z + n, 0, 1);\\n  pickA = pick0;\\n  pickB = pick1;\\n}\\n\",r.pickFragment=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec4 pickOffset;\\n\\nvarying vec4 pickA, pickB;\\n\\nvoid main() {\\n  vec4 fragId = vec4(pickA.xyz, 0.0);\\n  if(pickB.w > pickA.w) {\\n    fragId.xyz = pickB.xyz;\\n  }\\n\\n  fragId += pickOffset;\\n\\n  fragId.y += floor(fragId.x / 256.0);\\n  fragId.x -= floor(fragId.x / 256.0) * 256.0;\\n\\n  fragId.z += floor(fragId.y / 256.0);\\n  fragId.y -= floor(fragId.y / 256.0) * 256.0;\\n\\n  fragId.w += floor(fragId.z / 256.0);\\n  fragId.z -= floor(fragId.z / 256.0) * 256.0;\\n\\n  gl_FragColor = fragId / 255.0;\\n}\\n\",r.fillVertex=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 a, d;\\n\\nuniform mat3 matrix;\\nuniform vec2 projectAxis;\\nuniform float projectValue;\\nuniform float depth;\\n\\nvoid main() {\\n  vec3 base = matrix * vec3(a, 1);\\n  vec2 p = base.xy / base.z;\\n  if(d.y < 0.0 || (d.y == 0.0 && d.x < 0.0)) {\\n    if(dot(p, projectAxis) < projectValue) {\\n      p = p * (1.0 - abs(projectAxis)) + projectAxis * projectValue;\\n    }\\n  }\\n  gl_Position = vec4(p, depth, 1);\\n}\\n\",r.fillFragment=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec4 color;\\n\\nvoid main() {\\n  gl_FragColor = vec4(color.rgb * color.a, color.a);\\n}\\n\"},{}],66:[function(t,e,r){\"use strict\";function n(t,e,r,n,i,a,o,s){this.plot=t,this.dashPattern=e,this.lineBuffer=r,this.pickBuffer=n,this.lineShader=i,this.mitreShader=a,this.fillShader=o,this.pickShader=s,this.usingDashes=!1,this.bounds=[1/0,1/0,-(1/0),-(1/0)],this.width=1,this.color=[0,0,1,1],this.fill=[!1,!1,!1,!1],this.fillColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.data=null,this.numPoints=0,this.vertCount=0,this.pickOffset=0,this.lodBuffer=[]}function i(t){return t.map(function(t){return t.slice()})}function a(t,e){var r=t.gl,i=s(r),a=s(r),u=l(r,[1,1]),c=o(r,h.lineVertex,h.lineFragment),f=o(r,h.mitreVertex,h.mitreFragment),d=o(r,h.fillVertex,h.fillFragment),p=o(r,h.pickVertex,h.pickFragment),g=new n(t,u,i,a,c,f,d,p);return t.addObject(g),g.update(e),g}e.exports=a;var o=t(\"gl-shader\"),s=t(\"gl-buffer\"),l=t(\"gl-texture2d\"),u=t(\"ndarray\"),c=t(\"typedarray-pool\"),h=t(\"./lib/shaders\"),f=n.prototype;f.draw=function(){var t=[1,0,0,0,1,0,0,0,1],e=[0,0],r=[1,0],n=[-1,0],i=[0,1],a=[0,-1];return function(){var o=this.plot,s=this.color,l=this.width,u=(this.numPoints,this.bounds),c=this.vertCount,h=o.gl,f=o.viewBox,d=o.dataBox,p=o.pixelRatio,g=u[2]-u[0],v=u[3]-u[1],m=d[2]-d[0],y=d[3]-d[1],b=f[2]-f[0],x=f[3]-f[1];t[0]=2*g/m,t[4]=2*v/y,t[6]=2*(u[0]-d[0])/m-1,t[7]=2*(u[1]-d[1])/y-1,e[0]=b,e[1]=x;var _=this.lineBuffer;_.bind();var w=this.fill;if(w[0]||w[1]||w[2]||w[3]){var k=this.fillShader;k.bind();var A=k.uniforms;A.matrix=t,A.depth=o.nextDepthValue();var M=k.attributes;M.a.pointer(h.FLOAT,!1,16,0),M.d.pointer(h.FLOAT,!1,16,8),h.depthMask(!0),h.enable(h.DEPTH_TEST);var L=this.fillColor;w[0]&&(A.color=L[0],A.projectAxis=n,A.projectValue=1,h.drawArrays(h.TRIANGLES,0,c)),w[1]&&(A.color=L[1],A.projectAxis=a,A.projectValue=1,h.drawArrays(h.TRIANGLES,0,c)),w[2]&&(A.color=L[2],A.projectAxis=r,A.projectValue=1,h.drawArrays(h.TRIANGLES,0,c)),w[3]&&(A.color=L[3],A.projectAxis=i,A.projectValue=1,h.drawArrays(h.TRIANGLES,0,c)),h.depthMask(!1),h.disable(h.DEPTH_TEST)}var T=this.lineShader;T.bind();var E=T.uniforms;E.matrix=t,E.color=s,E.width=l*p,E.screenShape=e,E.dashPattern=this.dashPattern.bind(),E.dashLength=this.dashLength*p;var C=T.attributes;if(C.a.pointer(h.FLOAT,!1,16,0),C.d.pointer(h.FLOAT,!1,16,8),h.drawArrays(h.TRIANGLES,0,c),l>2&&!this.usingDashes){var S=this.mitreShader;S.bind();var z=S.uniforms;z.matrix=t,z.color=s,z.screenShape=e,z.radius=l*p,S.attributes.p.pointer(h.FLOAT,!1,48,0),h.drawArrays(h.POINTS,0,c/3|0)}}}(),f.drawPick=function(){var t=[1,0,0,0,1,0,0,0,1],e=[0,0],r=[0,0,0,0];return function(n){var i=this.plot,a=this.pickShader,o=this.lineBuffer,s=this.pickBuffer,l=this.width,u=this.numPoints,c=this.bounds,h=this.vertCount,f=i.gl,d=i.viewBox,p=i.dataBox,g=i.pickPixelRatio,v=c[2]-c[0],m=c[3]-c[1],y=p[2]-p[0],b=p[3]-p[1],x=d[2]-d[0],_=d[3]-d[1];this.pickOffset=n,t[0]=2*v/y,t[4]=2*m/b,t[6]=2*(c[0]-p[0])/y-1,t[7]=2*(c[1]-p[1])/b-1,e[0]=x,e[1]=_,r[0]=255&n,r[1]=n>>>8&255,r[2]=n>>>16&255,r[3]=n>>>24,a.bind();var w=a.uniforms;w.matrix=t,w.width=l*g,w.pickOffset=r,w.screenShape=e;var k=a.attributes;return o.bind(),k.a.pointer(f.FLOAT,!1,16,0),k.d.pointer(f.FLOAT,!1,16,8),s.bind(),k.pick0.pointer(f.UNSIGNED_BYTE,!1,8,0),k.pick1.pointer(f.UNSIGNED_BYTE,!1,8,4),f.drawArrays(f.TRIANGLES,0,h),n+u}}(),f.pick=function(t,e,r){var n=this.pickOffset,i=this.numPoints;if(n>r||r>=n+i)return null;var a=r-n,o=this.data;return{object:this,pointId:a,dataCoord:[o[2*a],o[2*a+1]]}},f.update=function(t){t=t||{};var e=this.plot.gl;this.color=(t.color||[0,0,1,1]).slice(),this.width=+(t.width||1),this.fill=(t.fill||[!1,!1,!1,!1]).slice(),this.fillColor=i(t.fillColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]);for(var r=t.dashes||[1],n=0,a=0;a<r.length;++a)n+=r[a];for(var o=c.mallocUint8(n),s=0,h=255,a=0;a<r.length;++a){for(var f=0;f<r[a];++f)o[s++]=h;h^=255}this.dashPattern.dispose(),this.usingDashes=r.length>1,this.dashPattern=l(e,u(o,[n,1,4],[1,0,0])),this.dashPattern.minFilter=e.NEAREST,this.dashPattern.magFilter=e.NEAREST,this.dashLength=n,c.free(o);var d=t.positions;this.data=d;var p=this.bounds;p[0]=p[1]=1/0,p[2]=p[3]=-(1/0);var g=this.numPoints=d.length>>>1;if(0!==g){for(var a=0;g>a;++a){var v=d[2*a],m=d[2*a+1];p[0]=Math.min(p[0],v),p[1]=Math.min(p[1],m),p[2]=Math.max(p[2],v),p[3]=Math.max(p[3],m)}p[0]===p[2]&&(p[2]+=1),p[3]===p[1]&&(p[3]+=1);var y=c.mallocFloat32(24*(g-1)),b=c.mallocUint32(12*(g-1)),x=y.length,_=b.length,s=g;for(this.vertCount=6*(g-1);s>1;){var w=--s,v=d[2*s],m=d[2*s+1];v=(v-p[0])/(p[2]-p[0]),m=(m-p[1])/(p[3]-p[1]);var k=w-1,A=d[2*k],M=d[2*k+1];A=(A-p[0])/(p[2]-p[0]),M=(M-p[1])/(p[3]-p[1]);var L=A-v,T=M-m,E=w|1<<24,C=w-1,S=w,z=w-1|1<<24;y[--x]=-T,y[--x]=-L,y[--x]=m,y[--x]=v,b[--_]=E,b[--_]=C,y[--x]=T,y[--x]=L,y[--x]=M,y[--x]=A,b[--_]=S,b[--_]=z,y[--x]=-T,y[--x]=-L,y[--x]=M,y[--x]=A,b[--_]=S,b[--_]=z,y[--x]=T,y[--x]=L,y[--x]=M,y[--x]=A,b[--_]=S,b[--_]=z,y[--x]=-T,y[--x]=-L,y[--x]=m,y[--x]=v,b[--_]=E,b[--_]=C,y[--x]=T,y[--x]=L,y[--x]=m,y[--x]=v,b[--_]=E,b[--_]=C}this.lineBuffer.update(y),this.pickBuffer.update(b),c.free(y),c.free(b)}},f.dispose=function(){this.plot.removeObject(this),this.lineBuffer.dispose(),this.pickBuffer.dispose(),this.lineShader.dispose(),this.mitreShader.dispose(),this.fillShader.dispose(),this.pickShader.dispose(),this.dashPattern.dispose()}},{\"./lib/shaders\":65,\"gl-buffer\":59,\"gl-shader\":138,\"gl-texture2d\":162,ndarray:189,\"typedarray-pool\":217}],67:[function(t,e,r){var n=t(\"gl-shader\"),i=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position, nextPosition;\\nattribute float arcLength, lineWidth;\\nattribute vec4 color;\\n\\nuniform vec2 screenShape;\\nuniform float pixelRatio;\\nuniform mat4 model, view, projection;\\n\\nvarying vec4 fragColor;\\nvarying vec3 worldPosition;\\nvarying float pixelArcLength;\\n\\nvoid main() {\\n  vec4 projected = projection * view * model * vec4(position, 1.0);\\n  vec4 tangentClip = projection * view * model * vec4(nextPosition - position, 0.0);\\n  vec2 tangent = normalize(screenShape * tangentClip.xy);\\n  vec2 offset = 0.5 * pixelRatio * lineWidth * vec2(tangent.y, -tangent.x) / screenShape;\\n\\n  gl_Position = vec4(projected.xy + projected.w * offset, projected.zw);\\n\\n  worldPosition = position;\\n  pixelArcLength = arcLength;\\n  fragColor = color;\\n}\\n\",a=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec3      clipBounds[2];\\nuniform sampler2D dashTexture;\\nuniform float     dashScale;\\nuniform float     opacity;\\n\\nvarying vec3    worldPosition;\\nvarying float   pixelArcLength;\\nvarying vec4    fragColor;\\n\\nvoid main() {\\n  if(any(lessThan(worldPosition, clipBounds[0])) || any(greaterThan(worldPosition, clipBounds[1]))) {\\n    discard;\\n  }\\n  float dashWeight = texture2D(dashTexture, vec2(dashScale * pixelArcLength, 0)).r;\\n  if(dashWeight < 0.5) {\\n    discard;\\n  }\\n  gl_FragColor = fragColor * opacity;\\n}\\n\",o=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\n#define FLOAT_MAX  1.70141184e38\\n#define FLOAT_MIN  1.17549435e-38\\n\\nlowp vec4 encode_float_1_0(highp float v) {\\n  highp float av = abs(v);\\n\\n  //Handle special cases\\n  if(av < FLOAT_MIN) {\\n    return vec4(0.0, 0.0, 0.0, 0.0);\\n  } else if(v > FLOAT_MAX) {\\n    return vec4(127.0, 128.0, 0.0, 0.0) / 255.0;\\n  } else if(v < -FLOAT_MAX) {\\n    return vec4(255.0, 128.0, 0.0, 0.0) / 255.0;\\n  }\\n\\n  highp vec4 c = vec4(0,0,0,0);\\n\\n  //Compute exponent and mantissa\\n  highp float e = floor(log2(av));\\n  highp float m = av * pow(2.0, -e) - 1.0;\\n  \\n  //Unpack mantissa\\n  c[1] = floor(128.0 * m);\\n  m -= c[1] / 128.0;\\n  c[2] = floor(32768.0 * m);\\n  m -= c[2] / 32768.0;\\n  c[3] = floor(8388608.0 * m);\\n  \\n  //Unpack exponent\\n  highp float ebias = e + 127.0;\\n  c[0] = floor(ebias / 2.0);\\n  ebias -= c[0] * 2.0;\\n  c[1] += floor(ebias) * 128.0; \\n\\n  //Unpack sign bit\\n  c[0] += 128.0 * step(0.0, -v);\\n\\n  //Scale back to range\\n  return c / 255.0;\\n}\\n\\n\\n\\nuniform float pickId;\\nuniform vec3 clipBounds[2];\\n\\nvarying vec3 worldPosition;\\nvarying float pixelArcLength;\\nvarying vec4 fragColor;\\n\\nvoid main() {\\n  if(any(lessThan(worldPosition, clipBounds[0])) || any(greaterThan(worldPosition, clipBounds[1]))) {\\n    discard;\\n  }\\n  gl_FragColor = vec4(pickId/255.0, encode_float_1_0(pixelArcLength).xyz);\\n}\",s=[{name:\"position\",type:\"vec3\"},{name:\"nextPosition\",type:\"vec3\"},{name:\"arcLength\",type:\"float\"},{name:\"lineWidth\",type:\"float\"},{name:\"color\",type:\"vec4\"}];r.createShader=function(t){return n(t,i,a,null,s)},r.createPickShader=function(t){return n(t,i,o,null,s)}},{\"gl-shader\":138}],68:[function(t,e,r){\"use strict\";function n(t,e){for(var r=0,n=0;3>n;++n){var i=t[n]-e[n];r+=i*i}return Math.sqrt(r)}function i(t){for(var e=[[-1e6,-1e6,-1e6],[1e6,1e6,1e6]],r=0;3>r;++r)e[0][r]=Math.max(t[0][r],e[0][r]),e[1][r]=Math.min(t[1][r],e[1][r]);return e}function a(t,e,r,n){this.arcLength=t,this.position=e,this.index=r,this.dataCoordinate=n}function o(t,e,r,n,i,a){this.gl=t,this.shader=e,this.pickShader=r,this.buffer=n,this.vao=i,this.clipBounds=[[-(1/0),-(1/0),-(1/0)],[1/0,1/0,1/0]],this.points=[],this.arcLength=[],this.vertexCount=0,this.bounds=[[0,0,0],[0,0,0]],this.pickId=0,this.lineWidth=1,this.texture=a,this.dashScale=1,this.opacity=1,this.dirty=!0,this.pixelRatio=1}function s(t){var e=t.gl||t.scene&&t.scene.gl,r=g(e);r.attributes.position.location=0,r.attributes.nextPosition.location=1,r.attributes.arcLength.location=2,r.attributes.lineWidth.location=3,r.attributes.color.location=4;var n=v(e);n.attributes.position.location=0,n.attributes.nextPosition.location=1,n.attributes.arcLength.location=2,n.attributes.lineWidth.location=3,n.attributes.color.location=4;for(var i=l(e),a=u(e,[{buffer:i,size:3,offset:0,stride:48},{buffer:i,size:3,offset:12,stride:48},{buffer:i,size:1,offset:24,stride:48},{buffer:i,size:1,offset:28,stride:48},{buffer:i,size:4,offset:32,stride:48}]),s=d(new Array(1024),[256,1,4]),h=0;1024>h;++h)s.data[h]=255;var f=c(e,s);f.wrap=e.REPEAT;var p=new o(e,r,n,i,a,f);return p.update(t),p}e.exports=s;var l=t(\"gl-buffer\"),u=t(\"gl-vao\"),c=t(\"gl-texture2d\"),h=t(\"glsl-read-float\"),f=t(\"binary-search-bounds\"),d=t(\"ndarray\"),p=t(\"./lib/shaders\"),g=p.createShader,v=p.createPickShader,m=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1],y=o.prototype;y.isTransparent=function(){return this.opacity<1},y.isOpaque=function(){return this.opacity>=1},y.pickSlots=1,y.setPickBase=function(t){this.pickId=t},y.drawTransparent=y.draw=function(t){var e=this.gl,r=this.shader,n=this.vao;r.bind(),r.uniforms={model:t.model||m,view:t.view||m,projection:t.projection||m,clipBounds:i(this.clipBounds),dashTexture:this.texture.bind(),dashScale:this.dashScale/this.arcLength[this.arcLength.length-1],opacity:this.opacity,screenShape:[e.drawingBufferWidth,e.drawingBufferHeight],pixelRatio:this.pixelRatio},n.bind(),n.draw(e.TRIANGLE_STRIP,this.vertexCount)},y.drawPick=function(t){var e=this.gl,r=this.pickShader,n=this.vao;r.bind(),r.uniforms={model:t.model||m,view:t.view||m,projection:t.projection||m,pickId:this.pickId,clipBounds:i(this.clipBounds),screenShape:[e.drawingBufferWidth,e.drawingBufferHeight],pixelRatio:this.pixelRatio},n.bind(),n.draw(e.TRIANGLE_STRIP,this.vertexCount)},y.update=function(t){this.dirty=!0,\"dashScale\"in t&&(this.dashScale=t.dashScale),\"opacity\"in t&&(this.opacity=+t.opacity);var e=t.position||t.positions;if(e){var r=t.color||t.colors||[0,0,0,1],i=t.lineWidth||1,a=[],o=[],s=[],l=0,u=0,c=[[1/0,1/0,1/0],[-(1/0),-(1/0),-(1/0)]];t:for(var h=1;h<e.length;++h){var p=e[h-1],g=e[h];o.push(l),s.push(p.slice());for(var v=0;3>v;++v){if(isNaN(p[v])||isNaN(g[v])||!isFinite(p[v])||!isFinite(g[v]))continue t;c[0][v]=Math.min(c[0][v],p[v],g[v]),c[1][v]=Math.max(c[1][v],p[v],g[v])}var m,y;Array.isArray(r[0])?(m=r[h-1],y=r[h]):m=y=r,3===m.length&&(m=[m[0],m[1],m[2],1]),3===y.length&&(y=[y[0],y[1],y[2],1]);var b,x;Array.isArray(i)?(b=i[h-1],x=lineWidht[h]):b=x=i;var _=l;l+=n(p,g),a.push(p[0],p[1],p[2],g[0],g[1],g[2],_,b,m[0],m[1],m[2],m[3],p[0],p[1],p[2],g[0],g[1],g[2],_,-b,m[0],m[1],m[2],m[3],g[0],g[1],g[2],p[0],p[1],p[2],l,-b,y[0],y[1],y[2],y[3],g[0],g[1],g[2],p[0],p[1],p[2],l,b,y[0],y[1],y[2],y[3]),u+=4}if(this.buffer.update(a),o.push(l),s.push(e[e.length-1].slice()),this.bounds=c,this.vertexCount=u,this.points=s,this.arcLength=o,\"dashes\"in t){var w=t.dashes,k=w.slice();k.unshift(0);for(var h=1;h<k.length;++h)k[h]=k[h-1]+k[h];for(var A=d(new Array(1024),[256,1,4]),h=0;256>h;++h){for(var v=0;4>v;++v)A.set(h,0,v,0);1&f.le(k,k[k.length-1]*h/255)?A.set(h,0,0,0):A.set(h,0,0,255)}this.texture.setPixels(A)}}},y.dispose=function(){this.shader.dispose(),this.vao.dispose(),this.buffer.dispose()},y.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;var e=h(t.value[0],t.value[1],t.value[2],0),r=f.le(this.arcLength,e);if(0>r)return null;if(r===this.arcLength.length-1)return new a(this.arcLength[this.arcLength.length-1],this.points[this.points.length-1].slice(),r);for(var n=this.points[r],i=this.points[Math.min(r+1,this.points.length-1)],o=(e-this.arcLength[r])/(this.arcLength[r+1]-this.arcLength[r]),s=1-o,l=[0,0,0],u=0;3>u;++u)l[u]=s*n[u]+o*i[u];var c=Math.min(.5>o?r:r+1,this.points.length-1);return new a(e,l,c,this.points[c])}},{\"./lib/shaders\":67,\"binary-search-bounds\":69,\"gl-buffer\":59,\"gl-texture2d\":162,\"gl-vao\":166,\"glsl-read-float\":70,ndarray:189}],69:[function(t,e,r){arguments[4][4][0].apply(r,arguments)},{dup:4}],70:[function(t,e,r){function n(t,e,r,n){return i[0]=n,i[1]=r,i[2]=e,i[3]=t,a[0]}e.exports=n;var i=new Uint8Array(4),a=new Float32Array(i.buffer)},{}],71:[function(t,e,r){function n(t,e){var r=e[0],n=e[1],i=e[2],a=e[3],o=e[4],s=e[5],l=e[6],u=e[7],c=e[8],h=c*o-s*u,f=-c*a+s*l,d=u*a-o*l,p=r*h+n*f+i*d;return p?(p=1/p,t[0]=h*p,t[1]=(-c*n+i*u)*p,t[2]=(s*n-i*o)*p,t[3]=f*p,t[4]=(c*r-i*l)*p,t[5]=(-s*r+i*a)*p,t[6]=d*p,t[7]=(-u*r+n*l)*p,t[8]=(o*r-n*a)*p,t):null}e.exports=n},{}],72:[function(t,e,r){function n(t){var e=new Float32Array(16);return e[0]=t[0],e[1]=t[1],e[2]=t[2],e[3]=t[3],e[4]=t[4],e[5]=t[5],e[6]=t[6],e[7]=t[7],e[8]=t[8],e[9]=t[9],e[10]=t[10],e[11]=t[11],e[12]=t[12],e[13]=t[13],e[14]=t[14],e[15]=t[15],e}e.exports=n},{}],73:[function(t,e,r){function n(){var t=new Float32Array(16);return t[0]=1,t[1]=0,t[2]=0,t[3]=0,t[4]=0,t[5]=1,t[6]=0,t[7]=0,t[8]=0,t[9]=0,t[10]=1,t[11]=0,t[12]=0,t[13]=0,t[14]=0,t[15]=1,t}e.exports=n},{}],74:[function(t,e,r){function n(t){var e=t[0],r=t[1],n=t[2],i=t[3],a=t[4],o=t[5],s=t[6],l=t[7],u=t[8],c=t[9],h=t[10],f=t[11],d=t[12],p=t[13],g=t[14],v=t[15],m=e*o-r*a,y=e*s-n*a,b=e*l-i*a,x=r*s-n*o,_=r*l-i*o,w=n*l-i*s,k=u*p-c*d,A=u*g-h*d,M=u*v-f*d,L=c*g-h*p,T=c*v-f*p,E=h*v-f*g;return m*E-y*T+b*L+x*M-_*A+w*k}e.exports=n},{}],75:[function(t,e,r){function n(t,e){var r=e[0],n=e[1],i=e[2],a=e[3],o=r+r,s=n+n,l=i+i,u=r*o,c=n*o,h=n*s,f=i*o,d=i*s,p=i*l,g=a*o,v=a*s,m=a*l;return t[0]=1-h-p,t[1]=c+m,t[2]=f-v,t[3]=0,t[4]=c-m,t[5]=1-u-p,t[6]=d+g,t[7]=0,t[8]=f+v,t[9]=d-g,t[10]=1-u-h,t[11]=0,t[12]=0,t[13]=0,t[14]=0,t[15]=1,t}e.exports=n},{}],76:[function(t,e,r){function n(t,e,r){var n=e[0],i=e[1],a=e[2],o=e[3],s=n+n,l=i+i,u=a+a,c=n*s,h=n*l,f=n*u,d=i*l,p=i*u,g=a*u,v=o*s,m=o*l,y=o*u;return t[0]=1-(d+g),t[1]=h+y,t[2]=f-m,t[3]=0,t[4]=h-y,t[5]=1-(c+g),t[6]=p+v,t[7]=0,t[8]=f+m,t[9]=p-v,t[10]=1-(c+d),t[11]=0,t[12]=r[0],t[13]=r[1],t[14]=r[2],t[15]=1,t}e.exports=n},{}],77:[function(t,e,r){function n(t){return t[0]=1,t[1]=0,t[2]=0,t[3]=0,t[4]=0,t[5]=1,t[6]=0,t[7]=0,t[8]=0,t[9]=0,t[10]=1,t[11]=0,t[12]=0,t[13]=0,t[14]=0,t[15]=1,t}e.exports=n},{}],78:[function(t,e,r){function n(t,e){var r=e[0],n=e[1],i=e[2],a=e[3],o=e[4],s=e[5],l=e[6],u=e[7],c=e[8],h=e[9],f=e[10],d=e[11],p=e[12],g=e[13],v=e[14],m=e[15],y=r*s-n*o,b=r*l-i*o,x=r*u-a*o,_=n*l-i*s,w=n*u-a*s,k=i*u-a*l,A=c*g-h*p,M=c*v-f*p,L=c*m-d*p,T=h*v-f*g,E=h*m-d*g,C=f*m-d*v,S=y*C-b*E+x*T+_*L-w*M+k*A;return S?(S=1/S,t[0]=(s*C-l*E+u*T)*S,t[1]=(i*E-n*C-a*T)*S,t[2]=(g*k-v*w+m*_)*S,t[3]=(f*w-h*k-d*_)*S,t[4]=(l*L-o*C-u*M)*S,t[5]=(r*C-i*L+a*M)*S,t[6]=(v*x-p*k-m*b)*S,t[7]=(c*k-f*x+d*b)*S,t[8]=(o*E-s*L+u*A)*S,t[9]=(n*L-r*E-a*A)*S,t[10]=(p*w-g*x+m*y)*S,t[11]=(h*x-c*w-d*y)*S,t[12]=(s*M-o*T-l*A)*S,t[13]=(r*T-n*M+i*A)*S,t[14]=(g*b-p*_-v*y)*S,t[15]=(c*_-h*b+f*y)*S,t):null}e.exports=n},{}],79:[function(t,e,r){function n(t,e,r,n){var a,o,s,l,u,c,h,f,d,p,g=e[0],v=e[1],m=e[2],y=n[0],b=n[1],x=n[2],_=r[0],w=r[1],k=r[2];return Math.abs(g-_)<1e-6&&Math.abs(v-w)<1e-6&&Math.abs(m-k)<1e-6?i(t):(h=g-_,f=v-w,d=m-k,p=1/Math.sqrt(h*h+f*f+d*d),h*=p,f*=p,d*=p,a=b*d-x*f,o=x*h-y*d,s=y*f-b*h,p=Math.sqrt(a*a+o*o+s*s),p?(p=1/p,a*=p,o*=p,s*=p):(a=0,o=0,s=0),l=f*s-d*o,u=d*a-h*s,c=h*o-f*a,p=Math.sqrt(l*l+u*u+c*c),p?(p=1/p,l*=p,u*=p,c*=p):(l=0,u=0,c=0),t[0]=a,t[1]=l,t[2]=h,t[3]=0,t[4]=o,t[5]=u,t[6]=f,t[7]=0,t[8]=s,t[9]=c,t[10]=d,t[11]=0,t[12]=-(a*g+o*v+s*m),t[13]=-(l*g+u*v+c*m),t[14]=-(h*g+f*v+d*m),t[15]=1,t)}var i=t(\"./identity\");e.exports=n},{\"./identity\":77}],80:[function(t,e,r){function n(t,e,r){var n=e[0],i=e[1],a=e[2],o=e[3],s=e[4],l=e[5],u=e[6],c=e[7],h=e[8],f=e[9],d=e[10],p=e[11],g=e[12],v=e[13],m=e[14],y=e[15],b=r[0],x=r[1],_=r[2],w=r[3];return t[0]=b*n+x*s+_*h+w*g,t[1]=b*i+x*l+_*f+w*v,t[2]=b*a+x*u+_*d+w*m,t[3]=b*o+x*c+_*p+w*y,b=r[4],x=r[5],_=r[6],w=r[7],t[4]=b*n+x*s+_*h+w*g,t[5]=b*i+x*l+_*f+w*v,t[6]=b*a+x*u+_*d+w*m,t[7]=b*o+x*c+_*p+w*y,b=r[8],x=r[9],_=r[10],w=r[11],t[8]=b*n+x*s+_*h+w*g,t[9]=b*i+x*l+_*f+w*v,t[10]=b*a+x*u+_*d+w*m,t[11]=b*o+x*c+_*p+w*y,b=r[12],x=r[13],_=r[14],w=r[15],t[12]=b*n+x*s+_*h+w*g,t[13]=b*i+x*l+_*f+w*v,t[14]=b*a+x*u+_*d+w*m,t[15]=b*o+x*c+_*p+w*y,t}e.exports=n},{}],81:[function(t,e,r){function n(t,e,r,n,i){var a=1/Math.tan(e/2),o=1/(n-i);return t[0]=a/r,t[1]=0,t[2]=0,t[3]=0,t[4]=0,t[5]=a,t[6]=0,t[7]=0,t[8]=0,t[9]=0,t[10]=(i+n)*o,t[11]=-1,t[12]=0,t[13]=0,t[14]=2*i*n*o,t[15]=0,t}e.exports=n},{}],82:[function(t,e,r){function n(t,e,r,n){var i,a,o,s,l,u,c,h,f,d,p,g,v,m,y,b,x,_,w,k,A,M,L,T,E=n[0],C=n[1],S=n[2],z=Math.sqrt(E*E+C*C+S*S);\n",
       "return Math.abs(z)<1e-6?null:(z=1/z,E*=z,C*=z,S*=z,i=Math.sin(r),a=Math.cos(r),o=1-a,s=e[0],l=e[1],u=e[2],c=e[3],h=e[4],f=e[5],d=e[6],p=e[7],g=e[8],v=e[9],m=e[10],y=e[11],b=E*E*o+a,x=C*E*o+S*i,_=S*E*o-C*i,w=E*C*o-S*i,k=C*C*o+a,A=S*C*o+E*i,M=E*S*o+C*i,L=C*S*o-E*i,T=S*S*o+a,t[0]=s*b+h*x+g*_,t[1]=l*b+f*x+v*_,t[2]=u*b+d*x+m*_,t[3]=c*b+p*x+y*_,t[4]=s*w+h*k+g*A,t[5]=l*w+f*k+v*A,t[6]=u*w+d*k+m*A,t[7]=c*w+p*k+y*A,t[8]=s*M+h*L+g*T,t[9]=l*M+f*L+v*T,t[10]=u*M+d*L+m*T,t[11]=c*M+p*L+y*T,e!==t&&(t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15]),t)}e.exports=n},{}],83:[function(t,e,r){function n(t,e,r){var n=Math.sin(r),i=Math.cos(r),a=e[4],o=e[5],s=e[6],l=e[7],u=e[8],c=e[9],h=e[10],f=e[11];return e!==t&&(t[0]=e[0],t[1]=e[1],t[2]=e[2],t[3]=e[3],t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15]),t[4]=a*i+u*n,t[5]=o*i+c*n,t[6]=s*i+h*n,t[7]=l*i+f*n,t[8]=u*i-a*n,t[9]=c*i-o*n,t[10]=h*i-s*n,t[11]=f*i-l*n,t}e.exports=n},{}],84:[function(t,e,r){function n(t,e,r){var n=Math.sin(r),i=Math.cos(r),a=e[0],o=e[1],s=e[2],l=e[3],u=e[8],c=e[9],h=e[10],f=e[11];return e!==t&&(t[4]=e[4],t[5]=e[5],t[6]=e[6],t[7]=e[7],t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15]),t[0]=a*i-u*n,t[1]=o*i-c*n,t[2]=s*i-h*n,t[3]=l*i-f*n,t[8]=a*n+u*i,t[9]=o*n+c*i,t[10]=s*n+h*i,t[11]=l*n+f*i,t}e.exports=n},{}],85:[function(t,e,r){function n(t,e,r){var n=Math.sin(r),i=Math.cos(r),a=e[0],o=e[1],s=e[2],l=e[3],u=e[4],c=e[5],h=e[6],f=e[7];return e!==t&&(t[8]=e[8],t[9]=e[9],t[10]=e[10],t[11]=e[11],t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15]),t[0]=a*i+u*n,t[1]=o*i+c*n,t[2]=s*i+h*n,t[3]=l*i+f*n,t[4]=u*i-a*n,t[5]=c*i-o*n,t[6]=h*i-s*n,t[7]=f*i-l*n,t}e.exports=n},{}],86:[function(t,e,r){function n(t,e,r){var n=r[0],i=r[1],a=r[2];return t[0]=e[0]*n,t[1]=e[1]*n,t[2]=e[2]*n,t[3]=e[3]*n,t[4]=e[4]*i,t[5]=e[5]*i,t[6]=e[6]*i,t[7]=e[7]*i,t[8]=e[8]*a,t[9]=e[9]*a,t[10]=e[10]*a,t[11]=e[11]*a,t[12]=e[12],t[13]=e[13],t[14]=e[14],t[15]=e[15],t}e.exports=n},{}],87:[function(t,e,r){function n(t,e,r){var n,i,a,o,s,l,u,c,h,f,d,p,g=r[0],v=r[1],m=r[2];return e===t?(t[12]=e[0]*g+e[4]*v+e[8]*m+e[12],t[13]=e[1]*g+e[5]*v+e[9]*m+e[13],t[14]=e[2]*g+e[6]*v+e[10]*m+e[14],t[15]=e[3]*g+e[7]*v+e[11]*m+e[15]):(n=e[0],i=e[1],a=e[2],o=e[3],s=e[4],l=e[5],u=e[6],c=e[7],h=e[8],f=e[9],d=e[10],p=e[11],t[0]=n,t[1]=i,t[2]=a,t[3]=o,t[4]=s,t[5]=l,t[6]=u,t[7]=c,t[8]=h,t[9]=f,t[10]=d,t[11]=p,t[12]=n*g+s*v+h*m+e[12],t[13]=i*g+l*v+f*m+e[13],t[14]=a*g+u*v+d*m+e[14],t[15]=o*g+c*v+p*m+e[15]),t}e.exports=n},{}],88:[function(t,e,r){function n(t,e){if(t===e){var r=e[1],n=e[2],i=e[3],a=e[6],o=e[7],s=e[11];t[1]=e[4],t[2]=e[8],t[3]=e[12],t[4]=r,t[6]=e[9],t[7]=e[13],t[8]=n,t[9]=a,t[11]=e[14],t[12]=i,t[13]=o,t[14]=s}else t[0]=e[0],t[1]=e[4],t[2]=e[8],t[3]=e[12],t[4]=e[1],t[5]=e[5],t[6]=e[9],t[7]=e[13],t[8]=e[2],t[9]=e[6],t[10]=e[10],t[11]=e[14],t[12]=e[3],t[13]=e[7],t[14]=e[11],t[15]=e[15];return t}e.exports=n},{}],89:[function(t,e,r){\"use strict\";function n(t,e){for(var r=[0,0,0,0],n=0;4>n;++n)for(var i=0;4>i;++i)r[i]+=t[4*n+i]*e[n];return r}function i(t,e,r,i,a){for(var o=n(i,n(r,n(e,[t[0],t[1],t[2],1]))),s=0;3>s;++s)o[s]/=o[3];return[.5*a[0]*(1+o[0]),.5*a[1]*(1-o[1])]}function a(t,e){if(2===t.length){for(var r=0,n=0,i=0;2>i;++i)r+=Math.pow(e[i]-t[0][i],2),n+=Math.pow(e[i]-t[1][i],2);return r=Math.sqrt(r),n=Math.sqrt(n),1e-6>r+n?[1,0]:[n/(r+n),r/(n+r)]}if(3===t.length){var a=[0,0];return u(t[0],t[1],t[2],e,a),l(t,a)}return[]}function o(t,e){for(var r=[0,0,0],n=0;n<t.length;++n)for(var i=t[n],a=e[n],o=0;3>o;++o)r[o]+=a*i[o];return r}function s(t,e,r,n,s,l){if(1===t.length)return[0,t[0].slice()];for(var u=new Array(t.length),c=0;c<t.length;++c)u[c]=i(t[c],r,n,s,l);for(var h=0,f=1/0,c=0;c<u.length;++c){for(var d=0,p=0;2>p;++p)d+=Math.pow(u[c][p]-e[p],2);f>d&&(f=d,h=c)}for(var g=a(u,e),v=0,c=0;3>c;++c){if(g[c]<-.001||g[c]>1.0001)return null;v+=g[c]}return Math.abs(v-1)>.001?null:[h,o(t,g),g]}var l=t(\"barycentric\"),u=t(\"polytope-closest-point/lib/closest_point_2d.js\");e.exports=s},{barycentric:92,\"polytope-closest-point/lib/closest_point_2d.js\":94}],90:[function(t,e,r){var n=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position, normal;\\nattribute vec4 color;\\nattribute vec2 uv;\\n\\nuniform mat4 model\\n           , view\\n           , projection;\\nuniform vec3 eyePosition\\n           , lightPosition;\\n\\nvarying vec3 f_normal\\n           , f_lightDirection\\n           , f_eyeDirection\\n           , f_data;\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  vec4 m_position  = model * vec4(position, 1.0);\\n  vec4 t_position  = view * m_position;\\n  gl_Position      = projection * t_position;\\n  f_color          = color;\\n  f_normal         = normal;\\n  f_data           = position;\\n  f_eyeDirection   = eyePosition   - position;\\n  f_lightDirection = lightPosition - position;\\n  f_uv             = uv;\\n}\",i=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nfloat beckmannDistribution_2_0(float x, float roughness) {\\n  float NdotH = max(x, 0.0001);\\n  float cos2Alpha = NdotH * NdotH;\\n  float tan2Alpha = (cos2Alpha - 1.0) / cos2Alpha;\\n  float roughness2 = roughness * roughness;\\n  float denom = 3.141592653589793 * roughness2 * cos2Alpha * cos2Alpha;\\n  return exp(tan2Alpha / roughness2) / denom;\\n}\\n\\n\\n\\nfloat cookTorranceSpecular_1_1(\\n  vec3 lightDirection,\\n  vec3 viewDirection,\\n  vec3 surfaceNormal,\\n  float roughness,\\n  float fresnel) {\\n\\n  float VdotN = max(dot(viewDirection, surfaceNormal), 0.0);\\n  float LdotN = max(dot(lightDirection, surfaceNormal), 0.0);\\n\\n  //Half angle vector\\n  vec3 H = normalize(lightDirection + viewDirection);\\n\\n  //Geometric term\\n  float NdotH = max(dot(surfaceNormal, H), 0.0);\\n  float VdotH = max(dot(viewDirection, H), 0.000001);\\n  float LdotH = max(dot(lightDirection, H), 0.000001);\\n  float G1 = (2.0 * NdotH * VdotN) / VdotH;\\n  float G2 = (2.0 * NdotH * LdotN) / LdotH;\\n  float G = min(1.0, min(G1, G2));\\n  \\n  //Distribution term\\n  float D = beckmannDistribution_2_0(NdotH, roughness);\\n\\n  //Fresnel term\\n  float F = pow(1.0 - VdotN, fresnel);\\n\\n  //Multiply terms and done\\n  return  G * F * D / max(3.14159265 * VdotN, 0.000001);\\n}\\n\\n\\n\\nuniform vec3 clipBounds[2];\\nuniform float roughness\\n            , fresnel\\n            , kambient\\n            , kdiffuse\\n            , kspecular\\n            , opacity;\\nuniform sampler2D texture;\\n\\nvarying vec3 f_normal\\n           , f_lightDirection\\n           , f_eyeDirection\\n           , f_data;\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  if(any(lessThan(f_data, clipBounds[0])) || \\n     any(greaterThan(f_data, clipBounds[1]))) {\\n    discard;\\n  }\\n\\n  vec3 N = normalize(f_normal);\\n  vec3 L = normalize(f_lightDirection);\\n  vec3 V = normalize(f_eyeDirection);\\n  \\n  if(!gl_FrontFacing) {\\n    N = -N;\\n  }\\n\\n  float specular = cookTorranceSpecular_1_1(L, V, N, roughness, fresnel);\\n  float diffuse  = min(kambient + kdiffuse * max(dot(N, L), 0.0), 1.0);\\n\\n  vec4 surfaceColor = f_color * texture2D(texture, f_uv);\\n  vec4 litColor = surfaceColor.a * vec4(diffuse * surfaceColor.rgb + kspecular * vec3(1,1,1) * specular,  1.0);\\n\\n  gl_FragColor = litColor * opacity;\\n}\",a=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 uv;\\n\\nuniform mat4 model, view, projection;\\n\\nvarying vec4 f_color;\\nvarying vec3 f_data;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  gl_Position = projection * view * model * vec4(position, 1.0);\\n  f_color = color;\\n  f_data  = position;\\n  f_uv    = uv;\\n}\",o=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec3 clipBounds[2];\\nuniform sampler2D texture;\\nuniform float opacity;\\n\\nvarying vec4 f_color;\\nvarying vec3 f_data;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  if(any(lessThan(f_data, clipBounds[0])) || \\n     any(greaterThan(f_data, clipBounds[1]))) {\\n    discard;\\n  }\\n\\n  gl_FragColor = f_color * texture2D(texture, f_uv) * opacity;\\n}\",s=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 uv;\\nattribute float pointSize;\\n\\nuniform mat4 model, view, projection;\\nuniform vec3 clipBounds[2];\\n\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  if(any(lessThan(position, clipBounds[0])) || \\n     any(greaterThan(position, clipBounds[1]))) {\\n    gl_Position = vec4(0,0,0,0);\\n  } else {\\n    gl_Position = projection * view * model * vec4(position, 1.0);\\n  }\\n  gl_PointSize = pointSize;\\n  f_color = color;\\n  f_uv = uv;\\n}\",l=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform sampler2D texture;\\nuniform float opacity;\\n\\nvarying vec4 f_color;\\nvarying vec2 f_uv;\\n\\nvoid main() {\\n  vec2 pointR = gl_PointCoord.xy - vec2(0.5,0.5);\\n  if(dot(pointR, pointR) > 0.25) {\\n    discard;\\n  }\\n  gl_FragColor = f_color * texture2D(texture, f_uv) * opacity;\\n}\",u=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position;\\nattribute vec4 id;\\n\\nuniform mat4 model, view, projection;\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  gl_Position = projection * view * model * vec4(position, 1.0);\\n  f_id        = id;\\n  f_position  = position;\\n}\",c=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec3  clipBounds[2];\\nuniform float pickId;\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  if(any(lessThan(f_position, clipBounds[0])) || \\n     any(greaterThan(f_position, clipBounds[1]))) {\\n    discard;\\n  }\\n  gl_FragColor = vec4(pickId, f_id.xyz);\\n}\",h=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3  position;\\nattribute float pointSize;\\nattribute vec4  id;\\n\\nuniform mat4 model, view, projection;\\nuniform vec3 clipBounds[2];\\n\\nvarying vec3 f_position;\\nvarying vec4 f_id;\\n\\nvoid main() {\\n  if(any(lessThan(position, clipBounds[0])) || \\n     any(greaterThan(position, clipBounds[1]))) {\\n    gl_Position = vec4(0,0,0,0);\\n  } else {\\n    gl_Position  = projection * view * model * vec4(position, 1.0);\\n    gl_PointSize = pointSize;\\n  }\\n  f_id         = id;\\n  f_position   = position;\\n}\",f=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position;\\n\\nuniform mat4 model, view, projection;\\n\\nvoid main() {\\n  gl_Position = projection * view * model * vec4(position, 1.0);\\n}\",d=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec3 contourColor;\\n\\nvoid main() {\\n  gl_FragColor = vec4(contourColor,1);\\n}\\n\";r.meshShader={vertex:n,fragment:i,attributes:[{name:\"position\",type:\"vec3\"},{name:\"normal\",type:\"vec3\"},{name:\"color\",type:\"vec4\"},{name:\"uv\",type:\"vec2\"}]},r.wireShader={vertex:a,fragment:o,attributes:[{name:\"position\",type:\"vec3\"},{name:\"color\",type:\"vec4\"},{name:\"uv\",type:\"vec2\"}]},r.pointShader={vertex:s,fragment:l,attributes:[{name:\"position\",type:\"vec3\"},{name:\"color\",type:\"vec4\"},{name:\"uv\",type:\"vec2\"},{name:\"pointSize\",type:\"float\"}]},r.pickShader={vertex:u,fragment:c,attributes:[{name:\"position\",type:\"vec3\"},{name:\"id\",type:\"vec4\"}]},r.pointPickShader={vertex:h,fragment:c,attributes:[{name:\"position\",type:\"vec3\"},{name:\"pointSize\",type:\"float\"},{name:\"id\",type:\"vec4\"}]},r.contourShader={vertex:f,fragment:d,attributes:[{name:\"position\",type:\"vec3\"}]}},{}],91:[function(t,e,r){\"use strict\";function n(t,e,r,n,i,a,o,s,l,u,c,h,f,d,p,g,v,m,y,b,x,_,w,k,A,M,L){this.gl=t,this.cells=[],this.positions=[],this.intensity=[],this.texture=e,this.dirty=!0,this.triShader=r,this.lineShader=n,this.pointShader=i,this.pickShader=a,this.pointPickShader=o,this.contourShader=s,this.trianglePositions=l,this.triangleColors=c,this.triangleNormals=f,this.triangleUVs=h,this.triangleIds=u,this.triangleVAO=d,this.triangleCount=0,this.lineWidth=1,this.edgePositions=p,this.edgeColors=v,this.edgeUVs=m,this.edgeIds=g,this.edgeVAO=y,this.edgeCount=0,this.pointPositions=b,this.pointColors=_,this.pointUVs=w,this.pointSizes=k,this.pointIds=x,this.pointVAO=A,this.pointCount=0,this.contourLineWidth=1,this.contourPositions=M,this.contourVAO=L,this.contourCount=0,this.contourColor=[0,0,0],this.contourEnable=!0,this.pickId=1,this.bounds=[[1/0,1/0,1/0],[-(1/0),-(1/0),-(1/0)]],this.clipBounds=[[-(1/0),-(1/0),-(1/0)],[1/0,1/0,1/0]],this.lightPosition=[1e5,1e5,0],this.ambientLight=.8,this.diffuseLight=.8,this.specularLight=2,this.roughness=.5,this.fresnel=1.5,this.opacity=1,this._model=j,this._view=j,this._projection=j,this._resolution=[1,1]}function i(t){for(var e=w({colormap:t,nshades:256,format:\"rgba\"}),r=new Uint8Array(1024),n=0;256>n;++n){for(var i=e[n],a=0;3>a;++a)r[4*n+a]=i[a];r[4*n+3]=255*i[3]}return _(r,[256,256,4],[4,0,1])}function a(t,e,r){for(var n=new Array(e),i=0;e>i;++i)n[i]=0;for(var a=t.length,i=0;a>i;++i)for(var o=t[i],s=0;s<o.length;++s)n[o[s]]=r[i];return n}function o(t){for(var e=t.length,r=new Array(e),n=0;e>n;++n)r[n]=t[n][2];return r}function s(t){var e=p(t,T);return e.attributes.position.location=0,e.attributes.color.location=2,e.attributes.uv.location=3,e.attributes.normal.location=4,e}function l(t){var e=p(t,E);return e.attributes.position.location=0,e.attributes.color.location=2,e.attributes.uv.location=3,e}function u(t){var e=p(t,C);return e.attributes.position.location=0,e.attributes.color.location=2,e.attributes.uv.location=3,e.attributes.pointSize.location=4,e}function c(t){var e=p(t,S);return e.attributes.position.location=0,e.attributes.id.location=1,e}function h(t){var e=p(t,z);return e.attributes.position.location=0,e.attributes.id.location=1,e.attributes.pointSize.location=4,e}function f(t){var e=p(t,P);return e.attributes.position.location=0,e}function d(t){var e=t.gl,r=s(e),i=l(e),a=u(e),o=c(e),d=h(e),p=f(e),y=m(e,_(new Uint8Array([255,255,255,255]),[1,1,4]));y.generateMipmap(),y.minFilter=e.LINEAR_MIPMAP_LINEAR,y.magFilter=e.LINEAR;var 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M=t.vertexColors,L=t.cellColors,T=t.meshColor||[1,1,1,1],E=t.vertexUVs,C=t.vertexIntensity,S=t.cellUVs,z=t.cellIntensity,P=1/0,j=-(1/0);if(!E&&!S)if(C)for(var O=0;O<C.length;++O){var I=C[O];P=Math.min(P,I),j=Math.max(j,I)}else if(z)for(var O=0;O<z.length;++O){var I=z[O];P=Math.min(P,I),j=Math.max(j,I)}else for(var O=0;O<n.length;++O){var I=n[O][2];P=Math.min(P,I),j=Math.max(j,I)}C?this.intensity=C:z?this.intensity=a(r,n.length,z):this.intensity=o(n);var D=t.pointSizes,R=t.pointSize||1;this.bounds=[[1/0,1/0,1/0],[-(1/0),-(1/0),-(1/0)]];for(var O=0;O<n.length;++O)for(var F=n[O],N=0;3>N;++N)!isNaN(F[N])&&isFinite(F[N])&&(this.bounds[0][N]=Math.min(this.bounds[0][N],F[N]),this.bounds[1][N]=Math.max(this.bounds[1][N],F[N]));var B=0,U=0,V=0;t:for(var O=0;O<r.length;++O){var q=r[O];switch(q.length){case 1:for(var H=q[0],F=n[H],N=0;3>N;++N)if(isNaN(F[N])||!isFinite(F[N]))continue t;v.push(F[0],F[1],F[2]);var 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f=this.pointShader;f.bind(),f.uniforms=s,this.pointVAO.bind(),e.drawArrays(e.POINTS,0,this.pointCount),this.pointVAO.unbind()}if(this.contourEnable&&this.contourCount>0&&this.contourLineWidth>0){var f=this.contourShader;f.bind(),f.uniforms=s,this.contourVAO.bind(),e.drawArrays(e.LINES,0,this.contourCount),this.contourVAO.unbind()}},O.drawPick=function(t){t=t||{};for(var e=this.gl,r=t.model||j,n=t.view||j,i=t.projection||j,a=[[-1e6,-1e6,-1e6],[1e6,1e6,1e6]],o=0;3>o;++o)a[0][o]=Math.max(a[0][o],this.clipBounds[0][o]),a[1][o]=Math.min(a[1][o],this.clipBounds[1][o]);this._model=[].slice.call(r),this._view=[].slice.call(n),this._projection=[].slice.call(i),this._resolution=[e.drawingBufferWidth,e.drawingBufferHeight];var s={model:r,view:n,projection:i,clipBounds:a,pickId:this.pickId/255},l=this.pickShader;if(l.bind(),l.uniforms=s,this.triangleCount>0&&(this.triangleVAO.bind(),e.drawArrays(e.TRIANGLES,0,3*this.triangleCount),this.triangleVAO.unbind()),this.edgeCount>0&&(this.edgeVAO.bind(),e.lineWidth(this.lineWidth),e.drawArrays(e.LINES,0,2*this.edgeCount),this.edgeVAO.unbind()),this.pointCount>0){var l=this.pointPickShader;l.bind(),l.uniforms=s,this.pointVAO.bind(),e.drawArrays(e.POINTS,0,this.pointCount),this.pointVAO.unbind()}},O.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;for(var e=t.value[0]+256*t.value[1]+65536*t.value[2],r=this.cells[e],n=this.positions,i=new Array(r.length),a=0;a<r.length;++a)i[a]=n[r[a]];var o=L(i,[t.coord[0],this._resolution[1]-t.coord[1]],this._model,this._view,this._projection,this._resolution);if(!o)return null;for(var s=o[2],l=0,a=0;a<r.length;++a)l+=s[a]*this.intensity[r[a]];return{position:o[1],index:r[o[0]],cell:r,cellId:e,intensity:l,dataCoordinate:this.positions[r[o[0]]]}},O.dispose=function(){this.texture.dispose(),this.triShader.dispose(),this.lineShader.dispose(),this.pointShader.dispose(),this.pickShader.dispose(),this.pointPickShader.dispose(),this.triangleVAO.dispose(),this.trianglePositions.dispose(),this.triangleColors.dispose(),this.triangleUVs.dispose(),this.triangleNormals.dispose(),this.triangleIds.dispose(),this.edgeVAO.dispose(),this.edgePositions.dispose(),this.edgeColors.dispose(),this.edgeUVs.dispose(),this.edgeIds.dispose(),this.pointVAO.dispose(),this.pointPositions.dispose(),this.pointColors.dispose(),this.pointUVs.dispose(),this.pointSizes.dispose(),this.pointIds.dispose(),this.contourVAO.dispose(),this.contourPositions.dispose(),this.contourShader.dispose()},e.exports=d},{\"./lib/closest-point\":89,\"./lib/shaders\":90,colormap:40,\"gl-buffer\":59,\"gl-mat4/invert\":78,\"gl-mat4/multiply\":80,\"gl-shader\":138,\"gl-texture2d\":162,\"gl-vao\":166,ndarray:189,normals:93,\"simplicial-complex-contour\":95,\"typedarray-pool\":217}],92:[function(t,e,r){\"use 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b=i[a],k=0,y=0;3>y;++y)k+=b[y]*b[y];if(k>n)for(var x=1/Math.sqrt(k),y=0;3>y;++y)b[y]*=x;else for(var y=0;3>y;++y)b[y]=0}return i},r.faceNormals=function(t,e){for(var r=t.length,i=new Array(r),a=0;r>a;++a){for(var o=t[a],s=new Array(3),l=0;3>l;++l)s[l]=e[o[l]];for(var u=new Array(3),c=new Array(3),l=0;3>l;++l)u[l]=s[1][l]-s[0][l],c[l]=s[2][l]-s[0][l];for(var h=new Array(3),f=0,l=0;3>l;++l){var d=(l+1)%3,p=(l+2)%3;h[l]=u[d]*c[p]-u[p]*c[d],f+=h[l]*h[l]}f=f>n?1/Math.sqrt(f):0;for(var l=0;3>l;++l)h[l]*=f;i[a]=h}return i}},{}],94:[function(t,e,r){\"use strict\";function n(t,e,r,n,s){i.length<n.length&&(i=new Float64Array(n.length),a=new Float64Array(n.length),o=new Float64Array(n.length));for(var l=0;l<n.length;++l)i[l]=t[l]-n[l],a[l]=e[l]-t[l],o[l]=r[l]-t[l];for(var u=0,c=0,h=0,f=0,d=0,p=0,l=0;l<n.length;++l){var g=a[l],v=o[l],m=i[l];u+=g*g,c+=g*v,h+=v*v,f+=m*g,d+=m*v,p+=m*m}var 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r=this.plot,n=this.shader,i=r.gl,a=r.screenBox,o=r.titleCenter,s=r.titleAngle,l=r.titleColor,o=r.titleCenter,u=r.pixelRatio,c=0;2>c;++c)e[c]=2*(o[c]*u-a[c])/(a[2+c]-a[c])-1;n.bind(),n.uniforms.dataAxis=t,n.uniforms.screenOffset=e,n.uniforms.angle=s,n.uniforms.color=l,i.drawArrays(i.TRIANGLES,this.titleOffset,this.titleCount)}}(),c.bind=function(){var t=[0,0],e=[0,0],r=[0,0];return function(){var n=this.plot,i=this.shader,a=n._tickBounds,o=n.dataBox,s=n.screenBox,l=n.viewBox;i.bind();for(var u=0;2>u;++u){var c=a[u],h=a[u+2],f=h-c,d=.5*(o[u+2]+o[u]),p=o[u+2]-o[u],g=l[u],v=l[u+2],m=v-g,y=s[u],b=s[u+2],x=b-y;e[u]=2*f/p*m/x,t[u]=2*(c-d)/p*m/x}r[1]=2*n.pixelRatio/(s[3]-s[1]),r[0]=r[1]*(s[3]-s[1])/(s[2]-s[0]),i.uniforms.dataScale=e,i.uniforms.dataShift=t,i.uniforms.textScale=r,this.vbo.bind(),i.attributes.textCoordinate.pointer()}}(),c.update=function(t){for(var e=[],r=t.ticks,n=t.bounds,i=0;2>i;++i){for(var a=[Math.floor(e.length/3)],o=[-(1/0)],l=r[i],u=0;u<l.length;++u){for(var c=l[u],h=c.x,f=c.text,d=c.font||\"sans-serif\",p=c.fontSize||12,g=s(d,f).data,v=1/(n[i+2]-n[i]),m=n[i],y=0;y<g.length;y+=2)e.push(g[y]*p,-g[y+1]*p,(h-m)*v);a.push(Math.floor(e.length/3)),o.push(h)}this.tickOffset[i]=a,this.tickX[i]=o}for(var i=0;2>i;++i){this.labelOffset[i]=Math.floor(e.length/3);for(var g=s(t.labelFont[i],t.labels[i]).data,p=t.labelSize[i],u=0;u<g.length;u+=2)e.push(g[u]*p,-g[u+1]*p,0);this.labelCount[i]=Math.floor(e.length/3)-this.labelOffset[i]}this.titleOffset=Math.floor(e.length/3);for(var g=s(t.titleFont,t.title).data,p=t.titleSize,u=0;u<g.length;u+=2)e.push(g[u]*p,-g[u+1]*p,0);this.titleCount=Math.floor(e.length/3)-this.titleOffset,this.vbo.update(e)},c.dispose=function(){this.vbo.dispose(),this.shader.dispose()}},{\"./shaders\":103,\"binary-search-bounds\":105,\"gl-buffer\":59,\"gl-shader\":138,\"text-cache\":212}],105:[function(t,e,r){\"use strict\";function n(t,e,r,n,i){var a=[\"function \",t,\"(a,l,h,\",n.join(\",\"),\"){\",i?\"\":\"var i=\",r?\"l-1\":\"h+1\",\";while(l<=h){var m=(l+h)>>>1,x=a[m]\"];return i?e.indexOf(\"c\")<0?a.push(\";if(x===y){return m}else if(x<=y){\"):a.push(\";var p=c(x,y);if(p===0){return m}else if(p<=0){\"):a.push(\";if(\",e,\"){i=m;\"),r?a.push(\"l=m+1}else{h=m-1}\"):a.push(\"h=m-1}else{l=m+1}\"),a.push(\"}\"),i?a.push(\"return -1};\"):a.push(\"return i};\"),a.join(\"\")}function i(t,e,r,i){var a=new Function([n(\"A\",\"x\"+t+\"y\",e,[\"y\"],i),n(\"P\",\"c(x,y)\"+t+\"0\",e,[\"y\",\"c\"],i),\"function dispatchBsearch\",r,\"(a,y,c,l,h){if(typeof(c)==='function'){return P(a,(l===void 0)?0:l|0,(h===void 0)?a.length-1:h|0,y,c)}else{return A(a,(c===void 0)?0:c|0,(l===void 0)?a.length-1:l|0,y)}}return dispatchBsearch\",r].join(\"\"));return a()}e.exports={ge:i(\">=\",!1,\"GE\"),gt:i(\">\",!1,\"GT\"),lt:i(\"<\",!0,\"LT\"),le:i(\"<=\",!0,\"LE\"),eq:i(\"-\",!0,\"EQ\",!0)}},{}],106:[function(t,e,r){\"use strict\";function n(t,e){this.gl=t,this.pickBuffer=e,this.screenBox=[0,0,t.drawingBufferWidth,t.drawingBufferHeight],this.viewBox=[0,0,0,0],this.dataBox=[-10,-10,10,10],this.gridLineEnable=[!0,!0],this.gridLineWidth=[1,1],this.gridLineColor=[[0,0,0,1],[0,0,0,1]],this.pixelRatio=1,this.tickMarkLength=[0,0,0,0],this.tickMarkWidth=[0,0,0,0],this.tickMarkColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.tickPad=[15,15,15,15],this.tickAngle=[0,0,0,0],this.tickEnable=[!0,!0,!0,!0],this.tickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.labelPad=[15,15,15,15],this.labelAngle=[0,Math.PI/2,0,3*Math.PI/2],this.labelEnable=[!0,!0,!0,!0],this.labelColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.titleCenter=[0,0],this.titleEnable=!0,this.titleAngle=0,this.titleColor=[0,0,0,1],this.borderColor=[0,0,0,0],this.backgroundColor=[0,0,0,0],this.zeroLineEnable=[!0,!0],this.zeroLineWidth=[4,4],this.zeroLineColor=[[0,0,0,1],[0,0,0,1]],this.borderLineEnable=[!0,!0,!0,!0],this.borderLineWidth=[2,2,2,2],this.borderLineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.grid=null,this.text=null,this.line=null,this.box=null,this.objects=[],this.overlays=[],this._tickBounds=[1/0,1/0,-(1/0),-(1/0)],this.dirty=!1,this.pickDirty=!1,this.pickDelay=120,this.pickRadius=10,this._pickTimeout=null,this._drawPick=this.drawPick.bind(this),this._depthCounter=0}function i(t){for(var e=t.slice(),r=0;r<e.length;++r)e[r]=e[r].slice();return e}function a(t,e){return t.x-e.x}function o(t){var e=t.gl,r=s(e,[e.drawingBufferWidth,e.drawingBufferHeight]),i=new n(e,r);return i.grid=l(i),i.text=u(i),i.line=c(i),i.box=h(i),i.update(t),i}e.exports=o;var s=t(\"gl-select-static\"),l=t(\"./lib/grid\"),u=t(\"./lib/text\"),c=t(\"./lib/line\"),h=t(\"./lib/box\"),f=n.prototype;f.setDirty=function(){this.dirty=this.pickDirty=!0},f.setOverlayDirty=function(){this.dirty=!0},f.nextDepthValue=function(){return this._depthCounter++/65536},f.draw=function(){return function(){var t=this.gl,e=this.screenBox,r=this.viewBox,n=this.dataBox,i=this.pixelRatio,a=this.grid,o=this.line,s=this.text,l=this.objects;if(this._depthCounter=0,this.pickDirty&&(this._pickTimeout&&clearTimeout(this._pickTimeout),this.pickDirty=!1,this._pickTimeout=setTimeout(this._drawPick,this.pickDelay)),this.dirty){this.dirty=!1,t.bindFramebuffer(t.FRAMEBUFFER,null),t.enable(t.SCISSOR_TEST),t.disable(t.DEPTH_TEST),t.depthFunc(t.LESS),t.depthMask(!1),t.enable(t.BLEND),t.blendEquation(t.FUNC_ADD,t.FUNC_ADD),t.blendFunc(t.ONE,t.ONE_MINUS_SRC_ALPHA),t.scissor(e[0],e[1],e[2]-e[0],e[3]-e[1]);var u=this.borderColor;t.clearColor(u[0]*u[3],u[1]*u[3],u[2]*u[3],u[3]),t.clear(t.COLOR_BUFFER_BIT|t.DEPTH_BUFFER_BIT),t.scissor(r[0],r[1],r[2]-r[0],r[3]-r[1]),t.viewport(r[0],r[1],r[2]-r[0],r[3]-r[1]);var c=this.backgroundColor;t.clearColor(c[0]*c[3],c[1]*c[3],c[2]*c[3],c[3]),t.clear(t.COLOR_BUFFER_BIT),a.draw();var h=this.zeroLineEnable,f=this.zeroLineColor,d=this.zeroLineWidth;if(h[0]||h[1]){o.bind();for(var p=0;2>p;++p)if(h[p]&&n[p]<=0&&n[p+2]>=0){var g=e[p]-n[p]*(e[p+2]-e[p])/(n[p+2]-n[p]);0===p?o.drawLine(g,e[1],g,e[3],d[p],f[p]):o.drawLine(e[0],g,e[2],g,d[p],f[p])}}for(var p=0;p<l.length;++p)l[p].draw();t.viewport(e[0],e[1],e[2]-e[0],e[3]-e[1]),t.scissor(e[0],e[1],e[2]-e[0],e[3]-e[1]),this.grid.drawTickMarks(),o.bind();var v=this.borderLineEnable,m=this.borderLineWidth,y=this.borderLineColor;v[1]&&o.drawLine(r[0],r[1]-.5*m[1]*i,r[0],r[3]+.5*m[3]*i,m[1],y[1]),v[0]&&o.drawLine(r[0]-.5*m[0]*i,r[1],r[2]+.5*m[2]*i,r[1],m[0],y[0]),v[3]&&o.drawLine(r[2],r[1]-.5*m[1]*i,r[2],r[3]+.5*m[3]*i,m[3],y[3]),v[2]&&o.drawLine(r[0]-.5*m[0]*i,r[3],r[2]+.5*m[2]*i,r[3],m[2],y[2]),s.bind();for(var p=0;2>p;++p)s.drawTicks(p);this.titleEnable&&s.drawTitle();for(var b=this.overlays,p=0;p<b.length;++p)b[p].draw();t.disable(t.SCISSOR_TEST),t.disable(t.BLEND),t.depthMask(!0)}}}(),f.drawPick=function(){return function(){var t=this.pickBuffer;this.gl;this._pickTimeout=null,t.begin();for(var e=1,r=this.objects,n=0;n<r.length;++n)e=r[n].drawPick(e);t.end()}}(),f.pick=function(){return function(t,e){var r=this.pixelRatio,n=this.pickPixelRatio,i=this.viewBox,a=0|Math.round((t-i[0]/r)*n),o=0|Math.round((e-i[1]/r)*n),s=this.pickBuffer.query(a,o,this.pickRadius);if(!s)return null;for(var l=s.id+(s.value[0]<<8)+(s.value[1]<<16)+(s.value[2]<<24),u=this.objects,c=0;c<u.length;++c){var h=u[c].pick(a,o,l);if(h)return h}return null}}(),f.setScreenBox=function(t){var e=this.screenBox,r=this.pixelRatio;e[0]=0|Math.round(t[0]*r),e[1]=0|Math.round(t[1]*r),e[2]=0|Math.round(t[2]*r),e[3]=0|Math.round(t[3]*r),this.setDirty()},f.setDataBox=function(t){var e=this.dataBox,r=e[0]!==t[0]||e[1]!==t[1]||e[2]!==t[2]||e[3]!==t[3];r&&(e[0]=t[0],e[1]=t[1],e[2]=t[2],e[3]=t[3],this.setDirty())},f.setViewBox=function(t){var e=this.pixelRatio,r=this.viewBox;r[0]=0|Math.round(t[0]*e),r[1]=0|Math.round(t[1]*e),r[2]=0|Math.round(t[2]*e),r[3]=0|Math.round(t[3]*e);var n=this.pickPixelRatio;this.pickBuffer.shape=[0|Math.round((t[2]-t[0])*n),0|Math.round((t[3]-t[1])*n)],this.setDirty()},f.update=function(t){t=t||{};var e=this.gl;this.pixelRatio=t.pixelRatio||1;var r=this.pixelRatio;this.pickPixelRatio=Math.max(r,1),this.setScreenBox(t.screenBox||[0,0,e.drawingBufferWidth/r,e.drawingBufferHeight/r]);this.screenBox;this.setViewBox(t.viewBox||[.125*(this.screenBox[2]-this.screenBox[0])/r,.125*(this.screenBox[3]-this.screenBox[1])/r,.875*(this.screenBox[2]-this.screenBox[0])/r,.875*(this.screenBox[3]-this.screenBox[1])/r]);var n=this.viewBox,o=(n[2]-n[0])/(n[3]-n[1]);this.setDataBox(t.dataBox||[-10,-10/o,10,10/o]),this.borderColor=(t.borderColor||[0,0,0,0]).slice(),this.backgroundColor=(t.backgroundColor||[0,0,0,0]).slice(),this.gridLineEnable=(t.gridLineEnable||[!0,!0]).slice(),this.gridLineWidth=(t.gridLineWidth||[1,1]).slice(),this.gridLineColor=i(t.gridLineColor||[[.5,.5,.5,1],[.5,.5,.5,1]]),this.zeroLineEnable=(t.zeroLineEnable||[!0,!0]).slice(),this.zeroLineWidth=(t.zeroLineWidth||[4,4]).slice(),this.zeroLineColor=i(t.zeroLineColor||[[0,0,0,1],[0,0,0,1]]),this.tickMarkLength=(t.tickMarkLength||[0,0,0,0]).slice(),this.tickMarkWidth=(t.tickMarkWidth||[0,0,0,0]).slice(),this.tickMarkColor=i(t.tickMarkColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]),this.titleCenter=(t.titleCenter||[.5*(n[0]+n[2])/r,(n[3]+120)/r]).slice(),this.titleEnable=!(\"titleEnable\"in t&&!t.titleEnable),this.titleAngle=t.titleAngle||0,this.titleColor=(t.titleColor||[0,0,0,1]).slice(),this.labelPad=(t.labelPad||[15,15,15,15]).slice(),this.labelAngle=(t.labelAngle||[0,Math.PI/2,0,3*Math.PI/2]).slice(),this.labelEnable=(t.labelEnable||[!0,!0,!0,!0]).slice(),this.labelColor=i(t.labelColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]),this.tickPad=(t.tickPad||[15,15,15,15]).slice(),this.tickAngle=(t.tickAngle||[0,0,0,0]).slice(),this.tickEnable=(t.tickEnable||[!0,!0,!0,!0]).slice(),this.tickColor=i(t.tickColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]),this.borderLineEnable=(t.borderLineEnable||[!0,!0,!0,!0]).slice(),this.borderLineWidth=(t.borderLineWidth||[2,2,2,2]).slice(),this.borderLineColor=i(t.borderLineColor||[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]]);var s=t.ticks||[[],[]],l=this._tickBounds;l[0]=l[1]=1/0,l[2]=l[3]=-(1/0);for(var u=0;2>u;++u){var c=s[u].slice(0);0!==c.length&&(c.sort(a),l[u]=Math.min(l[u],c[0].x),l[u+2]=Math.max(l[u+2],c[c.length-1].x))}this.grid.update({bounds:l,ticks:s}),this.text.update({bounds:l,ticks:s,labels:t.labels||[\"x\",\"y\"],labelSize:t.labelSize||[12,12],labelFont:t.labelFont||[\"sans-serif\",\"sans-serif\"],title:t.title||\"\",titleSize:t.titleSize||18,titleFont:t.titleFont||\"sans-serif\"}),this.setDirty()},f.dispose=function(){this.box.dispose(),this.grid.dispose(),this.text.dispose(),this.line.dispose();for(var t=this.objects.length-1;t>=0;--t)this.objects[t].dispose();this.objects.length=0;for(var t=this.overlays.length-1;t>=0;--t)this.overlays[t].dispose();this.overlays.length=0,this.gl=null},f.addObject=function(t){this.objects.indexOf(t)<0&&(this.objects.push(t),this.setDirty())},f.removeObject=function(t){for(var e=this.objects,r=0;r<e.length;++r)if(e[r]===t){e.splice(r,1),this.setDirty();break}},f.addOverlay=function(t){this.overlays.indexOf(t)<0&&(this.overlays.push(t),this.setOverlayDirty())},f.removeOverlay=function(t){for(var e=this.overlays,r=0;r<e.length;++r)if(e[r]===t){e.splice(r,1),this.setOverlayDirty();break}}},{\"./lib/box\":100,\"./lib/grid\":101,\"./lib/line\":102,\"./lib/text\":104,\"gl-select-static\":137}],107:[function(t,e,r){var n=t(\"gl-shader\"),i=\"#define GLSLIFY 1\\nprecision mediump float;\\nattribute vec2 position;\\nvarying vec2 uv;\\nvoid main() {\\n  uv = position;\\n  gl_Position = vec4(position, 0, 1);\\n}\",a=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform sampler2D accumBuffer;\\nvarying vec2 uv;\\n\\nvoid main() {\\n  vec4 accum = texture2D(accumBuffer, 0.5 * (uv + 1.0));\\n  gl_FragColor = min(vec4(1,1,1,1), accum);\\n}\";e.exports=function(t){return 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y=[0,0,0],b=[0,0,0],x=[0,0,0];p.draw=function(t){t=t||m;for(var e=this.gl,r=t.model||d,i=t.view||d,a=t.projection||d,s=this.bounds,l=h(r,i,a,s),u=l.cubeEdges,c=l.axis,f=i[12],p=i[13],_=i[14],w=i[15],k=this.pixelRatio*(a[3]*f+a[7]*p+a[11]*_+a[15]*w)/e.drawingBufferHeight,A=0;3>A;++A)this.lastCubeProps.cubeEdges[A]=u[A],this.lastCubeProps.axis[A]=c[A];for(var M=g,A=0;3>A;++A)o(g[A],A,this.bounds,u,c);for(var e=this.gl,L=v,A=0;3>A;++A)this.backgroundEnable[A]?L[A]=c[A]:L[A]=0;this._background.draw(r,i,a,s,L,this.backgroundColor),this._lines.bind(r,i,a,this);for(var A=0;3>A;++A){var T=[0,0,0];c[A]>0?T[A]=s[1][A]:T[A]=s[0][A];for(var E=0;2>E;++E){var C=(A+1+E)%3,S=(A+1+(1^E))%3;this.gridEnable[C]&&this._lines.drawGrid(C,S,this.bounds,T,this.gridColor[C],this.gridWidth[C]*this.pixelRatio)}for(var E=0;2>E;++E){var C=(A+1+E)%3,S=(A+1+(1^E))%3;this.zeroEnable[S]&&s[0][S]<=0&&s[1][S]>=0&&this._lines.drawZero(C,S,this.bounds,T,this.zeroLineColor[S],this.zeroLineWidth[S]*this.pixelRatio)}}for(var 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o=t(\"extract-frustum-planes\"),s=t(\"split-polygon\"),l=t(\"./lib/cube.js\"),u=t(\"gl-mat4/multiply\"),c=t(\"gl-mat4/transpose\"),h=t(\"gl-vec4/transformMat4\"),f=new Float32Array([1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1]),d=new Float32Array(16),p=[0,0,0,1],g=[0,0,0,1],v=[new n(1/0,-(1/0),1/0),new n(1/0,-(1/0),1/0),new n(1/0,-(1/0),1/0)],m=[0,0,0]},{\"./lib/cube.js\":113,\"extract-frustum-planes\":118,\"gl-mat4/multiply\":80,\"gl-mat4/transpose\":88,\"gl-vec4/transformMat4\":167,\"split-polygon\":119}],122:[function(t,e,r){\"use strict\";var n=t(\"gl-shader\"),i=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position, color;\\nattribute float weight;\\n\\nuniform mat4 model, view, projection;\\nuniform vec3 coordinates[3];\\nuniform vec4 colors[3];\\nuniform vec2 screenShape;\\nuniform float lineWidth;\\n\\nvarying vec4 fragColor;\\n\\nvoid main() {\\n  vec3 vertexPosition = mix(coordinates[0],\\n    mix(coordinates[2], coordinates[1], 0.5 * (position + 1.0)), 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a=t(\"gl-buffer\"),o=t(\"gl-vao\"),s=t(\"./shaders/index\");e.exports=i;var l=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1],u=n.prototype,c=[0,0,0],h=[0,0,0],f=[0,0];u.isTransparent=function(){return!1},u.drawTransparent=function(t){},u.draw=function(t){var e=this.gl,r=this.vao,n=this.shader;r.bind(),n.bind();var i,a=t.model||l,o=t.view||l,s=t.projection||l;this.axes&&(i=this.axes.lastCubeProps.axis);for(var u=c,d=h,p=0;3>p;++p)i&&i[p]<0?(u[p]=this.bounds[0][p],d[p]=this.bounds[1][p]):(u[p]=this.bounds[1][p],d[p]=this.bounds[0][p]);f[0]=e.drawingBufferWidth,f[1]=e.drawingBufferHeight,n.uniforms.model=a,n.uniforms.view=o,n.uniforms.projection=s,n.uniforms.coordinates=[this.position,u,d],n.uniforms.colors=this.colors,n.uniforms.screenShape=f;for(var p=0;3>p;++p)n.uniforms.lineWidth=this.lineWidth[p]*this.pixelRatio,this.enabled[p]&&(r.draw(e.TRIANGLES,6,6*p),this.drawSides[p]&&r.draw(e.TRIANGLES,12,18+12*p));r.unbind()},u.update=function(t){t&&(\"bounds\"in t&&(this.bounds=t.bounds),\"position\"in t&&(this.position=t.position),\"lineWidth\"in t&&(this.lineWidth=t.lineWidth),\"colors\"in t&&(this.colors=t.colors),\"enabled\"in t&&(this.enabled=t.enabled),\"drawSides\"in t&&(this.drawSides=t.drawSides))},u.dispose=function(){this.vao.dispose(),this.buffer.dispose(),this.shader.dispose()}},{\"./shaders/index\":122,\"gl-buffer\":59,\"gl-vao\":166}],124:[function(t,e,r){\"use strict\";function n(){this.mouse=[-1,-1],this.screen=null,this.distance=1/0,this.index=null,this.dataCoordinate=null,this.dataPosition=null,this.object=null,this.data=null}function i(t,e){var r=null;try{r=t.getContext(\"webgl\",e),r||(r=t.getContext(\"experimental-webgl\",e))}catch(n){return null}return r}function a(t){var e=Math.round(Math.log(Math.abs(t))/Math.log(10));if(0>e){var r=Math.round(Math.pow(10,-e));return Math.ceil(t*r)/r}if(e>0){var r=Math.round(Math.pow(10,e));return Math.ceil(t/r)*r}return Math.ceil(t)}function o(t){return\"boolean\"==typeof t?t:!0}function s(t){function e(){if(!_&&H.autoResize){var t=w.parentNode,e=1,r=1;t&&t!==document.body?(e=t.clientWidth,r=t.clientHeight):(e=window.innerWidth,r=window.innerHeight);var n=0|Math.ceil(e*H.pixelRatio),i=0|Math.ceil(r*H.pixelRatio);if(n!==w.width||i!==w.height){w.width=n,w.height=i;var a=w.style;a.position=a.position||\"absolute\",a.left=\"0px\",a.top=\"0px\",a.width=e+\"px\",a.height=r+\"px\",F=!0}}}function r(){for(var t=O.length,e=R.length,r=0;e>r;++r)D[r]=0;t:for(var r=0;t>r;++r){var n=O[r],i=n.pickSlots;if(i){for(var a=0;e>a;++a)if(D[a]+i<255){I[r]=a,n.setPickBase(D[a]+1),D[a]+=i;continue t}var o=f(A,q);I[r]=e,R.push(o),D.push(i),n.setPickBase(1),e+=1}else I[r]=-1}for(;e>0&&0===D[e-1];)D.pop(),R.pop().dispose()}function s(){return H.contextLost?!0:void(A.isContextLost()&&(H.contextLost=!0,H.mouseListener.enabled=!1,H.selection.object=null,H.oncontextloss&&H.oncontextloss()))}function y(){if(!s()){A.colorMask(!0,!0,!0,!0),A.depthMask(!0),A.disable(A.BLEND),A.enable(A.DEPTH_TEST);for(var t=O.length,e=R.length,r=0;e>r;++r){var n=R[r];n.shape=G,n.begin();for(var i=0;t>i;++i)if(I[i]===r){var a=O[i];a.drawPick&&(a.pixelRatio=1,a.drawPick(V))}n.end()}}}function b(){if(!s()){e();var t=H.camera.tick();V.view=H.camera.matrix,F=F||t,N=N||t,z.pixelRatio=H.pixelRatio,j.pixelRatio=H.pixelRatio;var r=O.length,n=X[0],i=X[1];n[0]=n[1]=n[2]=1/0,i[0]=i[1]=i[2]=-(1/0);for(var o=0;r>o;++o){var l=O[o];l.pixelRatio=H.pixelRatio,l.axes=H.axes,F=F||!!l.dirty,N=N||!!l.dirty;var u=l.bounds;if(u)for(var h=u[0],f=u[1],d=0;3>d;++d)n[d]=Math.min(n[d],h[d]),i[d]=Math.max(i[d],f[d])}var g=H.bounds;if(H.autoBounds)for(var d=0;3>d;++d){if(i[d]<n[d])n[d]=-1,i[d]=1;else{n[d]===i[d]&&(n[d]-=1,i[d]+=1);var m=.05*(i[d]-n[d]);n[d]=n[d]-m,i[d]=i[d]+m}g[0][d]=n[d],g[1][d]=i[d]}for(var b=!1,d=0;3>d;++d)b=b||Z[0][d]!==g[0][d]||Z[1][d]!==g[1][d],Z[0][d]=g[0][d],Z[1][d]=g[1][d];if(b){for(var x=[0,0,0],o=0;3>o;++o)x[o]=a((g[1][o]-g[0][o])/10);z.autoTicks?z.update({bounds:g,tickSpacing:x}):z.update({bounds:g})}N=N||b,F=F||b;var _=A.drawingBufferWidth,w=A.drawingBufferHeight;q[0]=_,q[1]=w,G[0]=0|Math.max(_/H.pixelRatio,1),G[1]=0|Math.max(w/H.pixelRatio,1),v(B,H.fovy,_/w,H.zNear,H.zFar);for(var o=0;16>o;++o)U[o]=0;U[15]=1;for(var k=0,o=0;3>o;++o)k=Math.max(k,g[1][o]-g[0][o]);for(var o=0;3>o;++o)H.autoScale?U[5*o]=H.aspect[o]/(g[1][o]-g[0][o]):U[5*o]=1/k,H.autoCenter&&(U[12+o]=.5*-U[5*o]*(g[0][o]+g[1][o]));for(var o=0;r>o;++o){var l=O[o];l.axesBounds=g,H.clipToBounds&&(l.clipBounds=g)}if(L.object&&(H.snapToData?j.position=L.dataCoordinate:j.position=L.dataPosition,j.bounds=g),N&&(N=!1,y()),F){H.axesPixels=c(H.axes,V,_,w),H.onrender&&H.onrender(),A.bindFramebuffer(A.FRAMEBUFFER,null),A.viewport(0,0,_,w);var M=H.clearColor;A.clearColor(M[0],M[1],M[2],M[3]),\n",
       "A.clear(A.COLOR_BUFFER_BIT|A.DEPTH_BUFFER_BIT),A.depthMask(!0),A.colorMask(!0,!0,!0,!0),A.enable(A.DEPTH_TEST),A.depthFunc(A.LEQUAL),A.disable(A.BLEND),A.disable(A.CULL_FACE);var C=!1;z.enable&&(C=C||z.isTransparent(),z.draw(V)),j.axes=z,L.object&&j.draw(V),A.disable(A.CULL_FACE);for(var o=0;r>o;++o){var l=O[o];l.axes=z,l.pixelRatio=H.pixelRatio,l.isOpaque&&l.isOpaque()&&l.draw(V),l.isTransparent&&l.isTransparent()&&(C=!0)}if(C){T.shape=q,T.bind(),A.clear(A.DEPTH_BUFFER_BIT),A.colorMask(!1,!1,!1,!1),A.depthMask(!0),A.depthFunc(A.LESS),z.enable&&z.isTransparent()&&z.drawTransparent(V);for(var o=0;r>o;++o){var l=O[o];l.isOpaque&&l.isOpaque()&&l.draw(V)}A.enable(A.BLEND),A.blendEquation(A.FUNC_ADD),A.blendFunc(A.ONE,A.ONE_MINUS_SRC_ALPHA),A.colorMask(!0,!0,!0,!0),A.depthMask(!1),A.clearColor(0,0,0,0),A.clear(A.COLOR_BUFFER_BIT),z.isTransparent()&&z.drawTransparent(V);for(var o=0;r>o;++o){var l=O[o];l.isTransparent&&l.isTransparent()&&l.drawTransparent(V)}A.bindFramebuffer(A.FRAMEBUFFER,null),A.blendFunc(A.ONE,A.ONE_MINUS_SRC_ALPHA),A.disable(A.DEPTH_TEST),E.bind(),T.color[0].bind(0),E.uniforms.accumBuffer=0,p(A),A.disable(A.BLEND)}F=!1;for(var o=0;r>o;++o)O[o].dirty=!1}}}function x(){_||H.contextLost||(requestAnimationFrame(x),b())}t=t||{};var _=!1,w=(t.pixelRatio||parseFloat(window.devicePixelRatio),t.canvas);if(!w)if(w=document.createElement(\"canvas\"),t.container){var k=t.container;k.appendChild(w)}else document.body.appendChild(w);var A=t.gl;if(A||(A=i(w,t.glOptions||{premultipliedAlpha:!0,antialias:!0})),!A)throw new Error(\"webgl not supported\");var M=t.bounds||[[-10,-10,-10],[10,10,10]],L=new n,T=d(A,[A.drawingBufferWidth,A.drawingBufferHeight],{preferFloat:!0}),E=m(A),C=t.camera||{eye:[2,0,0],center:[0,0,0],up:[0,1,0],zoomMin:.1,zoomMax:100,mode:\"turntable\"},S=t.axes||{},z=u(A,S);z.enable=!S.disable;var P=t.spikes||{},j=h(A,P),O=[],I=[],D=[],R=[],F=!0,N=!0,B=new Array(16),U=new Array(16),V={view:null,projection:B,model:U},N=!0,q=[A.drawingBufferWidth,A.drawingBufferHeight],H={gl:A,contextLost:!1,pixelRatio:t.pixelRatio||parseFloat(window.devicePixelRatio),canvas:w,selection:L,camera:l(w,C),axes:z,axesPixels:null,spikes:j,bounds:M,objects:O,shape:q,aspect:t.aspectRatio||[1,1,1],pickRadius:t.pickRadius||10,zNear:t.zNear||.01,zFar:t.zFar||1e3,fovy:t.fovy||Math.PI/4,clearColor:t.clearColor||[0,0,0,0],autoResize:o(t.autoResize),autoBounds:o(t.autoBounds),autoScale:!!t.autoScale,autoCenter:o(t.autoCenter),clipToBounds:o(t.clipToBounds),snapToData:!!t.snapToData,onselect:t.onselect||null,onrender:t.onrender||null,onclick:t.onclick||null,cameraParams:V,oncontextloss:null,mouseListener:null},G=[A.drawingBufferWidth/H.pixelRatio|0,A.drawingBufferHeight/H.pixelRatio|0];H.autoResize&&e(),window.addEventListener(\"resize\",e),H.update=function(t){_||(t=t||{},F=!0,N=!0)},H.add=function(t){_||(t.axes=z,O.push(t),I.push(-1),F=!0,N=!0,r())},H.remove=function(t){if(!_){var e=O.indexOf(t);0>e||(O.splice(e,1),I.pop(),F=!0,N=!0,r())}},H.dispose=function(){if(!_&&(_=!0,window.removeEventListener(\"resize\",e),w.removeEventListener(\"webglcontextlost\",s),H.mouseListener.enabled=!1,!H.contextLost)){z.dispose(),j.dispose();for(var t=0;t<O.length;++t)O[t].dispose();T.dispose();for(var t=0;t<R.length;++t)R[t].dispose();E.dispose(),A=null,z=null,j=null,O=[]}};var Y=!1,W=0;H.mouseListener=g(w,function(t,e,r){if(!_){var n=R.length,i=O.length,a=L.object;L.distance=1/0,L.mouse[0]=e,L.mouse[1]=r,L.object=null,L.screen=null,L.dataCoordinate=L.dataPosition=null;var o=!1;if(t)Y=!0;else{Y&&(N=!0),Y=!1;for(var s=0;n>s;++s){var l=R[s].query(e,G[1]-r-1,H.pickRadius);if(l){if(l.distance>L.distance)continue;for(var u=0;i>u;++u){var c=O[u];if(I[u]===s){var h=c.pick(l);h&&(L.screen=l.coord,L.distance=l.distance,L.object=c,L.index=h.distance,L.dataPosition=h.position,L.dataCoordinate=h.dataCoordinate,L.data=h,o=!0)}}}}}a&&a!==L.object&&(a.highlight&&a.highlight(null),F=!0),L.object&&(L.object.highlight&&L.object.highlight(L.data),F=!0),o=o||L.object!==a,o&&H.onselect&&H.onselect(L),1&t&&!(1&W)&&H.onclick&&H.onclick(L),W=t}}),w.addEventListener(\"webglcontextlost\",s);var X=[[1/0,1/0,1/0],[-(1/0),-(1/0),-(1/0)]],Z=[X[0].slice(),X[1].slice()];return x(),H.redraw=function(){_||(F=!0,b())},H}e.exports=s;var l=t(\"3d-view-controls\"),u=t(\"gl-axes3d\"),c=t(\"gl-axes3d/properties\"),h=t(\"gl-spikes3d\"),f=t(\"gl-select-static\"),d=t(\"gl-fbo\"),p=t(\"a-big-triangle\"),g=t(\"mouse-change\"),v=t(\"gl-mat4/perspective\"),m=t(\"./lib/shader\")},{\"./lib/shader\":107,\"3d-view-controls\":108,\"a-big-triangle\":110,\"gl-axes3d\":111,\"gl-axes3d/properties\":121,\"gl-fbo\":64,\"gl-mat4/perspective\":81,\"gl-select-static\":137,\"gl-spikes3d\":123,\"mouse-change\":173}],125:[function(t,e,r){\"use strict\";e.exports={vertex:\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 position;\\nattribute vec2 offset;\\nattribute vec4 color;\\n\\nuniform mat3 viewTransform;\\nuniform vec2 pixelScale;\\n\\nvarying vec4 fragColor;\\n\\nvec4 computePosition_1_0(vec2 position, vec2 offset, mat3 view, vec2 scale) {\\n  vec3 xposition = view * vec3(position, 1.0);\\n  return vec4(\\n    xposition.xy + scale * offset * xposition.z,\\n    0,\\n    xposition.z);\\n}\\n\\n\\n\\n\\nvoid main() {\\n  fragColor = color;\\n\\n  gl_Position = computePosition_1_0(\\n    position,\\n    offset,\\n    viewTransform,\\n    pixelScale);\\n}\\n\",fragment:\"#define GLSLIFY 1\\nprecision lowp float;\\nvarying vec4 fragColor;\\nvoid main() {\\n  gl_FragColor = vec4(fragColor.rgb * fragColor.a, fragColor.a);\\n}\\n\",pickVertex:\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 position;\\nattribute vec2 offset;\\nattribute vec4 id;\\n\\nuniform mat3 viewTransform;\\nuniform vec2 pixelScale;\\nuniform vec4 pickOffset;\\n\\nvarying vec4 fragColor;\\n\\nvec4 computePosition_1_0(vec2 position, vec2 offset, mat3 view, vec2 scale) {\\n  vec3 xposition = view * vec3(position, 1.0);\\n  return vec4(\\n    xposition.xy + scale * offset * xposition.z,\\n    0,\\n    xposition.z);\\n}\\n\\n\\n\\n\\nvoid main() {\\n  vec4 fragId = id + pickOffset;\\n\\n  fragId.y += floor(fragId.x / 256.0);\\n  fragId.x -= floor(fragId.x / 256.0) * 256.0;\\n\\n  fragId.z += floor(fragId.y / 256.0);\\n  fragId.y -= floor(fragId.y / 256.0) * 256.0;\\n\\n  fragId.w += floor(fragId.z / 256.0);\\n  fragId.z -= floor(fragId.z / 256.0) * 256.0;\\n\\n  fragColor = fragId / 255.0;\\n\\n  gl_Position = computePosition_1_0(\\n    position,\\n    offset,\\n    viewTransform,\\n    pixelScale);\\n}\\n\",pickFragment:\"#define GLSLIFY 1\\nprecision lowp float;\\nvarying vec4 fragColor;\\nvoid main() {\\n  gl_FragColor = fragColor;\\n}\\n\"}},{}],126:[function(t,e,r){\"use strict\";function n(t){if(t in f)return f[t];var e=c(t,{polygons:!0,font:\"sans-serif\",textAlign:\"left\",textBaseline:\"alphabetic\"}),r=[],n=[];e.forEach(function(t){t.forEach(function(t){for(var e=0;e<t.length;++e){var i=t[(e+t.length-1)%t.length],a=t[e],o=t[(e+1)%t.length],s=t[(e+2)%t.length],l=a[0]-i[0],u=a[1]-i[1],c=Math.sqrt(l*l+u*u);l/=c,u/=c,r.push(i[0],i[1]+1.4),n.push(u,-l),r.push(i[0],i[1]+1.4),n.push(-u,l),r.push(a[0],a[1]+1.4),n.push(-u,l),r.push(a[0],a[1]+1.4),n.push(-u,l),r.push(i[0],i[1]+1.4),n.push(u,-l),r.push(a[0],a[1]+1.4),n.push(u,-l);var h=s[0]-o[0],f=s[1]-o[1],d=Math.sqrt(h*h+f*f);h/=d,f/=d,r.push(a[0],a[1]+1.4),n.push(u,-l),r.push(a[0],a[1]+1.4),n.push(-u,l),r.push(o[0],o[1]+1.4),n.push(-f,h),r.push(o[0],o[1]+1.4),n.push(-f,h),r.push(a[0],a[1]+1.4),n.push(f,-h),r.push(o[0],o[1]+1.4),n.push(f,-h)}})});for(var i=[1/0,1/0,-(1/0),-(1/0)],a=0;a<r.length;a+=2)for(var o=0;2>o;++o)i[o]=Math.min(i[o],r[a+o]),i[2+o]=Math.max(i[2+o],r[a+o]);return f[t]={coords:r,normals:n,bounds:i}}function i(t,e,r,n,i,a,o){this.plot=t,this.shader=e,this.pickShader=r,this.positionBuffer=n,this.offsetBuffer=i,this.colorBuffer=a,this.idBuffer=o,this.bounds=[1/0,1/0,-(1/0),-(1/0)],this.numPoints=0,this.numVertices=0,this.pickOffset=0,this.points=null}function a(t,e){var r=t.gl,n=o(r,h.vertex,h.fragment),a=o(r,h.pickVertex,h.pickFragment),l=s(r),u=s(r),c=s(r),f=s(r),d=new i(t,n,a,l,u,c,f);return d.update(e),t.addObject(d),d}e.exports=a;var o=t(\"gl-shader\"),s=t(\"gl-buffer\"),l=t(\"text-cache\"),u=t(\"typedarray-pool\"),c=t(\"vectorize-text\"),h=t(\"./lib/shaders\"),f={},d=i.prototype;!function(){function t(){var t=this.plot,n=this.bounds,i=t.viewBox,a=t.dataBox,o=t.pixelRatio,s=n[2]-n[0],l=n[3]-n[1],u=a[2]-a[0],c=a[3]-a[1];e[0]=2*s/u,e[4]=2*l/c,e[6]=2*(n[0]-a[0])/u-1,e[7]=2*(n[1]-a[1])/c-1;var h=i[2]-i[0],f=i[3]-i[1];r[0]=2*o/h,r[1]=2*o/f}var e=[1,0,0,0,1,0,0,0,1],r=[1,1];d.draw=function(){var n=this.plot,i=this.shader,a=this.numVertices,o=n.gl;t.call(this),i.bind(),i.uniforms.pixelScale=r,i.uniforms.viewTransform=e,this.positionBuffer.bind(),i.attributes.position.pointer(),this.offsetBuffer.bind(),i.attributes.offset.pointer(),this.colorBuffer.bind(),i.attributes.color.pointer(o.UNSIGNED_BYTE,!0),o.drawArrays(o.TRIANGLES,0,a)};var n=[0,0,0,0];d.drawPick=function(i){var a=this.plot,o=this.pickShader,s=this.numVertices,l=a.gl;this.pickOffset=i;for(var u=0;4>u;++u)n[u]=i>>8*u&255;return t.call(this),o.bind(),o.uniforms.pixelScale=r,o.uniforms.viewTransform=e,o.uniforms.pickOffset=n,this.positionBuffer.bind(),o.attributes.position.pointer(),this.offsetBuffer.bind(),o.attributes.offset.pointer(),this.idBuffer.bind(),o.attributes.id.pointer(l.UNSIGNED_BYTE,!1),l.drawArrays(l.TRIANGLES,0,s),i+this.numPoints}}(),d.pick=function(t,e,r){var n=this.pickOffset,i=this.numPoints;if(n>r||r>=n+i)return null;var a=r-n,o=this.points;return{object:this,pointId:a,dataCoord:[o[2*a],o[2*a+1]]}},d.update=function(t){t=t||{};var e=t.positions||[],r=t.colors||[],i=t.glyphs||[],a=t.sizes||[],o=t.borderWidths||[],s=t.borderColors||[];this.points=e;for(var c=this.bounds=[1/0,1/0,-(1/0),-(1/0)],h=0,f=0;f<i.length;++f){h+=l(\"sans-serif\",i[f]).data.length+n(i[f]).coords.length>>1;for(var d=0;2>d;++d)c[d]=Math.min(c[d],e[2*f+d]),c[2+d]=Math.max(c[2+d],e[2*f+d])}c[0]===c[2]&&(c[2]+=1),c[3]===c[1]&&(c[3]+=1);for(var p=1/(c[2]-c[0]),g=1/(c[3]-c[1]),v=c[0],m=c[1],y=u.mallocFloat32(2*h),b=u.mallocFloat32(2*h),x=u.mallocUint8(4*h),_=u.mallocUint32(h),w=0,f=0;f<i.length;++f){for(var k=l(\"sans-serif\",i[f]),A=n(i[f]),M=p*(e[2*f]-v),L=g*(e[2*f+1]-m),T=a[f],E=255*r[4*f],C=255*r[4*f+1],S=255*r[4*f+2],z=255*r[4*f+3],P=.5*(A.bounds[0]+A.bounds[2]),j=.5*(A.bounds[1]+A.bounds[3]),d=0;d<k.data.length;d+=2)y[2*w]=M,y[2*w+1]=L,b[2*w]=-T*(k.data[d]-P),b[2*w+1]=-T*(k.data[d+1]-j),x[4*w]=E,x[4*w+1]=C,x[4*w+2]=S,x[4*w+3]=z,_[w]=f,w+=1;var O=o[f];E=255*s[4*f],C=255*s[4*f+1],S=255*s[4*f+2],z=255*s[4*f+3];for(var d=0;d<A.coords.length;d+=2)y[2*w]=M,y[2*w+1]=L,b[2*w]=-(T*(A.coords[d]-P)+O*A.normals[d]),b[2*w+1]=-(T*(A.coords[d+1]-j)+O*A.normals[d+1]),x[4*w]=E,x[4*w+1]=C,x[4*w+2]=S,x[4*w+3]=z,_[w]=f,w+=1}this.numPoints=i.length,this.numVertices=h,this.positionBuffer.update(y),this.offsetBuffer.update(b),this.colorBuffer.update(x),this.idBuffer.update(_),u.free(y),u.free(b),u.free(x),u.free(_)},d.dispose=function(){this.shader.dispose(),this.pickShader.dispose(),this.positionBuffer.dispose(),this.offsetBuffer.dispose(),this.colorBuffer.dispose(),this.idBuffer.dispose(),this.plot.removeObject(this)}},{\"./lib/shaders\":125,\"gl-buffer\":59,\"gl-shader\":138,\"text-cache\":212,\"typedarray-pool\":217,\"vectorize-text\":219}],127:[function(t,e,r){r.pointVertex=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 position;\\nattribute float weight;\\n\\nuniform mat3 matrix;\\nuniform float pointSize, useWeight;\\n\\nvarying float fragWeight;\\n\\nvoid main() {\\n  vec3 hgPosition = matrix * vec3(position, 1);\\n  gl_Position  = vec4(hgPosition.xy, 0, hgPosition.z);\\n  gl_PointSize = pointSize;\\n  fragWeight = mix(1.0, weight, useWeight);\\n}\\n\",r.pointFragment=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec4 color, borderColor;\\nuniform float centerFraction;\\n\\nvarying float fragWeight;\\n\\nfloat smoothStep(float x, float y) {\\n  return 1.0 / (1.0 + exp(50.0*(x - y)));\\n}\\n\\nvoid main() {\\n  float radius = length(2.0*gl_PointCoord.xy-1.0);\\n  if(radius > 1.0) {\\n    discard;\\n  }\\n  vec4 baseColor = mix(borderColor, color, smoothStep(radius, centerFraction));\\n  float alpha = 1.0 - pow(1.0 - baseColor.a, fragWeight);\\n  gl_FragColor = vec4(baseColor.rgb * alpha, alpha);\\n}\\n\",r.pickVertex=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 position;\\nattribute vec4 pickId;\\n\\nuniform mat3 matrix;\\nuniform float pointSize;\\nuniform vec4 pickOffset;\\n\\nvarying vec4 fragId;\\n\\nvoid main() {\\n  vec3 hgPosition = matrix * vec3(position, 1);\\n  gl_Position  = vec4(hgPosition.xy, 0, hgPosition.z);\\n  gl_PointSize = pointSize;\\n\\n  vec4 id = pickId + pickOffset;\\n  id.y += floor(id.x / 256.0);\\n  id.x -= floor(id.x / 256.0) * 256.0;\\n\\n  id.z += floor(id.y / 256.0);\\n  id.y -= floor(id.y / 256.0) * 256.0;\\n\\n  id.w += floor(id.z / 256.0);\\n  id.z -= floor(id.z / 256.0) * 256.0;\\n\\n  fragId = id;\\n}\\n\",r.pickFragment=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nvarying vec4 fragId;\\n\\nvoid main() {\\n  float radius = length(2.0*gl_PointCoord.xy-1.0);\\n  if(radius > 1.0) {\\n    discard;\\n  }\\n  gl_FragColor = fragId / 255.0;\\n}\\n\"},{}],128:[function(t,e,r){arguments[4][105][0].apply(r,arguments)},{dup:105}],129:[function(t,e,r){\"use strict\";function n(t,e,r,n,a){4*f>=a?i(0,a-1,t,e,r,n):h(0,a-1,t,e,r,n)}function i(t,e,r,n,i,a){for(var o=t+1;e>=o;++o){for(var s=r[o],l=n[2*o],u=n[2*o+1],c=i[o],h=a[o],f=o;f>t;){var d=r[f-1],p=n[2*(f-1)];if((d-s||l-p)>=0)break;r[f]=d,n[2*f]=p,n[2*f+1]=n[2*f-1],i[f]=i[f-1],a[f]=a[f-1],f-=1}r[f]=s,n[2*f]=l,n[2*f+1]=u,i[f]=c,a[f]=h}}function a(t,e,r,n,i,a){var o=r[t],s=n[2*t],l=n[2*t+1],u=i[t],c=a[t];r[t]=r[e],n[2*t]=n[2*e],n[2*t+1]=n[2*e+1],i[t]=i[e],a[t]=a[e],r[e]=o,n[2*e]=s,n[2*e+1]=l,i[e]=u,a[e]=c}function o(t,e,r,n,i,a){r[t]=r[e],n[2*t]=n[2*e],n[2*t+1]=n[2*e+1],i[t]=i[e],a[t]=a[e]}function s(t,e,r,n,i,a,o){var s=n[t],l=i[2*t],u=i[2*t+1],c=a[t],h=o[t];n[t]=n[e],i[2*t]=i[2*e],i[2*t+1]=i[2*e+1],a[t]=a[e],o[t]=o[e],n[e]=n[r],i[2*e]=i[2*r],i[2*e+1]=i[2*r+1],a[e]=a[r],o[e]=o[r],n[r]=s,i[2*r]=l,i[2*r+1]=u,a[r]=c,o[r]=h}function l(t,e,r,n,i,a,o,s,l,u,c){s[t]=s[e],l[2*t]=l[2*e],l[2*t+1]=l[2*e+1],u[t]=u[e],c[t]=c[e],s[e]=r,l[2*e]=n,l[2*e+1]=i,u[e]=a,c[e]=o}function u(t,e,r,n,i){return(r[t]-r[e]||n[2*e]-n[2*t]||i[t]-i[e])<0}function c(t,e,r,n,i,a,o,s){return(e-a[t]||o[2*t]-r||i-s[t])<0}function h(t,e,r,n,d,p){var g=(e-t+1)/6|0,v=t+g,m=e-g,y=t+e>>1,b=y-g,x=y+g,_=v,w=b,k=y,A=x,M=m,L=t+1,T=e-1,E=0;u(_,w,r,n,d,p)&&(E=_,_=w,w=E),u(A,M,r,n,d,p)&&(E=A,A=M,M=E),u(_,k,r,n,d,p)&&(E=_,_=k,k=E),u(w,k,r,n,d,p)&&(E=w,w=k,k=E),u(_,A,r,n,d,p)&&(E=_,_=A,A=E),u(k,A,r,n,d,p)&&(E=k,k=A,A=E),u(w,M,r,n,d,p)&&(E=w,w=M,M=E),u(w,k,r,n,d,p)&&(E=w,w=k,k=E),u(A,M,r,n,d,p)&&(E=A,A=M,M=E);var C=r[w],S=n[2*w],z=n[2*w+1],P=d[w],j=p[w],O=r[A],I=n[2*A],D=n[2*A+1],R=d[A],F=p[A],N=_,B=k,U=M,V=v,q=y,H=m,G=r[N],Y=r[B],W=r[U];r[V]=G,r[q]=Y,r[H]=W;for(var X=0;2>X;++X){var Z=n[2*N+X],Q=n[2*B+X],$=n[2*U+X];n[2*V+X]=Z,n[2*q+X]=Q,n[2*H+X]=$}var K=d[N],J=d[B],tt=d[U];d[V]=K,d[q]=J,d[H]=tt;var et=p[N],rt=p[B],nt=p[U];p[V]=et,p[q]=rt,p[H]=nt,o(b,t,r,n,d,p),o(x,e,r,n,d,p);for(var it=L;T>=it;++it)if(c(it,C,S,z,P,r,n,d))it!==L&&a(it,L,r,n,d,p),++L;else if(!c(it,O,I,D,R,r,n,d))for(;;){if(c(T,O,I,D,R,r,n,d)){c(T,C,S,z,P,r,n,d)?(s(it,L,T,r,n,d,p),++L,--T):(a(it,T,r,n,d,p),--T);break}if(--T<it)break}l(t,L-1,C,S,z,P,j,r,n,d,p),l(e,T+1,O,I,D,R,F,r,n,d,p),f>=L-2-t?i(t,L-2,r,n,d,p):h(t,L-2,r,n,d,p),f>=e-(T+2)?i(T+2,e,r,n,d,p):h(T+2,e,r,n,d,p),f>=T-L?i(L,T,r,n,d,p):h(L,T,r,n,d,p)}e.exports=n;var f=32},{}],130:[function(t,e,r){\"use strict\";function n(t,e,r,n,i,a,o,s){for(var l=r,u=r;n>u;++u){var c=t[2*u],h=t[2*u+1],f=e[u];c>=i&&o>=c&&h>=a&&s>=h&&(u===l?l+=1:(t[2*u]=t[2*l],t[2*u+1]=t[2*l+1],e[u]=e[l],t[2*l]=c,t[2*l+1]=h,e[l]=f,l+=1))}return l}function i(t,e,r){this.pixelSize=t,this.offset=e,this.count=r}function a(t,e,r,a){function l(i,a,o,s,u,c){var h=.5*o,f=s+1,d=u-s;r[_]=d,x[_++]=c;for(var p=0;2>p;++p)for(var g=0;2>g;++g){var v=i+p*h,m=a+g*h,y=n(t,e,f,u,v,m,v+h,m+h);if(y!==f){if(y-f>=Math.max(.9*d,32)){var b=u+s>>>1;l(v,m,h,f,b,c+1),f=b}l(v,m,h,f,y,c+1),f=y}}}var u=t.length>>>1;if(1>u)return[];for(var c=1/0,h=1/0,f=-(1/0),d=-(1/0),p=0;u>p;++p){var g=t[2*p],v=t[2*p+1];c=Math.min(c,g),f=Math.max(f,g),h=Math.min(h,v),d=Math.max(d,v),e[p]=p}c===f&&(f+=1+Math.abs(f)),h===d&&(d+=1+Math.abs(f));var m=1/(f-c),y=1/(d-h),b=Math.max(f-c,d-h);a=a||[0,0,0,0],a[0]=c,a[1]=h,a[2]=f,a[3]=d;var x=o.mallocInt32(u),_=0;l(c,h,b,0,u,0),s(x,t,e,r,u);for(var w=[],k=0,A=u,_=u-1;_>=0;--_){t[2*_]=(t[2*_]-c)*m,t[2*_+1]=(t[2*_+1]-h)*y;var M=x[_];M!==k&&(w.push(new i(b*Math.pow(.5,M),_+1,A-(_+1))),A=_+1,k=M)}return w.push(new i(b*Math.pow(.5,M+1),0,A)),o.free(x),w}var o=t(\"typedarray-pool\"),s=t(\"./lib/sort\");e.exports=a},{\"./lib/sort\":129,\"typedarray-pool\":217}],131:[function(t,e,r){\"use strict\";function n(t,e,r,n,i,a){this.plot=t,this.offsetBuffer=e,this.pickBuffer=r,this.weightBuffer=n,this.shader=i,this.pickShader=a,this.scales=[],this.size=12,this.borderSize=1,this.pointCount=0,this.color=[1,0,0,1],this.borderColor=[0,0,0,1],this.bounds=[1/0,1/0,-(1/0),-(1/0)],this.pickOffset=0,this.points=null,this.xCoords=null}function i(t,e){var r=t.gl,i=o(r),s=o(r),l=o(r),u=a(r,c.pointVertex,c.pointFragment),h=a(r,c.pickVertex,c.pickFragment),f=new n(t,i,s,l,u,h);return f.update(e),t.addObject(f),f}var a=t(\"gl-shader\"),o=t(\"gl-buffer\"),s=t(\"binary-search-bounds\"),l=t(\"snap-points-2d\"),u=t(\"typedarray-pool\"),c=t(\"./lib/shader\");e.exports=i;var h=n.prototype;h.dispose=function(){this.shader.dispose(),this.pickShader.dispose(),this.offsetBuffer.dispose(),this.pickBuffer.dispose(),this.xCoords&&u.free(this.xCoords),this.plot.removeObject(this)},h.update=function(t){function e(e,r){return e in t?t[e]:r}t=t||{},this.size=e(\"size\",12),this.color=e(\"color\",[1,0,0,1]).slice(),this.borderSize=e(\"borderSize\",1),this.borderColor=e(\"borderColor\",[0,0,0,1]).slice(),this.xCoords&&u.free(this.xCoords);var r=t.positions,n=u.mallocFloat32(r.length),i=u.mallocInt32(r.length>>>1);n.set(r);var a=u.mallocFloat32(r.length);this.points=r,this.scales=l(n,i,a,this.bounds),this.offsetBuffer.update(n),this.pickBuffer.update(i),this.weightBuffer.update(a);for(var o=u.mallocFloat32(r.length>>>1),s=0,c=0;s<r.length;s+=2,++c)o[c]=n[s];u.free(i),u.free(n),u.free(a),this.xCoords=o,this.pointCount=r.length>>>1,this.pickOffset=0},h.drawPick=function(){var t=[1,0,0,0,1,0,0,0,1],e=[0,0,0,0];return function(r){var n=this.plot,i=this.pickShader,a=this.scales,o=this.offsetBuffer,l=this.pickBuffer,u=this.bounds,c=this.size,h=this.borderSize,f=n.gl,d=n.pickPixelRatio,p=n.viewBox,g=n.dataBox;if(0===this.pointCount)return r;var v=u[2]-u[0],m=u[3]-u[1],y=g[2]-g[0],b=g[3]-g[1],x=(p[2]-p[0])*d/n.pixelRatio,_=(p[3]-p[1])*d/n.pixelRatio,w=Math.min(y/x,b/_);t[0]=2*v/y,t[4]=2*m/b,t[6]=2*(u[0]-g[0])/y-1,t[7]=2*(u[1]-g[1])/b-1,this.pickOffset=r,e[0]=255&r,e[1]=r>>8&255,e[2]=r>>16&255,e[3]=r>>24&255,i.bind(),i.uniforms.matrix=t,i.uniforms.color=this.color,i.uniforms.borderColor=this.borderColor,i.uniforms.pointSize=d*(c+h),i.uniforms.pickOffset=e,0===this.borderSize?i.uniforms.centerFraction=2:i.uniforms.centerFraction=c/(c+h+1.25),o.bind(),i.attributes.position.pointer(),l.bind(),i.attributes.pickId.pointer(f.UNSIGNED_BYTE);for(var k=this.xCoords,A=(g[0]-u[0]-w*c*d)/v,M=(g[2]-u[0]+w*c*d)/v,L=a.length-1;L>=0;--L){var T=a[L];if(!(T.pixelSize<w&&L>1)){var E=T.offset,C=T.count+E,S=s.ge(k,A,E,C-1),z=s.lt(k,M,S,C-1)+1;f.drawArrays(f.POINTS,S,z-S)}}return r+this.pointCount}}(),h.draw=function(){var t=[1,0,0,0,1,0,0,0,1];return function(){var e=this.plot,r=this.shader,n=this.scales,i=this.offsetBuffer,a=this.bounds,o=this.size,l=this.borderSize,u=e.gl,c=e.pixelRatio,h=e.viewBox,f=e.dataBox;if(0!==this.pointCount){var d=a[2]-a[0],p=a[3]-a[1],g=f[2]-f[0],v=f[3]-f[1],m=h[2]-h[0],y=h[3]-h[1],b=Math.min(g/m,v/y);t[0]=2*d/g,t[4]=2*p/v,t[6]=2*(a[0]-f[0])/g-1,t[7]=2*(a[1]-f[1])/v-1,r.bind(),r.uniforms.matrix=t,r.uniforms.color=this.color,r.uniforms.borderColor=this.borderColor,r.uniforms.pointSize=c*(o+l),r.uniforms.useWeight=1,0===this.borderSize?r.uniforms.centerFraction=2:r.uniforms.centerFraction=o/(o+l+1.25),i.bind(),r.attributes.position.pointer(),this.weightBuffer.bind(),r.attributes.weight.pointer();for(var x=this.xCoords,_=(f[0]-a[0]-b*o*c)/d,w=(f[2]-a[0]+b*o*c)/d,k=!0,A=n.length-1;A>=0;--A){var M=n[A];if(!(M.pixelSize<b&&A>1)){var L=M.offset,T=M.count+L,E=s.ge(x,_,L,T-1),C=s.lt(x,w,E,T-1)+1;u.drawArrays(u.POINTS,E,C-E),k&&(k=!1,r.uniforms.useWeight=0)}}}}}(),h.pick=function(t,e,r){var n=this.pickOffset,i=this.pointCount;if(n>r||r>=n+i)return null;var a=r-n,o=this.points;return{object:this,pointId:a,dataCoord:[o[2*a],o[2*a+1]]}}},{\"./lib/shader\":127,\"binary-search-bounds\":128,\"gl-buffer\":59,\"gl-shader\":138,\"snap-points-2d\":130,\"typedarray-pool\":217}],132:[function(t,e,r){\"use strict\";function n(t,e){var r=a[e];if(r||(r=a[e]={}),t in r)return r[t];for(var n=i(t,{textAlign:\"center\",textBaseline:\"middle\",lineHeight:1,font:e}),o=i(t,{triangles:!0,textAlign:\"center\",textBaseline:\"middle\",lineHeight:1,font:e}),s=[[1/0,1/0],[-(1/0),-(1/0)]],l=0;l<n.positions.length;++l)for(var u=n.positions[l],c=0;2>c;++c)s[0][c]=Math.min(s[0][c],u[c]),s[1][c]=Math.max(s[1][c],u[c]);return r[t]=[o,n,s]}var i=t(\"vectorize-text\");e.exports=n;var a={}},{\"vectorize-text\":219}],133:[function(t,e,r){function n(t,e){var r=i(t,e),n=r.attributes;return n.position.location=0,n.color.location=1,n.glyph.location=2,n.id.location=3,r}var i=t(\"gl-shader\"),a=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 glyph;\\nattribute vec4 id;\\n\\n\\nuniform vec4 highlightId;\\nuniform float highlightScale;\\nuniform mat4 model, view, projection;\\nuniform vec3 clipBounds[2];\\n\\nvarying vec4 interpColor;\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if(any(lessThan(position, clipBounds[0]))   || \\n     any(greaterThan(position, clipBounds[1])) ) {\\n    gl_Position = vec4(0,0,0,0);\\n  } else {\\n    float scale = 1.0;\\n    if(distance(highlightId, id) < 0.0001) {\\n      scale = highlightScale;\\n    }\\n\\n    vec4 worldPosition = model * vec4(position, 1);\\n    vec4 viewPosition = view * worldPosition;\\n    viewPosition = viewPosition / viewPosition.w;\\n    vec4 clipPosition = projection * (viewPosition + scale * vec4(glyph.x, -glyph.y, 0, 0));\\n    \\n    gl_Position = clipPosition;\\n    interpColor = color;\\n    pickId = id;\\n    dataCoordinate = position;\\n  }\\n}\",o=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 glyph;\\nattribute vec4 id;\\n\\nuniform mat4 model, view, projection;\\nuniform vec2 screenSize;\\nuniform vec3 clipBounds[2];\\nuniform float highlightScale, pixelRatio;\\nuniform vec4 highlightId;\\n\\nvarying vec4 interpColor;\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if(any(lessThan(position, clipBounds[0])) || any(greaterThan(position, clipBounds[1]))) {\\n    gl_Position = vec4(0,0,0,0);\\n  } else {\\n    float scale = pixelRatio;\\n    if(distance(highlightId.bgr, id.bgr) < 0.001) {\\n      scale *= highlightScale;\\n    }\\n\\n    vec4 worldPosition = model * vec4(position, 1.0);\\n    vec4 viewPosition = view * worldPosition;\\n    vec4 clipPosition = projection * viewPosition;\\n    clipPosition /= clipPosition.w;\\n    \\n    gl_Position = clipPosition + vec4(screenSize * scale * vec2(glyph.x, -glyph.y), 0.0, 0.0);\\n    interpColor = color;\\n    pickId = id;\\n    dataCoordinate = position;\\n  }\\n}\",s=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec3 position;\\nattribute vec4 color;\\nattribute vec2 glyph;\\nattribute vec4 id;\\n\\nuniform float highlightScale;\\nuniform vec4 highlightId;\\nuniform vec3 axes[2];\\nuniform mat4 model, view, projection;\\nuniform vec2 screenSize;\\nuniform vec3 clipBounds[2];\\nuniform float scale, pixelRatio;\\n\\nvarying vec4 interpColor;\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if(any(lessThan(position, clipBounds[0]))   ||\\n     any(greaterThan(position, clipBounds[1])) ) {\\n    gl_Position = vec4(0,0,0,0);\\n  } else {\\n    float lscale = pixelRatio * scale;\\n    if(distance(highlightId, id) < 0.0001) {\\n      lscale *= highlightScale;\\n    }\\n\\n    vec4 clipCenter   = projection * view * model * vec4(position, 1);\\n    vec3 dataPosition = position + 0.5*lscale*(axes[0] * glyph.x + axes[1] * glyph.y) * clipCenter.w * screenSize.y;\\n    vec4 clipPosition = projection * view * model * vec4(dataPosition, 1);\\n\\n    gl_Position = clipPosition;\\n    interpColor = color;\\n    pickId = id;\\n    dataCoordinate = dataPosition;\\n  }\\n}\\n\",l=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec3 fragClipBounds[2];\\nuniform float opacity;\\n\\nvarying vec4 interpColor;\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if(any(lessThan(dataCoordinate, fragClipBounds[0]))   ||\\n     any(greaterThan(dataCoordinate, fragClipBounds[1])) ) {\\n    discard;\\n  } else {\\n    gl_FragColor = interpColor * opacity;\\n  }\\n}\\n\",u=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec3 fragClipBounds[2];\\nuniform float pickGroup;\\n\\nvarying vec4 pickId;\\nvarying vec3 dataCoordinate;\\n\\nvoid main() {\\n  if(any(lessThan(dataCoordinate, fragClipBounds[0]))   || \\n     any(greaterThan(dataCoordinate, fragClipBounds[1])) ) {\\n    discard;\\n  } else {\\n    gl_FragColor = vec4(pickGroup, pickId.bgr);\\n  }\\n}\",c=[{name:\"position\",type:\"vec3\"},{name:\"color\",type:\"vec4\"},{name:\"glyph\",type:\"vec2\"},{name:\"id\",type:\"vec4\"}],h={vertex:a,fragment:l,attributes:c},f={vertex:o,fragment:l,attributes:c},d={vertex:s,fragment:l,attributes:c},p={vertex:a,fragment:u,attributes:c},g={vertex:o,fragment:u,attributes:c},v={vertex:s,fragment:u,attributes:c};r.createPerspective=function(t){return n(t,h)},r.createOrtho=function(t){return n(t,f)},r.createProject=function(t){return n(t,d)},r.createPickPerspective=function(t){return n(t,p)},r.createPickOrtho=function(t){return n(t,g)},r.createPickProject=function(t){return n(t,v)}},{\"gl-shader\":138}],134:[function(t,e,r){\"use strict\";function n(t,e){var r=t[0],n=t[1],i=t[2],a=t[3];return t[0]=e[0]*r+e[4]*n+e[8]*i+e[12]*a,t[1]=e[1]*r+e[5]*n+e[9]*i+e[13]*a,t[2]=e[2]*r+e[6]*n+e[10]*i+e[14]*a,t[3]=e[3]*r+e[7]*n+e[11]*i+e[15]*a,t}function i(t,e,r,i){return n(i,i,r),n(i,i,e),n(i,i,t)}function a(t,e){this.index=t,this.dataCoordinate=this.position=e}function o(t,e,r,n,i,o,s,l,u,c,h,f){this.gl=t,this.pixelRatio=1,this.shader=e,this.orthoShader=r,this.projectShader=n,this.pointBuffer=i,this.colorBuffer=o,this.glyphBuffer=s,this.idBuffer=l,this.vao=u,this.vertexCount=0,this.lineVertexCount=0,this.opacity=1,this.lineWidth=0,this.projectScale=[2/3,2/3,2/3],this.projectOpacity=[1,1,1],this.pickId=0,this.pickPerspectiveShader=c,this.pickOrthoShader=h,this.pickProjectShader=f,this.points=[],this._selectResult=new a(0,[0,0,0]),this.useOrtho=!0,this.bounds=[[1/0,1/0,1/0],[-(1/0),-(1/0),-(1/0)]],this.axesProject=[!0,!0,!0],this.axesBounds=[[-(1/0),-(1/0),-(1/0)],[1/0,1/0,1/0]],this.highlightId=[1,1,1,1],this.highlightScale=2,this.clipBounds=[[-(1/0),-(1/0),-(1/0)],[1/0,1/0,1/0]],this.dirty=!0}function s(t){return t[0]=t[1]=t[2]=0,t}function l(t,e){return t[0]=e[0],t[1]=e[1],t[2]=e[2],t[3]=1,t}function u(t,e,r,n){return t[0]=e[0],t[1]=e[1],t[2]=e[2],t[r]=n,t}function c(t){for(var e=C,r=0;2>r;++r)for(var n=0;3>n;++n)e[r][n]=Math.max(Math.min(t[r][n],1e8),-1e8);return e}function h(t,e,r,n,a){var o,h=e.axesProject,f=e.gl,d=t.uniforms,p=r.model||x,g=r.view||x,v=r.projection||x,y=e.axesBounds,b=c(e.clipBounds);o=e.axes?e.axes.lastCubeProps.axis:[1,1,1],w[0]=2/f.drawingBufferWidth,w[1]=2/f.drawingBufferHeight,t.bind(),d.view=g,d.projection=v,d.screenSize=w,d.highlightId=e.highlightId,d.highlightScale=e.highlightScale,d.clipBounds=b,d.pickGroup=e.pickId/255,d.pixelRatio=e.pixelRatio;for(var _=0;3>_;++_)if(h[_]&&e.projectOpacity[_]<1===n){d.scale=e.projectScale[_],d.opacity=e.projectOpacity[_];for(var C=T,S=0;16>S;++S)C[S]=0;for(var S=0;4>S;++S)C[5*S]=1;C[5*_]=0,o[_]<0?C[12+_]=y[0][_]:C[12+_]=y[1][_],m(C,p,C),d.model=C;var z=(_+1)%3,P=(_+2)%3,j=s(k),O=s(A);j[z]=1,O[P]=1;var I=i(v,g,p,l(M,j)),D=i(v,g,p,l(L,O));if(Math.abs(I[1])>Math.abs(D[1])){var R=I;I=D,D=R,R=j,j=O,O=R;var F=z;z=P,P=F}I[0]<0&&(j[z]=-1),D[1]>0&&(O[P]=-1);for(var N=0,B=0,S=0;4>S;++S)N+=Math.pow(p[4*z+S],2),B+=Math.pow(p[4*P+S],2);j[z]/=Math.sqrt(N),O[P]/=Math.sqrt(B),d.axes[0]=j,d.axes[1]=O,d.fragClipBounds[0]=u(E,b[0],_,-1e8),d.fragClipBounds[1]=u(E,b[1],_,1e8),e.vao.draw(f.TRIANGLES,e.vertexCount),e.lineWidth>0&&(f.lineWidth(e.lineWidth),e.vao.draw(f.LINES,e.lineVertexCount,e.vertexCount))}}function f(t,e,r,n,i,a){var o=r.gl;if(r.vao.bind(),i===r.opacity<1||a){t.bind();var s=t.uniforms;s.model=n.model||x,s.view=n.view||x,s.projection=n.projection||x,w[0]=2/o.drawingBufferWidth,w[1]=2/o.drawingBufferHeight,s.screenSize=w,s.highlightId=r.highlightId,s.highlightScale=r.highlightScale,s.fragClipBounds=P,s.clipBounds=r.axes.bounds,s.opacity=r.opacity,s.pickGroup=r.pickId/255,s.pixelRatio=r.pixelRatio,r.vao.draw(o.TRIANGLES,r.vertexCount),r.lineWidth>0&&(o.lineWidth(r.lineWidth),r.vao.draw(o.LINES,r.lineVertexCount,r.vertexCount))}h(e,r,n,i,a),r.vao.unbind()}function d(t){var e=t.gl,r=y.createPerspective(e),n=y.createOrtho(e),i=y.createProject(e),a=y.createPickPerspective(e),s=y.createPickOrtho(e),l=y.createPickProject(e),u=p(e),c=p(e),h=p(e),f=p(e),d=g(e,[{buffer:u,size:3,type:e.FLOAT},{buffer:c,size:4,type:e.FLOAT},{buffer:h,size:2,type:e.FLOAT},{buffer:f,size:4,type:e.UNSIGNED_BYTE,normalized:!0}]),v=new o(e,r,n,i,u,c,h,f,d,a,s,l);return v.update(t),v}var p=t(\"gl-buffer\"),g=t(\"gl-vao\"),v=t(\"typedarray-pool\"),m=t(\"gl-mat4/multiply\"),y=t(\"./lib/shaders\"),b=t(\"./lib/glyphs\"),x=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1];e.exports=d;var _=o.prototype;_.pickSlots=1,_.setPickBase=function(t){this.pickId=t},_.isTransparent=function(){if(this.opacity<1)return!0;for(var t=0;3>t;++t)if(this.axesProject[t]&&this.projectOpacity[t]<1)return!0;return!1},_.isOpaque=function(){if(this.opacity>=1)return!0;for(var t=0;3>t;++t)if(this.axesProject[t]&&this.projectOpacity[t]>=1)return!0;return!1};var w=[0,0],k=[0,0,0],A=[0,0,0],M=[0,0,0,1],L=[0,0,0,1],T=x.slice(),E=[0,0,0],C=[[0,0,0],[0,0,0]],S=[-1e8,-1e8,-1e8],z=[1e8,1e8,1e8],P=[S,z];_.draw=function(t){var e=this.useOrtho?this.orthoShader:this.shader;f(e,this.projectShader,this,t,!1,!1)},_.drawTransparent=function(t){var e=this.useOrtho?this.orthoShader:this.shader;f(e,this.projectShader,this,t,!0,!1)},_.drawPick=function(t){var e=this.useOrtho?this.pickOrthoShader:this.pickPerspectiveShader;f(e,this.pickProjectShader,this,t,!1,!0)},_.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;var e=t.value[2]+(t.value[1]<<8)+(t.value[0]<<16);if(e>=this.pointCount||0>e)return null;var r=this.points[e],n=this._selectResult;n.index=e;for(var i=0;3>i;++i)n.position[i]=n.dataCoordinate[i]=r[i];return n},_.highlight=function(t){if(t){var e=t.index,r=255&e,n=e>>8&255,i=e>>16&255;this.highlightId=[r/255,n/255,i/255,0]}else this.highlightId=[1,1,1,1]},_.update=function(t){if(t=t||{},\"perspective\"in t&&(this.useOrtho=!t.perspective),\"orthographic\"in t&&(this.useOrtho=!!t.orthographic),\"lineWidth\"in t&&(this.lineWidth=t.lineWidth),\"project\"in t)if(Array.isArray(t.project))this.axesProject=t.project;else{var e=!!t.project;this.axesProject=[e,e,e]}if(\"projectScale\"in t)if(Array.isArray(t.projectScale))this.projectScale=t.projectScale.slice();else{var r=+t.projectScale;this.projectScale=[r,r,r]}if(\"projectOpacity\"in t)if(Array.isArray(t.projectOpacity))this.projectOpacity=t.projectOpacity.slice();else{var r=+t.projectOpacity;this.projectOpacity=[r,r,r]}\"opacity\"in t&&(this.opacity=t.opacity),this.dirty=!0;var n=t.position;if(n){var i=t.font||\"normal\",a=t.alignment||[0,0],o=[1/0,1/0,1/0],s=[-(1/0),-(1/0),-(1/0)],l=t.glyph,u=t.color,c=t.size,h=t.angle,f=t.lineColor,d=0,p=0,g=0,m=n.length;t:for(var y=0;m>y;++y){for(var x=n[y],_=0;3>_;++_)if(isNaN(x[_])||!isFinite(x[_]))continue t;var w;w=Array.isArray(l)?b(l[y],i):l?b(l,i):b(\"\\u25cf\",i);var k=w[0],A=w[1],M=w[2];p+=3*k.cells.length,g+=2*A.edges.length}var L=p+g,T=v.mallocFloat(3*L),E=v.mallocFloat(4*L),C=v.mallocFloat(2*L),S=v.mallocUint32(L),z=[0,a[1]],P=0,j=p,O=[0,0,0,1],I=[0,0,0,1],D=Array.isArray(u)&&Array.isArray(u[0]),R=Array.isArray(f)&&Array.isArray(f[0]);\n",
       "t:for(var y=0;m>y;++y){for(var x=n[y],_=0;3>_;++_){if(isNaN(x[_])||!isFinite(x[_])){d+=1;continue t}s[_]=Math.max(s[_],x[_]),o[_]=Math.min(o[_],x[_])}var w;w=Array.isArray(l)?b(l[y],i):l?b(l,i):b(\"\\u25cf\",i);var k=w[0],A=w[1],M=w[2];if(Array.isArray(u)){var F;if(F=D?u[y]:u,3===F.length){for(var _=0;3>_;++_)O[_]=F[_];O[3]=1}else if(4===F.length)for(var _=0;4>_;++_)O[_]=F[_]}else O[0]=O[1]=O[2]=0,O[3]=1;if(Array.isArray(f)){var F;if(F=R?f[y]:f,3===F.length){for(var _=0;3>_;++_)I[_]=F[_];I[_]=1}else if(4===F.length)for(var _=0;4>_;++_)I[_]=F[_]}else I[0]=I[1]=I[2]=0,I[3]=1;var N=.5;Array.isArray(c)?N=+c[y]:c?N=+c:this.useOrtho&&(N=12);var B=0;Array.isArray(h)?B=+h[y]:h&&(B=+h);for(var U=Math.cos(B),V=Math.sin(B),x=n[y],_=0;3>_;++_)s[_]=Math.max(s[_],x[_]),o[_]=Math.min(o[_],x[_]);a[0]<0?z[0]=a[0]*(1+M[1][0]):a[0]>0&&(z[0]=-a[0]*(1+M[0][0]));for(var q=k.cells,H=k.positions,_=0;_<q.length;++_)for(var G=q[_],Y=0;3>Y;++Y){for(var W=0;3>W;++W)T[3*P+W]=x[W];for(var W=0;4>W;++W)E[4*P+W]=O[W];S[P]=d;var X=H[G[Y]];C[2*P]=N*(U*X[0]-V*X[1]+z[0]),C[2*P+1]=N*(V*X[0]+U*X[1]+z[1]),P+=1}for(var q=A.edges,H=A.positions,_=0;_<q.length;++_)for(var G=q[_],Y=0;2>Y;++Y){for(var W=0;3>W;++W)T[3*j+W]=x[W];for(var W=0;4>W;++W)E[4*j+W]=I[W];S[j]=d;var X=H[G[Y]];C[2*j]=N*(U*X[0]-V*X[1]+z[0]),C[2*j+1]=N*(V*X[0]+U*X[1]+z[1]),j+=1}d+=1}this.vertexCount=p,this.lineVertexCount=g,this.pointBuffer.update(T),this.colorBuffer.update(E),this.glyphBuffer.update(C),this.idBuffer.update(new Uint32Array(S)),v.free(T),v.free(E),v.free(C),v.free(S),this.bounds=[o,s],this.points=n,this.pointCount=n.length}},_.dispose=function(){this.shader.dispose(),this.orthoShader.dispose(),this.pickPerspectiveShader.dispose(),this.pickOrthoShader.dispose(),this.vao.dispose(),this.pointBuffer.dispose(),this.colorBuffer.dispose(),this.glyphBuffer.dispose(),this.idBuffer.dispose()}},{\"./lib/glyphs\":132,\"./lib/shaders\":133,\"gl-buffer\":59,\"gl-mat4/multiply\":80,\"gl-vao\":166,\"typedarray-pool\":217}],135:[function(t,e,r){\"use strict\";r.boxVertex=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nattribute vec2 vertex;\\n\\nuniform vec2 cornerA, cornerB;\\n\\nvoid main() {\\n  gl_Position = vec4(mix(cornerA, cornerB, vertex), 0, 1);\\n}\\n\",r.boxFragment=\"#define GLSLIFY 1\\nprecision mediump float;\\n\\nuniform vec4 color;\\n\\nvoid main() {\\n  gl_FragColor = color;\\n}\\n\"},{}],136:[function(t,e,r){\"use strict\";function n(t,e,r){this.plot=t,this.boxBuffer=e,this.boxShader=r,this.enabled=!0,this.selectBox=[1/0,1/0,-(1/0),-(1/0)],this.borderColor=[0,0,0,1],this.innerFill=!1,this.innerColor=[0,0,0,.25],this.outerFill=!0,this.outerColor=[0,0,0,.5],this.borderWidth=10}function i(t,e){var r=t.gl,i=o(r,[0,0,0,1,1,0,1,1]),l=a(r,s.boxVertex,s.boxFragment),u=new n(t,i,l);return u.update(e),t.addOverlay(u),u}var a=t(\"gl-shader\"),o=t(\"gl-buffer\"),s=t(\"./lib/shaders\");e.exports=i;var l=n.prototype;l.draw=function(){if(this.enabled){var t=this.plot,e=this.selectBox,r=this.borderWidth,n=(this.innerFill,this.innerColor),i=(this.outerFill,this.outerColor),a=this.borderColor,o=t.box,s=t.screenBox,l=t.dataBox,u=t.viewBox,c=t.pixelRatio,h=(e[0]-l[0])*(u[2]-u[0])/(l[2]-l[0])+u[0],f=(e[1]-l[1])*(u[3]-u[1])/(l[3]-l[1])+u[1],d=(e[2]-l[0])*(u[2]-u[0])/(l[2]-l[0])+u[0],p=(e[3]-l[1])*(u[3]-u[1])/(l[3]-l[1])+u[1];if(h=Math.max(h,u[0]),f=Math.max(f,u[1]),d=Math.min(d,u[2]),p=Math.min(p,u[3]),!(h>d||f>p)){o.bind();var g=s[2]-s[0],v=s[3]-s[1];if(this.outerFill&&(o.drawBox(0,0,g,f,i),o.drawBox(0,f,h,p,i),o.drawBox(0,p,g,v,i),o.drawBox(d,f,g,p,i)),this.innerFill&&o.drawBox(h,f,d,p,n),r>0){var m=r*c;o.drawBox(h-m,f-m,d+m,f+m,a),o.drawBox(h-m,p-m,d+m,p+m,a),o.drawBox(h-m,f-m,h+m,p+m,a),o.drawBox(d-m,f-m,d+m,p+m,a)}}}},l.update=function(t){t=t||{},this.innerFill=!!t.innerFill,this.outerFill=!!t.outerFill,this.innerColor=(t.innerColor||[0,0,0,.5]).slice(),this.outerColor=(t.outerColor||[0,0,0,.5]).slice(),this.borderColor=(t.borderColor||[0,0,0,1]).slice(),this.borderWidth=t.borderWidth||0,this.selectBox=(t.selectBox||this.selectBox).slice()},l.dispose=function(){this.boxBuffer.dispose(),this.boxShader.dispose(),this.plot.removeOverlay(this)}},{\"./lib/shaders\":135,\"gl-buffer\":59,\"gl-shader\":138}],137:[function(t,e,r){\"use strict\";function n(t,e,r,n,i){this.coord=[t,e],this.id=r,this.value=n,this.distance=i}function i(t,e,r){this.gl=t,this.fbo=e,this.buffer=r,this._readTimeout=null;var n=this;this._readCallback=function(){n.gl&&(e.bind(),t.readPixels(0,0,e.shape[0],e.shape[1],t.RGBA,t.UNSIGNED_BYTE,n.buffer),n._readTimeout=null)}}function a(t,e){var r=o(t,e),n=s.mallocUint8(e[0]*e[1]*4);return new i(t,r,n)}e.exports=a;var o=t(\"gl-fbo\"),s=t(\"typedarray-pool\"),l=t(\"ndarray\"),u=t(\"bit-twiddle\").nextPow2,c=t(\"cwise/lib/wrapper\")({args:[\"array\",{offset:[0,0,1],array:0},{offset:[0,0,2],array:0},{offset:[0,0,3],array:0},\"scalar\",\"scalar\",\"index\"],pre:{body:\"{this_closestD2=1e8,this_closestX=-1,this_closestY=-1}\",args:[],thisVars:[\"this_closestD2\",\"this_closestX\",\"this_closestY\"],localVars:[]},body:{body:\"{if(255>_inline_7_arg0_||255>_inline_7_arg1_||255>_inline_7_arg2_||255>_inline_7_arg3_){var 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this.gl?this.fbo.shape.slice():[0,0]},set:function(t){if(this.gl){this.fbo.shape=t;var e=this.fbo.shape[0],r=this.fbo.shape[1];if(r*e*4>this.buffer.length){s.free(this.buffer);for(var n=this.buffer=s.mallocUint8(u(r*e*4)),i=0;r*e*4>i;++i)n[i]=255}return t}}}),h.begin=function(){var t=this.gl;this.shape;t&&(this.fbo.bind(),t.clearColor(1,1,1,1),t.clear(t.COLOR_BUFFER_BIT|t.DEPTH_BUFFER_BIT))},h.end=function(){var t=this.gl;t&&(t.bindFramebuffer(t.FRAMEBUFFER,null),this._readTimeout||clearTimeout(this._readTimeout),this._readTimeout=setTimeout(this._readCallback,1))},h.query=function(t,e,r){if(!this.gl)return null;var i=this.fbo.shape.slice();t=0|t,e=0|e,\"number\"!=typeof r&&(r=1);var a=0|Math.min(Math.max(t-r,0),i[0]),o=0|Math.min(Math.max(t+r,0),i[0]),s=0|Math.min(Math.max(e-r,0),i[1]),u=0|Math.min(Math.max(e+r,0),i[1]);if(a>=o||s>=u)return null;var 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n=t(\"ndarray\"),i=t(\"./doConvert.js\");e.exports=function(t,e){for(var r=[],a=t,o=1;a instanceof Array;)r.push(a.length),o*=a.length,a=a[0];return 0===r.length?n():(e||(e=n(new Float64Array(o),r)),i(e,t),e)}},{\"./doConvert.js\":156,ndarray:189}],156:[function(t,e,r){e.exports=t(\"cwise-compiler\")({args:[\"array\",\"scalar\",\"index\"],pre:{body:\"{}\",args:[],thisVars:[],localVars:[]},body:{body:\"{\\nvar _inline_1_v=_inline_1_arg1_,_inline_1_i\\nfor(_inline_1_i=0;_inline_1_i<_inline_1_arg2_.length-1;++_inline_1_i) 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o=r[i];if(\"array\"===o){if(e.arrayArgs.push(i),e.shimArgs.push(\"array\"+i),i<e.pre.args.length&&e.pre.args[i].count>0)throw new Error(\"cwise: pre() block may not reference array args\");if(i<e.post.args.length&&e.post.args[i].count>0)throw new Error(\"cwise: post() block may not reference array args\")}else if(\"scalar\"===o)e.scalarArgs.push(i),e.shimArgs.push(\"scalar\"+i);else if(\"index\"===o){if(e.indexArgs.push(i),i<e.pre.args.length&&e.pre.args[i].count>0)throw new Error(\"cwise: pre() block may not reference array index\");if(i<e.body.args.length&&e.body.args[i].lvalue)throw new Error(\"cwise: body() block may not write to array index\");if(i<e.post.args.length&&e.post.args[i].count>0)throw new Error(\"cwise: post() block may not reference array index\")}else if(\"shape\"===o){if(e.shapeArgs.push(i),i<e.pre.args.length&&e.pre.args[i].lvalue)throw new Error(\"cwise: pre() block may not write to array shape\");if(i<e.body.args.length&&e.body.args[i].lvalue)throw new Error(\"cwise: body() block may not write to array shape\");if(i<e.post.args.length&&e.post.args[i].lvalue)throw new Error(\"cwise: post() block may not write to array shape\");\n",
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r?e[0]:e.join(\"\")}function l(t,e){for(var r=0|e[1].length,l=new Array(t.arrayArgs.length),c=new Array(t.arrayArgs.length),h=[\"SS\"],f=[\"'use strict'\"],d=[],p=0;r>p;++p)d.push([\"s\",p,\"=SS[\",p,\"]\"].join(\"\"));for(var g=0;g<t.arrayArgs.length;++g)h.push(\"a\"+g),h.push(\"t\"+g),h.push(\"p\"+g),c[g]=e[2*g],l[g]=e[2*g+1];for(var g=0;g<t.scalarArgs.length;++g)h.push(\"Y\"+g);if(t.shapeArgs.length>0&&d.push(\"shape=SS.slice(0)\"),t.indexArgs.length>0){for(var v=new Array(r),g=0;r>g;++g)v[g]=\"0\";d.push([\"index=[\",v.join(\",\"),\"]\"].join(\"\"))}for(var g=0;g<t.offsetArgs.length;++g){for(var m=t.offsetArgs[g],y=[],p=0;p<m.offset.length;++p)0!==m.offset[p]&&(1===m.offset[p]?y.push([\"t\",m.array,\"[\",p,\"]\"].join(\"\")):y.push([m.offset[p],\"*t\",m.array,\"[\",p,\"]\"].join(\"\")));0===y.length?d.push(\"q\"+g+\"=0\"):d.push([\"q\",g,\"=(\",y.join(\"+\"),\")|0\"].join(\"\"))}var b=u([].concat(t.pre.thisVars).concat(t.body.thisVars).concat(t.post.thisVars));d=d.concat(b),f.push(\"var \"+d.join(\",\"));for(var g=0;g<t.arrayArgs.length;++g)f.push(\"p\"+g+\"|=0\");t.pre.body.length>3&&f.push(o(t.pre,t,c));var x=o(t.body,t,c),_=a(l);r>_?f.push(i(_,l[0],t,x)):f.push(n(l[0],t,x)),t.post.body.length>3&&f.push(o(t.post,t,c)),t.debug&&console.log(\"Generated cwise routine for \",e,\":\\n\\n\",f.join(\"\\n\"));var w=[t.funcName||\"unnamed\",\"_cwise_loop_\",l[0].join(\"s\"),\"m\",_,s(c)].join(\"\"),k=new Function([\"function \",w,\"(\",h.join(\",\"),\"){\",f.join(\"\\n\"),\"} return \",w].join(\"\"));return k()}var u=t(\"uniq\");e.exports=l},{uniq:160}],159:[function(t,e,r){\"use strict\";function n(t){var e=[\"'use strict'\",\"var CACHED={}\"],r=[],n=t.funcName+\"_cwise_thunk\";e.push([\"return function \",n,\"(\",t.shimArgs.join(\",\"),\"){\"].join(\"\"));for(var a=[],o=[],s=[[\"array\",t.arrayArgs[0],\".shape\"].join(\"\")],l=0;l<t.arrayArgs.length;++l){var u=t.arrayArgs[l];r.push([\"t\",u,\"=array\",u,\".dtype,\",\"r\",u,\"=array\",u,\".order\"].join(\"\")),a.push(\"t\"+u),a.push(\"r\"+u),o.push(\"t\"+u),o.push(\"r\"+u+\".join()\"),s.push(\"array\"+u+\".data\"),s.push(\"array\"+u+\".stride\"),s.push(\"array\"+u+\".offset|0\")}for(var l=0;l<t.scalarArgs.length;++l)s.push(\"scalar\"+t.scalarArgs[l]);r.push([\"type=[\",o.join(\",\"),\"].join()\"].join(\"\")),r.push(\"proc=CACHED[type]\"),e.push(\"var \"+r.join(\",\")),e.push([\"if(!proc){\",\"CACHED[type]=proc=compile([\",a.join(\",\"),\"])}\",\"return proc(\",s.join(\",\"),\")}\"].join(\"\")),t.debug&&console.log(\"Generated thunk:\",e.join(\"\\n\"));var c=new Function(\"compile\",e.join(\"\\n\"));return c(i.bind(void 0,t))}var i=t(\"./compile.js\");e.exports=n},{\"./compile.js\":158}],160:[function(t,e,r){\"use strict\";function n(t,e){for(var r=1,n=t.length,i=t[0],a=t[0],o=1;n>o;++o)if(a=i,i=t[o],e(i,a)){if(o===r){r++;continue}t[r++]=i}return t.length=r,t}function i(t){for(var e=1,r=t.length,n=t[0],i=t[0],a=1;r>a;++a,i=n)if(i=n,n=t[a],n!==i){if(a===e){e++;continue}t[e++]=n}return t.length=e,t}function a(t,e,r){return 0===t.length?[]:e?(r||t.sort(e),n(t,e)):(r||t.sort(),i(t))}e.exports=a},{}],161:[function(t,e,r){\"use strict\";function n(t,e,r,n,i){this.position=t,this.index=e,this.uv=r,this.level=n,this.dataCoordinate=i}function i(t){var e=x([y({colormap:t,nshades:256,format:\"rgba\"}).map(function(t){return[t[0],t[1],t[2],255*t[3]]})]);return b.divseq(e,255),e}function a(t,e,r,i,a,o,s,l,u,c,h,f,d,p){this.gl=t,this.shape=e,this.bounds=r,this._shader=i,this._pickShader=a,this._coordinateBuffer=o,this._vao=s,this._colorMap=l,this._contourShader=u,this._contourPickShader=c,this._contourBuffer=h,this._contourVAO=f,this._contourOffsets=[[],[],[]],this._contourCounts=[[],[],[]],this._vertexCount=0,this._pickResult=new n([0,0,0],[0,0],[0,0],[0,0,0],[0,0,0]),this._dynamicBuffer=d,this._dynamicVAO=p,this._dynamicOffsets=[0,0,0],this._dynamicCounts=[0,0,0],this.contourWidth=[1,1,1],this.contourLevels=[[1],[1],[1]],this.contourTint=[0,0,0],this.contourColor=[[.5,.5,.5,1],[.5,.5,.5,1],[.5,.5,.5,1]],this.showContour=!0,this.showSurface=!0,this.enableHighlight=[!0,!0,!0],this.highlightColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.highlightTint=[1,1,1],this.highlightLevel=[-1,-1,-1],this.enableDynamic=[!0,!0,!0],this.dynamicLevel=[NaN,NaN,NaN],this.dynamicColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.dynamicTint=[1,1,1],this.dynamicWidth=[1,1,1],this.axesBounds=[[1/0,1/0,1/0],[-(1/0),-(1/0),-(1/0)]],this.surfaceProject=[!1,!1,!1],this.contourProject=[[!1,!1,!1],[!1,!1,!1],[!1,!1,!1]],this._field=[_(m.mallocFloat(1024),[0,0]),_(m.mallocFloat(1024),[0,0]),_(m.mallocFloat(1024),[0,0])],this.pickId=1,this.clipBounds=[[-(1/0),-(1/0),-(1/0)],[1/0,1/0,1/0]],this.snapToData=!1,this.opacity=1,this.lightPosition=[10,1e4,0],this.ambientLight=.8,this.diffuseLight=.8,this.specularLight=2,this.roughness=.5,this.fresnel=1.5,this.dirty=!0}function o(t,e){for(var r=e.axes&&e.axes.lastCubeProps.axis||R,n=e.showSurface,i=e.showContour,a=0;3>a;++a){n=n||e.surfaceProject[a];for(var o=0;3>o;++o)i=i||e.contourProject[a][o]}for(var a=0;3>a;++a){for(var s=F.projections[a],o=0;16>o;++o)s[o]=0;for(var o=0;4>o;++o)s[5*o]=1;s[5*a]=0,s[12+a]=e.axesBounds[+(r[a]>0)][a],k(s,t.model,s);for(var l=F.clipBounds[a],u=0;2>u;++u)for(var o=0;3>o;++o)l[u][o]=t.clipBounds[u][o];l[0][a]=-1e8,l[1][a]=1e8}return F.showSurface=n,F.showContour=i,F}function s(t,e){t=t||{};var r=this.gl;r.disable(r.CULL_FACE),this._colorMap.bind(0);var n=N;n.model=t.model||j,n.view=t.view||j,n.projection=t.projection||j,n.lowerBound=this.bounds[0],n.upperBound=this.bounds[1],n.contourColor=this.contourColor[0],n.inverseModel=A(n.inverseModel,n.model);for(var i=0;2>i;++i)for(var a=n.clipBounds[i],s=0;3>s;++s)a[s]=Math.min(Math.max(this.clipBounds[i][s],-1e8),1e8);n.kambient=this.ambientLight,n.kdiffuse=this.diffuseLight,n.kspecular=this.specularLight,n.shape=n.roughness=this.roughness,n.fresnel=this.fresnel,n.opacity=this.opacity,n.height=0,n.permutation=U;var l=B;k(l,n.view,n.model),k(l,n.projection,l),A(l,l);for(var i=0;3>i;++i)n.eyePosition[i]=l[12+i]/l[15];for(var u=l[15],i=0;3>i;++i)u+=this.lightPosition[i]*l[4*i+3];for(var i=0;3>i;++i){for(var c=l[12+i],s=0;3>s;++s)c+=l[4*s+i]*this.lightPosition[s];n.lightPosition[i]=c/u}var h=o(n,this);if(h.showSurface&&e===this.opacity<1){this._shader.bind(),this._shader.uniforms=n,this._vao.bind(),this.showSurface&&this._vao.draw(r.TRIANGLES,this._vertexCount);for(var i=0;3>i;++i)this.surfaceProject[i]&&(this._shader.uniforms.model=h.projections[i],this._shader.uniforms.clipBounds=h.clipBounds[i],this._vao.draw(r.TRIANGLES,this._vertexCount));this._vao.unbind()}if(h.showContour&&!e){var f=this._contourShader;n.kambient=1,n.kdiffuse=0,n.kspecular=0,n.opacity=1,f.bind(),f.uniforms=n;var d=this._contourVAO;d.bind();for(var i=0;3>i;++i){f.uniforms.permutation=I[i],r.lineWidth(this.contourWidth[i]);for(var s=0;s<this.contourLevels[i].length;++s)s===this.highlightLevel[i]?(f.uniforms.contourColor=this.highlightColor[i],f.uniforms.contourTint=this.highlightTint[i]):(0===s||s-1===this.highlightLevel[i])&&(f.uniforms.contourColor=this.contourColor[i],f.uniforms.contourTint=this.contourTint[i]),f.uniforms.height=this.contourLevels[i][s],d.draw(r.LINES,this._contourCounts[i][s],this._contourOffsets[i][s])}for(var i=0;3>i;++i){f.uniforms.model=h.projections[i],f.uniforms.clipBounds=h.clipBounds[i];for(var s=0;3>s;++s)if(this.contourProject[i][s]){f.uniforms.permutation=I[s],r.lineWidth(this.contourWidth[s]);for(var p=0;p<this.contourLevels[s].length;++p)p===this.highlightLevel[s]?(f.uniforms.contourColor=this.highlightColor[s],f.uniforms.contourTint=this.highlightTint[s]):(0===p||p-1===this.highlightLevel[s])&&(f.uniforms.contourColor=this.contourColor[s],f.uniforms.contourTint=this.contourTint[s]),f.uniforms.height=this.contourLevels[s][p],d.draw(r.LINES,this._contourCounts[s][p],this._contourOffsets[s][p])}}d=this._dynamicVAO,d.bind();for(var i=0;3>i;++i)if(0!==this._dynamicCounts[i]){f.uniforms.model=n.model,f.uniforms.clipBounds=n.clipBounds,f.uniforms.permutation=I[i],r.lineWidth(this.dynamicWidth[i]),f.uniforms.contourColor=this.dynamicColor[i],f.uniforms.contourTint=this.dynamicTint[i],f.uniforms.height=this.dynamicLevel[i],d.draw(r.LINES,this._dynamicCounts[i],this._dynamicOffsets[i]);for(var s=0;3>s;++s)this.contourProject[s][i]&&(f.uniforms.model=h.projections[s],f.uniforms.clipBounds=h.clipBounds[s],d.draw(r.LINES,this._dynamicCounts[i],this._dynamicOffsets[i]))}d.unbind()}}function l(t,e){var r=e.shape.slice(),n=t.shape.slice();b.assign(t.lo(1,1).hi(r[0],r[1]),e),b.assign(t.lo(1).hi(r[0],1),e.hi(r[0],1)),b.assign(t.lo(1,n[1]-1).hi(r[0],1),e.lo(0,r[1]-1).hi(r[0],1)),b.assign(t.lo(0,1).hi(1,r[1]),e.hi(1)),b.assign(t.lo(n[0]-1,1).hi(1,r[1]),e.lo(r[0]-1)),t.set(0,0,e.get(0,0)),t.set(0,n[1]-1,e.get(0,r[1]-1)),t.set(n[0]-1,0,e.get(r[0]-1,0)),t.set(n[0]-1,n[1]-1,e.get(r[0]-1,r[1]-1))}function u(t,e){return Array.isArray(t)?[e(t[0]),e(t[1]),e(t[2])]:[e(t),e(t),e(t)]}function c(t){return Array.isArray(t)?3===t.length?[t[0],t[1],t[2],1]:[t[0],t[1],t[2],t[3]]:[0,0,0,1]}function h(t){if(Array.isArray(t)){if(Array.isArray(t))return[c(t[0]),c(t[1]),c(t[2])];var e=c(t);return[e.slice(),e.slice(),e.slice()]}}function f(t){var e=t.gl,r=(t.field||t.coords&&t.coords[2]||_([],[0,0]),E(e)),n=S(e),i=C(e),o=z(e),s=p(e),l=g(e,[{buffer:s,size:4,stride:P,offset:0},{buffer:s,size:2,stride:P,offset:16},{buffer:s,size:3,stride:P,offset:24}]),u=p(e),c=g(e,[{buffer:u,size:4}]),h=p(e),f=g(e,[{buffer:h,size:2,type:e.FLOAT}]),d=v(e,1,256,e.RGBA,e.UNSIGNED_BYTE);d.minFilter=e.LINEAR,d.magFilter=e.LINEAR;var m=new a(e,[0,0],[[0,0,0],[0,0,0]],r,n,s,l,d,i,o,u,c,h,f),y={levels:[[],[],[]]};for(var b in t)y[b]=t[b];return y.colormap=y.colormap||\"jet\",m.update(y),m}e.exports=f;var d=t(\"bit-twiddle\"),p=t(\"gl-buffer\"),g=t(\"gl-vao\"),v=t(\"gl-texture2d\"),m=t(\"typedarray-pool\"),y=t(\"colormap\"),b=t(\"ndarray-ops\"),x=t(\"ndarray-pack\"),_=t(\"ndarray\"),w=t(\"surface-nets\"),k=t(\"gl-mat4/multiply\"),A=t(\"gl-mat4/invert\"),M=t(\"binary-search-bounds\"),L=t(\"ndarray-gradient\"),_=t(\"ndarray\"),T=t(\"./lib/shaders\"),E=T.createShader,C=T.createContourShader,S=T.createPickShader,z=T.createPickContourShader,P=36,j=[1,0,0,0,0,1,0,0,0,0,1,0,0,0,0,1],O=[[0,0],[0,1],[1,0],[1,1],[1,0],[0,1]],I=[[0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0],[0,0,0,0,0,0,0,0,0]];!function(){for(var t=0;3>t;++t){var e=I[t],r=(t+1)%3,n=(t+2)%3;e[r+0]=1,e[n+3]=1,e[t+6]=1}}();var D=a.prototype;D.isTransparent=function(){return this.opacity<1},D.isOpaque=function(){if(this.opacity>=1)return!0;for(var t=0;3>t;++t)if(this._contourCounts[t].length>0||this._dynamicCounts[t]>0)return!0;return!1},D.pickSlots=1,D.setPickBase=function(t){this.pickId=t};var R=[0,0,0],F={showSurface:!1,showContour:!1,projections:[j.slice(),j.slice(),j.slice()],clipBounds:[[[0,0,0],[0,0,0]],[[0,0,0],[0,0,0]],[[0,0,0],[0,0,0]]]},N={model:j,view:j,projection:j,inverseModel:j.slice(),lowerBound:[0,0,0],upperBound:[0,0,0],colorMap:0,clipBounds:[[0,0,0],[0,0,0]],height:0,contourTint:0,contourColor:[0,0,0,1],permutation:[1,0,0,0,1,0,0,0,1],zOffset:-1e-4,kambient:1,kdiffuse:1,kspecular:1,lightPosition:[1e3,1e3,1e3],eyePosition:[0,0,0],roughness:1,fresnel:1,opacity:1},B=j.slice(),U=[1,0,0,0,1,0,0,0,1];D.draw=function(t){return s.call(this,t,!1)},D.drawTransparent=function(t){return s.call(this,t,!0)};var V={model:j,view:j,projection:j,inverseModel:j,clipBounds:[[0,0,0],[0,0,0]],height:0,shape:[0,0],pickId:0,lowerBound:[0,0,0],upperBound:[0,0,0],zOffset:0,permutation:[1,0,0,0,1,0,0,0,1],lightPosition:[0,0,0],eyePosition:[0,0,0]};D.drawPick=function(t){t=t||{};var e=this.gl;e.disable(e.CULL_FACE);var r=V;r.model=t.model||j,r.view=t.view||j,r.projection=t.projection||j,r.shape=this._field[2].shape,r.pickId=this.pickId/255,r.lowerBound=this.bounds[0],r.upperBound=this.bounds[1],r.permutation=U;for(var n=0;2>n;++n)for(var i=r.clipBounds[n],a=0;3>a;++a)i[a]=Math.min(Math.max(this.clipBounds[n][a],-1e8),1e8);var s=o(r,this);if(s.showSurface){this._pickShader.bind(),this._pickShader.uniforms=r,this._vao.bind(),this._vao.draw(e.TRIANGLES,this._vertexCount);for(var n=0;3>n;++n)this.surfaceProject[n]&&(this._pickShader.uniforms.model=s.projections[n],this._pickShader.uniforms.clipBounds=s.clipBounds[n],this._vao.draw(e.TRIANGLES,this._vertexCount));this._vao.unbind()}if(s.showContour){var l=this._contourPickShader;l.bind(),l.uniforms=r;var u=this._contourVAO;u.bind();for(var a=0;3>a;++a){e.lineWidth(this.contourWidth[a]),l.uniforms.permutation=I[a];for(var n=0;n<this.contourLevels[a].length;++n)l.uniforms.height=this.contourLevels[a][n],u.draw(e.LINES,this._contourCounts[a][n],this._contourOffsets[a][n])}for(var n=0;3>n;++n){l.uniforms.model=s.projections[n],l.uniforms.clipBounds=s.clipBounds[n];for(var a=0;3>a;++a)if(this.contourProject[n][a]){l.uniforms.permutation=I[a],e.lineWidth(this.contourWidth[a]);for(var c=0;c<this.contourLevels[a].length;++c)l.uniforms.height=this.contourLevels[a][c],u.draw(e.LINES,this._contourCounts[a][c],this._contourOffsets[a][c])}}u.unbind()}},D.pick=function(t){if(!t)return null;if(t.id!==this.pickId)return null;var e=this._field[2].shape,r=this._pickResult,n=e[0]*(t.value[0]+(t.value[2]>>4)/16)/255,i=Math.floor(n),a=n-i,o=e[1]*(t.value[1]+(15&t.value[2])/16)/255,s=Math.floor(o),l=o-s;i+=1,s+=1;var u=r.position;u[0]=u[1]=u[2]=0;for(var c=0;2>c;++c)for(var h=c?a:1-a,f=0;2>f;++f)for(var d=f?l:1-l,p=i+c,g=s+f,v=h*d,m=0;3>m;++m)u[m]+=this._field[m].get(p,g)*v;for(var y=this._pickResult.level,b=0;3>b;++b)if(y[b]=M.le(this.contourLevels[b],u[b]),y[b]<0)this.contourLevels[b].length>0&&(y[b]=0);else if(y[b]<this.contourLevels[b].length-1){var x=this.contourLevels[b][y[b]],_=this.contourLevels[b][y[b]+1];Math.abs(x-u[b])>Math.abs(_-u[b])&&(y[b]+=1)}r.index[0]=.5>a?i:i+1,r.index[1]=.5>l?s:s+1,r.uv[0]=n/e[0],r.uv[1]=o/e[1];for(var m=0;3>m;++m)r.dataCoordinate[m]=this._field[m].get(r.index[0],r.index[1]);return r},D.update=function(t){t=t||{},this.dirty=!0,\"contourWidth\"in t&&(this.contourWidth=u(t.contourWidth,Number)),\"showContour\"in t&&(this.showContour=u(t.showContour,Boolean)),\"showSurface\"in t&&(this.showSurface=!!t.showSurface),\"contourTint\"in t&&(this.contourTint=u(t.contourTint,Boolean)),\"contourColor\"in t&&(this.contourColor=h(t.contourColor)),\"contourProject\"in t&&(this.contourProject=u(t.contourProject,function(t){return u(t,Boolean)})),\"surfaceProject\"in t&&(this.surfaceProject=t.surfaceProject),\"dynamicColor\"in t&&(this.dynamicColor=h(t.dynamicColor)),\"dynamicTint\"in t&&(this.dynamicTint=u(t.dynamicTint,Number)),\"dynamicWidth\"in t&&(this.dynamicWidth=u(t.dynamicWidth,Number)),\"opacity\"in t&&(this.opacity=t.opacity);var e=t.field||t.coords&&t.coords[2]||null;if(e||(e=this._field[2].shape[0]||this._field[2].shape[2]?this._field[2].lo(1,1).hi(this._field[2].shape[0]-2,this._field[2].shape[1]-2):this._field[2].hi(0,0)),\"field\"in t||\"coords\"in t){var r=(e.shape[0]+2)*(e.shape[1]+2);r>this._field[2].data.length&&(m.freeFloat(this._field[2].data),this._field[2].data=m.mallocFloat(d.nextPow2(r))),this._field[2]=_(this._field[2].data,[e.shape[0]+2,e.shape[1]+2]),l(this._field[2],e),this.shape=e.shape.slice();for(var n=this.shape,a=0;2>a;++a)this._field[2].size>this._field[a].data.length&&(m.freeFloat(this._field[a].data),this._field[a].data=m.mallocFloat(this._field[2].size)),this._field[a]=_(this._field[a].data,[n[0]+2,n[1]+2]);if(t.coords){var o=t.coords;if(!Array.isArray(o)||3!==o.length)throw new Error(\"gl-surface: invalid coordinates for x/y\");for(var a=0;2>a;++a){for(var s=o[a],c=0;2>c;++c)if(s.shape[c]!==n[c])throw new Error(\"gl-surface: coords have incorrect shape\");l(this._field[a],s)}}else if(t.ticks){var f=t.ticks;if(!Array.isArray(f)||2!==f.length)throw new Error(\"gl-surface: invalid ticks\");for(var a=0;2>a;++a){var p=f[a];if((Array.isArray(p)||p.length)&&(p=_(p)),p.shape[0]!==n[a])throw new Error(\"gl-surface: invalid tick length\");var g=_(p.data,n);g.stride[a]=p.stride[0],g.stride[1^a]=0,l(this._field[a],g)}}else{for(var a=0;2>a;++a){var v=[0,0];v[a]=1,this._field[a]=_(this._field[a].data,[n[0]+2,n[1]+2],v,0)}this._field[0].set(0,0,0);for(var c=0;c<n[0];++c)this._field[0].set(c+1,0,c);this._field[0].set(n[0]+1,0,n[0]-1),this._field[1].set(0,0,0);for(var c=0;c<n[1];++c)this._field[1].set(0,c+1,c);this._field[1].set(0,n[1]+1,n[1]-1)}for(var y=this._field,b=(y[2].size,_(m.mallocFloat(3*y[2].size*2),[3,n[0]+2,n[1]+2,2])),a=0;3>a;++a)L(b.pick(a),y[a],\"mirror\");for(var x=_(m.mallocFloat(3*y[2].size),[n[0]+2,n[1]+2,3]),a=0;a<n[0]+2;++a)for(var c=0;c<n[1]+2;++c){var k=b.get(0,a,c,0),A=b.get(0,a,c,1),M=b.get(1,a,c,0),T=b.get(1,a,c,1),E=b.get(2,a,c,0),C=b.get(2,a,c,1),S=M*C-T*E,z=E*A-C*k,P=k*T-A*M,j=Math.sqrt(S*S+z*z+P*P);1e-8>j?(j=Math.max(Math.abs(S),Math.abs(z),Math.abs(P)),1e-8>j?(P=1,z=S=0,j=1):j=1/j):j=1/Math.sqrt(j),x.set(a,c,0,S*j),x.set(a,c,1,z*j),x.set(a,c,2,P*j)}m.free(b.data);for(var I=[1/0,1/0,1/0],D=[-(1/0),-(1/0),-(1/0)],R=(n[0]-1)*(n[1]-1)*6,F=m.mallocFloat(d.nextPow2(9*R)),N=0,B=0,a=0;a<n[0]-1;++a)t:for(var c=0;c<n[1]-1;++c){for(var U=0;2>U;++U)for(var V=0;2>V;++V)for(var q=0;3>q;++q){var H=this._field[q].get(1+a+U,1+c+V);if(isNaN(H)||!isFinite(H))continue t}for(var q=0;6>q;++q){var G=a+O[q][0],Y=c+O[q][1],W=this._field[0].get(G+1,Y+1),X=this._field[1].get(G+1,Y+1),H=this._field[2].get(G+1,Y+1),S=x.get(G+1,Y+1,0),z=x.get(G+1,Y+1,1),P=x.get(G+1,Y+1,2);F[N++]=G,F[N++]=Y,F[N++]=W,F[N++]=X,F[N++]=H,F[N++]=0,F[N++]=S,F[N++]=z,F[N++]=P,I[0]=Math.min(I[0],W),I[1]=Math.min(I[1],X),I[2]=Math.min(I[2],H),D[0]=Math.max(D[0],W),D[1]=Math.max(D[1],X),D[2]=Math.max(D[2],H),B+=1}}this._vertexCount=B,this._coordinateBuffer.update(F.subarray(0,N)),m.freeFloat(F),m.free(x.data),this.bounds=[I,D]}var Z=!1;if(\"levels\"in t){var Q=t.levels;Q=Array.isArray(Q[0])?Q.slice():[[],[],Q];for(var a=0;3>a;++a)Q[a]=Q[a].slice(),Q.sort(function(t,e){return t-e});t:for(var a=0;3>a;++a){if(Q[a].length!==this.contourLevels[a].length){Z=!0;break}for(var c=0;c<Q[a].length;++c)if(Q[a][c]!==this.contourLevels[a][c]){Z=!0;break t}}this.contourLevels=Q}if(Z){for(var y=this._field,n=this.shape,$=[],K=0;3>K;++K){for(var Q=this.contourLevels[K],J=[],tt=[],et=[0,0],a=0;a<Q.length;++a){var rt=w(this._field[K],Q[a]);J.push($.length/4|0);var B=0;t:for(var c=0;c<rt.cells.length;++c)for(var nt=rt.cells[c],q=0;2>q;++q){var it=rt.positions[nt[q]],at=it[0],ot=0|Math.floor(at),st=at-ot,lt=it[1],ut=0|Math.floor(lt),ct=lt-ut,ht=!1;e:for(var ft=0;2>ft;++ft){et[ft]=0;for(var dt=(K+ft+1)%3,U=0;2>U;++U)for(var pt=U?st:1-st,G=0|Math.min(Math.max(ot+U,0),n[0]),V=0;2>V;++V){var gt=V?ct:1-ct,Y=0|Math.min(Math.max(ut+V,0),n[1]),H=this._field[dt].get(G,Y);if(!isFinite(H)||isNaN(H)){ht=!0;break e}var vt=pt*gt;et[ft]+=vt*H}}if(ht){if(q>0){for(var mt=0;4>mt;++mt)$.pop();B-=1}continue t}$.push(et[0],et[1],it[0],it[1]),B+=1}tt.push(B)}this._contourOffsets[K]=J,this._contourCounts[K]=tt}for(var yt=m.mallocFloat($.length),a=0;a<$.length;++a)yt[a]=$[a];this._contourBuffer.update(yt),m.freeFloat(yt)}t.colormap&&this._colorMap.setPixels(i(t.colormap))},D.dispose=function(){this._shader.dispose(),this._vao.dispose(),this._coordinateBuffer.dispose(),this._colorMap.dispose(),this._contourBuffer.dispose(),this._contourVAO.dispose(),this._contourShader.dispose(),this._contourPickShader.dispose(),this._dynamicBuffer.dispose(),this._dynamicVAO.dispose();for(var t=0;3>t;++t)m.freeFloat(this._field[t].data)},D.highlight=function(t){if(!t)return this._dynamicCounts=[0,0,0],this.dyanamicLevel=[NaN,NaN,NaN],void(this.highlightLevel=[-1,-1,-1]);for(var e=0;3>e;++e)this.enableHighlight[e]?this.highlightLevel[e]=t.level[e]:this.highlightLevel[e]=-1;var r;if(r=this.snapToData?t.dataCoordinate:t.position,this.enableDynamic[0]&&r[0]!==this.dynamicLevel[0]||this.enableDynamic[1]&&r[1]!==this.dynamicLevel[1]||this.enableDynamic[2]&&r[2]!==this.dynamicLevel[2]){for(var n=0,i=this.shape,a=m.mallocFloat(12*i[0]*i[1]),o=0;3>o;++o)if(this.enableDynamic[o]){this.dynamicLevel[o]=r[o];var s=(o+1)%3,l=(o+2)%3,u=this._field[o],c=this._field[s],h=this._field[l],f=w(u,r[o]),d=f.cells,p=f.positions;this._dynamicOffsets[o]=n;for(var e=0;e<d.length;++e)for(var g=d[e],v=0;2>v;++v){var y=p[g[v]],b=+y[0],x=0|b,_=0|Math.min(x+1,i[0]),k=b-x,A=1-k,M=+y[1],L=0|M,T=0|Math.min(L+1,i[1]),E=M-L,C=1-E,S=A*C,z=A*E,P=k*C,j=k*E,O=S*c.get(x,L)+z*c.get(x,T)+P*c.get(_,L)+j*c.get(_,T),I=S*h.get(x,L)+z*h.get(x,T)+P*h.get(_,L)+j*h.get(_,T);if(isNaN(O)||isNaN(I)){v&&(n-=1);break}a[2*n+0]=O,a[2*n+1]=I,n+=1}this._dynamicCounts[o]=n-this._dynamicOffsets[o]}else this.dynamicLevel[o]=NaN,this._dynamicCounts[o]=0;this._dynamicBuffer.update(a.subarray(0,2*n)),m.freeFloat(a)}}},{\"./lib/shaders\":148,\"binary-search-bounds\":149,\"bit-twiddle\":33,colormap:40,\"gl-buffer\":59,\"gl-mat4/invert\":78,\"gl-mat4/multiply\":80,\"gl-texture2d\":162,\"gl-vao\":166,ndarray:189,\"ndarray-gradient\":150,\"ndarray-ops\":184,\"ndarray-pack\":155,\"surface-nets\":211,\"typedarray-pool\":217}],162:[function(t,e,r){\"use strict\";function n(t){v=[t.LINEAR,t.NEAREST_MIPMAP_LINEAR,t.LINEAR_MIPMAP_NEAREST,t.LINEAR_MIPMAP_NEAREST],m=[t.NEAREST,t.LINEAR,t.NEAREST_MIPMAP_NEAREST,t.NEAREST_MIPMAP_LINEAR,t.LINEAR_MIPMAP_NEAREST,t.LINEAR_MIPMAP_LINEAR],y=[t.REPEAT,t.CLAMP_TO_EDGE,t.MIRRORED_REPEAT]}function i(t,e,r){var n=t.gl,i=n.getParameter(n.MAX_TEXTURE_SIZE);if(0>e||e>i||0>r||r>i)throw new Error(\"gl-texture2d: Invalid texture size\");return t._shape=[e,r],t.bind(),n.texImage2D(n.TEXTURE_2D,0,t.format,e,r,0,t.format,t.type,null),t._mipLevels=[0],t}function a(t,e,r,n,i,a){this.gl=t,this.handle=e,this.format=i,this.type=a,this._shape=[r,n],this._mipLevels=[0],this._magFilter=t.NEAREST,this._minFilter=t.NEAREST,this._wrapS=t.CLAMP_TO_EDGE,this._wrapT=t.CLAMP_TO_EDGE,this._anisoSamples=1;var o=this,s=[this._wrapS,this._wrapT];Object.defineProperties(s,[{get:function(){return o._wrapS},set:function(t){return o.wrapS=t}},{get:function(){return o._wrapT},set:function(t){return o.wrapT=t}}]),this._wrapVector=s;var l=[this._shape[0],this._shape[1]];Object.defineProperties(l,[{get:function(){return o._shape[0]},set:function(t){return o.width=t}},{get:function(){return o._shape[1]},set:function(t){return o.height=t}}]),this._shapeVector=l}function o(t,e){return 3===t.length?1===e[2]&&e[1]===t[0]*t[2]&&e[0]===t[2]:1===e[0]&&e[1]===t[0]}function s(t,e,r,n,i,a,s,l){var u=l.dtype,c=l.shape.slice();if(c.length<2||c.length>3)throw new Error(\"gl-texture2d: Invalid ndarray, must be 2d or 3d\");var h=0,f=0,v=o(c,l.stride.slice());\"float32\"===u?h=t.FLOAT:\"float64\"===u?(h=t.FLOAT,v=!1,u=\"float32\"):\"uint8\"===u?h=t.UNSIGNED_BYTE:(h=t.UNSIGNED_BYTE,v=!1,u=\"uint8\");var m=1;if(2===c.length)f=t.LUMINANCE,c=[c[0],c[1],1],l=d(l.data,c,[l.stride[0],l.stride[1],1],l.offset);else{if(3!==c.length)throw new Error(\"gl-texture2d: Invalid shape for texture\");if(1===c[2])f=t.ALPHA;else if(2===c[2])f=t.LUMINANCE_ALPHA;else if(3===c[2])f=t.RGB;else{if(4!==c[2])throw new Error(\"gl-texture2d: Invalid shape for pixel coords\");f=t.RGBA}m=c[2]}if(f!==t.LUMINANCE&&f!==t.ALPHA||i!==t.LUMINANCE&&i!==t.ALPHA||(f=i),f!==i)throw new Error(\"gl-texture2d: Incompatible texture format for setPixels\");var y=l.size,x=s.indexOf(n)<0;if(x&&s.push(n),h===a&&v)0===l.offset&&l.data.length===y?x?t.texImage2D(t.TEXTURE_2D,n,i,c[0],c[1],0,i,a,l.data):t.texSubImage2D(t.TEXTURE_2D,n,e,r,c[0],c[1],i,a,l.data):x?t.texImage2D(t.TEXTURE_2D,n,i,c[0],c[1],0,i,a,l.data.subarray(l.offset,l.offset+y)):t.texSubImage2D(t.TEXTURE_2D,n,e,r,c[0],c[1],i,a,l.data.subarray(l.offset,l.offset+y));else{var _;_=a===t.FLOAT?g.mallocFloat32(y):g.mallocUint8(y);var w=d(_,c,[c[2],c[2]*c[0],1]);h===t.FLOAT&&a===t.UNSIGNED_BYTE?b(w,l):p.assign(w,l),x?t.texImage2D(t.TEXTURE_2D,n,i,c[0],c[1],0,i,a,_.subarray(0,y)):t.texSubImage2D(t.TEXTURE_2D,n,e,r,c[0],c[1],i,a,_.subarray(0,y)),a===t.FLOAT?g.freeFloat32(_):g.freeUint8(_)}}function l(t){var e=t.createTexture();return t.bindTexture(t.TEXTURE_2D,e),t.texParameteri(t.TEXTURE_2D,t.TEXTURE_MIN_FILTER,t.NEAREST),t.texParameteri(t.TEXTURE_2D,t.TEXTURE_MAG_FILTER,t.NEAREST),t.texParameteri(t.TEXTURE_2D,t.TEXTURE_WRAP_S,t.CLAMP_TO_EDGE),t.texParameteri(t.TEXTURE_2D,t.TEXTURE_WRAP_T,t.CLAMP_TO_EDGE),e}function u(t,e,r,n,i){var o=t.getParameter(t.MAX_TEXTURE_SIZE);if(0>e||e>o||0>r||r>o)throw new Error(\"gl-texture2d: Invalid texture shape\");if(i===t.FLOAT&&!t.getExtension(\"OES_texture_float\"))throw new Error(\"gl-texture2d: Floating point textures not supported on this platform\");var s=l(t);return t.texImage2D(t.TEXTURE_2D,0,n,e,r,0,n,i,null),new a(t,s,e,r,n,i)}function c(t,e,r,n){var i=l(t);return t.texImage2D(t.TEXTURE_2D,0,r,r,n,e),new a(t,i,0|e.width,0|e.height,r,n)}function h(t,e){var r=e.dtype,n=e.shape.slice(),i=t.getParameter(t.MAX_TEXTURE_SIZE);if(n[0]<0||n[0]>i||n[1]<0||n[1]>i)throw new Error(\"gl-texture2d: Invalid texture size\");var s=o(n,e.stride.slice()),u=0;\"float32\"===r?u=t.FLOAT:\"float64\"===r?(u=t.FLOAT,s=!1,r=\"float32\"):\"uint8\"===r?u=t.UNSIGNED_BYTE:(u=t.UNSIGNED_BYTE,s=!1,r=\"uint8\");var c=0;if(2===n.length)c=t.LUMINANCE,n=[n[0],n[1],1],e=d(e.data,n,[e.stride[0],e.stride[1],1],e.offset);else{if(3!==n.length)throw new Error(\"gl-texture2d: Invalid shape for texture\");if(1===n[2])c=t.ALPHA;else if(2===n[2])c=t.LUMINANCE_ALPHA;else if(3===n[2])c=t.RGB;else{if(4!==n[2])throw new Error(\"gl-texture2d: Invalid shape for pixel coords\");c=t.RGBA}}u!==t.FLOAT||t.getExtension(\"OES_texture_float\")||(u=t.UNSIGNED_BYTE,s=!1);var h,f,v=e.size;if(s)h=0===e.offset&&e.data.length===v?e.data:e.data.subarray(e.offset,e.offset+v);else{var m=[n[2],n[2]*n[0],1];f=g.malloc(v,r);var y=d(f,n,m,0);\"float32\"!==r&&\"float64\"!==r||u!==t.UNSIGNED_BYTE?p.assign(y,e):b(y,e),h=f.subarray(0,v)}var x=l(t);return t.texImage2D(t.TEXTURE_2D,0,c,n[0],n[1],0,c,u,h),s||g.free(f),new a(t,x,n[0],n[1],c,u)}function f(t){if(arguments.length<=1)throw new Error(\"gl-texture2d: Missing arguments for texture2d constructor\");if(v||n(t),\"number\"==typeof arguments[1])return u(t,arguments[1],arguments[2],arguments[3]||t.RGBA,arguments[4]||t.UNSIGNED_BYTE);if(Array.isArray(arguments[1]))return u(t,0|arguments[1][0],0|arguments[1][1],arguments[2]||t.RGBA,arguments[3]||t.UNSIGNED_BYTE);if(\"object\"==typeof arguments[1]){var e=arguments[1];if(e instanceof HTMLCanvasElement||e instanceof HTMLImageElement||e instanceof HTMLVideoElement||e instanceof ImageData)return c(t,e,arguments[2]||t.RGBA,arguments[3]||t.UNSIGNED_BYTE);if(e.shape&&e.data&&e.stride)return h(t,e)}throw new Error(\"gl-texture2d: Invalid arguments for texture2d constructor\")}var d=t(\"ndarray\"),p=t(\"ndarray-ops\"),g=t(\"typedarray-pool\");e.exports=f;var v=null,m=null,y=null,b=function(t,e){p.muls(t,e,255)},x=a.prototype;Object.defineProperties(x,{minFilter:{get:function(){return this._minFilter},set:function(t){this.bind();var e=this.gl;if(this.type===e.FLOAT&&v.indexOf(t)>=0&&(e.getExtension(\"OES_texture_float_linear\")||(t=e.NEAREST)),m.indexOf(t)<0)throw new Error(\"gl-texture2d: Unknown filter mode \"+t);return e.texParameteri(e.TEXTURE_2D,e.TEXTURE_MIN_FILTER,t),this._minFilter=t}},magFilter:{get:function(){return this._magFilter},set:function(t){this.bind();var e=this.gl;if(this.type===e.FLOAT&&v.indexOf(t)>=0&&(e.getExtension(\"OES_texture_float_linear\")||(t=e.NEAREST)),m.indexOf(t)<0)throw new Error(\"gl-texture2d: Unknown filter mode \"+t);return e.texParameteri(e.TEXTURE_2D,e.TEXTURE_MAG_FILTER,t),this._magFilter=t}},mipSamples:{get:function(){return this._anisoSamples},set:function(t){var e=this._anisoSamples;if(this._anisoSamples=0|Math.max(t,1),e!==this._anisoSamples){var r=gl.getExtension(\"EXT_texture_filter_anisotropic\");r&&this.gl.texParameterf(this.gl.TEXTURE_2D,r.TEXTURE_MAX_ANISOTROPY_EXT,this._anisoSamples)}return this._anisoSamples}},wrapS:{get:function(){return this._wrapS},set:function(t){if(this.bind(),y.indexOf(t)<0)throw new Error(\"gl-texture2d: Unknown wrap mode \"+t);return this.gl.texParameteri(this.gl.TEXTURE_2D,this.gl.TEXTURE_WRAP_S,t),this._wrapS=t}},wrapT:{get:function(){return this._wrapT},set:function(t){if(this.bind(),y.indexOf(t)<0)throw new Error(\"gl-texture2d: Unknown wrap mode \"+t);return this.gl.texParameteri(this.gl.TEXTURE_2D,this.gl.TEXTURE_WRAP_T,t),this._wrapT=t}},wrap:{get:function(){return this._wrapVector},set:function(t){if(Array.isArray(t)||(t=[t,t]),2!==t.length)throw new Error(\"gl-texture2d: Must specify wrap mode for rows and columns\");for(var e=0;2>e;++e)if(y.indexOf(t[e])<0)throw new Error(\"gl-texture2d: Unknown wrap mode \"+t);this._wrapS=t[0],this._wrapT=t[1];var r=this.gl;return this.bind(),r.texParameteri(r.TEXTURE_2D,r.TEXTURE_WRAP_S,this._wrapS),r.texParameteri(r.TEXTURE_2D,r.TEXTURE_WRAP_T,this._wrapT),t}},shape:{get:function(){return this._shapeVector},set:function(t){if(Array.isArray(t)){if(2!==t.length)throw new Error(\"gl-texture2d: Invalid texture shape\")}else t=[0|t,0|t];return i(this,0|t[0],0|t[1]),[0|t[0],0|t[1]]}},width:{get:function(){return this._shape[0]},set:function(t){return t=0|t,i(this,t,this._shape[1]),t}},height:{get:function(){return this._shape[1]},set:function(t){\n",
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s=this.words[o],l=(16777215&(s<<i|a)).toString(16);a=s>>>24-i&16777215,n=0!==a||o!==this.length-1?p[6-l.length]+l+n:l+n,i+=2,i>=26&&(i-=26,o--)}for(0!==a&&(n=a.toString(16)+n);n.length%e!==0;)n=\"0\"+n;return this.sign&&(n=\"-\"+n),n}if(t===(0|t)&&t>=2&&36>=t){var u=g[t],c=v[t],n=\"\",h=this.clone();for(h.sign=!1;0!==h.cmpn(0);){var f=h.modn(c).toString(t);h=h.idivn(c),n=0!==h.cmpn(0)?p[u-f.length]+f+n:f+n}return 0===this.cmpn(0)&&(n=\"0\"+n),this.sign&&(n=\"-\"+n),n}r(!1,\"Base should be between 2 and 36\")},i.prototype.toJSON=function(){return this.toString(16)},i.prototype.toArray=function(t){this.strip();var e=new Array(this.byteLength());e[0]=0;var r=this.clone();if(\"le\"!==t)for(var n=0;0!==r.cmpn(0);n++){var i=r.andln(255);r.ishrn(8),e[e.length-n-1]=i}else for(var n=0;0!==r.cmpn(0);n++){var i=r.andln(255);r.ishrn(8),e[n]=i}return e},Math.clz32?i.prototype._countBits=function(t){return 32-Math.clz32(t)}:i.prototype._countBits=function(t){var e=t,r=0;return e>=4096&&(r+=13,e>>>=13),e>=64&&(r+=7,e>>>=7),e>=8&&(r+=4,e>>>=4),e>=2&&(r+=2,e>>>=2),r+e},i.prototype._zeroBits=function(t){if(0===t)return 26;var e=t,r=0;return 0===(8191&e)&&(r+=13,e>>>=13),0===(127&e)&&(r+=7,e>>>=7),0===(15&e)&&(r+=4,e>>>=4),0===(3&e)&&(r+=2,e>>>=2),0===(1&e)&&r++,r},i.prototype.bitLength=function(){var t=0,e=this.words[this.length-1],t=this._countBits(e);return 26*(this.length-1)+t},i.prototype.zeroBits=function(){if(0===this.cmpn(0))return 0;for(var t=0,e=0;e<this.length;e++){var r=this._zeroBits(this.words[e]);if(t+=r,26!==r)break}return t},i.prototype.byteLength=function(){return Math.ceil(this.bitLength()/8)},i.prototype.neg=function(){if(0===this.cmpn(0))return this.clone();var t=this.clone();return t.sign=!this.sign,t},i.prototype.ior=function(t){for(this.sign=this.sign||t.sign;this.length<t.length;)this.words[this.length++]=0;for(var e=0;e<t.length;e++)this.words[e]=this.words[e]|t.words[e];return this.strip()},i.prototype.or=function(t){return this.length>t.length?this.clone().ior(t):t.clone().ior(this)},i.prototype.iand=function(t){this.sign=this.sign&&t.sign;var e;e=this.length>t.length?t:this;for(var r=0;r<e.length;r++)this.words[r]=this.words[r]&t.words[r];return this.length=e.length,this.strip()},i.prototype.and=function(t){return this.length>t.length?this.clone().iand(t):t.clone().iand(this)},i.prototype.ixor=function(t){this.sign=this.sign||t.sign;var e,r;this.length>t.length?(e=this,r=t):(e=t,r=this);for(var n=0;n<r.length;n++)this.words[n]=e.words[n]^r.words[n];if(this!==e)for(;n<e.length;n++)this.words[n]=e.words[n];return this.length=e.length,this.strip()},i.prototype.xor=function(t){return this.length>t.length?this.clone().ixor(t):t.clone().ixor(this)},i.prototype.setn=function(t,e){r(\"number\"==typeof t&&t>=0);for(var n=t/26|0,i=t%26;this.length<=n;)this.words[this.length++]=0;return e?this.words[n]=this.words[n]|1<<i:this.words[n]=this.words[n]&~(1<<i),this.strip()},i.prototype.iadd=function(t){if(this.sign&&!t.sign){this.sign=!1;var e=this.isub(t);return this.sign=!this.sign,this._normSign()}if(!this.sign&&t.sign){t.sign=!1;var e=this.isub(t);return t.sign=!0,e._normSign()}var r,n;this.length>t.length?(r=this,n=t):(r=t,n=this);for(var i=0,a=0;a<n.length;a++){var e=r.words[a]+n.words[a]+i;this.words[a]=67108863&e,i=e>>>26}for(;0!==i&&a<r.length;a++){var e=r.words[a]+i;this.words[a]=67108863&e,i=e>>>26}if(this.length=r.length,0!==i)this.words[this.length]=i,this.length++;else if(r!==this)for(;a<r.length;a++)this.words[a]=r.words[a];return this},i.prototype.add=function(t){if(t.sign&&!this.sign){t.sign=!1;var e=this.sub(t);return t.sign=!0,e}if(!t.sign&&this.sign){this.sign=!1;var e=t.sub(this);return this.sign=!0,e}return this.length>t.length?this.clone().iadd(t):t.clone().iadd(this)},i.prototype.isub=function(t){if(t.sign){t.sign=!1;var e=this.iadd(t);return t.sign=!0,e._normSign()}if(this.sign)return this.sign=!1,this.iadd(t),this.sign=!0,this._normSign();var r=this.cmp(t);if(0===r)return this.sign=!1,this.length=1,this.words[0]=0,this;var n,i;r>0?(n=this,i=t):(n=t,i=this);for(var a=0,o=0;o<i.length;o++){var e=n.words[o]-i.words[o]+a;a=e>>26,this.words[o]=67108863&e}for(;0!==a&&o<n.length;o++){var e=n.words[o]+a;a=e>>26,this.words[o]=67108863&e}if(0===a&&o<n.length&&n!==this)for(;o<n.length;o++)this.words[o]=n.words[o];return this.length=Math.max(this.length,o),n!==this&&(this.sign=!0),this.strip()},i.prototype.sub=function(t){return this.clone().isub(t)},i.prototype._smallMulTo=function(t,e){e.sign=t.sign!==this.sign,e.length=this.length+t.length;for(var r=0,n=0;n<e.length-1;n++){for(var i=r>>>26,a=67108863&r,o=Math.min(n,t.length-1),s=Math.max(0,n-this.length+1);o>=s;s++){var l=n-s,u=0|this.words[l],c=0|t.words[s],h=u*c,f=67108863&h;i=i+(h/67108864|0)|0,f=f+a|0,a=67108863&f,i=i+(f>>>26)|0}e.words[n]=a,r=i}return 0!==r?e.words[n]=r:e.length--,e.strip()},i.prototype._bigMulTo=function(t,e){e.sign=t.sign!==this.sign,e.length=this.length+t.length;for(var r=0,n=0,i=0;i<e.length-1;i++){var a=n;n=0;for(var o=67108863&r,s=Math.min(i,t.length-1),l=Math.max(0,i-this.length+1);s>=l;l++){var u=i-l,c=0|this.words[u],h=0|t.words[l],f=c*h,d=67108863&f;a=a+(f/67108864|0)|0,d=d+o|0,o=67108863&d,a=a+(d>>>26)|0,n+=a>>>26,a&=67108863}e.words[i]=o,r=a,a=n}return 0!==r?e.words[i]=r:e.length--,e.strip()},i.prototype.mulTo=function(t,e){var r;return r=this.length+t.length<63?this._smallMulTo(t,e):this._bigMulTo(t,e)},i.prototype.mul=function(t){var e=new i(null);return e.words=new Array(this.length+t.length),this.mulTo(t,e)},i.prototype.imul=function(t){if(0===this.cmpn(0)||0===t.cmpn(0))return this.words[0]=0,this.length=1,this;var e=this.length,r=t.length;this.sign=t.sign!==this.sign,this.length=this.length+t.length,this.words[this.length-1]=0;for(var n=this.length-2;n>=0;n--){for(var i=0,a=0,o=Math.min(n,r-1),s=Math.max(0,n-e+1);o>=s;s++){var l=n-s,u=this.words[l],c=t.words[s],h=u*c,f=67108863&h;i+=h/67108864|0,f+=a,a=67108863&f,i+=f>>>26}this.words[n]=a,this.words[n+1]+=i,i=0}for(var i=0,l=1;l<this.length;l++){var d=this.words[l]+i;this.words[l]=67108863&d,i=d>>>26}return this.strip()},i.prototype.imuln=function(t){r(\"number\"==typeof t);for(var e=0,n=0;n<this.length;n++){var i=this.words[n]*t,a=(67108863&i)+(67108863&e);e>>=26,e+=i/67108864|0,e+=a>>>26,this.words[n]=67108863&a}return 0!==e&&(this.words[n]=e,this.length++),this},i.prototype.muln=function(t){return this.clone().imuln(t)},i.prototype.sqr=function(){return this.mul(this)},i.prototype.isqr=function(){return this.mul(this)},i.prototype.ishln=function(t){r(\"number\"==typeof t&&t>=0);var e=t%26,n=(t-e)/26,i=67108863>>>26-e<<26-e;if(0!==e){for(var a=0,o=0;o<this.length;o++){var s=this.words[o]&i,l=this.words[o]-s<<e;this.words[o]=l|a,a=s>>>26-e}a&&(this.words[o]=a,this.length++)}if(0!==n){for(var o=this.length-1;o>=0;o--)this.words[o+n]=this.words[o];for(var o=0;n>o;o++)this.words[o]=0;this.length+=n}return this.strip()},i.prototype.ishrn=function(t,e,n){r(\"number\"==typeof t&&t>=0);var i;i=e?(e-e%26)/26:0;var a=t%26,o=Math.min((t-a)/26,this.length),s=67108863^67108863>>>a<<a,l=n;if(i-=o,i=Math.max(0,i),l){for(var u=0;o>u;u++)l.words[u]=this.words[u];l.length=o}if(0===o);else if(this.length>o){this.length-=o;for(var u=0;u<this.length;u++)this.words[u]=this.words[u+o]}else this.words[0]=0,this.length=1;for(var c=0,u=this.length-1;u>=0&&(0!==c||u>=i);u--){var h=this.words[u];this.words[u]=c<<26-a|h>>>a,c=h&s}return l&&0!==c&&(l.words[l.length++]=c),0===this.length&&(this.words[0]=0,this.length=1),this.strip(),this},i.prototype.shln=function(t){return this.clone().ishln(t)},i.prototype.shrn=function(t){return this.clone().ishrn(t)},i.prototype.testn=function(t){r(\"number\"==typeof t&&t>=0);var e=t%26,n=(t-e)/26,i=1<<e;if(this.length<=n)return!1;var a=this.words[n];return!!(a&i)},i.prototype.imaskn=function(t){r(\"number\"==typeof t&&t>=0);var e=t%26,n=(t-e)/26;if(r(!this.sign,\"imaskn works only with positive numbers\"),0!==e&&n++,this.length=Math.min(n,this.length),0!==e){var i=67108863^67108863>>>e<<e;this.words[this.length-1]&=i}return this.strip()},i.prototype.maskn=function(t){return this.clone().imaskn(t)},i.prototype.iaddn=function(t){return r(\"number\"==typeof t),0>t?this.isubn(-t):this.sign?1===this.length&&this.words[0]<t?(this.words[0]=t-this.words[0],this.sign=!1,this):(this.sign=!1,this.isubn(t),this.sign=!0,this):this._iaddn(t)},i.prototype._iaddn=function(t){this.words[0]+=t;for(var e=0;e<this.length&&this.words[e]>=67108864;e++)this.words[e]-=67108864,e===this.length-1?this.words[e+1]=1:this.words[e+1]++;return this.length=Math.max(this.length,e+1),this},i.prototype.isubn=function(t){if(r(\"number\"==typeof t),0>t)return this.iaddn(-t);if(this.sign)return this.sign=!1,this.iaddn(t),this.sign=!0,this;this.words[0]-=t;for(var e=0;e<this.length&&this.words[e]<0;e++)this.words[e]+=67108864,this.words[e+1]-=1;return this.strip()},i.prototype.addn=function(t){return this.clone().iaddn(t)},i.prototype.subn=function(t){return this.clone().isubn(t)},i.prototype.iabs=function(){return this.sign=!1,this},i.prototype.abs=function(){return this.clone().iabs()},i.prototype._ishlnsubmul=function(t,e,n){var i,a=t.length+n;if(this.words.length<a){for(var o=new Array(a),i=0;i<this.length;i++)o[i]=this.words[i];this.words=o}else i=this.length;for(this.length=Math.max(this.length,a);i<this.length;i++)this.words[i]=0;for(var s=0,i=0;i<t.length;i++){var l=this.words[i+n]+s,u=t.words[i]*e;l-=67108863&u,s=(l>>26)-(u/67108864|0),this.words[i+n]=67108863&l}for(;i<this.length-n;i++){var l=this.words[i+n]+s;s=l>>26,this.words[i+n]=67108863&l}if(0===s)return this.strip();r(-1===s),s=0;for(var i=0;i<this.length;i++){var l=-this.words[i]+s;s=l>>26,this.words[i]=67108863&l}return this.sign=!0,this.strip()},i.prototype._wordDiv=function(t,e){var r=this.length-t.length,n=this.clone(),a=t,o=a.words[a.length-1],s=this._countBits(o);r=26-s,0!==r&&(a=a.shln(r),n.ishln(r),o=a.words[a.length-1]);var l,u=n.length-a.length;if(\"mod\"!==e){l=new i(null),l.length=u+1,l.words=new Array(l.length);for(var c=0;c<l.length;c++)l.words[c]=0}var h=n.clone()._ishlnsubmul(a,1,u);h.sign||(n=h,l&&(l.words[u]=1));for(var f=u-1;f>=0;f--){var d=67108864*n.words[a.length+f]+n.words[a.length+f-1];for(d=Math.min(d/o|0,67108863),n._ishlnsubmul(a,d,f);n.sign;)d--,n.sign=!1,n._ishlnsubmul(a,1,f),0!==n.cmpn(0)&&(n.sign=!n.sign);l&&(l.words[f]=d)}return l&&l.strip(),n.strip(),\"div\"!==e&&0!==r&&n.ishrn(r),{div:l?l:null,mod:n}},i.prototype.divmod=function(t,e){if(r(0!==t.cmpn(0)),this.sign&&!t.sign){var n,a,o=this.neg().divmod(t,e);return\"mod\"!==e&&(n=o.div.neg()),\"div\"!==e&&(a=0===o.mod.cmpn(0)?o.mod:t.sub(o.mod)),{div:n,mod:a}}if(!this.sign&&t.sign){var n,o=this.divmod(t.neg(),e);return\"mod\"!==e&&(n=o.div.neg()),{div:n,mod:o.mod}}return this.sign&&t.sign?this.neg().divmod(t.neg(),e):t.length>this.length||this.cmp(t)<0?{div:new i(0),mod:this}:1===t.length?\"div\"===e?{div:this.divn(t.words[0]),mod:null}:\"mod\"===e?{div:null,mod:new i(this.modn(t.words[0]))}:{div:this.divn(t.words[0]),mod:new i(this.modn(t.words[0]))}:this._wordDiv(t,e)},i.prototype.div=function(t){return this.divmod(t,\"div\").div},i.prototype.mod=function(t){return this.divmod(t,\"mod\").mod},i.prototype.divRound=function(t){var e=this.divmod(t);if(0===e.mod.cmpn(0))return e.div;var r=e.div.sign?e.mod.isub(t):e.mod,n=t.shrn(1),i=t.andln(1),a=r.cmp(n);return 0>a||1===i&&0===a?e.div:e.div.sign?e.div.isubn(1):e.div.iaddn(1)},i.prototype.modn=function(t){r(67108863>=t);for(var e=(1<<26)%t,n=0,i=this.length-1;i>=0;i--)n=(e*n+this.words[i])%t;return n},i.prototype.idivn=function(t){r(67108863>=t);for(var e=0,n=this.length-1;n>=0;n--){var i=this.words[n]+67108864*e;this.words[n]=i/t|0,e=i%t}return this.strip()},i.prototype.divn=function(t){return this.clone().idivn(t)},i.prototype.egcd=function(t){r(!t.sign),r(0!==t.cmpn(0));var e=this,n=t.clone();e=e.sign?e.mod(t):e.clone();for(var a=new i(1),o=new i(0),s=new i(0),l=new i(1),u=0;e.isEven()&&n.isEven();)e.ishrn(1),n.ishrn(1),++u;for(var c=n.clone(),h=e.clone();0!==e.cmpn(0);){for(;e.isEven();)e.ishrn(1),a.isEven()&&o.isEven()?(a.ishrn(1),o.ishrn(1)):(a.iadd(c).ishrn(1),o.isub(h).ishrn(1));for(;n.isEven();)n.ishrn(1),s.isEven()&&l.isEven()?(s.ishrn(1),l.ishrn(1)):(s.iadd(c).ishrn(1),l.isub(h).ishrn(1));e.cmp(n)>=0?(e.isub(n),a.isub(s),o.isub(l)):(n.isub(e),s.isub(a),l.isub(o))}return{a:s,b:l,gcd:n.ishln(u)}},i.prototype._invmp=function(t){r(!t.sign),r(0!==t.cmpn(0));var e=this,n=t.clone();e=e.sign?e.mod(t):e.clone();for(var a=new i(1),o=new i(0),s=n.clone();e.cmpn(1)>0&&n.cmpn(1)>0;){for(;e.isEven();)e.ishrn(1),a.isEven()?a.ishrn(1):a.iadd(s).ishrn(1);for(;n.isEven();)n.ishrn(1),o.isEven()?o.ishrn(1):o.iadd(s).ishrn(1);e.cmp(n)>=0?(e.isub(n),a.isub(o)):(n.isub(e),o.isub(a))}return 0===e.cmpn(1)?a:o},i.prototype.gcd=function(t){if(0===this.cmpn(0))return t.clone();if(0===t.cmpn(0))return this.clone();var e=this.clone(),r=t.clone();e.sign=!1,r.sign=!1;for(var n=0;e.isEven()&&r.isEven();n++)e.ishrn(1),r.ishrn(1);for(;;){for(;e.isEven();)e.ishrn(1);for(;r.isEven();)r.ishrn(1);var i=e.cmp(r);if(0>i){var a=e;e=r,r=a}else if(0===i||0===r.cmpn(1))break;e.isub(r)}return r.ishln(n)},i.prototype.invm=function(t){return this.egcd(t).a.mod(t)},i.prototype.isEven=function(){return 0===(1&this.words[0])},i.prototype.isOdd=function(){return 1===(1&this.words[0])},i.prototype.andln=function(t){return this.words[0]&t},i.prototype.bincn=function(t){r(\"number\"==typeof t);var e=t%26,n=(t-e)/26,i=1<<e;if(this.length<=n){for(var a=this.length;n+1>a;a++)this.words[a]=0;return this.words[n]|=i,this.length=n+1,this}for(var o=i,a=n;0!==o&&a<this.length;a++){var s=this.words[a];s+=o,o=s>>>26,s&=67108863,this.words[a]=s}return 0!==o&&(this.words[a]=o,this.length++),this},i.prototype.cmpn=function(t){var e=0>t;if(e&&(t=-t),this.sign&&!e)return-1;if(!this.sign&&e)return 1;t&=67108863,this.strip();var r;if(this.length>1)r=1;else{var n=this.words[0];r=n===t?0:t>n?-1:1}return this.sign&&(r=-r),r},i.prototype.cmp=function(t){if(this.sign&&!t.sign)return-1;if(!this.sign&&t.sign)return 1;var e=this.ucmp(t);return this.sign?-e:e},i.prototype.ucmp=function(t){if(this.length>t.length)return 1;if(this.length<t.length)return-1;for(var e=0,r=this.length-1;r>=0;r--){var n=this.words[r],i=t.words[r];if(n!==i){i>n?e=-1:n>i&&(e=1);break}}return e},i.red=function(t){return new f(t)},i.prototype.toRed=function(t){return r(!this.red,\"Already a number in reduction context\"),r(!this.sign,\"red works only with positives\"),t.convertTo(this)._forceRed(t)},i.prototype.fromRed=function(){return r(this.red,\"fromRed works only with numbers in reduction context\"),this.red.convertFrom(this)},i.prototype._forceRed=function(t){return this.red=t,this},i.prototype.forceRed=function(t){return r(!this.red,\"Already a number in reduction context\"),this._forceRed(t)},i.prototype.redAdd=function(t){return r(this.red,\"redAdd works only with red numbers\"),this.red.add(this,t)},i.prototype.redIAdd=function(t){return r(this.red,\"redIAdd works only with red numbers\"),this.red.iadd(this,t)},i.prototype.redSub=function(t){return r(this.red,\"redSub works only with red numbers\"),this.red.sub(this,t)},i.prototype.redISub=function(t){return r(this.red,\"redISub works only with red numbers\"),this.red.isub(this,t)},i.prototype.redShl=function(t){return r(this.red,\"redShl works only with red numbers\"),this.red.shl(this,t)},i.prototype.redMul=function(t){return 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c,h=t(\"typedarray-pool\"),f=t(\"./lib/sweep\"),d=t(\"./lib/intersect\")},{\"./lib/intersect\":249,\"./lib/sweep\":253,\"typedarray-pool\":217}],248:[function(t,e,r){\"use strict\";function n(t,e,r){var n=\"bruteForce\"+(t?\"Red\":\"Blue\")+(e?\"Flip\":\"\")+(r?\"Full\":\"\"),i=[\"function \",n,\"(\",w.join(),\"){\",\"var \",u,\"=2*\",a,\";\"],l=\"for(var i=\"+c+\",\"+p+\"=\"+u+\"*\"+c+\";i<\"+h+\";++i,\"+p+\"+=\"+u+\"){var x0=\"+f+\"[\"+o+\"+\"+p+\"],x1=\"+f+\"[\"+o+\"+\"+p+\"+\"+a+\"],xi=\"+d+\"[i];\",k=\"for(var j=\"+g+\",\"+b+\"=\"+u+\"*\"+g+\";j<\"+v+\";++j,\"+b+\"+=\"+u+\"){var y0=\"+m+\"[\"+o+\"+\"+b+\"],\"+(r?\"y1=\"+m+\"[\"+o+\"+\"+b+\"+\"+a+\"],\":\"\")+\"yi=\"+y+\"[j];\";return t?i.push(l,_,\":\",k):i.push(k,_,\":\",l),r?i.push(\"if(y1<x0||x1<y0)continue;\"):e?i.push(\"if(y0<=x0||x1<y0)continue;\"):i.push(\"if(y0<x0||x1<y0)continue;\"),i.push(\"for(var k=\"+o+\"+1;k<\"+a+\";++k){var 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z.Geo({id:r,container:a._geocontainer.node(),topojsonURL:t._context.topojsonURL},a),a[r]._geo=i),i.plot(n,a)}function l(t){for(var e=t._fullLayout,r=t._fullData,n=D.getSubplotIds(e,\"gl2d\"),i=0;i<n.length;i++){var a,o=n[i],s=e._plots[o],l=D.getSubplotData(r,\"gl2d\",o);a=s._scene2d,void 0===a&&(a=new z.Scene2D({container:t.querySelector(\".gl-container\"),id:o,staticPlot:t._context.staticPlot,plotGlPixelRatio:t._context.plotGlPixelRatio},e),s._scene2d=a),a.plot(l,e,t.layout)}}function u(t,e,r){var n=j.select(t).selectAll(\".plot-container\").data([0]);n.enter().insert(\"div\",\":first-child\").classed(\"plot-container plotly\",!0);var 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text\").call(u);if(t._context.editable){c.attr({\"data-unformatted\":s}),s&&s!==l||(o=.2,c.attr({\"data-unformatted\":l}).text(l).style({opacity:o}).on(\"mouseover.opacity\",function(){j.select(this).transition().duration(100).style(\"opacity\",1)}).on(\"mouseout.opacity\",function(){j.select(this).transition().duration(1e3).style(\"opacity\",0)}));var h=function(){this.call(z.util.makeEditable).on(\"edit\",function(e){t.framework({layout:{title:e}}),this.attr({\"data-unformatted\":e}).text(e).call(u),this.call(h)}).on(\"cancel\",function(){var t=this.attr(\"data-unformatted\");this.text(t).call(u)})};c.call(h)}return t._context.setBackground(t,t._fullLayout.paper_bgcolor),D.addLinks(t),Promise.resolve()}function c(t){var e,r;t||(t={}),t.xaxis1&&(t.xaxis||(t.xaxis=t.xaxis1),delete t.xaxis1),t.yaxis1&&(t.yaxis||(t.yaxis=t.yaxis1),delete t.yaxis1);var n=z.Axes.list({_fullLayout:t});for(e=0;e<n.length;e++){var i=n[e];i.anchor&&\"free\"!==i.anchor&&(i.anchor=z.Axes.cleanId(i.anchor)),i.overlaying&&(i.overlaying=z.Axes.cleanId(i.overlaying)),i.type||(i.isdate?i.type=\"date\":i.islog?i.type=\"log\":i.isdate===!1&&i.islog===!1&&(i.type=\"linear\")),(\"withzero\"===i.autorange||\"tozero\"===i.autorange)&&(i.autorange=!0,i.rangemode=\"tozero\"),delete i.islog,delete i.isdate,delete i.categories,p(i,\"domain\")&&delete i.domain,void 0!==i.autotick&&(void 0===i.tickmode&&(i.tickmode=i.autotick?\"auto\":\"linear\"),delete i.autotick)}void 0===t.annotations||Array.isArray(t.annotations)||(console.log(\"annotations must be an array\"),delete t.annotations);var a=(t.annotations||[]).length;for(e=0;a>e;e++){var o=t.annotations[e];o.ref&&(\"paper\"===o.ref?(o.xref=\"paper\",o.yref=\"paper\"):\"data\"===o.ref&&(o.xref=\"x\",o.yref=\"y\"),delete o.ref),h(o,\"xref\"),h(o,\"yref\")}void 0===t.shapes||Array.isArray(t.shapes)||(console.log(\"shapes must be an array\"),delete t.shapes);var s=(t.shapes||[]).length;for(e=0;s>e;e++){var l=t.shapes[e];h(l,\"xref\"),h(l,\"yref\")}var u=t.legend;u&&(u.x>3?(u.x=1.02,u.xanchor=\"left\"):u.x<-2&&(u.x=-.02,u.xanchor=\"right\"),u.y>3?(u.y=1.02,u.yanchor=\"bottom\"):u.y<-2&&(u.y=-.02,u.yanchor=\"top\")),\"rotate\"===t.dragmode&&(t.dragmode=\"orbit\"),t.scene1&&(t.scene||(t.scene=t.scene1),delete t.scene1);var c,f,d,g,v,m,y,b=D.getSubplotIds(t,\"gl3d\");for(e=0;e<b.length;e++)if(c=t[b[e]],f=c.cameraposition,Array.isArray(f)&&4===f[0].length){for(d=f[0],v=f[1],g=f[2],m=O([],d),y=[],r=0;3>r;++r)y[r]=v[e]+g*m[2+4*r];c.camera={eye:{x:y[0],y:y[1],z:y[2]},center:{x:v[0],y:v[1],z:v[2]},up:{x:m[1],y:m[5],z:m[9]}},delete c.cameraposition}return z.Lib.markTime(\"finished rest of cleanLayout, starting color\"),z.Color.clean(t),z.Lib.markTime(\"finished cleanLayout color.clean\"),t}function h(t,e){var r=t[e],n=e.charAt(0);r&&\"paper\"!==r&&(t[e]=z.Axes.cleanId(r,n))}function f(t,e){for(var r=[],n=(t.concat(Array.isArray(e)?e:[]).filter(function(t){return\"uid\"in t}).map(function(t){return t.uid})),i=0;i<t.length;i++){var a=t[i];if(!(\"uid\"in a)||-1!==r.indexOf(a.uid)){var o,s;for(s=0;100>s&&(o=z.Lib.randstr(n),-1!==r.indexOf(o));s++);a.uid=z.Lib.randstr(n),n.push(a.uid)}if(r.push(a.uid),\"histogramy\"===a.type&&\"xbins\"in a&&!(\"ybins\"in a)&&(a.ybins=a.xbins,delete a.xbins),a.error_y&&\"opacity\"in a.error_y){var l=z.Color.defaults,u=a.error_y.color||(D.traceIs(a,\"bar\")?z.Color.defaultLine:l[i%l.length]);a.error_y.color=z.Color.addOpacity(z.Color.rgb(u),z.Color.opacity(u)*a.error_y.opacity),delete a.error_y.opacity}\"bardir\"in a&&(\"h\"!==a.bardir||!D.traceIs(a,\"bar\")&&\"histogram\"!==a.type.substr(0,9)||(a.orientation=\"h\",k(a)),delete a.bardir),\"histogramy\"===a.type&&k(a),(\"histogramx\"===a.type||\"histogramy\"===a.type)&&(a.type=\"histogram\"),\"scl\"in a&&(a.colorscale=a.scl,delete a.scl),\"reversescl\"in a&&(a.reversescale=a.reversescl,delete a.reversescl),a.xaxis&&(a.xaxis=z.Axes.cleanId(a.xaxis,\"x\")),a.yaxis&&(a.yaxis=z.Axes.cleanId(a.yaxis,\"y\")),a.scene&&(a.scene=z.Gl3dLayout.cleanId(a.scene)),D.traceIs(a,\"pie\")||(Array.isArray(a.textposition)?a.textposition=a.textposition.map(d):a.textposition&&(a.textposition=d(a.textposition))),p(a,\"line\")&&delete a.line,\"marker\"in a&&(p(a.marker,\"line\")&&delete a.marker.line,p(a,\"marker\")&&delete a.marker),z.Lib.markTime(\"finished rest of cleanData, starting color\"),z.Color.clean(a),z.Lib.markTime(\"finished cleanData color.clean\")}}function d(t){var e=\"middle\",r=\"center\";return-1!==t.indexOf(\"top\")?e=\"top\":-1!==t.indexOf(\"bottom\")&&(e=\"bottom\"),-1!==t.indexOf(\"left\")?r=\"left\":-1!==t.indexOf(\"right\")&&(r=\"right\"),e+\" \"+r}function p(t,e){return e in t&&\"object\"==typeof t[e]&&0===Object.keys(t[e]).length}function g(t){var e,r,n,i,a=z.Axes.list(t),o=t._fullData,s=t._fullLayout,l=t.calcdata=new Array(o.length);for(t.firstscatter=!0,t.numboxes=0,t._hmpixcount=0,t._hmlumcount=0,s._piecolormap={},s._piedefaultcolorcount=0,e=0;e<a.length;e++)a[e]._categories=[];for(e=0;e<o.length;e++)r=o[e],n=r._module,i=[],n&&r.visible===!0&&n.calc&&(i=n.calc(t,r)),Array.isArray(i)&&i[0]||(i=[{x:!1,y:!1}]),i[0].t||(i[0].t={}),i[0].trace=r,z.Lib.markTime(\"done with calcdata for \"+e),l[e]=i}function v(t,e){var r,n,i=e+1,a=[];for(r=0;r<t.length;r++)n=t[r],0>n?a.push(i+n):a.push(n);return a}function m(t,e,r){var n,i;for(n=0;n<e.length;n++){if(i=e[n],i!==parseInt(i,10))throw new Error(\"all values in \"+r+\" must be integers\");if(i>=t.data.length||i<-t.data.length)throw new Error(r+\" must be valid indices for gd.data.\");if(e.indexOf(i,n+1)>-1||i>=0&&e.indexOf(-t.data.length+i)>-1||0>i&&e.indexOf(t.data.length+i)>-1)throw new Error(\"each index in \"+r+\" must be unique.\")}}function y(t,e,r){if(!Array.isArray(t.data))throw new Error(\"gd.data must be an array.\");if(\"undefined\"==typeof e)throw new Error(\"currentIndices is a required argument.\");if(Array.isArray(e)||(e=[e]),m(t,e,\"currentIndices\"),\"undefined\"==typeof r||Array.isArray(r)||(r=[r]),\"undefined\"!=typeof r&&m(t,r,\"newIndices\"),\"undefined\"!=typeof r&&e.length!==r.length)throw new Error(\"current and new indices must be of equal length.\")}function b(t,e,r){var n,i;if(!Array.isArray(t.data))throw new Error(\"gd.data must be an array.\");if(\"undefined\"==typeof e)throw new Error(\"traces must be defined.\");for(Array.isArray(e)||(e=[e]),n=0;n<e.length;n++)if(i=e[n],\"object\"!=typeof i||Array.isArray(i)||null===i)throw new Error(\"all values in traces array must be non-array objects\");if(\"undefined\"==typeof r||Array.isArray(r)||(r=[r]),\"undefined\"!=typeof r&&r.length!==e.length)throw new Error(\"if indices is specified, traces.length must equal indices.length\")}function x(t,e,r,n){var i=z.Lib.isPlainObject(n);if(!Array.isArray(t.data))throw new Error(\"gd.data must be an array\");if(!z.Lib.isPlainObject(e))throw new Error(\"update must be a key:value object\");if(\"undefined\"==typeof r)throw new Error(\"indices must be an integer or array of integers\");m(t,r,\"indices\");for(var a in e){if(!Array.isArray(e[a])||e[a].length!==r.length)throw new Error(\"attribute \"+a+\" must be an array of length equal to indices array length\");if(i&&(!(a in n)||!Array.isArray(n[a])||n[a].length!==e[a].length))throw new Error(\"when maxPoints is set as a key:value object it must contain a 1:1 corrispondence with the keys and number of traces in the update object\")}}function _(t,e,r,n){var i,a,o,s,l,u=z.Lib.isPlainObject(n),c=[];Array.isArray(r)||(r=[r]),r=v(r,t.data.length-1);for(var h in e)for(var f=0;f<r.length;f++){if(i=t.data[r[f]],o=z.Lib.nestedProperty(i,h),a=o.get(),s=e[h][f],!Array.isArray(s))throw new Error(\"attribute: \"+h+\" index: \"+f+\" must be an array\");if(!Array.isArray(a))throw new Error(\"cannot extend missing or non-array attribute: \"+h);l=u?n[h][f]:n,I(l)||(l=-1),c.push({prop:o,target:a,insert:s,maxp:Math.floor(l)})}return c}function w(t,e,r,n,i,a){x(t,e,r,n);for(var o,s,l,u=_(t,e,r,n),c=[],h={},f={},d=0;d<u.length;d++)s=u[d].prop,l=u[d].maxp,o=i(u[d].target,u[d].insert),l>=0&&l<o.length&&(c=a(o,l)),l=u[d].target.length,s.set(o),Array.isArray(h[s.astr])||(h[s.astr]=[]),Array.isArray(f[s.astr])||(f[s.astr]=[]),h[s.astr].push(c),f[s.astr].push(l);return{update:h,maxPoints:f}}function k(t){var e;if(z.Lib.swapAttrs(t,[\"?\",\"?0\",\"d?\",\"?bins\",\"nbins?\",\"autobin?\",\"?src\",\"error_?\"]),Array.isArray(t.z)&&Array.isArray(t.z[0])&&(t.transpose?delete t.transpose:t.transpose=!0),t.error_x&&t.error_y){var r=t.error_y,n=\"copy_ystyle\"in r?r.copy_ystyle:!(r.color||r.thickness||r.width);z.Lib.swapAttrs(t,[\"error_?.copy_ystyle\"]),n&&z.Lib.swapAttrs(t,[\"error_?.color\",\"error_?.thickness\",\"error_?.width\"])}if(t.hoverinfo){var i=t.hoverinfo.split(\"+\");for(e=0;e<i.length;e++)\"x\"===i[e]?i[e]=\"y\":\"y\"===i[e]&&(i[e]=\"x\");t.hoverinfo=i.join(\"+\")}}function A(t){var e,r={left:0,right:0,bottom:0,top:0};if(t)for(e in t)t.hasOwnProperty(e)&&(r.left+=t[e].left||0,r.right+=t[e].right||0,r.bottom+=t[e].bottom||0,r.top+=t[e].top||0);return r}function M(t,e){var r,n,i=t._fullLayout,a=t._context;if(t.emit(\"plotly_autosize\"),t._context.fillFrame)n=window.innerWidth,r=window.innerHeight,document.body.style.overflow=\"hidden\";else if(I(a.frameMargins)&&a.frameMargins>0){var o=A(t._boundingBoxMargins),s=o.left+o.right,l=o.bottom+o.top,u=i._container.node().getBoundingClientRect(),c=1-2*a.frameMargins;n=Math.round(c*(u.width-s)),r=Math.round(c*(u.height-l))}else r=parseFloat(window.getComputedStyle(t).height)||i.height,n=parseFloat(window.getComputedStyle(t).width)||i.width;return Math.abs(i.width-n)>1||Math.abs(i.height-r)>1?(i.height=t.layout.height=r,i.width=t.layout.width=n):\"initial\"!==i.autosize&&(delete e.autosize,i.autosize=t.layout.autosize=!0),D.sanitizeMargins(i),e}function L(t){var e=j.select(t),r=t._fullLayout;if(r._hasGL3D&&z.Gl3dLayout.initAxes(t),r._container=e.selectAll(\".plot-container\").data([0]),r._container.enter().insert(\"div\",\":first-child\").classed(\"plot-container\",!0).classed(\"plotly\",!0),r._paperdiv=r._container.selectAll(\".svg-container\").data([0]),r._paperdiv.enter().append(\"div\").classed(\"svg-container\",!0).style(\"position\",\"relative\"),\"initial\"===r.autosize&&(M(t,{}),r.autosize=!0,t.layout.autosize=!0),r._glcontainer=r._paperdiv.selectAll(\".gl-container\").data([0]),r._glcontainer.enter().append(\"div\").classed(\"gl-container\",!0),r._geocontainer=r._paperdiv.selectAll(\".geo-container\").data([0]),r._geocontainer.enter().append(\"div\").classed(\"geo-container\",!0),r._paperdiv.selectAll(\".main-svg\").remove(),r._paper=r._paperdiv.insert(\"svg\",\":first-child\").classed(\"main-svg\",!0),r._toppaper=r._paperdiv.append(\"svg\").classed(\"main-svg\",!0),!r._uid){var n=[];j.selectAll(\"defs\").each(function(){this.id&&n.push(this.id.split(\"-\")[1])}),r._uid=z.Lib.randstr(n)}r._paperdiv.selectAll(\".main-svg\").attr({xmlns:\"http://www.w3.org/2000/svg\",\"xmlns:xmlns:xlink\":\"http://www.w3.org/1999/xlink\"}),r._defs=r._paper.append(\"defs\").attr(\"id\",\"defs-\"+r._uid),r._draggers=r._paper.append(\"g\").classed(\"draglayer\",!0);var i=z.Axes.getSubplots(t);i.join(\"\")!==Object.keys(t._fullLayout._plots||{}).join(\"\")&&T(t,i),r._hasCartesian&&E(t,i),r._shapelayer=r._paper.append(\"g\").classed(\"shapelayer\",!0),r._pielayer=r._paper.append(\"g\").classed(\"pielayer\",!0),r._glimages=r._paper.append(\"g\").classed(\"glimages\",!0),r._geoimages=r._paper.append(\"g\").classed(\"geoimages\",!0),r._infolayer=r._toppaper.append(\"g\").classed(\"infolayer\",!0),r._hoverlayer=r._toppaper.append(\"g\").classed(\"hoverlayer\",!0),t.emit(\"plotly_framework\");var a=z.Lib.syncOrAsync([C,function(){return z.Axes.doTicks(t,\"redraw\")},z.Fx.init],t);return a&&a.then&&t._promises.push(a),a}function T(t,e){function r(e,r){return function(){return z.Axes.getFromId(t,e,r)}}for(var n,i,a=t._fullLayout._plots={},o=0;o<e.length;o++)n=e[o],i=a[n]={},i.id=n,i.x=r(n,\"x\"),i.y=r(n,\"y\"),i.xaxis=i.x(),i.yaxis=i.y()}function E(t,e){function r(t){t.append(\"g\").classed(\"maplayer\",!0),t.append(\"g\").classed(\"barlayer\",!0),t.append(\"g\").classed(\"errorlayer\",!0),t.append(\"g\").classed(\"boxlayer\",!0),t.append(\"g\").classed(\"scatterlayer\",!0)}var n=t._fullLayout,i=[];n._paper.selectAll(\"g.subplot\").data(e).enter().append(\"g\").classed(\"subplot\",!0).each(function(a){var o=n._plots[a],s=o.plotgroup=j.select(this).classed(a,!0),l=o.xaxis,u=o.yaxis;o.overlays=[];var c=z.Axes.getFromId(t,l.overlaying)||l;c!==l&&c.overlaying&&(c=l,l.overlaying=!1);var h=z.Axes.getFromId(t,u.overlaying)||u;h!==u&&h.overlaying&&(h=u,u.overlaying=!1);var f=c._id+h._id;f!==a&&-1!==e.indexOf(f)?(o.mainplot=f,i.push(o),l.domain=c.domain.slice(),u.domain=h.domain.slice()):(o.bg=s.append(\"rect\").style(\"stroke-width\",0),o.gridlayer=s.append(\"g\"),o.overgrid=s.append(\"g\"),o.zerolinelayer=s.append(\"g\"),o.overzero=s.append(\"g\"),o.plot=s.append(\"svg\").call(r),o.overplot=s.append(\"g\"),o.xlines=s.append(\"path\"),o.ylines=s.append(\"path\"),o.overlines=s.append(\"g\"),o.xaxislayer=s.append(\"g\"),o.yaxislayer=s.append(\"g\"),o.overaxes=s.append(\"g\")),o.draglayer=n._draggers.append(\"g\")}),i.forEach(function(t){var e=n._plots[t.mainplot];e.overlays.push(t),t.gridlayer=e.overgrid.append(\"g\"),t.zerolinelayer=e.overzero.append(\"g\"),t.plot=e.overplot.append(\"svg\").call(r),t.xlines=e.overlines.append(\"path\"),t.ylines=e.overlines.append(\"path\"),t.xaxislayer=e.overaxes.append(\"g\"),t.yaxislayer=e.overaxes.append(\"g\")}),e.forEach(function(t){var e=n._plots[t];e.plot.attr(\"preserveAspectRatio\",\"none\").style(\"fill\",\"none\"),e.xlines.style(\"fill\",\"none\").classed(\"crisp\",!0),e.ylines.style(\"fill\",\"none\").classed(\"crisp\",!0)})}function C(t){return z.Lib.syncOrAsync([D.doAutoMargin,S],t)}function S(t){var e,r=t._fullLayout,n=r._size,i=z.Axes.list(t);for(e=0;e<i.length;e++)i[e]._linepositions={};r._paperdiv.style({width:r.width+\"px\",height:r.height+\"px\"}).selectAll(\".main-svg\").call(z.Drawing.setSize,r.width,r.height),t._context.setBackground(t,r.paper_bgcolor);var a=[];return r._paper.selectAll(\"g.subplot\").each(function(e){var i=r._plots[e],o=z.Axes.getFromId(t,e,\"x\"),s=z.Axes.getFromId(t,e,\"y\");o.setScale(),s.setScale(),i.bg&&i.bg.call(z.Drawing.setRect,o._offset-n.p,s._offset-n.p,o._length+2*n.p,s._length+2*n.p).call(z.Color.fill,r.plot_bgcolor),i.plot.call(z.Drawing.setRect,o._offset,s._offset,o._length,s._length);var l=z.Drawing.crispRound(t,o.linewidth,1),u=z.Drawing.crispRound(t,s.linewidth,1),c=n.p+u,h=\"M\"+-c+\",\",f=\"h\"+(o._length+2*c),d=\"free\"===o.anchor&&-1===a.indexOf(o._id),p=n.h*(1-(o.position||0))+l/2%1,g=o.anchor===s._id&&(o.mirror||\"top\"!==o.side)||\"all\"===o.mirror||\"allticks\"===o.mirror||o.mirrors&&o.mirrors[s._id+\"bottom\"],v=s._length+n.p+l/2,m=o.anchor===s._id&&(o.mirror||\"top\"===o.side)||\"all\"===o.mirror||\"allticks\"===o.mirror||o.mirrors&&o.mirrors[s._id+\"top\"],y=-n.p-l/2,b=n.p,x=g?0:l,_=m?0:l,w=\",\"+(-b-_)+\"v\"+(s._length+2*b+_+x),k=\"free\"===s.anchor&&-1===a.indexOf(s._id),A=n.w*(s.position||0)+u/2%1,M=s.anchor===o._id&&(s.mirror||\"right\"!==s.side)||\"all\"===s.mirror||\"allticks\"===s.mirror||s.mirrors&&s.mirrors[o._id+\"left\"],L=-n.p-u/2,T=s.anchor===o._id&&(s.mirror||\"right\"===s.side)||\"all\"===s.mirror||\"allticks\"===s.mirror||s.mirrors&&s.mirrors[o._id+\"right\"],E=o._length+n.p+u/2;o._linepositions[e]=[g?v:void 0,m?y:void 0,d?p:void 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r=e[v+\"axislayer\"],n=l._linepositions[t]||[],o=e[m](),c=o._id===l.anchor,f=[!1,!1,!1],y=\"\";if(\"allticks\"===l.mirror?f=[!0,!0,!1]:c&&(\"ticks\"===l.mirror?f=[!0,!0,!1]:f[h.indexOf(P)]=!0),l.mirrors)for(g=0;2>g;g++){var b=l.mirrors[o._id+h[g]];(\"ticks\"===b||\"labels\"===b)&&(f[g]=!0)}return void 0!==n[2]&&(f[2]=!0),f.forEach(function(t,e){var r=n[e],i=j[e];t&&T(r)&&(y+=d+(r+k*i)+p+i*l.ticklen)}),i(r,y),s(e,o,t),a(r,n[3])}}).filter(function(t){return t&&t.then});return I.length?Promise.all(I):0},E.swap=function(t,e){for(var r=x(t,e),n=0;n<r.length;n++)w(t,r[n].x,r[n].y)}},{\"../../plotly\":330,\"./attributes\":332,\"./layout_attributes\":335,d3:53,\"fast-isnumeric\":58}],334:[function(t,e,r){\"use strict\";function n(t,e){for(var r=[],n=t.length;n>0;n--)r.push(e);return r}function i(t,e){for(var r=[],n=0;n<t.length;n++)r.push(t[n].p2c(e));return r}function a(t,e){return function(r){var n=t(r),i=e(r);return Math.sqrt(n*n+i*i)}}function o(t,e,r){r||(r=\"xy\");var a=t._fullLayout,o=a._plots[r],d=[r].concat(o.overlays.map(function(t){return t.id})),p=d.map(function(e){return _.Axes.getFromId(t,e,\"x\")}),g=d.map(function(e){return _.Axes.getFromId(t,e,\"y\")}),v=e.hovermode||a.hovermode;if(-1===[\"x\",\"y\",\"closest\"].indexOf(v)||!t.calcdata||t.querySelector(\".zoombox\")||t._dragging)return f(t,e);var m,y,b,x,w,k,T,E,C,S,z,P,j=[],O=[];if(Array.isArray(e))for(v=\"array\",b=0;b<e.length;b++)w=t.calcdata[e[b].curveNumber||0],\"none\"!==w[0].trace.hoverinfo&&O.push(w);else{for(x=0;x<t.calcdata.length;x++)w=t.calcdata[x],k=w[0].trace,\"none\"!==k.hoverinfo&&-1!==d.indexOf(k.xaxis+k.yaxis)&&O.push(w);var I,D;if(e.target&&\"clientX\"in e&&\"clientY\"in e){if(M.triggerHandler(t,\"plotly_beforehover\",e)===!1)return;var R=e.target.getBoundingClientRect();if(I=e.clientX-R.left,D=e.clientY-R.top,0>I||I>R.width||0>D||D>R.height)return f(t,e)}else I=\"xpx\"in e?e.xpx:p[0]._length/2,D=\"ypx\"in e?e.ypx:g[0]._length/2;if(m=\"xval\"in e?n(d,e.xval):i(p,I),y=\"yval\"in e?n(d,e.yval):i(g,D),!A(m[0])||!A(y[0]))return console.log(\"Plotly.Fx.hover failed\",e,t),f(t,e)}var F=1/0;for(x=0;x<O.length;x++)if(w=O[x],w&&w[0]&&w[0].trace&&w[0].trace.visible===!0){if(k=w[0].trace,T=d.indexOf(k.xaxis+k.yaxis),E=v,z={cd:w,trace:k,xa:p[T],ya:g[T],name:t.data.length>1||-1!==k.hoverinfo.indexOf(\"name\")?k.name:void 0,index:!1,distance:Math.min(F,L.MAXDIST),color:_.Color.defaultLine,x0:void 0,x1:void 0,y0:void 0,y1:void 0,xLabelVal:void 0,yLabelVal:void 0,zLabelVal:void 0,text:void 0},P=j.length,\"array\"===E){var N=e[x];\"pointNumber\"in N?(z.index=N.pointNumber,E=\"closest\"):(E=\"\",\"xval\"in N&&(C=N.xval,E=\"x\"),\"yval\"in N&&(S=N.yval,E=E?\"closest\":\"y\"))}else C=m[T],S=y[T];if(k._module&&k._module.hoverPoints){var B=k._module.hoverPoints(z,C,S,E);if(B)for(var U,V=0;V<B.length;V++)U=B[V],A(U.x0)&&A(U.y0)&&j.push(s(U,v))}else console.log(\"unrecognized trace type in 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0!==t.xLabelVal){r=\"log\"===t.xa.type&&t.xLabelVal<=0;var n=_.Axes.tickText(t.xa,t.xa.c2l(r?-t.xLabelVal:t.xLabelVal),\"hover\");r?0===t.xLabelVal?t.xLabel=\"0\":t.xLabel=\"-\"+n.text:t.xLabel=n.text,t.xVal=t.xa.c2d(t.xLabelVal)}if(void 0!==t.yLabelVal){r=\"log\"===t.ya.type&&t.yLabelVal<=0;var i=_.Axes.tickText(t.ya,t.ya.c2l(r?-t.yLabelVal:t.yLabelVal),\"hover\");r?0===t.yLabelVal?t.yLabel=\"0\":t.yLabel=\"-\"+i.text:t.yLabel=i.text,t.yVal=t.ya.c2d(t.yLabelVal)}if(void 0!==t.zLabelVal&&(t.zLabel=String(t.zLabelVal)),void 0!==t.xerr){var a=_.Axes.tickText(t.xa,t.xa.c2l(t.xerr),\"hover\").text;void 0!==t.xerrneg?t.xLabel+=\" +\"+a+\" / -\"+_.Axes.tickText(t.xa,t.xa.c2l(t.xerrneg),\"hover\").text:t.xLabel+=\" &plusmn; \"+a,\"x\"===e&&(t.distance+=1)}if(void 0!==t.yerr){var o=_.Axes.tickText(t.ya,t.ya.c2l(t.yerr),\"hover\").text;void 0!==t.yerrneg?t.yLabel+=\" +\"+o+\" / -\"+_.Axes.tickText(t.ya,t.ya.c2l(t.yerrneg),\"hover\").text:t.yLabel+=\" &plusmn; \"+o,\"y\"===e&&(t.distance+=1)}var s=t.trace.hoverinfo;return\"all\"!==s&&(s=s.split(\"+\"),-1===s.indexOf(\"x\")&&(t.xLabel=void 0),-1===s.indexOf(\"y\")&&(t.yLabel=void 0),-1===s.indexOf(\"z\")&&(t.zLabel=void 0),-1===s.indexOf(\"text\")&&(t.text=void 0),-1===s.indexOf(\"name\")&&(t.name=void 0)),t}function l(t,e){var r,n,i=e.hovermode,a=e.rotateLabels,o=e.bgColor,s=e.container,l=e.outerContainer,u=t[0],c=u.xa,h=u.ya,f=\"y\"===i?\"yLabel\":\"xLabel\",d=u[f],p=(String(d)||\"\").split(\" \")[0],g=l.node().getBoundingClientRect(),v=g.top,m=g.width,y=g.height,b=u.distance<=L.MAXDIST&&(\"x\"===i||\"y\"===i);for(r=0;r<t.length;r++)if(n=t[r].trace.hoverinfo,-1===n.indexOf(\"all\")&&-1===n.indexOf(i)){b=!1;break}var x=s.selectAll(\"g.axistext\").data(b?[0]:[]);x.enter().append(\"g\").classed(\"axistext\",!0),x.exit().remove(),x.each(function(){var e=w.select(this),r=e.selectAll(\"path\").data([0]),n=e.selectAll(\"text\").data([0]);r.enter().append(\"path\").style({fill:_.Color.defaultLine,\"stroke-width\":\"1px\",stroke:_.Color.background}),n.enter().append(\"text\").call(_.Drawing.font,D,I,_.Color.background).attr(\"data-notex\",1),n.text(d).call(_.util.convertToTspans).call(_.Drawing.setPosition,0,0).selectAll(\"tspan.line\").call(_.Drawing.setPosition,0,0),e.attr(\"transform\",\"\");var a=n.node().getBoundingClientRect();if(\"x\"===i){n.attr(\"text-anchor\",\"middle\").call(_.Drawing.setPosition,0,\"top\"===c.side?v-a.bottom-j-O:v-a.top+j+O).selectAll(\"tspan.line\").attr({x:n.attr(\"x\"),y:n.attr(\"y\")});var o=\"top\"===c.side?\"-\":\"\";r.attr(\"d\",\"M0,0L\"+j+\",\"+o+j+\"H\"+(O+a.width/2)+\"v\"+o+(2*O+a.height)+\"H-\"+(O+a.width/2)+\"V\"+o+j+\"H-\"+j+\"Z\"),e.attr(\"transform\",\"translate(\"+(c._offset+(u.x0+u.x1)/2)+\",\"+(h._offset+(\"top\"===c.side?0:h._length))+\")\")}else{n.attr(\"text-anchor\",\"right\"===h.side?\"start\":\"end\").call(_.Drawing.setPosition,(\"right\"===h.side?1:-1)*(O+j),v-a.top-a.height/2).selectAll(\"tspan.line\").attr({x:n.attr(\"x\"),y:n.attr(\"y\")});var s=\"right\"===h.side?\"\":\"-\";r.attr(\"d\",\"M0,0L\"+s+j+\",\"+j+\"V\"+(O+a.height/2)+\"h\"+s+(2*O+a.width)+\"V-\"+(O+a.height/2)+\"H\"+s+j+\"V-\"+j+\"Z\"),e.attr(\"transform\",\"translate(\"+(c._offset+(\"right\"===h.side?c._length:0))+\",\"+(h._offset+(u.y0+u.y1)/2)+\")\")}t=t.filter(function(t){return void 0!==t.zLabelVal||(t[f]||\"\").split(\" \")[0]===p})});var A=s.selectAll(\"g.hovertext\").data(t,function(t){return[t.trace.index,t.index,t.x0,t.y0,t.name,t.attr||\"\"].join(\",\")});return A.enter().append(\"g\").classed(\"hovertext\",!0).each(function(){var t=w.select(this);t.append(\"rect\").call(_.Color.fill,_.Color.addOpacity(o,.8)),t.append(\"text\").classed(\"name\",!0).call(_.Drawing.font,D,I),t.append(\"path\").style(\"stroke-width\",\"1px\"),t.append(\"text\").classed(\"nums\",!0).call(_.Drawing.font,D,I)}),A.exit().remove(),A.each(function(t){var e=w.select(this).attr(\"transform\",\"\"),r=\"\",n=\"\",s=_.Color.opacity(t.color)?t.color:_.Color.defaultLine,l=_.Color.combine(s,o),u=k(l).getBrightness()>128?\"#000\":_.Color.background;if(t.name&&void 0===t.zLabelVal){var f=document.createElement(\"p\");f.innerHTML=t.name,r=f.textContent||\"\",r.length>15&&(r=r.substr(0,12)+\"...\")}void 0!==t.zLabel?(void 0!==t.xLabel&&(n+=\"x: \"+t.xLabel+\"<br>\"),void 0!==t.yLabel&&(n+=\"y: \"+t.yLabel+\"<br>\"),n+=(n?\"z: \":\"\")+t.zLabel):b&&t[i+\"Label\"]===d?n=t[(\"x\"===i?\"y\":\"x\")+\"Label\"]||\"\":void 0===t.xLabel?void 0!==t.yLabel&&(n=t.yLabel):n=void 0===t.yLabel?t.xLabel:\"(\"+t.xLabel+\", \"+t.yLabel+\")\",t.text&&(n+=(n?\"<br>\":\"\")+t.text),\"\"===n&&(\"\"===r&&e.remove(),n=r);var p=e.select(\"text.nums\").style(\"fill\",u).call(_.Drawing.setPosition,0,0).text(n).attr(\"data-notex\",1).call(_.util.convertToTspans);p.selectAll(\"tspan.line\").call(_.Drawing.setPosition,0,0);var g=e.select(\"text.name\"),x=0;r&&r!==n?(g.style(\"fill\",l).text(r).call(_.Drawing.setPosition,0,0).attr(\"data-notex\",1).call(_.util.convertToTspans),g.selectAll(\"tspan.line\").call(_.Drawing.setPosition,0,0),x=g.node().getBoundingClientRect().width+2*O):(g.remove(),e.select(\"rect\").remove()),e.select(\"path\").style({fill:l,stroke:u});var A,M,L=p.node().getBoundingClientRect(),T=c._offset+(t.x0+t.x1)/2,C=h._offset+(t.y0+t.y1)/2,S=Math.abs(t.x1-t.x0),z=Math.abs(t.y1-t.y0),P=L.width+j+O+x;t.ty0=v-L.top,t.bx=L.width+2*O,t.by=L.height+2*O,t.anchor=\"start\",t.txwidth=L.width,t.tx2width=x,t.offset=0,a?(t.pos=T,A=y>=C+z/2+P,M=C-z/2-P>=0,\"top\"!==t.idealAlign&&A||!M?A?(C+=z/2,t.anchor=\"start\"):t.anchor=\"middle\":(C-=z/2,t.anchor=\"end\")):(t.pos=C,A=m>=T+S/2+P,M=T-S/2-P>=0,\"left\"!==t.idealAlign&&A||!M?A?(T+=S/2,t.anchor=\"start\"):t.anchor=\"middle\":(T-=S/2,t.anchor=\"end\")),p.attr(\"text-anchor\",t.anchor),x&&g.attr(\"text-anchor\",t.anchor),e.attr(\"transform\",\"translate(\"+T+\",\"+C+\")\"+(a?\"rotate(\"+E+\")\":\"\"))}),A}function u(t,e){function r(t){var e=t[0],r=t[t.length-1];if(i=h-e.pos-e.dp+e.size,a=r.pos+r.dp+r.size-f,i>.01){for(s=t.length-1;s>=0;s--)t[s].dp+=i;n=!1}if(!(.01>a)){if(-.01>i){for(s=t.length-1;s>=0;s--)t[s].dp-=a;n=!1}if(n){var u=0;for(o=0;o<t.length;o++)l=t[o],l.pos+l.dp+l.size>f&&u++;for(o=t.length-1;o>=0&&!(0>=u);o--)l=t[o],l.pos>f-1&&(l.del=!0,u--);for(o=0;o<t.length&&!(0>=u);o++)if(l=t[o],l.pos<h+1)for(l.del=!0,u--,a=2*l.size,s=t.length-1;s>=0;s--)t[s].dp-=a;for(o=t.length-1;o>=0&&!(0>=u);o--)l=t[o],l.pos+l.dp+l.size>f&&(l.del=!0,u--)}}}for(var n,i,a,o,s,l,u,c=0,h=e._offset,f=e._offset+e._length,d=t.map(function(t,r){return[{i:r,dp:0,pos:t.pos,posref:t.posref,size:t.by*(\"x\"===e._id.charAt(0)?S:1)/2}]}).sort(function(t,e){return t[0].posref-e[0].posref});!n&&c<=t.length;){for(c++,n=!0,o=0;o<d.length-1;){var p=d[o],g=d[o+1],v=p[p.length-1],m=g[0];if(i=v.pos+v.dp+v.size-m.pos-m.dp+m.size,i>.01){for(s=g.length-1;s>=0;s--)g[s].dp+=i;for(p.push.apply(p,g),d.splice(o+1,1),u=0,s=p.length-1;s>=0;s--)u+=p[s].dp;for(a=u/p.length,s=p.length-1;s>=0;s--)p[s].dp-=a;n=!1}else o++}d.forEach(r)}for(o=d.length-1;o>=0;o--){var y=d[o];for(s=y.length-1;s>=0;s--){var b=y[s],x=t[b.i];x.offset=b.dp,x.del=b.del}}}function c(t,e){t.each(function(t){var r=w.select(this);if(t.del)return void r.remove();var n=\"end\"===t.anchor?-1:1,i=r.select(\"text.nums\"),a={start:1,end:-1,middle:0}[t.anchor],o=a*(j+O),s=o+a*(t.txwidth+O),l=0,u=t.offset;\"middle\"===t.anchor&&(o-=t.tx2width/2,s-=t.tx2width/2),e&&(u*=-P,l=t.offset*z),r.select(\"path\").attr(\"d\",\"middle\"===t.anchor?\"M-\"+t.bx/2+\",-\"+t.by/2+\"h\"+t.bx+\"v\"+t.by+\"h-\"+t.bx+\"Z\":\"M0,0L\"+(n*j+l)+\",\"+(j+u)+\"v\"+(t.by/2-j)+\"h\"+n*t.bx+\"v-\"+t.by+\"H\"+(n*j+l)+\"V\"+(u-j)+\"Z\"),i.call(_.Drawing.setPosition,o+l,u+t.ty0-t.by/2+O).selectAll(\"tspan.line\").attr({x:i.attr(\"x\"),y:i.attr(\"y\")}),t.tx2width&&(r.select(\"text.name, text.name tspan.line\").call(_.Drawing.setPosition,s+a*O+l,u+t.ty0-t.by/2+O),r.select(\"rect\").call(_.Drawing.setRect,s+(a-1)*t.tx2width/2+l,u-t.by/2-1,t.tx2width,t.by+2))})}function h(t,e,r){if(!e.target)return!1;if(!r||r.length!==t._hoverdata.length)return!0;for(var n=r.length-1;n>=0;n--){var i=r[n],a=t._hoverdata[n];if(i.curveNumber!==a.curveNumber||String(i.pointNumber)!==String(a.pointNumber))return!0}return!1}function f(t,e){var r=t._fullLayout;e||(e={}),e.target&&M.triggerHandler(t,\"plotly_beforehover\",e)===!1||(r._hoverlayer.selectAll(\"g\").remove(),e.target&&t._hoverdata&&t.emit(\"plotly_unhover\",{points:t._hoverdata}),t._hoverdata=void 0)}function d(t){if(t._hasGL3D)return[[\"toImage\",\"sendDataToCloud\"],[\"orbitRotation\",\"tableRotation\",\"zoom3d\",\"pan3d\"],[\"resetCameraDefault3d\",\"resetCameraLastSave3d\"],[\"hoverClosest3d\"]];if(t._hasGeo)return[[\"toImage\",\"sendDataToCloud\"],[\"zoomInGeo\",\"zoomOutGeo\",\"resetGeo\"],[\"hoverClosestGeo\"]];var e,r,n=_.Axes.list({_fullLayout:t},null,!0),i=!0;for(e=0;e<n.length;e++)if(!n[e].fixedrange){i=!1;break}return 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n(t,e){this.element=t,this.plot=e,this.mouseListener=null,this.wheelListener=null,this.lastInputTime=Date.now(),this.lastPos=[0,0],this.boxEnabled=!1,this.boxStart=[0,0],this.boxEnd=[0,0]}function i(t){var e=t.mouseContainer,r=t.glplot,i=new n(e,r);return i.mouseListener=a(e,function(e,n,a){function o(e,r,n){var a=Math.min(r,n),o=Math.max(r,n);a!==o?(e[0]=a,e[1]=o,i.dataBox=e):(t.selectBox.selectBox=[0,0,1,1],t.glplot.setDirty())}var s=t.xaxis.range,l=t.yaxis.range,u=r.viewBox,c=i.lastPos[0],h=i.lastPos[1];switch(n*=r.pixelRatio,a*=r.pixelRatio,a=u[3]-u[1]-a,t.fullLayout.dragmode){case\"zoom\":if(e){var f=n/(u[2]-u[0])*(s[1]-s[0])+s[0],d=a/(u[3]-u[1])*(l[1]-l[0])+l[0];i.boxEnabled||(i.boxStart[0]=f,i.boxStart[1]=d),i.boxEnd[0]=f,i.boxEnd[1]=d,i.boxEnabled=!0}else i.boxEnabled&&(o(s,i.boxStart[0],i.boxEnd[0]),o(l,i.boxStart[1],i.boxEnd[1]),i.boxEnabled=!1);break;case\"pan\":if(i.boxEnabled=!1,e){var p=(c-n)*(s[1]-s[0])/(r.viewBox[2]-r.viewBox[0]),g=(h-a)*(l[1]-l[0])/(r.viewBox[3]-r.viewBox[1]);s[0]+=p,s[1]+=p,l[0]+=g,l[1]+=g,i.lastInputTime=Date.now(),t.cameraChanged()}}i.lastPos[0]=n,i.lastPos[1]=a}),i.wheelListener=o(e,function(e,n){var a=t.xaxis.range,o=t.yaxis.range,s=r.viewBox,l=i.lastPos[0],u=i.lastPos[1];switch(t.fullLayout.dragmode){case\"zoom\":break;case\"pan\":var c=Math.exp(.1*n/(s[3]-s[1])),h=l/(s[2]-s[0])*(a[1]-a[0])+a[0],f=u/(s[3]-s[1])*(o[1]-o[0])+o[0];a[0]=(a[0]-h)*c+h,a[1]=(a[1]-h)*c+h,o[0]=(o[0]-f)*c+f,o[1]=(o[1]-f)*c+f,i.lastInputTime=Date.now(),t.cameraChanged()}return!0}),i}var a=t(\"mouse-change\"),o=t(\"mouse-wheel\");e.exports=i},{\"mouse-change\":173,\"mouse-wheel\":177}],349:[function(t,e,r){\"use strict\";function n(t){this.scene=t,this.gl=t.gl,this.pixelRatio=t.pixelRatio,this.screenBox=[0,0,1,1],this.viewBox=[0,0,1,1],this.dataBox=[-1,-1,1,1],this.borderLineEnable=[!1,!1,!1,!1],this.borderLineWidth=[1,1,1,1],this.borderLineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.ticks=[[],[]],this.tickEnable=[!0,!0,!1,!1],this.tickPad=[15,15,15,15],this.tickAngle=[0,0,0,0],this.tickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.tickMarkLength=[0,0,0,0],this.tickMarkWidth=[0,0,0,0],this.tickMarkColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.labels=[\"x\",\"y\"],this.labelEnable=[!0,!0,!1,!1],this.labelAngle=[0,Math.PI/2,0,3*Math.PI/2],this.labelPad=[15,15,15,15],this.labelSize=[12,12],this.labelFont=[\"sans-serif\",\"sans-serif\"],this.labelColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.title=\"\",this.titleEnable=!0,this.titleCenter=[0,0,0,0],this.titleAngle=0,this.titleColor=[0,0,0,1],this.titleFont=\"sans-serif\",this.titleSize=18,this.gridLineEnable=[!0,!0],this.gridLineColor=[[0,0,0,.5],[0,0,0,.5]],this.gridLineWidth=[1,1],this.zeroLineEnable=[!0,!0],this.zeroLineWidth=[1,1],this.zeroLineColor=[[0,0,0,1],[0,0,0,1]],this.borderColor=[0,0,0,0],this.backgroundColor=[0,0,0,0]}function i(t){return new n(t)}var a=t(\"../../plotly\"),o=t(\"../../lib/html2unicode\"),s=t(\"../../lib/str2rgbarray\"),l=n.prototype,u=[\"xaxis\",\"yaxis\"];l.merge=function(t){this.titleEnable=!1,this.backgroundColor=s(t.plot_bgcolor);var e,r,n,i,a,l,c,h,f,d,p;for(d=0;2>d;++d){for(e=u[d],r=t[this.scene[e]._name],n=/Click to enter .+ title/.test(r.title)?\"\":r.title,p=0;2>=p;p+=2)this.labelEnable[d+p]=!1,this.labels[d+p]=o(n),this.labelColor[d+p]=s(r.titlefont.color),this.labelFont[d+p]=r.titlefont.family,this.labelSize[d+p]=r.titlefont.size,this.labelPad[d+p]=this.getLabelPad(e,r),this.tickEnable[d+p]=!1,this.tickColor[d+p]=s((r.tickfont||{}).color),this.tickAngle[d+p]=\"auto\"===r.tickangle?0:-r.tickangle,this.tickPad[d+p]=this.getTickPad(r),this.tickMarkLength[d+p]=0,this.tickMarkWidth[d+p]=r.tickwidth||0,this.tickMarkColor[d+p]=s(r.tickcolor),this.borderLineEnable[d+p]=!1,this.borderLineColor[d+p]=s(r.linecolor),this.borderLineWidth[d+p]=r.linewidth||0;c=this.hasSharedAxis(r),a=this.hasAxisInDfltPos(e,r)&&!c,l=this.hasAxisInAltrPos(e,r)&&!c,i=r.mirror||!1,h=c?-1!==String(i).indexOf(\"all\"):!!i,f=c?\"allticks\"===i:-1!==String(i).indexOf(\"ticks\"),a?this.labelEnable[d]=!0:l&&(this.labelEnable[d+2]=!0),a?this.tickEnable[d]=r.showticklabels:l&&(this.tickEnable[d+2]=r.showticklabels),(a||h)&&(this.borderLineEnable[d]=r.showline),(l||h)&&(this.borderLineEnable[d+2]=r.showline),(a||f)&&(this.tickMarkLength[d]=this.getTickMarkLength(r)),(l||f)&&(this.tickMarkLength[d+2]=this.getTickMarkLength(r)),this.gridLineEnable[d]=r.showgrid,this.gridLineColor[d]=s(r.gridcolor),this.gridLineWidth[d]=r.gridwidth,this.zeroLineEnable[d]=r.zeroline,this.zeroLineColor[d]=s(r.zerolinecolor),this.zeroLineWidth[d]=r.zerolinewidth}},l.hasSharedAxis=function(t){var e=this.scene,r=a.Plots.getSubplotIds(e.fullLayout,\"gl2d\"),n=a.Axes.findSubplotsWithAxis(r,t);return 0!==n.indexOf(e.id)},l.hasAxisInDfltPos=function(t,e){var r=e.side;return\"xaxis\"===t?\"bottom\"===r:\"yaxis\"===t?\"left\"===r:void 0},l.hasAxisInAltrPos=function(t,e){var r=e.side;return\"xaxis\"===t?\"top\"===r:\"yaxis\"===t?\"right\"===r:void 0},l.getLabelPad=function(t,e){var r=1.5,n=e.titlefont.size,i=e.showticklabels;return\"xaxis\"===t?\"top\"===e.side?-10+n*(r+(i?1:0)):-10+n*(r+(i?.5:0)):\"yaxis\"===t?\"right\"===e.side?10+n*(r+(i?1:.5)):10+n*(r+(i?.5:0)):void 0},l.getTickPad=function(t){return\"outside\"===t.ticks?10+t.ticklen:15},l.getTickMarkLength=function(t){if(!t.ticks)return 0;var e=t.ticklen;return\"inside\"===t.ticks?-e:e},e.exports=i},{\"../../lib/html2unicode\":313,\"../../lib/str2rgbarray\":323,\"../../plotly\":330}],350:[function(t,e,r){\"use strict\";function n(t,e){this.container=t.container,this.pixelRatio=t.plotGlPixelRatio||window.devicePixelRatio,this.id=t.id,this.staticPlot=!!t.staticPlot,this.fullLayout=e,this.updateAxes(e),this.makeFramework(),this.glplotOptions=h(this),this.glplotOptions.merge(e),this.glplot=l(this.glplotOptions),this.camera=f(this),this.traces={},this.spikes=u(this.glplot),this.selectBox=c(this.glplot,{innerFill:!1,outerFill:!0}),this.pickResult=null,this.bounds=[1/0,1/0,-(1/0),-(1/0)],this.stopped=!1,this.redraw=this.draw.bind(this),this.redraw()}function i(t,e){for(var r=0;2>r;++r){var n=t[r],i=e[r];if(n.length!==i.length)return!0;for(var a=0;a<n.length;++a)if(n[a].x!==i[a].x)return!0}return!1}var a,o,s=t(\"../../plotly\"),l=t(\"gl-plot2d\"),u=t(\"gl-spikes2d\"),c=t(\"gl-select-box\"),h=t(\"./convert\"),f=t(\"./camera\"),d=t(\"../../traces/scattergl/convert\"),p=t(\"../../lib/html2unicode\"),g=t(\"../../lib/show_no_webgl_msg\"),v=[\"xaxis\",\"yaxis\"];s.Plots.registerSubplot(\"gl2d\",[\"xaxis\",\"yaxis\"],[\"x\",\"y\"],s.Axes.attributes),e.exports=n;var m=n.prototype;m.makeFramework=function(){if(this.staticPlot){if(!o){a=document.createElement(\"canvas\");try{o=a.getContext(\"webgl\",{preserveDrawingBuffer:!0,premultipliedAlpha:!0,antialias:!0})}catch(t){throw new Error([\"Error creating static canvas/context for image server\"].join(\" \"))}}this.canvas=a,this.gl=o}else{var e,r=document.createElement(\"canvas\"),n={premultipliedAlpha:!0};try{e=r.getContext(\"webgl\",n)}catch(t){}if(!e)try{e=r.getContext(\"experimental-webgl\",n)}catch(t){}e||g(this),this.canvas=r,this.gl=e}var i=this.canvas,s=this.pixelRatio,l=this.fullLayout;i.width=0|Math.ceil(s*l.width),i.height=0|Math.ceil(s*l.height),i.style.width=\"100%\",i.style.height=\"100%\",i.style.position=\"absolute\",i.style.top=\"0px\",i.style.left=\"0px\",i.style[\"pointer-events\"]=\"none\";var u=this.svgContainer=document.createElementNS(\"http://www.w3.org/2000/svg\",\"svg\");u.style.position=\"absolute\",u.style.top=u.style.left=\"0px\",u.style.width=u.style.height=\"100%\",u.style[\"z-index\"]=20,u.style[\"pointer-events\"]=\"none\";var c=this.mouseContainer=document.createElement(\"div\");c.style.position=\"absolute\";var h=this.container;h.appendChild(i),h.appendChild(u),h.appendChild(c)},m.toImage=function(t){t||(t=\"png\"),this.stopped=!0,this.staticPlot&&this.container.appendChild(a),this.glplot.setDirty(!0),this.glplot.draw();var e=this.glplot.gl,r=e.drawingBufferWidth,n=e.drawingBufferHeight;e.bindFramebuffer(e.FRAMEBUFFER,null);var i=new Uint8Array(r*n*4);e.readPixels(0,0,r,n,e.RGBA,e.UNSIGNED_BYTE,i);for(var o=0,s=n-1;s>o;++o,--s)for(var l=0;r>l;++l)for(var u=0;4>u;++u){var c=i[4*(r*o+l)+u];i[4*(r*o+l)+u]=i[4*(r*s+l)+u],i[4*(r*s+l)+u]=c}var h=document.createElement(\"canvas\");h.width=r,h.height=n;var f=h.getContext(\"2d\"),d=f.createImageData(r,n);d.data.set(i),f.putImageData(d,0,0);var p;switch(t){case\"jpeg\":p=h.toDataURL(\"image/jpeg\");break;case\"webp\":p=h.toDataURL(\"image/webp\");break;default:p=h.toDataURL(\"image/png\")}return this.staticPlot&&this.container.removeChild(a),p},m.computeTickMarks=function(){this.xaxis._length=this.glplot.viewBox[2]-this.glplot.viewBox[0],this.yaxis._length=this.glplot.viewBox[3]-this.glplot.viewBox[1];for(var t=[s.Axes.calcTicks(this.xaxis),s.Axes.calcTicks(this.yaxis)],e=0;2>e;++e)for(var r=0;r<t[e].length;++r)t[e][r].text=p(t[e][r].text+\"\").replace(/\\n/g,\" \");return t},m.updateAxes=function(t){var e=s.Axes.subplotMatch,r=\"xaxis\"+this.id.match(e)[1],n=\"yaxis\"+this.id.match(e)[2];this.xaxis=t[r],this.yaxis=t[n]},m.updateFx=function(t){var e=this.fullLayout;e.dragmode=t.dragmode,e.hovermode=t.hovermode},m.cameraChanged=function(){var t=this.camera,e=this.xaxis.range,r=this.yaxis.range;this.glplot.setDataBox([e[0],r[0],e[1],r[1]]);var n=this.computeTickMarks(),a=this.glplotOptions.ticks;i(n,a)&&(this.glplotOptions.ticks=n,this.glplotOptions.dataBox=t.dataBox,this.glplot.update(this.glplotOptions))},m.destroy=function(){this.glplot.dispose()},m.plot=function(t,e){var r,n,i=this.glplot,a=this.pixelRatio;this.fullLayout=e,this.updateAxes(e);var o=e.width,l=e.height,u=0|Math.ceil(a*o),c=0|Math.ceil(a*l),h=this.canvas;(h.width!==u||h.height!==c)&&(h.width=u,h.height=c),t?Array.isArray(t)||(t=[t]):t=[];var f,p;for(r=0;r<t.length;++r){if(f=t[r],p=this.traces[f.uid])p.update(f);else switch(f.type){case\"scattergl\":p=d(this,f)}this.traces[f.uid]=p}var g=Object.keys(this.traces);t:for(r=0;r<g.length;++r){for(n=0;n<t.length;++n)if(t[n].uid===g[r])continue t;p=this.traces[g[r]],p.dispose(),delete this.traces[g[r]]}var m=this.glplotOptions;m.merge(e),m.screenBox=[0,0,o,l];var y=e._size,b=this.xaxis.domain,x=this.yaxis.domain;m.viewBox=[y.l+b[0]*y.w,y.b+x[0]*y.h,o-y.r-(1-b[1])*y.w,l-y.t-(1-x[1])*y.h],this.mouseContainer.style.width=y.w*(b[1]-b[0])+\"px\",this.mouseContainer.style.height=y.h*(x[1]-x[0])+\"px\",this.mouseContainer.height=y.h*(x[1]-x[0]),this.mouseContainer.style.left=y.l+b[0]*y.w+\"px\",this.mouseContainer.style.top=y.t+(1-x[1])*y.h+\"px\";var _=this.bounds;for(_[0]=_[1]=1/0,_[2]=_[3]=-(1/0),g=Object.keys(this.traces),r=0;r<g.length;++r){p=this.traces[g[r]];for(var w=0;2>w;++w)_[w]=Math.min(_[w],p.bounds[w]),_[w+2]=Math.max(_[w+2],p.bounds[w+2])}var k;for(r=0;2>r;++r)_[r]>_[r+2]&&(_[r]=-1,_[r+2]=1),k=this[v[r]],k._length=m.viewBox[r+2]-m.viewBox[r],s.Axes.doAutoRange(k);m.ticks=this.computeTickMarks();var A=this.xaxis.range,M=this.yaxis.range;m.dataBox=[A[0],M[0],A[1],M[1]],m.merge(e),i.update(m)},m.draw=function(){if(!this.stopped){requestAnimationFrame(this.redraw);var t=this.glplot,e=this.camera,r=e.mouseListener,n=this.fullLayout;this.cameraChanged();var i=r.x*t.pixelRatio,a=this.canvas.height-t.pixelRatio*r.y;if(e.boxEnabled&&\"zoom\"===n.dragmode)this.selectBox.enabled=!0,this.selectBox.selectBox=[Math.min(e.boxStart[0],e.boxEnd[0]),Math.min(e.boxStart[1],e.boxEnd[1]),Math.max(e.boxStart[0],e.boxEnd[0]),Math.max(e.boxStart[1],e.boxEnd[1])],t.setDirty();else{this.selectBox.enabled=!1;var o=n._size,l=this.xaxis.domain,u=this.yaxis.domain,c=t.pick(i/t.pixelRatio+o.l+l[0]*o.w,a/t.pixelRatio-(o.t+(1-u[1])*o.h));if(c&&n.hovermode){var h=c.object._trace.handlePick(c);if(h&&(!this.lastPickResult||this.lastPickResult.trace!==h.trace||this.lastPickResult.dataCoord[0]!==h.dataCoord[0]||this.lastPickResult.dataCoord[1]!==h.dataCoord[1])){var f=this.lastPickResult=h;this.spikes.update({center:c.dataCoord}),f.screenCoord=[((t.viewBox[2]-t.viewBox[0])*(c.dataCoord[0]-t.dataBox[0])/(t.dataBox[2]-t.dataBox[0])+t.viewBox[0])/t.pixelRatio,(this.canvas.height-(t.viewBox[3]-t.viewBox[1])*(c.dataCoord[1]-t.dataBox[1])/(t.dataBox[3]-t.dataBox[1])-t.viewBox[1])/t.pixelRatio];var d=f.hoverinfo;if(\"all\"!==d){var p=d.split(\"+\");-1===p.indexOf(\"x\")&&(f.traceCoord[0]=void 0),-1===p.indexOf(\"y\")&&(f.traceCoord[1]=void 0),-1===p.indexOf(\"text\")&&(f.textLabel=void 0),-1===p.indexOf(\"name\")&&(f.name=void 0)}s.Fx.loneHover({x:f.screenCoord[0],y:f.screenCoord[1],xLabel:this.hoverFormatter(\"xaxis\",f.traceCoord[0]),yLabel:this.hoverFormatter(\"yaxis\",f.traceCoord[1]),text:f.textLabel,name:f.name,color:f.color},{container:this.svgContainer}),this.lastPickResult={dataCoord:c.dataCoord}}}else!c&&this.lastPickResult&&(this.spikes.update({}),this.lastPickResult=null,s.Fx.loneUnhover(this.svgContainer))}t.draw()}},m.hoverFormatter=function(t,e){if(void 0===e)return void 0;var r=this[t];return s.Axes.tickText(r,r.c2l(e),\"hover\").text}},{\"../../lib/html2unicode\":313,\"../../lib/show_no_webgl_msg\":321,\"../../plotly\":330,\"../../traces/scattergl/convert\":409,\"./camera\":348,\"./convert\":349,\"gl-plot2d\":106,\"gl-select-box\":136,\"gl-spikes2d\":147}],351:[function(t,e,r){\"use strict\";function n(t,e){t=t||document.body,e=e||{};var r=[.01,1/0];\"distanceLimits\"in e&&(r[0]=e.distanceLimits[0],r[1]=e.distanceLimits[1]),\"zoomMin\"in e&&(r[0]=e.zoomMin),\"zoomMax\"in e&&(r[1]=e.zoomMax);var n=a({center:e.center||[0,0,0],up:e.up||[0,1,0],eye:e.eye||[0,0,10],mode:e.mode||\"orbit\",distanceLimits:r}),l=[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],u=0,c=t.clientWidth,h=t.clientHeight,f={keyBindingMode:\"rotate\",view:n,element:t,delay:e.delay||16,rotateSpeed:e.rotateSpeed||1,zoomSpeed:e.zoomSpeed||1,translateSpeed:e.translateSpeed||1,flipX:!!e.flipX,flipY:!!e.flipY,modes:n.modes,tick:function(){var e=i(),r=this.delay,a=e-2*r;n.idle(e-r),n.recalcMatrix(a),n.flush(e-(100+2*r));for(var o=!0,s=n.computedMatrix,f=0;16>f;++f)o=o&&l[f]===s[f],l[f]=s[f];var d=t.clientWidth===c&&t.clientHeight===h;return c=t.clientWidth,h=t.clientHeight,o?!d:(u=Math.exp(n.computedRadius[0]),!0)},lookAt:function(t,e,r){n.lookAt(n.lastT(),t,e,r)},rotate:function(t,e,r){n.rotate(n.lastT(),t,e,r)},pan:function(t,e,r){n.pan(n.lastT(),t,e,r)},translate:function(t,e,r){n.translate(n.lastT(),t,e,r)}};Object.defineProperties(f,{matrix:{get:function(){return n.computedMatrix},set:function(t){return n.setMatrix(n.lastT(),t),n.computedMatrix},enumerable:!0},mode:{get:function(){return n.getMode()},set:function(t){var e=n.computedUp.slice(),r=n.computedEye.slice(),a=n.computedCenter.slice();if(n.setMode(t),\"turntable\"===t){var o=i();n._active.lookAt(o,r,a,e),n._active.lookAt(o+500,r,a,[0,0,1]),n._active.flush(o)}return n.getMode()},enumerable:!0},center:{get:function(){return n.computedCenter},set:function(t){return n.lookAt(n.lastT(),null,t),n.computedCenter},enumerable:!0},eye:{get:function(){return n.computedEye},set:function(t){return n.lookAt(n.lastT(),t),n.computedEye},enumerable:!0},up:{get:function(){return n.computedUp},set:function(t){return n.lookAt(n.lastT(),null,null,t),n.computedUp},enumerable:!0},distance:{get:function(){return u},set:function(t){return n.setDistance(n.lastT(),t),t},enumerable:!0},distanceLimits:{get:function(){return n.getDistanceLimits(r)},set:function(t){return n.setDistanceLimits(t),t},enumerable:!0}}),t.addEventListener(\"contextmenu\",function(t){return t.preventDefault(),!1});var d=0,p=0;return o(t,function(e,r,a,o){var s=\"rotate\"===f.keyBindingMode,l=\"pan\"===f.keyBindingMode,c=\"zoom\"===f.keyBindingMode,h=!!o.control,g=!!o.alt,v=!!o.shift,m=!!(1&e),y=!!(2&e),b=!!(4&e),x=1/t.clientHeight,_=x*(r-d),w=x*(a-p),k=f.flipX?1:-1,A=f.flipY?1:-1,M=i(),L=Math.PI*f.rotateSpeed;if((s&&m&&!h&&!g&&!v||m&&!h&&!g&&v)&&n.rotate(M,k*L*_,-A*L*w,0),(l&&m&&!h&&!g&&!v||y||m&&h&&!g&&!v)&&n.pan(M,-f.translateSpeed*_*u,f.translateSpeed*w*u,0),c&&m&&!h&&!g&&!v||b||m&&!h&&g&&!v){var T=-f.zoomSpeed*w/window.innerHeight*(M-n.lastT())*100;n.pan(M,0,0,u*(Math.exp(T)-1))}return d=r,p=a,!0}),s(t,function(t,e){var r=f.flipX?1:-1,a=f.flipY?1:-1,o=i();if(Math.abs(t)>Math.abs(e))n.rotate(o,0,0,-t*r*Math.PI*f.rotateSpeed/window.innerWidth);else{var s=-f.zoomSpeed*a*e/window.innerHeight*(o-n.lastT())/100;n.pan(o,0,0,u*(Math.exp(s)-1))}},!0),f}e.exports=n;var i=t(\"right-now\"),a=t(\"3d-view\"),o=t(\"mouse-change\"),s=t(\"mouse-wheel\")},{\"3d-view\":22,\"mouse-change\":173,\"mouse-wheel\":177,\"right-now\":191}],352:[function(t,e,r){e.exports={scene:{valType:\"sceneid\",dflt:\"scene\"}}},{}],353:[function(t,e,r){var n=t(\"../../cartesian/layout_attributes\"),i=t(\"../../../lib/extend\").extendFlat;e.exports={showspikes:{valType:\"boolean\",dflt:!0},spikesides:{valType:\"boolean\",dflt:!0},spikethickness:{valType:\"number\",min:0,dflt:2},spikecolor:{valType:\"color\",dflt:\"rgb(0,0,0)\"},showbackground:{valType:\"boolean\",dflt:!1},backgroundcolor:{valType:\"color\",dflt:\"rgba(204, 204, 204, 0.5)\"},showaxeslabels:{valType:\"boolean\",dflt:!0},title:n.title,titlefont:n.titlefont,type:n.type,autorange:n.autorange,rangemode:n.rangemode,range:n.range,fixedrange:n.fixedrange,tickmode:n.tickmode,nticks:n.nticks,tick0:n.tick0,dtick:n.dtick,tickvals:n.tickvals,ticktext:n.ticktext,ticks:n.ticks,mirror:n.mirror,ticklen:n.ticklen,tickwidth:n.tickwidth,tickcolor:n.tickcolor,showticklabels:n.showticklabels,tickfont:n.tickfont,tickangle:n.tickangle,tickprefix:n.tickprefix,showtickprefix:n.showtickprefix,ticksuffix:n.ticksuffix,showticksuffix:n.showticksuffix,showexponent:n.showexponent,exponentformat:n.exponentformat,tickformat:n.tickformat,hoverformat:n.hoverformat,showline:n.showline,linecolor:n.linecolor,linewidth:n.linewidth,showgrid:n.showgrid,gridcolor:i({},n.gridcolor,{dflt:\"rgb(204, 204, 204)\"}),gridwidth:n.gridwidth,zeroline:n.zeroline,zerolinecolor:n.zerolinecolor,zerolinewidth:n.zerolinewidth}},{\"../../../lib/extend\":310,\"../../cartesian/layout_attributes\":335}],354:[function(t,e,r){\"use strict\";var n=t(\"../../../plotly\"),i=t(\"./axis_attributes\"),a=[\"xaxis\",\"yaxis\",\"zaxis\"],o=function(){};e.exports=function(t,e,r){function s(t,e){return n.Lib.coerce(l,u,i,t,e)}for(var l,u,c=n.Axes,h=0;h<a.length;h++){var f=a[h];l=t[f]||{},u={_id:f[0]+r.scene,_name:f},e[f]=u=c.handleAxisDefaults(l,u,s,{font:r.font,letter:f[0],data:r.data,showGrid:!0}),s(\"gridcolor\"),s(\"title\",f[0]),u.setScale=o,s(\"showspikes\")&&(s(\"spikesides\"),s(\"spikethickness\"),s(\"spikecolor\")),s(\"showbackground\")&&s(\"backgroundcolor\"),s(\"showaxeslabels\")}}},{\"../../../plotly\":330,\"./axis_attributes\":353}],355:[function(t,e,r){\"use strict\";function n(){this.bounds=[[-10,-10,-10],[10,10,10]],this.ticks=[[],[],[]],this.tickEnable=[!0,!0,!0],this.tickFont=[\"sans-serif\",\"sans-serif\",\"sans-serif\"],this.tickSize=[12,12,12],this.tickAngle=[0,0,0],this.tickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.tickPad=[18,18,18],this.labels=[\"x\",\"y\",\"z\"],this.labelEnable=[!0,!0,!0],this.labelFont=[\"Open Sans\",\"Open Sans\",\"Open Sans\"],this.labelSize=[20,20,20],this.labelAngle=[0,0,0],this.labelColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.labelPad=[30,30,30],this.lineEnable=[!0,!0,!0],this.lineMirror=[!1,!1,!1],this.lineWidth=[1,1,1],this.lineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.lineTickEnable=[!0,!0,!0],this.lineTickMirror=[!1,!1,!1],this.lineTickLength=[10,10,10],this.lineTickWidth=[1,1,1],this.lineTickColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.gridEnable=[!0,!0,!0],this.gridWidth=[1,1,1],this.gridColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.zeroEnable=[!0,!0,!0],this.zeroLineColor=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.zeroLineWidth=[2,2,2],this.backgroundEnable=[!0,!0,!0],this.backgroundColor=[[.8,.8,.8,.5],[.8,.8,.8,.5],[.8,.8,.8,.5]],this._defaultTickPad=l(this.tickPad),this._defaultLabelPad=l(this.labelPad),this._defaultLineTickLength=l(this.lineTickLength)}function i(t){var e=new n;return e.merge(t),e}var a=t(\"arraytools\"),o=t(\"../../../lib/html2unicode\"),s=t(\"../../../lib/str2rgbarray\"),l=a.copy1D,u=[\"xaxis\",\"yaxis\",\"zaxis\"],c=n.prototype;c.merge=function(t){for(var e=this,r=0;3>r;++r){var n=t[u[r]];e.labels[r]=o(n.title),\"titlefont\"in n&&(n.titlefont.color&&(e.labelColor[r]=s(n.titlefont.color)),n.titlefont.family&&(e.labelFont[r]=n.titlefont.family),n.titlefont.size&&(e.labelSize[r]=n.titlefont.size)),\"showline\"in n&&(e.lineEnable[r]=n.showline),\"linecolor\"in n&&(e.lineColor[r]=s(n.linecolor)),\"linewidth\"in n&&(e.lineWidth[r]=n.linewidth),\"showgrid\"in n&&(e.gridEnable[r]=n.showgrid),\"gridcolor\"in n&&(e.gridColor[r]=s(n.gridcolor)),\"gridwidth\"in n&&(e.gridWidth[r]=n.gridwidth),\"zeroline\"in n&&(e.zeroEnable[r]=n.zeroline),\"zerolinecolor\"in n&&(e.zeroLineColor[r]=s(n.zerolinecolor)),\"zerolinewidth\"in n&&(e.zeroLineWidth[r]=n.zerolinewidth),\"ticks\"in n&&n.ticks?e.lineTickEnable[r]=!0:e.lineTickEnable[r]=!1,\"ticklen\"in n&&(e.lineTickLength[r]=e._defaultLineTickLength[r]=n.ticklen),\"tickcolor\"in n&&(e.lineTickColor[r]=s(n.tickcolor)),\"tickwidth\"in n&&(e.lineTickWidth[r]=n.tickwidth),\"tickangle\"in n&&(e.tickAngle[r]=\"auto\"===n.tickangle?0:n.tickangle),\"showticklabels\"in n&&(e.tickEnable[r]=n.showticklabels),\"tickfont\"in n&&(n.tickfont.color&&(e.tickColor[r]=s(n.tickfont.color)),n.tickfont.family&&(e.tickFont[r]=n.tickfont.family),n.tickfont.size&&(e.tickSize[r]=n.tickfont.size)),\"mirror\"in n?-1!==[\"ticks\",\"all\",\"allticks\"].indexOf(n.mirror)?(e.lineTickMirror[r]=!0,e.lineMirror[r]=!0):n.mirror===!0?(e.lineTickMirror[r]=!1,e.lineMirror[r]=!0):(e.lineTickMirror[r]=!1,e.lineMirror[r]=!1):e.lineMirror[r]=!1,\"showbackground\"in n&&n.showbackground!==!1?(e.backgroundEnable[r]=!0,e.backgroundColor[r]=s(n.backgroundcolor)):e.backgroundEnable[r]=!1}},e.exports=i},{\"../../../lib/html2unicode\":313,\"../../../lib/str2rgbarray\":323,arraytools:32}],356:[function(t,e,r){\"use strict\";var n=t(\"../../../plotly\"),i=t(\"./layout_attributes\"),a=t(\"./axis_defaults\");e.exports=function(t,e,r){function o(t,e){return n.Lib.coerce(c,f,i,t,e)}if(e._hasGL3D){var s,l=n.Plots.getSubplotIdsInData(r,\"gl3d\");delete e.xaxis,delete e.yaxis;var u=l.length;for(s=0;u>s;++s){var c,h=l[s];void 0!==t[h]?c=t[h]:t[h]=c={};var f=e[h]||{};o(\"bgcolor\");for(var d=Object.keys(i.camera),p=0;p<d.length;p++)o(\"camera.\"+d[p]+\".x\"),o(\"camera.\"+d[p]+\".y\"),o(\"camera.\"+d[p]+\".z\");o(\"domain.x\",[s/u,(s+1)/u]),o(\"domain.y\");var g=!!o(\"aspectratio.x\")&&!!o(\"aspectratio.y\")&&!!o(\"aspectratio.z\"),v=g?\"manual\":\"auto\",m=o(\"aspectmode\",v);g||(c.aspectratio=f.aspectratio={x:1,y:1,z:1},\"manual\"===m&&(f.aspectmode=\"auto\")),a(c,f,{font:e.font,scene:h,data:r}),e[h]=f}}}},{\"../../../plotly\":330,\"./axis_defaults\":354,\"./layout_attributes\":358}],357:[function(t,e,r){\"use strict\";var n=t(\"../../../plotly\"),i=t(\"./attributes\"),a=[\"xaxis\",\"yaxis\",\"zaxis\"],o=function(){};n.Plots.registerSubplot(\"gl3d\",\"scene\",\"scene\",i),r.layoutAttributes=t(\"./layout_attributes\"),r.supplyLayoutDefaults=t(\"./defaults\"),r.cleanId=function(t){if(t.match(/^scene[0-9]*$/)){var e=t.substr(5);return\"1\"===e&&(e=\"\"),\"scene\"+e}},r.setConvert=function(t){n.Axes.setConvert(t),t.setScale=o},r.initAxes=function(t){var e=t._fullLayout;delete e.xaxis,delete e.yaxis;for(var r=n.Plots.getSubplotIds(e,\"gl3d\"),i=0;i<r.length;++i)for(var o=r[i],s=e[o],l=0;3>l;++l){var u=a[l],c=s[u];c._td=t}}},{\"../../../plotly\":330,\"./attributes\":352,\"./defaults\":356,\"./layout_attributes\":358}],358:[function(t,e,r){\"use strict\";function n(t,e,r){return{x:{valType:\"number\",dflt:t},y:{valType:\"number\",dflt:e},z:{valType:\"number\",dflt:r}}}var i=t(\"./axis_attributes\"),a=t(\"../../../lib/extend\").extendFlat;e.exports={bgcolor:{valType:\"color\",dflt:\"rgba(0,0,0,0)\"},camera:{up:a(n(0,0,1),{}),center:a(n(0,0,0),{}),eye:a(n(1.25,1.25,1.25),{})},domain:{x:{valType:\"info_array\",items:[{valType:\"number\",min:0,max:1},{valType:\"number\",min:0,max:1}],dflt:[0,1]},y:{valType:\"info_array\",items:[{valType:\"number\",min:0,max:1},{valType:\"number\",min:0,max:1}],dflt:[0,1]}},aspectmode:{valType:\"enumerated\",values:[\"auto\",\"cube\",\"data\",\"manual\"],dflt:\"auto\"},aspectratio:{x:{valType:\"number\",min:0},y:{valType:\"number\",min:0},z:{valType:\"number\",min:0}},xaxis:i,yaxis:i,zaxis:i,_deprecated:{cameraposition:{valType:\"info_array\"}}}},{\"../../../lib/extend\":310,\"./axis_attributes\":353}],359:[function(t,e,r){\"use strict\";function n(){this.enabled=[!0,!0,!0],this.colors=[[0,0,0,1],[0,0,0,1],[0,0,0,1]],this.drawSides=[!0,!0,!0],this.lineWidth=[1,1,1]}function i(t){var e=new n;return e.merge(t),e}var a=t(\"../../../lib/str2rgbarray\"),o=[\"xaxis\",\"yaxis\",\"zaxis\"],s=n.prototype;s.merge=function(t){for(var e=0;3>e;++e){var r=t[o[e]];this.enabled[e]=r.showspikes,this.colors[e]=a(r.spikecolor),this.drawSides[e]=r.spikesides,this.lineWidth[e]=r.spikethickness}},e.exports=i},{\"../../../lib/str2rgbarray\":323}],360:[function(t,e,r){\"use strict\";function n(t){for(var e=new Array(3),r=0;3>r;++r){for(var n=t[r],i=new Array(n.length),a=0;a<n.length;++a)i[a]=n[a].x;e[r]=i}return e}function i(t){for(var e=t.axesOptions,r=t.glplot.axesPixels,i=t.fullSceneLayout,u=[[],[],[]],c=0;3>c;++c){var h=i[s[c]];if(h._length=(r[c].hi-r[c].lo)*r[c].pixelsPerDataUnit/t.dataScale[c],Math.abs(h._length)===1/0)u[c]=[];else{h.range[0]=(r[c].lo+t.dataCenter[c])/t.dataScale[c],h.range[1]=(r[c].hi+t.dataCenter[c])/t.dataScale[c],h._m=1/(t.dataScale[c]*r[c].pixelsPerDataUnit),h.range[0]===h.range[1]&&(h.range[0]-=1,h.range[1]+=1);var f=h.tickmode;if(\"auto\"===h.tickmode){h.tickmode=\"linear\";var d=h.nticks||a.Lib.constrain(h._length/40,4,9);a.Axes.autoTicks(h,Math.abs(h.range[1]-h.range[0])/d)}for(var p=a.Axes.calcTicks(h),g=0;g<p.length;++g)p[g].x=p[g].x*t.dataScale[c]-t.dataCenter[c],p[g].text=o(p[g].text);u[c]=p,h.tickmode=f}}e.ticks=u;for(var c=0;3>c;++c){l[c]=.5*(t.glplot.bounds[0][c]+t.glplot.bounds[1][c]);for(var g=0;2>g;++g)e.bounds[g][c]=t.glplot.bounds[g][c]}t.contourLevels=n(u)}e.exports=i;var a=t(\"../../../plotly\"),o=t(\"../../../lib/html2unicode\"),s=[\"xaxis\",\"yaxis\",\"zaxis\"],l=[0,0,0]},{\"../../../lib/html2unicode\":313,\"../../../plotly\":330}],361:[function(t,e,r){\"use strict\";function n(t,e){var r,n,i=[0,0,0,0];for(r=0;4>r;++r)for(n=0;4>n;++n)i[n]+=t[4*r+n]*e[r];return i}function i(t,e){var r=n(t.projection,n(t.view,n(t.model,[e[0],e[1],e[2],1])));return r}e.exports=i},{}],362:[function(t,e,r){\"use strict\";function n(t){function e(e,r){if(void 0===r)return void 0;if(\"string\"==typeof r)return r;var n=t.fullSceneLayout[e];return c.Axes.tickText(n,n.c2l(r),\"hover\").text}var r=t.svgContainer,n=t.container.getBoundingClientRect(),i=n.width,a=n.height;r.setAttributeNS(null,\"viewBox\",\"0 0 \"+i+\" \"+a),r.setAttributeNS(null,\"width\",i),r.setAttributeNS(null,\"height\",a),p(t),t.glplot.axes.update(t.axesOptions);for(var o=Object.keys(t.traces),s=null,l=null,u=t.glplot.selection,h=0;h<o.length;++h){var f=t.traces[o[h]];f.handlePick(u)&&(s=f,l=t.glplot.selection.index),f.setContourLevels&&f.setContourLevels()}if(null!==s){var d=b(t.glplot.cameraParams,u.dataCoordinate),g=s.data.hoverinfo;if(\"all\"!==g){var v=g.split(\"+\");-1===v.indexOf(\"x\")&&(u.traceCoordinate[0]=void 0),-1===v.indexOf(\"y\")&&(u.traceCoordinate[1]=void 0),-1===v.indexOf(\"z\")&&(u.traceCoordinate[2]=void 0),-1===v.indexOf(\"text\")&&(u.textLabel=void 0),-1===v.indexOf(\"name\")&&(s.name=void 0)}c.Fx.loneHover({x:(.5+.5*d[0]/d[3])*i,y:(.5-.5*d[1]/d[3])*a,xLabel:e(\"xaxis\",u.traceCoordinate[0]),yLabel:e(\"yaxis\",u.traceCoordinate[1]),zLabel:e(\"zaxis\",u.traceCoordinate[2]),text:u.textLabel,name:s.name,color:s.color},{container:r})}else c.Fx.loneUnhover(r)}function i(t,e,r,i){var a={canvas:r,gl:i,container:t.container,axes:t.axesOptions,spikes:t.spikeOptions,pickRadius:10,snapToData:!0,autoScale:!0,autoBounds:!1};if(t.staticMode){if(!u){l=document.createElement(\"canvas\");try{u=l.getContext(\"webgl\",{preserveDrawingBuffer:!0,premultipliedAlpha:!0})}catch(o){throw new Error(\"error creating static canvas/context for image server\")}}a.pixelRatio=t.pixelRatio,a.gl=u,a.canvas=l}try{t.glplot=h(a)}catch(o){_(t)}if(t.staticMode||t.glplot.canvas.addEventListener(\"webglcontextlost\",function(t){console.log(\"lost context\"),t.preventDefault()}),!t.camera){var s=e.scene.camera;t.camera=y(t.container,{center:[s.center.x,s.center.y,s.center.z],eye:[s.eye.x,s.eye.y,s.eye.z],up:[s.up.x,s.up.y,s.up.z],zoomMin:.1,zoomMax:100,mode:\"orbit\"})}return t.glplot.mouseListener.enabled=!1,t.glplot.camera=t.camera,t.glplot.oncontextloss=function(){t.recoverContext()},t.glplot.onrender=n.bind(null,t),t.traces={},!0}function a(t,e){var r=document.createElement(\"div\"),n=t.container,a=document.createElementNS(\"http://www.w3.org/2000/svg\",\"svg\");a.style.position=\"absolute\",a.style.top=a.style.left=\"0px\",a.style.width=a.style.height=\"100%\",a.style[\"z-index\"]=20,a.style[\"pointer-events\"]=\"none\",r.appendChild(a),this.svgContainer=a,\n",
       "r.id=t.id,r.style.position=\"absolute\",r.style.top=r.style.left=\"0px\",r.style.width=r.style.height=\"100%\",n.appendChild(r),this.fullLayout=e,this.id=t.id||\"scene\",this.plotArgs=[[],{},{}],this.axesOptions=f(e[this.id]),this.spikeOptions=d(e[this.id]),this.container=r,this.staticMode=!!t.staticPlot,this.pixelRatio=t.plotGlPixelRatio||2,this.dataScale=[1,1,1],this.dataCenter=[0,0,0],this.contourLevels=[[],[],[]],!i(this,e)}function o(t,e,r,n){for(var i=0;i<e.length;++i)if(Array.isArray(e[i]))for(var a=0;a<e[i].length;++a){var o=t.d2l(e[i][a]);!isNaN(o)&&isFinite(o)&&(n[0][r]=Math.min(n[0][r],o),n[1][r]=Math.max(n[1][r],o))}else{var o=t.d2l(e[i]);!isNaN(o)&&isFinite(o)&&(n[0][r]=Math.min(n[0][r],o),n[1][r]=Math.max(n[1][r],o))}}function s(t,e,r){var n=t.fullSceneLayout;o(n.xaxis,e.x,0,r),o(n.yaxis,e.y,1,r),o(n.zaxis,e.z,2,r)}var l,u,c=t(\"../../plotly\"),h=t(\"gl-plot3d\"),f=t(\"./layout/convert\"),d=t(\"./layout/spikes\"),p=t(\"./layout/tick_marks\"),g=t(\"../../traces/scatter3d/convert\"),v=t(\"../../traces/surface/convert\"),m=t(\"../../traces/mesh3d/convert\"),y=t(\"./camera\"),b=t(\"./project\"),x=t(\"../../lib/str2rgbarray\"),_=t(\"../../lib/show_no_webgl_msg\"),w=a.prototype;w.recoverContext=function(){function t(){return r.isContextLost()?void requestAnimationFrame(t):i(e,e.fullLayout,n,r)?void e.plot.apply(e,e.plotArgs):void console.error(\"catastrophic/unrecoverable webgl error.  context lost.\")}var e=this,r=this.glplot.gl,n=this.glplot.canvas;this.glplot.dispose(),requestAnimationFrame(t)};var k=[\"xaxis\",\"yaxis\",\"zaxis\"];w.plot=function(t,e,r){if(this.plotArgs=[t,e,r],!this.glplot.contextLost){var 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y=(d*v+(m-e.height)*f)/(v-f),b=(m*(1-f)+(d-e.height)*(1-v))/(v-f);y>=0&&b>=0&&y+b>l+o&&(l=y,o=b)}}})})),r.l=Math.round(i),r.r=Math.round(a),r.t=Math.round(o),r.b=Math.round(l),r.p=Math.round(e.margin.pad),r.w=Math.round(e.width)-r.l-r.r,r.h=Math.round(e.height)-r.t-r.b,t._replotting||\"{}\"===n||n===JSON.stringify(e._size)?void 0:s.plot(t)},c.graphJson=function(t,e,r,n,i){function a(t){if(\"function\"==typeof t)return null;if(s.Lib.isPlainObject(t)){var e,n,i={};for(e in t)if(\"function\"!=typeof t[e]&&-1===[\"_\",\"[\"].indexOf(e.charAt(0))){if(\"keepdata\"===r){if(\"src\"===e.substr(e.length-3))continue}else if(\"keepstream\"===r){if(n=t[e+\"src\"],\"string\"==typeof n&&n.indexOf(\":\")>0&&!s.Lib.isPlainObject(t.stream))continue}else if(\"keepall\"!==r&&(n=t[e+\"src\"],\"string\"==typeof n&&n.indexOf(\":\")>0))continue;i[e]=a(t[e])}return i}return Array.isArray(t)?t.map(a):t&&t.getTime?s.Lib.ms2DateTime(t):t}(i&&e&&!t._fullData||i&&!e&&!t._fullLayout)&&c.supplyDefaults(t);var o=i?t._fullData:t.data,l=i?t._fullLayout:t.layout,u={data:(o||[]).map(function(t){var r=a(t);return e&&delete r.fit,r})};return e||(u.layout=a(l)),t.framework&&t.framework.isPolar&&(u=t.framework.getConfig()),\"object\"===n?u:JSON.stringify(u)}},{\"../plotly\":330,\"./attributes\":331,\"./font_attributes\":336,\"./layout_attributes\":363,d3:53,\"fast-isnumeric\":58}],365:[function(t,e,r){var n=t(\"../../traces/scatter/attributes\"),i=n.marker;e.exports={r:n.r,t:n.t,marker:{color:i.color,size:i.size,symbol:i.symbol,opacity:i.opacity}}},{\"../../traces/scatter/attributes\":397}],366:[function(t,e,r){\"use strict\";function n(t,e){var r={showline:{valType:\"boolean\"},showticklabels:{valType:\"boolean\"},tickorientation:{valType:\"enumerated\",values:[\"horizontal\",\"vertical\"]},ticklen:{valType:\"number\",min:0},tickcolor:{valType:\"color\"},ticksuffix:{valType:\"string\"},endpadding:{valType:\"number\"},visible:{valType:\"boolean\"}};return a({},e,r)}var i=t(\"../cartesian/layout_attributes\"),a=t(\"../../lib/extend\").extendFlat,o=a({},i.domain,{});e.exports={radialaxis:n(\"radial\",{range:{valType:\"info_array\",items:[{valType:\"number\"},{valType:\"number\"}]},domain:o,orientation:{valType:\"number\"}}),angularaxis:n(\"angular\",{range:{valType:\"info_array\",items:[{valType:\"number\",dflt:0},{valType:\"number\",dflt:360}]},domain:o}),layout:{direction:{valType:\"enumerated\",values:[\"clockwise\",\"counterclockwise\"]},orientation:{valType:\"angle\"}}}},{\"../../lib/extend\":310,\"../cartesian/layout_attributes\":335}],367:[function(t,e,r){var n=t(\"../../plotly\"),i=t(\"d3\"),a=e.exports={version:\"0.2.2\",manager:t(\"./micropolar_manager\")},o=n.Lib.extendDeepAll;a.Axis=function(){function t(t){r=t||r;var u=l.data,h=l.layout;return(\"string\"==typeof r||r.nodeName)&&(r=i.select(r)),r.datum(u).each(function(t,r){function l(t,e){return s(t)%360+h.orientation}var u=t.slice();c={data:a.util.cloneJson(u),layout:a.util.cloneJson(h)};var f=0;u.forEach(function(t,e){t.color||(t.color=h.defaultColorRange[f],f=(f+1)%h.defaultColorRange.length),t.strokeColor||(t.strokeColor=\"LinePlot\"===t.geometry?t.color:i.rgb(t.color).darker().toString()),c.data[e].color=t.color,c.data[e].strokeColor=t.strokeColor,c.data[e].strokeDash=t.strokeDash,c.data[e].strokeSize=t.strokeSize});var d=u.filter(function(t,e){var r=t.visible;return\"undefined\"==typeof r||r===!0}),p=!1,g=d.map(function(t,e){return p=p||\"undefined\"!=typeof t.groupId,t});if(p){var v=i.nest().key(function(t,e){return\"undefined\"!=typeof t.groupId?t.groupId:\"unstacked\"}).entries(g),m=[],y=v.map(function(t,e){if(\"unstacked\"===t.key)return t.values;var r=t.values[0].r.map(function(t,e){return 0});return t.values.forEach(function(t,e,n){t.yStack=[r],m.push(r),r=a.util.sumArrays(t.r,r)}),t.values});d=i.merge(y)}d.forEach(function(t,e){t.t=Array.isArray(t.t[0])?t.t:[t.t],t.r=Array.isArray(t.r[0])?t.r:[t.r]});var b=Math.min(h.width-h.margin.left-h.margin.right,h.height-h.margin.top-h.margin.bottom)/2;b=Math.max(10,b);var x,_=[h.margin.left+b,h.margin.top+b];if(p){var w=i.max(a.util.sumArrays(a.util.arrayLast(d).r[0],a.util.arrayLast(m)));x=[0,w]}else x=i.extent(a.util.flattenArray(d.map(function(t,e){return t.r})));h.radialAxis.domain!=a.DATAEXTENT&&(x[0]=0),n=i.scale.linear().domain(h.radialAxis.domain!=a.DATAEXTENT&&h.radialAxis.domain?h.radialAxis.domain:x).range([0,b]),c.layout.radialAxis.domain=n.domain();var k,A=a.util.flattenArray(d.map(function(t,e){return t.t})),M=\"string\"==typeof A[0];M&&(A=a.util.deduplicate(A),k=A.slice(),A=i.range(A.length),d=d.map(function(t,e){var r=t;return t.t=[A],p&&(r.yStack=t.yStack),r}));var L=d.filter(function(t,e){return\"LinePlot\"===t.geometry||\"DotPlot\"===t.geometry}).length===d.length,T=null===h.needsEndSpacing?M||!L:h.needsEndSpacing,E=h.angularAxis.domain&&h.angularAxis.domain!=a.DATAEXTENT&&!M&&h.angularAxis.domain[0]>=0,C=E?h.angularAxis.domain:i.extent(A),S=Math.abs(A[1]-A[0]);L&&!M&&(S=0);var z=C.slice();T&&M&&(z[1]+=S);var P=h.angularAxis.ticksCount||4;P>8&&(P=P/(P/8)+P%8),h.angularAxis.ticksStep&&(P=(z[1]-z[0])/P);var j=h.angularAxis.ticksStep||(z[1]-z[0])/(P*(h.minorTicks+1));k&&(j=Math.max(Math.round(j),1)),z[2]||(z[2]=j);var O=i.range.apply(this,z);if(O=O.map(function(t,e){return parseFloat(t.toPrecision(12))}),s=i.scale.linear().domain(z.slice(0,2)).range(\"clockwise\"===h.direction?[0,360]:[360,0]),c.layout.angularAxis.domain=s.domain(),c.layout.angularAxis.endPadding=T?S:0,e=i.select(this).select(\"svg.chart-root\"),\"undefined\"==typeof e||e.empty()){var I=\"<svg xmlns='http://www.w3.org/2000/svg' class='chart-root'>' + '<g class='outer-group'>' + '<g class='chart-group'>' + '<circle class='background-circle'></circle>' + '<g class='geometry-group'></g>' + '<g class='radial axis-group'>' + '<circle class='outside-circle'></circle>' + '</g>' + '<g class='angular axis-group'></g>' + '<g class='guides-group'><line></line><circle r='0'></circle></g>' + '</g>' + '<g class='legend-group'></g>' + '<g class='tooltips-group'></g>' + '<g class='title-group'><text></text></g>' + '</g>' + '</svg>\",D=(new DOMParser).parseFromString(I,\"application/xml\"),R=this.appendChild(this.ownerDocument.importNode(D.documentElement,!0));e=i.select(R)}e.select(\".guides-group\").style({\"pointer-events\":\"none\"}),e.select(\".angular.axis-group\").style({\"pointer-events\":\"none\"}),e.select(\".radial.axis-group\").style({\"pointer-events\":\"none\"});var F,N=e.select(\".chart-group\"),B={fill:\"none\",stroke:h.tickColor},U={\"font-size\":h.font.size,\"font-family\":h.font.family,fill:h.font.color,\"text-shadow\":[\"-1px 0px\",\"1px -1px\",\"-1px 1px\",\"1px 1px\"].map(function(t,e){return\" \"+t+\" 0 \"+h.font.outlineColor}).join(\",\")};if(h.showLegend){F=e.select(\".legend-group\").attr({transform:\"translate(\"+[b,h.margin.top]+\")\"}).style({display:\"block\"});var V=d.map(function(t,e){var r=a.util.cloneJson(t);return r.symbol=\"DotPlot\"===t.geometry?t.dotType||\"circle\":\"LinePlot\"!=t.geometry?\"square\":\"line\",r.visibleInLegend=\"undefined\"==typeof t.visibleInLegend||t.visibleInLegend,r.color=\"LinePlot\"===t.geometry?t.strokeColor:t.color,r});a.Legend().config({data:d.map(function(t,e){return t.name||\"Element\"+e}),legendConfig:o({},a.Legend.defaultConfig().legendConfig,{container:F,elements:V,reverseOrder:h.legend.reverseOrder})})();var q=F.node().getBBox();b=Math.min(h.width-q.width-h.margin.left-h.margin.right,h.height-h.margin.top-h.margin.bottom)/2,b=Math.max(10,b),_=[h.margin.left+b,h.margin.top+b],n.range([0,b]),c.layout.radialAxis.domain=n.domain(),F.attr(\"transform\",\"translate(\"+[_[0]+b,_[1]-b]+\")\")}else F=e.select(\".legend-group\").style({display:\"none\"});e.attr({width:h.width,height:h.height}).style({opacity:h.opacity}),N.attr(\"transform\",\"translate(\"+_+\")\").style({cursor:\"crosshair\"});var H=[(h.width-(h.margin.left+h.margin.right+2*b+(q?q.width:0)))/2,(h.height-(h.margin.top+h.margin.bottom+2*b))/2];if(H[0]=Math.max(0,H[0]),H[1]=Math.max(0,H[1]),e.select(\".outer-group\").attr(\"transform\",\"translate(\"+H+\")\"),h.title){var G=e.select(\"g.title-group text\").style(U).text(h.title),Y=G.node().getBBox();G.attr({x:_[0]-Y.width/2,y:_[1]-b-20})}var W=e.select(\".radial.axis-group\");if(h.radialAxis.gridLinesVisible){var X=W.selectAll(\"circle.grid-circle\").data(n.ticks(5));X.enter().append(\"circle\").attr({\"class\":\"grid-circle\"}).style(B),X.attr(\"r\",n),X.exit().remove()}W.select(\"circle.outside-circle\").attr({r:b}).style(B);var Z=e.select(\"circle.background-circle\").attr({r:b}).style({fill:h.backgroundColor,stroke:h.stroke});if(h.radialAxis.visible){var Q=i.svg.axis().scale(n).ticks(5).tickSize(5);W.call(Q).attr({transform:\"rotate(\"+h.radialAxis.orientation+\")\"}),W.selectAll(\".domain\").style(B),W.selectAll(\"g>text\").text(function(t,e){return this.textContent+h.radialAxis.ticksSuffix}).style(U).style({\"text-anchor\":\"start\"}).attr({x:0,y:0,dx:0,dy:0,transform:function(t,e){return\"horizontal\"===h.radialAxis.tickOrientation?\"rotate(\"+-h.radialAxis.orientation+\") translate(\"+[0,U[\"font-size\"]]+\")\":\"translate(\"+[0,U[\"font-size\"]]+\")\"}}),W.selectAll(\"g>line\").style({stroke:\"black\"})}var $=e.select(\".angular.axis-group\").selectAll(\"g.angular-tick\").data(O),K=$.enter().append(\"g\").classed(\"angular-tick\",!0);$.attr({transform:function(t,e){return\"rotate(\"+l(t,e)+\")\"}}).style({display:h.angularAxis.visible?\"block\":\"none\"}),$.exit().remove(),K.append(\"line\").classed(\"grid-line\",!0).classed(\"major\",function(t,e){return e%(h.minorTicks+1)==0}).classed(\"minor\",function(t,e){return!(e%(h.minorTicks+1)==0)}).style(B),K.selectAll(\".minor\").style({stroke:h.minorTickColor}),$.select(\"line.grid-line\").attr({x1:h.tickLength?b-h.tickLength:0,x2:b}).style({display:h.angularAxis.gridLinesVisible?\"block\":\"none\"}),K.append(\"text\").classed(\"axis-text\",!0).style(U);var J=$.select(\"text.axis-text\").attr({x:b+h.labelOffset,dy:\".35em\",transform:function(t,e){var r=l(t,e),n=b+h.labelOffset,i=h.angularAxis.tickOrientation;return\"horizontal\"==i?\"rotate(\"+-r+\" \"+n+\" 0)\":\"radial\"==i?270>r&&r>90?\"rotate(180 \"+n+\" 0)\":null:\"rotate(\"+(180>=r&&r>0?-90:90)+\" \"+n+\" 0)\"}}).style({\"text-anchor\":\"middle\",display:h.angularAxis.labelsVisible?\"block\":\"none\"}).text(function(t,e){return e%(h.minorTicks+1)!=0?\"\":k?k[t]+h.angularAxis.ticksSuffix:t+h.angularAxis.ticksSuffix}).style(U);h.angularAxis.rewriteTicks&&J.text(function(t,e){return e%(h.minorTicks+1)!=0?\"\":h.angularAxis.rewriteTicks(this.textContent,e)});var tt=i.max(N.selectAll(\".angular-tick text\")[0].map(function(t,e){return t.getCTM().e+t.getBBox().width}));F.attr({transform:\"translate(\"+[b+tt,h.margin.top]+\")\"});var et=e.select(\"g.geometry-group\").selectAll(\"g\").size()>0,rt=e.select(\"g.geometry-group\").selectAll(\"g.geometry\").data(d);if(rt.enter().append(\"g\").attr({\"class\":function(t,e){return\"geometry geometry\"+e}}),rt.exit().remove(),d[0]||et){var nt=[];d.forEach(function(t,e){var r={};r.radialScale=n,r.angularScale=s,r.container=rt.filter(function(t,r){return r==e}),r.geometry=t.geometry,r.orientation=h.orientation,r.direction=h.direction,r.index=e,nt.push({data:t,geometryConfig:r})});var it=i.nest().key(function(t,e){return\"undefined\"!=typeof t.data.groupId||\"unstacked\"}).entries(nt),at=[];it.forEach(function(t,e){\"unstacked\"===t.key?at=at.concat(t.values.map(function(t,e){return[t]})):at.push(t.values)}),at.forEach(function(t,e){var r;r=Array.isArray(t)?t[0].geometryConfig.geometry:t.geometryConfig.geometry;var n=t.map(function(t,e){return o(a[r].defaultConfig(),t)});a[r]().config(n)()})}var ot,st,lt=e.select(\".guides-group\"),ut=e.select(\".tooltips-group\"),ct=a.tooltipPanel().config({container:ut,fontSize:8})(),ht=a.tooltipPanel().config({container:ut,fontSize:8})(),ft=a.tooltipPanel().config({container:ut,hasTick:!0})();if(!M){var dt=lt.select(\"line\").attr({x1:0,y1:0,y2:0}).style({stroke:\"grey\",\"pointer-events\":\"none\"});N.on(\"mousemove.angular-guide\",function(t,e){var r=a.util.getMousePos(Z).angle;dt.attr({x2:-b,transform:\"rotate(\"+r+\")\"}).style({opacity:.5});var n=(r+180+360-h.orientation)%360;ot=s.invert(n);var i=a.util.convertToCartesian(b+12,r+180);ct.text(a.util.round(ot)).move([i[0]+_[0],i[1]+_[1]])}).on(\"mouseout.angular-guide\",function(t,e){lt.select(\"line\").style({opacity:0})})}var pt=lt.select(\"circle\").style({stroke:\"grey\",fill:\"none\"});N.on(\"mousemove.radial-guide\",function(t,e){var r=a.util.getMousePos(Z).radius;pt.attr({r:r}).style({opacity:.5}),st=n.invert(a.util.getMousePos(Z).radius);var i=a.util.convertToCartesian(r,h.radialAxis.orientation);ht.text(a.util.round(st)).move([i[0]+_[0],i[1]+_[1]])}).on(\"mouseout.radial-guide\",function(t,e){pt.style({opacity:0}),ft.hide(),ct.hide(),ht.hide()}),e.selectAll(\".geometry-group .mark\").on(\"mouseover.tooltip\",function(t,r){var n=i.select(this),o=n.style(\"fill\"),s=\"black\",l=n.style(\"opacity\")||1;if(n.attr({\"data-opacity\":l}),\"none\"!=o){n.attr({\"data-fill\":o}),s=i.hsl(o).darker().toString(),n.style({fill:s,opacity:1});var u={t:a.util.round(t[0]),r:a.util.round(t[1])};M&&(u.t=k[t[0]]);var c=\"t: \"+u.t+\", r: \"+u.r,h=this.getBoundingClientRect(),f=e.node().getBoundingClientRect(),d=[h.left+h.width/2-H[0]-f.left,h.top+h.height/2-H[1]-f.top];ft.config({color:s}).text(c),ft.move(d)}else o=n.style(\"stroke\"),n.attr({\"data-stroke\":o}),s=i.hsl(o).darker().toString(),n.style({stroke:s,opacity:1})}).on(\"mousemove.tooltip\",function(t,e){return 0!=i.event.which?!1:void(i.select(this).attr(\"data-fill\")&&ft.show())}).on(\"mouseout.tooltip\",function(t,e){ft.hide();var r=i.select(this),n=r.attr(\"data-fill\");n?r.style({fill:n,opacity:r.attr(\"data-opacity\")}):r.style({stroke:r.attr(\"data-stroke\"),opacity:r.attr(\"data-opacity\")})})}),f}var e,r,n,s,l={data:[],layout:{}},u={},c={},h=i.dispatch(\"hover\"),f={};return f.render=function(e){return t(e),this},f.config=function(t){if(!arguments.length)return l;var e=a.util.cloneJson(t);return e.data.forEach(function(t,e){l.data[e]||(l.data[e]={}),o(l.data[e],a.Axis.defaultConfig().data[0]),o(l.data[e],t)}),o(l.layout,a.Axis.defaultConfig().layout),o(l.layout,e.layout),this},f.getLiveConfig=function(){return c},f.getinputConfig=function(){return u},f.radialScale=function(t){return n},f.angularScale=function(t){return s},f.svg=function(){return e},i.rebind(f,h,\"on\"),f},a.Axis.defaultConfig=function(t,e){var r={data:[{t:[1,2,3,4],r:[10,11,12,13],name:\"Line1\",geometry:\"LinePlot\",color:null,strokeDash:\"solid\",strokeColor:null,strokeSize:\"1\",visibleInLegend:!0,opacity:1}],layout:{defaultColorRange:i.scale.category10().range(),title:null,height:450,width:500,margin:{top:40,right:40,bottom:40,left:40},font:{size:12,color:\"gray\",outlineColor:\"white\",family:\"Tahoma, sans-serif\"},direction:\"clockwise\",orientation:0,labelOffset:10,radialAxis:{domain:null,orientation:-45,ticksSuffix:\"\",\n",
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n=e||6,a=[],o=[];i.range(0,360+n,n).forEach(function(e,r){var n=e*Math.PI/180,i=t(n);a.push(e),o.push(i)});var s={t:a,r:o};return r&&(s.name=r),s},a.util.ensureArray=function(t,e){if(\"undefined\"==typeof t)return null;var r=[].concat(t);return i.range(e).map(function(t,e){return r[e]||r[0]})},a.util.fillArrays=function(t,e,r){return e.forEach(function(e,n){t[e]=a.util.ensureArray(t[e],r)}),t},a.util.cloneJson=function(t){return JSON.parse(JSON.stringify(t))},a.util.validateKeys=function(t,e){\"string\"==typeof e&&(e=e.split(\".\"));var r=e.shift();return t[r]&&(!e.length||objHasKeys(t[r],e))},a.util.sumArrays=function(t,e){return i.zip(t,e).map(function(t,e){return i.sum(t)})},a.util.arrayLast=function(t){return t[t.length-1]},a.util.arrayEqual=function(t,e){for(var r=Math.max(t.length,e.length,1);r-->=0&&t[r]===e[r];);return-2===r},a.util.flattenArray=function(t){for(var e=[];!a.util.arrayEqual(e,t);)e=t,t=[].concat.apply([],t);return t},a.util.deduplicate=function(t){return 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t={data:{name:\"geom1\",t:[[1,2,3,4]],r:[[1,2,3,4]],dotType:\"circle\",dotSize:64,dotVisible:!1,barWidth:20,color:\"#ffa500\",strokeSize:1,strokeColor:\"silver\",strokeDash:\"solid\",opacity:1,index:0,visible:!0,visibleInLegend:!0},geometryConfig:{geometry:\"LinePlot\",geometryType:\"arc\",direction:\"clockwise\",orientation:0,container:\"body\",radialScale:null,angularScale:null,colorScale:i.scale.category20()}};return t},a.BarChart=function(){return a.PolyChart()},a.BarChart.defaultConfig=function(){var t={geometryConfig:{geometryType:\"bar\"}};return t},a.AreaChart=function(){return a.PolyChart()},a.AreaChart.defaultConfig=function(){var t={geometryConfig:{geometryType:\"arc\"}};return t},a.DotPlot=function(){return a.PolyChart()},a.DotPlot.defaultConfig=function(){var t={geometryConfig:{geometryType:\"dot\",dotType:\"circle\"}};return t},a.LinePlot=function(){return a.PolyChart()},a.LinePlot.defaultConfig=function(){var t={geometryConfig:{geometryType:\"line\"}};return t},a.Legend=function(){function t(){var r=e.legendConfig,n=e.data.map(function(t,e){return[].concat(t).map(function(t,n){var i=o({},r.elements[e]);return i.name=t,i.color=[].concat(r.elements[e].color)[n],i})}),a=i.merge(n);a=a.filter(function(t,e){return r.elements[e]&&(r.elements[e].visibleInLegend||\"undefined\"==typeof r.elements[e].visibleInLegend)}),r.reverseOrder&&(a=a.reverse());var s=r.container;(\"string\"==typeof s||s.nodeName)&&(s=i.select(s));var l=a.map(function(t,e){return t.color}),u=r.fontSize,c=null==r.isContinuous?\"number\"==typeof a[0]:r.isContinuous,h=c?r.height:u*a.length,f=s.classed(\"legend-group\",!0),d=f.selectAll(\"svg\").data([0]),p=d.enter().append(\"svg\").attr({width:300,height:h+u,xmlns:\"http://www.w3.org/2000/svg\",\"xmlns:xmlns:xlink\":\"http://www.w3.org/1999/xlink\",version:\"1.1\"});p.append(\"g\").classed(\"legend-axis\",!0),p.append(\"g\").classed(\"legend-marks\",!0);var g=i.range(a.length),v=i.scale[c?\"linear\":\"ordinal\"]().domain(g).range(l),m=i.scale[c?\"linear\":\"ordinal\"]().domain(g)[c?\"range\":\"rangePoints\"]([0,h]),y=function(t,e){var r=3*e;return\"line\"===t?\"M\"+[[-e/2,-e/12],[e/2,-e/12],[e/2,e/12],[-e/2,e/12]]+\"Z\":-1!=i.svg.symbolTypes.indexOf(t)?i.svg.symbol().type(t).size(r)():i.svg.symbol().type(\"square\").size(r)()};if(c){var b=d.select(\".legend-marks\").append(\"defs\").append(\"linearGradient\").attr({id:\"grad1\",x1:\"0%\",y1:\"0%\",x2:\"0%\",y2:\"100%\"}).selectAll(\"stop\").data(l);b.enter().append(\"stop\"),b.attr({offset:function(t,e){return e/(l.length-1)*100+\"%\"}}).style({\"stop-color\":function(t,e){return t}}),d.append(\"rect\").classed(\"legend-mark\",!0).attr({height:r.height,width:r.colorBandWidth,fill:\"url(#grad1)\"})}else{var x=d.select(\".legend-marks\").selectAll(\"path.legend-mark\").data(a);x.enter().append(\"path\").classed(\"legend-mark\",!0),x.attr({transform:function(t,e){return\"translate(\"+[u/2,m(e)+u/2]+\")\"},d:function(t,e){var r=t.symbol;return y(r,u)},fill:function(t,e){return v(e)}}),x.exit().remove()}var _=i.svg.axis().scale(m).orient(\"right\"),w=d.select(\"g.legend-axis\").attr({transform:\"translate(\"+[c?r.colorBandWidth:u,u/2]+\")\"}).call(_);return w.selectAll(\".domain\").style({fill:\"none\",stroke:\"none\"}),w.selectAll(\"line\").style({fill:\"none\",stroke:c?r.textColor:\"none\"}),w.selectAll(\"text\").style({fill:r.textColor,\"font-size\":r.fontSize}).text(function(t,e){return a[e].name}),t}var e=a.Legend.defaultConfig(),r=i.dispatch(\"hover\");return t.config=function(t){return arguments.length?(o(e,t),this):e},i.rebind(t,r,\"on\"),t},a.Legend.defaultConfig=function(t,e){var r={data:[\"a\",\"b\",\"c\"],legendConfig:{elements:[{symbol:\"line\",color:\"red\"},{symbol:\"square\",color:\"yellow\"},{symbol:\"diamond\",color:\"limegreen\"}],height:150,colorBandWidth:30,fontSize:12,container:\"body\",isContinuous:null,textColor:\"grey\",reverseOrder:!1}};return r},a.tooltipPanel=function(){var t,e,r,n={container:null,hasTick:!1,fontSize:12,color:\"white\",padding:5},s=\"tooltip-\"+a.tooltipPanel.uid++,l=10,u=function(){t=n.container.selectAll(\"g.\"+s).data([0]);var i=t.enter().append(\"g\").classed(s,!0).style({\"pointer-events\":\"none\",display:\"none\"});return r=i.append(\"path\").style({fill:\"white\",\"fill-opacity\":.9}).attr({d:\"M0 0\"}),e=i.append(\"text\").attr({dx:n.padding+l,dy:.3*+n.fontSize}),u};return u.text=function(a){var o=i.hsl(n.color).l,s=o>=.5?\"#aaa\":\"white\",c=o>=.5?\"black\":\"white\",h=a||\"\";e.style({fill:c,\"font-size\":n.fontSize+\"px\"}).text(h);var f=n.padding,d=e.node().getBBox(),p={fill:n.color,stroke:s,\"stroke-width\":\"2px\"},g=d.width+2*f+l,v=d.height+2*f;return r.attr({d:\"M\"+[[l,-v/2],[l,-v/4],[n.hasTick?0:l,0],[l,v/4],[l,v/2],[g,v/2],[g,-v/2]].join(\"L\")+\"Z\"}).style(p),t.attr({transform:\"translate(\"+[l,-v/2+2*f]+\")\"}),t.style({display:\"block\"}),u},u.move=function(e){return t?(t.attr({transform:\"translate(\"+[e[0],e[1]]+\")\"}).style({display:\"block\"}),u):void 0},u.hide=function(){return t?(t.style({display:\"none\"}),u):void 0},u.show=function(){return t?(t.style({display:\"block\"}),u):void 0},u.config=function(t){return o(n,t),u},u},a.tooltipPanel.uid=1,a.adapter={},a.adapter.plotly=function(){var t={};return t.convert=function(t,e){var r={};if(t.data&&(r.data=t.data.map(function(t,r){var n=o({},t),i=[[n,[\"marker\",\"color\"],[\"color\"]],[n,[\"marker\",\"opacity\"],[\"opacity\"]],[n,[\"marker\",\"line\",\"color\"],[\"strokeColor\"]],[n,[\"marker\",\"line\",\"dash\"],[\"strokeDash\"]],[n,[\"marker\",\"line\",\"width\"],[\"strokeSize\"]],[n,[\"marker\",\"symbol\"],[\"dotType\"]],[n,[\"marker\",\"size\"],[\"dotSize\"]],[n,[\"marker\",\"barWidth\"],[\"barWidth\"]],[n,[\"line\",\"interpolation\"],[\"lineInterpolation\"]],[n,[\"showlegend\"],[\"visibleInLegend\"]]];return i.forEach(function(t,r){a.util.translator.apply(null,t.concat(e))}),e||delete n.marker,e&&delete n.groupId,e?(\"LinePlot\"===n.geometry?(n.type=\"scatter\",n.dotVisible===!0?(delete n.dotVisible,n.mode=\"lines+markers\"):n.mode=\"lines\"):\"DotPlot\"===n.geometry?(n.type=\"scatter\",n.mode=\"markers\"):\"AreaChart\"===n.geometry?n.type=\"area\":\"BarChart\"===n.geometry&&(n.type=\"bar\"),delete n.geometry):(\"scatter\"===n.type?\"lines\"===n.mode?n.geometry=\"LinePlot\":\"markers\"===n.mode?n.geometry=\"DotPlot\":\"lines+markers\"===n.mode&&(n.geometry=\"LinePlot\",n.dotVisible=!0):\"area\"===n.type?n.geometry=\"AreaChart\":\"bar\"===n.type&&(n.geometry=\"BarChart\"),delete n.mode,delete n.type),n}),!e&&t.layout&&\"stack\"===t.layout.barmode)){var n=a.util.duplicates(r.data.map(function(t,e){return t.geometry}));r.data.forEach(function(t,e){var i=n.indexOf(t.geometry);-1!=i&&(r.data[e].groupId=i)})}if(t.layout){var s=o({},t.layout),l=[[s,[\"plot_bgcolor\"],[\"backgroundColor\"]],[s,[\"showlegend\"],[\"showLegend\"]],[s,[\"radialaxis\"],[\"radialAxis\"]],[s,[\"angularaxis\"],[\"angularAxis\"]],[s.angularaxis,[\"showline\"],[\"gridLinesVisible\"]],[s.angularaxis,[\"showticklabels\"],[\"labelsVisible\"]],[s.angularaxis,[\"nticks\"],[\"ticksCount\"]],[s.angularaxis,[\"tickorientation\"],[\"tickOrientation\"]],[s.angularaxis,[\"ticksuffix\"],[\"ticksSuffix\"]],[s.angularaxis,[\"range\"],[\"domain\"]],[s.angularaxis,[\"endpadding\"],[\"endPadding\"]],[s.radialaxis,[\"showline\"],[\"gridLinesVisible\"]],[s.radialaxis,[\"tickorientation\"],[\"tickOrientation\"]],[s.radialaxis,[\"ticksuffix\"],[\"ticksSuffix\"]],[s.radialaxis,[\"range\"],[\"domain\"]],[s.angularAxis,[\"showline\"],[\"gridLinesVisible\"]],[s.angularAxis,[\"showticklabels\"],[\"labelsVisible\"]],[s.angularAxis,[\"nticks\"],[\"ticksCount\"]],[s.angularAxis,[\"tickorientation\"],[\"tickOrientation\"]],[s.angularAxis,[\"ticksuffix\"],[\"ticksSuffix\"]],[s.angularAxis,[\"range\"],[\"domain\"]],[s.angularAxis,[\"endpadding\"],[\"endPadding\"]],[s.radialAxis,[\"showline\"],[\"gridLinesVisible\"]],[s.radialAxis,[\"tickorientation\"],[\"tickOrientation\"]],[s.radialAxis,[\"ticksuffix\"],[\"ticksSuffix\"]],[s.radialAxis,[\"range\"],[\"domain\"]],[s.font,[\"outlinecolor\"],[\"outlineColor\"]],[s.legend,[\"traceorder\"],[\"reverseOrder\"]],[s,[\"labeloffset\"],[\"labelOffset\"]],[s,[\"defaultcolorrange\"],[\"defaultColorRange\"]]];if(l.forEach(function(t,r){a.util.translator.apply(null,t.concat(e))}),e?(\"undefined\"!=typeof s.tickLength&&(s.angularaxis.ticklen=s.tickLength,delete s.tickLength),s.tickColor&&(s.angularaxis.tickcolor=s.tickColor,delete s.tickColor)):(s.angularAxis&&\"undefined\"!=typeof s.angularAxis.ticklen&&(s.tickLength=s.angularAxis.ticklen),s.angularAxis&&\"undefined\"!=typeof s.angularAxis.tickcolor&&(s.tickColor=s.angularAxis.tickcolor)),s.legend&&\"boolean\"!=typeof s.legend.reverseOrder&&(s.legend.reverseOrder=\"normal\"!=s.legend.reverseOrder),s.legend&&\"boolean\"==typeof s.legend.traceorder&&(s.legend.traceorder=s.legend.traceorder?\"reversed\":\"normal\",delete s.legend.reverseOrder),s.margin&&\"undefined\"!=typeof s.margin.t){var u=[\"t\",\"r\",\"b\",\"l\",\"pad\"],c=[\"top\",\"right\",\"bottom\",\"left\",\"pad\"],h={};i.entries(s.margin).forEach(function(t,e){h[c[u.indexOf(t.key)]]=t.value}),s.margin=h}e&&(delete s.needsEndSpacing,delete s.minorTickColor,delete s.minorTicks,delete s.angularaxis.ticksCount,delete s.angularaxis.ticksCount,delete s.angularaxis.ticksStep,delete s.angularaxis.rewriteTicks,delete s.angularaxis.nticks,delete s.radialaxis.ticksCount,delete s.radialaxis.ticksCount,delete s.radialaxis.ticksStep,delete s.radialaxis.rewriteTicks,delete s.radialaxis.nticks),r.layout=s}return r},t}},{\"../../plotly\":330,\"./micropolar_manager\":368,d3:53}],368:[function(t,e,r){\"use strict\";var n=t(\"../../plotly\"),i=t(\"d3\"),a=t(\"./undo_manager\"),o=e.exports={},s=n.Lib.extendDeepAll;o.framework=function(t){function e(e,a){return a&&(h=a),i.select(i.select(h).node().parentNode).selectAll(\".svg-container>*:not(.chart-root)\").remove(),r=r?s(r,e):e,u||(u=n.micropolar.Axis()),c=n.micropolar.adapter.plotly().convert(r),u.config(c).render(h),t.data=r.data,t.layout=r.layout,o.fillLayout(t),r}var r,l,u,c,h,f=new a;return e.isPolar=!0,e.svg=function(){return u.svg()},e.getConfig=function(){return r},e.getLiveConfig=function(){return 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n=t(\"../scatter/attributes\"),i=t(\"../../components/color/attributes\"),a=t(\"../../lib/extend\").extendFlat,o=n.marker,s=o.line;e.exports={y:{valType:\"data_array\"},x:{valType:\"data_array\"},x0:{valType:\"any\"},y0:{valType:\"any\"},whiskerwidth:{valType:\"number\",min:0,max:1,dflt:.5},boxpoints:{valType:\"enumerated\",values:[\"all\",\"outliers\",\"suspectedoutliers\",!1],dflt:\"outliers\"},boxmean:{valType:\"enumerated\",values:[!0,\"sd\",!1],\n",
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a=t(\"../../plotly\"),o=t(\"d3\"),s=t(\"fast-isnumeric\"),l=e.exports={};a.Plots.register(l,\"box\",[\"cartesian\",\"symbols\",\"oriented\",\"box\",\"showLegend\"],{}),l.attributes=t(\"./attributes\"),l.layoutAttributes=t(\"./layout_attributes\"),l.supplyDefaults=function(t,e,r){function n(r,n){return a.Lib.coerce(t,e,l.attributes,r,n)}var i,o=n(\"y\"),s=n(\"x\");if(o&&o.length)i=\"v\",s||n(\"x0\");else{if(!s||!s.length)return void(e.visible=!1);i=\"h\",n(\"y0\")}n(\"orientation\",i),n(\"line.color\",(t.marker||{}).color||r),n(\"line.width\",2),n(\"fillcolor\",a.Color.addOpacity(e.line.color,.5)),n(\"whiskerwidth\"),n(\"boxmean\");var u=a.Lib.coerce2(t,e,l.attributes,\"marker.outliercolor\"),c=n(\"marker.line.outliercolor\"),h=u||c?n(\"boxpoints\",\"suspectedoutliers\"):n(\"boxpoints\");h&&(n(\"jitter\",\"all\"===h?.3:0),n(\"pointpos\",\"all\"===h?-1.5:0),n(\"marker.symbol\"),n(\"marker.opacity\"),n(\"marker.size\"),n(\"marker.color\",e.line.color),n(\"marker.line.color\"),n(\"marker.line.width\"),\"suspectedoutliers\"===h&&(n(\"marker.line.outliercolor\",e.marker.color),n(\"marker.line.outlierwidth\")))},l.supplyLayoutDefaults=function(t,e,r){function n(r,n){return a.Lib.coerce(t,e,l.layoutAttributes,r,n)}for(var i,o=0;o<r.length;o++)if(a.Plots.traceIs(r[o],\"box\")){i=!0;break}i&&(n(\"boxmode\"),n(\"boxgap\"),n(\"boxgroupgap\"))},l.calc=function(t,e){function r(t,e,r,n,i){var o;return r in e?d=n.makeCalcdata(e,r):(o=r+\"0\"in e?e[r+\"0\"]:\"name\"in 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o,l,u,c,h,f,d,p,g,v=a.Axes.getFromId(t,e.xaxis||\"x\"),m=a.Axes.getFromId(t,e.yaxis||\"y\"),y=e.orientation,b=[];\"h\"===y?(o=v,l=\"x\",h=m,f=\"y\"):(o=m,l=\"y\",h=v,f=\"x\"),u=o.makeCalcdata(e,l),a.Axes.expand(o,u,{padded:!0}),d=r(t,e,f,h,u);var x=a.Lib.distinctVals(d);return p=x.vals,g=x.minDiff/2,c=n(b,u,d,p,g),i(b,c),b=b.filter(function(t){return t.val&&t.val.length}),b.length?(b[0].t={boxnum:t.numboxes,dPos:g},t.numboxes++,b):[{t:{emptybox:!0}}]},l.setPositions=function(t,e){var r,n,i,o,s=t._fullLayout,l=e.x(),u=e.y(),c=[\"v\",\"h\"];for(n=0;n<c.length;++n){var 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e=s.c2p(t.pos+m,!0),r=s.c2p(t.pos+m-v,!0),n=s.c2p(t.pos+m+v,!0),i=l.c2p(t.mean,!0),a=l.c2p(t.mean-t.sd,!0),u=l.c2p(t.mean+t.sd,!0);\"h\"===p.orientation?o.select(this).attr(\"d\",\"M\"+i+\",\"+r+\"V\"+n+(\"sd\"!==p.boxmean?\"\":\"m0,0L\"+a+\",\"+e+\"L\"+i+\",\"+r+\"L\"+u+\",\"+e+\"Z\")):o.select(this).attr(\"d\",\"M\"+r+\",\"+i+\"H\"+n+(\"sd\"!==p.boxmean?\"\":\"m0,0L\"+e+\",\"+a+\"L\"+r+\",\"+i+\"L\"+e+\",\"+u+\"Z\"))})))})},l.style=function(t){var e=o.select(t).selectAll(\"g.trace.boxes\");e.style(\"opacity\",function(t){return t[0].trace.opacity}).each(function(t){var e=t[0].trace,r=e.line.width;o.select(this).selectAll(\"path.box\").style(\"stroke-width\",r+\"px\").call(a.Color.stroke,e.line.color).call(a.Color.fill,e.fillcolor),o.select(this).selectAll(\"path.mean\").style({\"stroke-width\":r,\"stroke-dasharray\":2*r+\"px,\"+r+\"px\"}).call(a.Color.stroke,e.line.color),o.select(this).selectAll(\"g.points path\").call(a.Drawing.pointStyle,e)})},l.hoverPoints=function(t,e,r,n){var 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n=t(\"../scattergeo/attributes\"),i=t(\"../../components/colorscale/attributes\"),a=t(\"../../plots/attributes\"),o=t(\"../../lib/extend\").extendFlat,s=n.marker.line;e.exports={locations:{valType:\"data_array\"},locationmode:n.locationmode,z:{valType:\"data_array\"},text:{valType:\"data_array\"},marker:{line:{color:s.color,width:s.width}},zauto:i.zauto,zmin:i.zmin,zmax:i.zmax,colorscale:i.colorscale,autocolorscale:i.autocolorscale,reversescale:i.reversescale,showscale:i.showscale,hoverinfo:o({},a.hoverinfo,{flags:[\"location\",\"z\",\"text\",\"name\"]}),_nestedModules:{colorbar:\"Colorbar\"}}},{\"../../components/colorscale/attributes\":286,\"../../lib/extend\":310,\"../../plots/attributes\":331,\"../scattergeo/attributes\":404}],382:[function(t,e,r){\"use strict\";var n=t(\"../../plotly\"),i=t(\"./\");e.exports=function(t,e,r,a){function o(r,a){return n.Lib.coerce(t,e,i.attributes,r,a)}var s,l,u;return 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o,s=t.framework,l=t.topojson,h=s.select(\"g.choroplethlayer\"),f=s.select(\"g.baselayer\"),d=s.select(\"g.baselayeroverchoropleth\"),p=u.baseLayersOverChoropleth;h.selectAll(\"*\").remove(),d.selectAll(\"*\").remove();var g=h.selectAll(\"g.trace.scatter\").data(e);g.enter().append(\"g\").attr(\"class\",\"trace choropleth\"),g.each(function(e){function r(e){if(t.showHover){var r=t.projection(e.properties.ct);s(e),i.Fx.loneHover({x:r[0],y:r[1],name:e.nameLabel,text:e.textLabel},{container:t.hoverContainer.node()})}}if(e.visible===!0){var o=c.calcGeoJSON(e,l),s=n(t,e);a.select(this).selectAll(\"path.choroplethlocation\").data(o).enter().append(\"path\").attr(\"class\",\"choroplethlocation\").on(\"mouseover\",r).on(\"mouseout\",function(){i.Fx.loneUnhover(t.hoverContainer)}).on(\"mousedown\",function(){i.Fx.loneUnhover(t.hoverContainer)}).on(\"mouseup\",r)}});for(var 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r=i.Axes.getFromId(t,e.xaxis||\"x\"),n=i.Axes.getFromId(t,e.yaxis||\"y\");i.Lib.markTime(\"in Scatter.calc\");var a=r.makeCalcdata(e,\"x\");i.Lib.markTime(\"finished convert x\");var l=n.makeCalcdata(e,\"y\");i.Lib.markTime(\"finished convert y\");var u,c,h,f=Math.min(a.length,l.length);r._minDtick=0,n._minDtick=0,a.length>f&&a.splice(f,a.length-f),l.length>f&&l.splice(f,l.length-f);var d={padded:!0},p={padded:!0};if(s.hasMarkers(e)){if(u=e.marker,c=u.size,Array.isArray(c)){var g={type:\"linear\"};i.Axes.setConvert(g),c=g.makeCalcdata(e.marker,\"size\"),c.length>f&&c.splice(f,c.length-f)}var v,m=1.6*(e.marker.sizeref||1);v=\"area\"===e.marker.sizemode?function(t){return Math.max(Math.sqrt((t||0)/m),3)}:function(t){return Math.max((t||0)/m,3)},d.ppad=p.ppad=Array.isArray(c)?c.map(v):v(c)}s.calcMarkerColorscales(e),!(\"tozerox\"===e.fill||\"tonextx\"===e.fill&&t.firstscatter)||a[0]===a[f-1]&&l[0]===l[f-1]?e.error_y.visible||-1===[\"tonexty\",\"tozeroy\"].indexOf(e.fill)&&(s.hasMarkers(e)||s.hasText(e))||(d.padded=!1,d.ppad=0):d.tozero=!0,!(\"tozeroy\"===e.fill||\"tonexty\"===e.fill&&t.firstscatter)||a[0]===a[f-1]&&l[0]===l[f-1]?-1!==[\"tonextx\",\"tozerox\"].indexOf(e.fill)&&(p.padded=!1):p.tozero=!0,i.Lib.markTime(\"ready for Axes.expand\"),i.Axes.expand(r,a,d),i.Lib.markTime(\"done expand x\"),i.Axes.expand(n,l,p),i.Lib.markTime(\"done expand y\");var y=new Array(f);for(h=0;f>h;h++)y[h]=o(a[h])&&o(l[h])?{x:a[h],y:l[h]}:{x:!1,y:!1};return void 0!==typeof c&&i.Lib.mergeArray(c,y,\"ms\"),t.firstscatter=!1,y},s.calcMarkerColorscales=function(t){if(s.hasMarkers(t)){var e=t.marker;i.Colorscale.hasColorscale(t,\"marker\")&&i.Colorscale.calc(t,e.color,\"marker\",\"c\"),i.Colorscale.hasColorscale(t,\"marker.line\")&&i.Colorscale.calc(t,e.line.color,\"marker.line\",\"c\")}},s.selectMarkers=function(t,e,r){var n=e.x(),i=e.y(),o=a.extent(n.range.map(n.l2c)),l=a.extent(i.range.map(i.l2c));r.forEach(function(t,e){var n=t[0].trace;if(s.hasMarkers(n)){var i=n.marker.maxdisplayed;if(0!==i){var a=t.filter(function(t){return t.x>=o[0]&&t.x<=o[1]&&t.y>=l[0]&&t.y<=l[1]}),u=Math.ceil(a.length/i),c=0;r.forEach(function(t,r){var n=t[0].trace;s.hasMarkers(n)&&n.marker.maxdisplayed>0&&e>r&&c++});var h=Math.round(c*u/3+Math.floor(c/3)*u/7.1);t.forEach(function(t){delete t.vis}),a.forEach(function(t,e){0===Math.round((e+h)%u)&&(t.vis=!0)})}}})},s.arraysToCalcdata=function(t){var e=t[0].trace,r=e.marker;if(i.Lib.mergeArray(e.text,t,\"tx\"),i.Lib.mergeArray(e.textposition,t,\"tp\"),e.textfont&&(i.Lib.mergeArray(e.textfont.size,t,\"ts\"),i.Lib.mergeArray(e.textfont.color,t,\"tc\"),i.Lib.mergeArray(e.textfont.family,t,\"tf\")),r&&r.line){var n=r.line;i.Lib.mergeArray(r.opacity,t,\"mo\"),i.Lib.mergeArray(r.symbol,t,\"mx\"),i.Lib.mergeArray(r.color,t,\"mc\"),i.Lib.mergeArray(n.color,t,\"mlc\"),i.Lib.mergeArray(n.width,t,\"mlw\")}},s.plot=function(t,e,r){function n(t){return t.filter(function(t){return t.vis})}s.selectMarkers(t,e,r);var o=e.x(),l=e.y(),u=e.plot.select(\".scatterlayer\").selectAll(\"g.trace.scatter\").data(r);u.enter().append(\"g\").attr(\"class\",\"trace scatter\").style(\"stroke-miterlimit\",2);var c,h,f,d=\"\";u.each(function(t){var e=t[0].trace,r=e.line;if(e.visible===!0&&(s.arraysToCalcdata(t),s.hasLines(e)||\"none\"!==e.fill)){var n,u,p,g,v=a.select(this),m=\"\",y=\"\";c=\"tozero\"===e.fill.substr(0,6)||\"to\"===e.fill.substr(0,2)&&!d?v.append(\"path\").classed(\"js-fill\",!0):null,f&&(h=f.datum(t)),f=v.append(\"path\").classed(\"js-fill\",!0),-1!==[\"hv\",\"vh\",\"hvh\",\"vhv\"].indexOf(r.shape)?(u=i.Drawing.steps(r.shape),p=i.Drawing.steps(r.shape.split(\"\").reverse().join(\"\"))):u=p=\"spline\"===r.shape?function(t){return i.Drawing.smoothopen(t,r.smoothing)}:function(t){return\"M\"+t.join(\"L\")},g=function(t){return\"L\"+p(t.reverse()).substr(1)};var b=s.linePoints(t,{xaxis:o,yaxis:l,connectGaps:e.connectgaps,baseTolerance:Math.max(r.width||1,3)/4,linear:\"linear\"===r.shape});if(b.length){for(var x=b[0][0],_=b[b.length-1],w=_[_.length-1],k=0;k<b.length;k++){var A=b[k];n=u(A),m+=m?\"L\"+n.substr(1):n,y=g(A)+y,s.hasLines(e)&&A.length>1&&v.append(\"path\").classed(\"js-line\",!0).attr(\"d\",n)}c?x&&w&&(\"y\"===e.fill.charAt(e.fill.length-1)?x[1]=w[1]=l.c2p(0,!0):x[0]=w[0]=o.c2p(0,!0),c.attr(\"d\",m+\"L\"+w+\"L\"+x+\"Z\")):\"tonext\"===e.fill.substr(0,6)&&m&&d&&h.attr(\"d\",m+d+\"Z\"),d=y}}}),u.selectAll(\"path:not([d])\").remove(),u.append(\"g\").attr(\"class\",\"points\").each(function(t){var e=t[0].trace,r=a.select(this),u=s.hasMarkers(e),c=s.hasText(e);!u&&!c||e.visible!==!0?r.remove():(u&&r.selectAll(\"path.point\").data(e.marker.maxdisplayed?n:i.Lib.identity).enter().append(\"path\").classed(\"point\",!0).call(i.Drawing.translatePoints,o,l),c&&r.selectAll(\"g\").data(e.marker.maxdisplayed?n:i.Lib.identity).enter().append(\"g\").append(\"text\").call(i.Drawing.translatePoints,o,l))})},s.linePoints=function(t,e){function r(e){var r=w.c2p(t[e].x),n=k.c2p(t[e].y);return r===E||n===E?!1:[r,n]}function n(t){var e=t[0]/w._length,r=t[1]/k._length;return(1+10*Math.max(0,-e,e-1,-r,r-1))*M}function a(t,e){var r=t[0]-e[0],n=t[1]-e[1];return Math.sqrt(r*r+n*n)}var o,s,l,u,c,h,f,d,p,g,v,m,y,b,x,_,w=e.xaxis,k=e.yaxis,A=e.connectGaps,M=e.baseTolerance,L=e.linear,T=[],E=i.Axes.BADNUM,C=.2,S=new Array(t.length),z=0;for(o=0;o<t.length;o++)if(s=r(o)){for(z=0,S[z++]=s,o++;o<t.length;o++){if(u=r(o),!u){if(A)continue;break}if(L){if(f=a(u,s),!(f<n(u)*C)){for(p=[(u[0]-s[0])/f,(u[1]-s[1])/f],c=s,v=f,m=b=x=0,d=!1,l=u,o++;o<t.length;o++){if(h=r(o),!h){if(A)continue;break}if(g=[h[0]-s[0],h[1]-s[1]],_=g[0]*p[1]-g[1]*p[0],b=Math.min(b,_),x=Math.max(x,_),x-b>n(h))break;l=h,y=g[0]*p[0]+g[1]*p[1],y>v?(v=y,u=h,d=!1):m>y&&(m=y,c=h,d=!0)}if(d?(S[z++]=u,l!==c&&(S[z++]=c)):(c!==s&&(S[z++]=c),l!==u&&(S[z++]=u)),S[z++]=l,o>=t.length||!h)break;S[z++]=h,s=h}}else S[z++]=u}T.push(S.slice(0,z))}return T},s.style=function(t){var e=a.select(t).selectAll(\"g.trace.scatter\");e.style(\"opacity\",function(t){return t[0].trace.opacity}),e.selectAll(\"g.points\").each(function(t){a.select(this).selectAll(\"path.point\").call(i.Drawing.pointStyle,t.trace||t[0].trace),a.select(this).selectAll(\"text\").call(i.Drawing.textPointStyle,t.trace||t[0].trace)}),e.selectAll(\"g.trace path.js-line\").call(i.Drawing.lineGroupStyle),e.selectAll(\"g.trace path.js-fill\").call(i.Drawing.fillGroupStyle)},s.getTraceColor=function(t,e){var r,n;if(\"lines\"===t.mode)return r=t.line.color,r&&i.Color.opacity(r)?r:t.fillcolor;if(\"none\"===t.mode)return t.fill?t.fillcolor:\"\";var a=e.mcc||(t.marker||{}).color,o=e.mlcc||((t.marker||{}).line||{}).color;return n=a&&i.Color.opacity(a)?a:o&&i.Color.opacity(o)&&(e.mlw||((t.marker||{}).line||{}).width)?o:\"\",n?i.Color.opacity(n)<.3?i.Color.addOpacity(n,.3):n:(r=(t.line||{}).color,r&&i.Color.opacity(r)&&s.hasLines(t)&&t.line.width?r:t.fillcolor)},s.hoverPoints=function(t,e,r,n){var a=t.cd,o=a[0].trace,l=t.xa,u=t.ya,c=function(t){var r=Math.max(3,t.mrc||0);return Math.max(Math.abs(l.c2p(t.x)-l.c2p(e))-r,1-3/r)},h=function(t){var e=Math.max(3,t.mrc||0);return Math.max(Math.abs(u.c2p(t.y)-u.c2p(r))-e,1-3/e)},f=function(t){var n=Math.max(3,t.mrc||0),i=Math.abs(l.c2p(t.x)-l.c2p(e)),a=Math.abs(u.c2p(t.y)-u.c2p(r));return Math.max(Math.sqrt(i*i+a*a)-n,1-3/n)},d=i.Fx.getDistanceFunction(n,c,h,f);if(i.Fx.getClosest(a,d,t),t.index!==!1){var p=a[t.index],g=l.c2p(p.x,!0),v=u.c2p(p.y,!0),m=p.mrc||1;return t.color=s.getTraceColor(o,p),t.x0=g-m,t.x1=g+m,t.xLabelVal=p.x,t.y0=v-m,t.y1=v+m,t.yLabelVal=p.y,p.tx?t.text=p.tx:o.text&&(t.text=o.text),i.ErrorBars.hoverInfo(p,o,t),[t]}}},{\"../../plotly\":330,\"./attributes\":397,d3:53,\"fast-isnumeric\":58}],399:[function(t,e,r){\"use strict\";function n(t){return{show:{valType:\"boolean\",dflt:!1},opacity:{valType:\"number\",min:0,max:1,dflt:1},scale:{valType:\"number\",min:0,max:10,dflt:2/3}}}var i=t(\"../scatter/attributes\"),a=t(\"../../constants/gl_markers.json\"),o=t(\"../../lib/extend\").extendFlat,s=i.line,l=i.marker,u=l.line;e.exports={x:{valType:\"data_array\"},y:{valType:\"data_array\"},z:{valType:\"data_array\"},text:o({},i.text,{}),mode:o({},i.mode,{dflt:\"lines+markers\"}),surfaceaxis:{valType:\"enumerated\",values:[-1,0,1,2],dflt:-1},surfacecolor:{valType:\"color\"},projection:{x:n(\"x\"),y:n(\"y\"),z:n(\"z\")},line:{color:s.color,width:s.width,dash:s.dash},marker:{color:l.color,symbol:{valType:\"enumerated\",values:Object.keys(a),dflt:\"circle\",arrayOk:!0},size:o({},l.size,{dflt:8}),sizeref:l.sizeref,sizemin:l.sizemin,sizemode:l.sizemode,opacity:l.opacity,colorscale:l.colorscale,cauto:l.cauto,cmax:l.cmax,cmin:l.cmin,autocolorscale:l.autocolorscale,reversescale:l.reversescale,showscale:l.showscale,line:{color:u.color,width:o({},u.width,{arrayOk:!1}),colorscale:u.colorscale,cauto:u.cauto,cmax:u.cmax,cmin:u.cmin,autocolorscale:u.autocolorscale,reversescale:u.reversescale}},textposition:o({},i.textposition,{dflt:\"top 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e,r,a,o,s,l=[n(t.x,t.error_x),n(t.y,t.error_y),n(t.z,t.error_z)],u=i(l);if(0===u)return null;for(e=new Array(u),r=0;u>r;++r){for(s=[[0,0,0],[0,0,0]],a=0;3>a;++a)if(l[a])for(o=0;2>o;++o)s[o][a]=l[a][r][o];e[r]=s}return e}e.exports=a},{}],401:[function(t,e,r){\"use strict\";function n(t,e){this.scene=t,this.uid=e,this.linePlot=null,this.scatterPlot=null,this.errorBars=null,this.textMarkers=null,this.delaunayMesh=null,this.color=null,this.mode=\"\",this.dataPoints=[],this.axesBounds=[[-(1/0),-(1/0),-(1/0)],[1/0,1/0,1/0]],this.textLabels=null,this.data=null}function i(t,e,r){var n,i=(r+1)%3,a=(r+2)%3,o=[],s=[];for(n=0;n<t.length;++n){var l=t[n];!isNaN(l[i])&&isFinite(l[i])&&!isNaN(l[a])&&isFinite(l[a])&&(o.push([l[i],l[a]]),s.push(n))}var u=y(o);for(n=0;n<u.length;++n)for(var c=u[n],h=0;h<c.length;++h)c[h]=s[c[h]];return{positions:t,cells:u,meshColor:e}}function a(t){var e,r,n=[0,0,0],i=[[0,0,0],[0,0,0],[0,0,0]],a=[0,0,0];for(e=0;3>e;++e)r=t[e],r&&r.copy_zstyle!==!1&&(r=t[2]),r&&(n[e]=r.width/100,i[e]=b(r.color),a=r.thickness);return{capSize:n,color:i,lineWidth:a}}function o(t){var e=[0,0];return Array.isArray(t)?[0,-1]:(t.indexOf(\"bottom\")>=0&&(e[1]+=1),t.indexOf(\"top\")>=0&&(e[1]-=1),t.indexOf(\"left\")>=0&&(e[0]-=1),t.indexOf(\"right\")>=0&&(e[0]+=1),e)}function s(t,e){return e(4*t)}function l(t){return w[t]}function u(t,e,r,n,i){var a=null;if(Array.isArray(t)){a=[];for(var o=0;e>o;o++)void 0===t[o]?a[o]=n:a[o]=r(t[o],i)}else a=r(t,d.Lib.identity);return a}function c(t,e){var r,n,i,c,h,f,p=[],g=t.fullSceneLayout,v=t.dataScale,m=t.dataCenter,y=g.xaxis,_=g.yaxis,w=g.zaxis,A=e.marker,M=e.line,L=a([e.error_x,e.error_y,e.error_z]),T=e.x||[],E=e.y||[],C=e.z||[],S=T.length;for(n=0;S>n;n++)i=y.d2l(T[n])*v[0]-m[0],c=_.d2l(E[n])*v[1]-m[1],h=w.d2l(C[n])*v[2]-m[2],p[n]=[i,c,h];if(Array.isArray(e.text))f=e.text;else if(void 0!==e.text)for(f=new Array(S),n=0;S>n;n++)f[n]=e.text;if(r={position:p,mode:e.mode,text:f},\"line\"in e&&(r.lineColor=b(M.color),r.lineWidth=M.width,r.lineDashes=M.dash),\"marker\"in e){var z=d.Scatter.getBubbleSizeFn(e);r.scatterColor=x(A,1,S),r.scatterSize=u(A.size,S,s,20,z),r.scatterMarker=u(A.symbol,S,l,\"\\u25cf\"),r.scatterLineWidth=A.line.width,r.scatterLineColor=x(A.line,1,S),r.scatterAngle=0}\"textposition\"in e&&(r.textOffset=o(e.textposition),r.textColor=x(e.textfont,1,S),r.textSize=u(e.textfont.size,S,d.Lib.identity,12),r.textFont=e.textfont.family,r.textAngle=0);var P=[\"x\",\"y\",\"z\"];for(r.project=[!1,!1,!1],r.projectScale=[1,1,1],r.projectOpacity=[1,1,1],n=0;3>n;++n){var j=e.projection[P[n]];(r.project[n]=j.show)&&(r.projectOpacity[n]=j.opacity,r.projectScale[n]=j.scale)}return r.errorBounds=k(e),r.errorColor=L.color,r.errorLineWidth=L.lineWidth,r.errorCapSize=L.capSize,r.delaunayAxis=e.surfaceaxis,r.delaunayColor=b(e.surfacecolor),r}function h(t){if(Array.isArray(t)){var e=t[0];return Array.isArray(e)&&(t=e),\"rgb(\"+t.slice(0,3).map(function(t){return Math.round(255*t)})+\")\"}return null}function f(t,e){var r=new n(t,e.uid);return r.update(e),r}var d=t(\"../../plotly\"),p=t(\"gl-line3d\"),g=t(\"gl-scatter3d\"),v=t(\"gl-error3d\"),m=t(\"gl-mesh3d\"),y=t(\"delaunay-triangulate\"),b=t(\"../../lib/str2rgbarray\"),x=t(\"../../lib/gl_format_color\"),_=t(\"../../constants/gl3d_dashes.json\"),w=t(\"../../constants/gl_markers.json\"),k=t(\"./calc_errors\"),A=n.prototype;A.handlePick=function(t){if(t.object&&(t.object===this.linePlot||t.object===this.delaunayMesh||t.object===this.textMarkers||t.object===this.scatterPlot)){t.object.highlight&&t.object.highlight(null),this.scatterPlot&&(t.object=this.scatterPlot,this.scatterPlot.highlight(t.data)),this.textLabels&&void 0!==this.textLabels[t.data.index]?t.textLabel=this.textLabels[t.data.index]:t.textLabel=\"\";var e=t.data.index;return t.traceCoordinate=[this.data.x[e],this.data.y[e],this.data.z[e]],!0}},A.update=function(t){var e,r,n,a,o=this.scene.glplot.gl,s=_.solid;this.data=t;var l=c(this.scene,t);\"mode\"in l&&(this.mode=l.mode),\"lineDashes\"in l&&l.lineDashes in _&&(s=_[l.lineDashes]),this.color=h(l.scatterColor)||h(l.lineColor),this.dataPoints=l.position,e={gl:o,position:l.position,color:l.lineColor,lineWidth:l.lineWidth||1,dashes:s[0],dashScale:s[1],opacity:t.opacity},-1!==this.mode.indexOf(\"lines\")?this.linePlot?this.linePlot.update(e):(this.linePlot=p(e),this.scene.glplot.add(this.linePlot)):this.linePlot&&(this.scene.glplot.remove(this.linePlot),this.linePlot.dispose(),this.linePlot=null);var u=t.opacity;if(t.marker&&\"number\"==typeof t.marker.opacity&&(u*=t.marker.opacity),r={gl:o,position:l.position,color:l.scatterColor,size:l.scatterSize,glyph:l.scatterMarker,opacity:u,orthographic:!0,lineWidth:l.scatterLineWidth,lineColor:l.scatterLineColor,project:l.project,projectScale:l.projectScale,projectOpacity:l.projectOpacity},-1!==this.mode.indexOf(\"markers\")?this.scatterPlot?this.scatterPlot.update(r):(this.scatterPlot=g(r),this.scatterPlot.highlightScale=1,this.scene.glplot.add(this.scatterPlot)):this.scatterPlot&&(this.scene.glplot.remove(this.scatterPlot),this.scatterPlot.dispose(),this.scatterPlot=null),a={gl:o,position:l.position,glyph:l.text,color:l.textColor,size:l.textSize,angle:l.textAngle,alignment:l.textOffset,font:l.textFont,orthographic:!0,lineWidth:0,project:!1,opacity:t.opacity},this.textLabels=l.text,-1!==this.mode.indexOf(\"text\")?this.textMarkers?this.textMarkers.update(a):(this.textMarkers=g(a),this.textMarkers.highlightScale=1,this.scene.glplot.add(this.textMarkers)):this.textMarkers&&(this.scene.glplot.remove(this.textMarkers),this.textMarkers.dispose(),this.textMarkers=null),n={gl:o,position:l.position,color:l.errorColor,error:l.errorBounds,lineWidth:l.errorLineWidth,capSize:l.errorCapSize,opacity:t.opacity},this.errorBars?l.errorBounds?this.errorBars.update(n):(this.scene.glplot.remove(this.errorBars),this.errorBars.dispose(),this.errorBars=null):l.errorBounds&&(this.errorBars=v(n),this.scene.glplot.add(this.errorBars)),l.delaunayAxis>=0){var f=i(l.position,l.delaunayColor,l.delaunayAxis);this.delaunayMesh?this.delaunayMesh.update(f):(f.gl=o,this.delaunayMesh=m(f),this.scene.glplot.add(this.delaunayMesh))}else this.delaunayMesh&&(this.scene.glplot.remove(this.delaunayMesh),this.delaunayMesh.dispose(),this.delaunayMesh=null)},A.dispose=function(){this.linePlot&&(this.scene.glplot.remove(this.linePlot),this.linePlot.dispose()),this.scatterPlot&&(this.scene.glplot.remove(this.scatterPlot),this.scatterPlot.dispose()),this.errorBars&&(this.scene.remove(this.errorBars),this.errorBars.dispose()),this.textMarkers&&(this.scene.glplot.remove(this.textMarkers),this.textMarkers.dispose()),this.delaunayMesh&&(this.scene.glplot.remove(this.textMarkers),this.delaunayMesh.dispose())},e.exports=f},{\"../../constants/gl3d_dashes.json\":302,\"../../constants/gl_markers.json\":303,\"../../lib/gl_format_color\":312,\"../../lib/str2rgbarray\":323,\"../../plotly\":330,\"./calc_errors\":400,\"delaunay-triangulate\":54,\"gl-error3d\":62,\"gl-line3d\":68,\"gl-mesh3d\":91,\"gl-scatter3d\":134}],402:[function(t,e,r){\"use strict\";function n(t,e,r){var n=0,i=r(\"x\"),a=r(\"y\"),o=r(\"z\");return i&&a&&o&&(n=Math.min(i.length,a.length,o.length),n<i.length&&(e.x=i.slice(0,n)),n<a.length&&(e.y=a.slice(0,n)),n<o.length&&(e.z=o.slice(0,n))),n}var i=t(\"../../plotly\"),a=t(\"./\");e.exports=function(t,e,r,o){function s(r,n){return i.Lib.coerce(t,e,a.attributes,r,n)}var l=i.Scatter,u=n(t,e,s);if(!u)return void(e.visible=!1);s(\"text\"),s(\"mode\"),l.hasLines(e)&&l.lineDefaults(t,e,r,s),l.hasMarkers(e)&&l.markerDefaults(t,e,r,o,s),l.hasText(e)&&l.textDefaults(t,e,o,s);var c=(e.line||{}).color,h=(e.marker||{}).color;s(\"surfaceaxis\")>=0&&s(\"surfacecolor\",c||h);for(var f=[\"x\",\"y\",\"z\"],d=0;3>d;++d){var p=\"projection.\"+f[d];s(p+\".show\")&&(s(p+\".opacity\"),s(p+\".scale\"))}i.ErrorBars.supplyDefaults(t,e,r,{axis:\"z\"}),i.ErrorBars.supplyDefaults(t,e,r,{axis:\"y\",inherit:\"z\"}),i.ErrorBars.supplyDefaults(t,e,r,{axis:\"x\",inherit:\"z\"})}},{\"../../plotly\":330,\"./\":403}],403:[function(t,e,r){\"use strict\";var n=t(\"../../plotly\"),i=e.exports={};n.Plots.register(i,\"scatter3d\",[\"gl3d\",\"symbols\",\"markerColorscale\",\"showLegend\"],{}),i.attributes=t(\"./attributes\"),i.markerSymbols=t(\"../../constants/gl_markers.json\"),i.supplyDefaults=t(\"./defaults\"),i.colorbar=n.Scatter.colorbar,i.calc=function(t,e){var r=[{x:!1,y:!1,trace:e,t:{}}];return n.Scatter.arraysToCalcdata(r),n.Scatter.calcMarkerColorscales(e),r}},{\"../../constants/gl_markers.json\":303,\"../../plotly\":330,\"./attributes\":399,\"./defaults\":402}],404:[function(t,e,r){var n=t(\"../scatter/attributes\"),i=t(\"../../plots/attributes\"),a=t(\"../../lib/extend\").extendFlat,o=n.marker,s=n.line,l=o.line;e.exports={lon:{valType:\"data_array\"},lat:{valType:\"data_array\"},locations:{valType:\"data_array\"},locationmode:{valType:\"enumerated\",values:[\"ISO-3\",\"USA-states\",\"country names\"],dflt:\"ISO-3\"},mode:a({},n.mode,{dflt:\"markers\"}),text:a({},n.text,{}),line:{color:s.color,width:s.width,dash:s.dash},marker:{symbol:o.symbol,opacity:o.opacity,size:o.size,sizeref:o.sizeref,sizemin:o.sizemin,sizemode:o.sizemode,color:o.color,colorscale:o.colorscale,cauto:o.cauto,cmax:o.cmax,cmin:o.cmin,autocolorscale:o.autocolorscale,reversescale:o.reversescale,showscale:o.showscale,line:{color:l.color,width:l.width,colorscale:l.colorscale,cauto:l.cauto,cmax:l.cmax,cmin:l.cmin,autocolorscale:l.autocolorscale,reversescale:l.reversescale}},textfont:n.textfont,textposition:n.textposition,hoverinfo:a({},i.hoverinfo,{flags:[\"lon\",\"lat\",\"location\",\"text\",\"name\"]}),_nestedModules:{\"marker.colorbar\":\"Colorbar\"}}},{\"../../lib/extend\":310,\"../../plots/attributes\":331,\"../scatter/attributes\":397}],405:[function(t,e,r){\"use strict\";function n(t,e,r){var n,i,a=0,o=r(\"locations\");return o?(r(\"locationmode\"),a=o.length):(n=r(\"lon\")||[],i=r(\"lat\")||[],a=Math.min(n.length,i.length),a<n.length&&(e.lon=n.slice(0,a)),a<i.length&&(e.lat=i.slice(0,a)),a)}var i=t(\"../../plotly\"),a=t(\"./\");e.exports=function(t,e,r,o){function s(r,n){return i.Lib.coerce(t,e,a.attributes,r,n)}var l=i.Scatter,u=n(t,e,s);return u?(s(\"text\"),s(\"mode\"),l.hasLines(e)&&l.lineDefaults(t,e,r,s),l.hasMarkers(e)&&l.markerDefaults(t,e,r,o,s),l.hasText(e)&&l.textDefaults(t,e,o,s),void s(\"hoverinfo\",1===o._dataLength?\"lon+lat+location+text\":void 0)):void(e.visible=!1)}},{\"../../plotly\":330,\"./\":406}],406:[function(t,e,r){\"use strict\";var n=t(\"../../plotly\"),i=e.exports={};n.Plots.register(i,\"scattergeo\",[\"geo\",\"symbols\",\"markerColorscale\",\"showLegend\"],{}),i.attributes=t(\"./attributes\"),i.supplyDefaults=t(\"./defaults\"),i.colorbar=n.Scatter.colorbar,i.calc=function(t,e){n.Scatter.calcMarkerColorscales(e)}},{\"../../plotly\":330,\"./attributes\":404,\"./defaults\":405}],407:[function(t,e,r){\"use strict\";function n(t,e,r){function n(t,n){c(t,e,n,r)}var i=t.marker;if(n(t.text,\"tx\"),n(t.textposition,\"tp\"),t.textfont&&(n(t.textfont.size,\"ts\"),n(t.textfont.color,\"tc\"),n(t.textfont.family,\"tf\")),i&&i.line){var a=i.line;n(i.opacity,\"mo\"),n(i.symbol,\"mx\"),n(i.color,\"mc\"),n(i.size,\"ms\"),n(a.color,\"mlc\"),n(a.width,\"mlw\")}}function i(t){for(var e=t.lon.length,r=new Array(e),n=0;e>n;n++)r[n]=[t.lon[n],t.lat[n]];return{type:\"LineString\",coordinates:r,trace:t}}function a(t,e){function r(e){var r=t.mockAxis;return o.Axes.tickText(r,r.c2l(e),\"hover\").text+\"\\xb0\"}var n=e.hoverinfo;if(\"none\"===n)return function(t){delete t.textLabel};var i=\"all\"===n?o.ScatterGeo.attributes.hoverinfo.flags:n.split(\"+\"),a=-1!==i.indexOf(\"location\")&&Array.isArray(e.locations),s=-1!==i.indexOf(\"lon\"),l=-1!==i.indexOf(\"lat\"),u=-1!==i.indexOf(\"text\");return function(t){var n=[];a?n.push(t.location):s&&l?n.push(\"(\"+r(t.lon)+\", \"+r(t.lat)+\")\"):s?n.push(\"lon: \"+r(t.lon)):l&&n.push(\"lat: \"+r(t.lat)),u&&n.push(t.tx||e.text),t.textLabel=n.join(\"<br>\")}}var o=t(\"../../plotly\"),s=t(\"d3\"),l=t(\"../../lib/topojson_utils\").getTopojsonFeatures,u=t(\"../../lib/geo_location_utils\").locationToFeature,c=t(\"../../lib/array_to_calc_item\"),h=e.exports={};h.calcGeoJSON=function(t,e){var r,i,a,o,s,c,h=[],f=Array.isArray(t.locations);f?(s=t.locations,r=s.length,i=l(t,e),a=function(t,e){var r=u(t.locationmode,s[e],i);return void 0!==r?r.properties.ct:void 0}):(r=t.lon.length,a=function(t,e){return[t.lon[e],t.lat[e]]});for(var d=0;r>d;d++)o=a(t,d),o&&(c={lon:o[0],lat:o[1],location:f?t.locations[d]:null},n(t,c,d),h.push(c));return h.length>0&&(h[0].trace=t),h},h.plot=function(t,e){var r=t.framework.select(\"g.scattergeolayer\"),n=o.Scatter,l=t.topojson;r.selectAll(\"*\").remove();var u=r.selectAll(\"g.trace.scatter\").data(e);u.enter().append(\"g\").attr(\"class\",\"trace scattergeo\"),u.each(function(t){n.hasLines(t)&&t.visible===!0&&s.select(this).append(\"path\").datum(i(t)).attr(\"class\",\"js-line\")}),u.append(\"g\").attr(\"class\",\"points\").each(function(e){function r(r){if(t.showHover){var n=t.projection([r.lon,r.lat]);d(r),o.Fx.loneHover({x:n[0],y:n[1],name:g?e.name:void 0,text:r.textLabel,color:r.mc||(e.marker||{}).color},{container:t.hoverContainer.node()})}}var i=s.select(this),u=n.hasMarkers(e),c=n.hasText(e);if(!u&&!c||e.visible!==!0)return void i.remove();var f=h.calcGeoJSON(e,l),d=a(t,e),p=e.hoverinfo,g=\"all\"===p||-1!==p.indexOf(\"name\");u&&i.selectAll(\"path.point\").data(f).enter().append(\"path\").attr(\"class\",\"point\").on(\"mouseover\",r).on(\"mouseout\",function(){o.Fx.loneUnhover(t.hoverContainer)}).on(\"mousedown\",function(){o.Fx.loneUnhover(t.hoverContainer)}).on(\"mouseup\",r),c&&i.selectAll(\"g\").data(f).enter().append(\"g\").append(\"text\")}),h.style(t)},h.style=function(t){var e=t.framework.selectAll(\"g.trace.scattergeo\");e.style(\"opacity\",function(t){return t.opacity}),e.selectAll(\"g.points\").each(function(t){s.select(this).selectAll(\"path.point\").call(o.Drawing.pointStyle,t),s.select(this).selectAll(\"text\").call(o.Drawing.textPointStyle,t)}),e.selectAll(\"path.js-line\").style(\"fill\",\"none\").each(function(t){var e=t.trace,r=e.line||{};s.select(this).call(o.Color.stroke,r.color).call(o.Drawing.dashLine,r.dash||\"\",r.width||0)})}},{\"../../lib/array_to_calc_item\":306,\"../../lib/geo_location_utils\":311,\"../../lib/topojson_utils\":325,\"../../plotly\":330,d3:53}],408:[function(t,e,r){var n=t(\"../scatter/attributes\"),i=t(\"../../constants/gl2d_dashes.json\"),a=t(\"../../constants/gl_markers.json\"),o=t(\"../../lib/extend\").extendFlat,s=n.line,l=n.marker,u=l.line;e.exports={x:n.x,x0:n.x0,dx:n.dx,y:n.y,y0:n.y0,dy:n.dy,text:o({},n.text,{}),mode:{valType:\"flaglist\",flags:[\"lines\",\"markers\"],extras:[\"none\"]},line:{color:s.color,width:s.width,dash:{valType:\"enumerated\",values:Object.keys(i),dflt:\"solid\"}},marker:{color:l.color,symbol:{valType:\"enumerated\",values:Object.keys(a),dflt:\"circle\",arrayOk:!0},size:l.size,sizeref:l.sizeref,sizemin:l.sizemin,sizemode:l.sizemode,opacity:l.opacity,colorscale:l.colorscale,cauto:l.cauto,cmax:l.cmax,cmin:l.cmin,autocolorscale:l.autocolorscale,reversescale:l.reversescale,showscale:l.showscale,line:{color:u.color,width:u.width,colorscale:u.colorscale,cauto:u.cauto,cmax:u.cmax,cmin:u.cmin,autocolorscale:u.autocolorscale,reversescale:u.reversescale}},fill:o({},n.fill,{values:[\"none\",\"tozeroy\",\"tozerox\"]}),fillcolor:n.fillcolor,_nestedModules:{error_x:\"ErrorBars\",error_y:\"ErrorBars\",\"marker.colorbar\":\"Colorbar\"}}},{\"../../constants/gl2d_dashes.json\":301,\"../../constants/gl_markers.json\":303,\"../../lib/extend\":310,\"../scatter/attributes\":397}],409:[function(t,e,r){\"use 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       "this.scatterOptions.colors=new Array(4*T),this.scatterOptions.borderColors=new Array(4*T);var O,I=h.Scatter.getBubbleSizeFn(t),D=t.marker,R=D.opacity,F=t.opacity,N=s(D,R,F,x),B=M(D.symbol,x),U=k(D.line.width,x),V=s(D.line,R,F,x);for(j=i(I,D.size,x),e=0;T>e;++e)for(O=_[e],this.scatterOptions.sizes[e]=4*j[O],this.scatterOptions.glyphs[e]=B[O],this.scatterOptions.borderWidths[e]=.5*U[O],r=0;4>r;++r)this.scatterOptions.colors[4*e+r]=N[4*O+r],this.scatterOptions.borderColors[4*e+r]=V[4*O+r];this.fancyScatter.update(this.scatterOptions)}else this.scatterOptions.positions=new Float32Array,this.scatterOptions.glyphs=[],this.fancyScatter.update(this.scatterOptions);this.scatterOptions.positions=new Float32Array,this.scatterOptions.glyphs=[],this.scatter.update(this.scatterOptions),this.expandAxesFancy(m,y,j)},w.updateLines=function(t,e){if(this.hasLines){this.lineOptions.positions=e;var r=m(t.line.color);this.hasMarkers&&(r[3]*=t.marker.opacity);for(var n=Math.round(.5*this.lineOptions.width),i=(x[t.line.dash]||[1]).slice(),a=0;a<i.length;++a)i[a]*=n;switch(t.fill){case\"tozeroy\":this.lineOptions.fill=[!1,!0,!1,!1];break;case\"tozerox\":this.lineOptions.fill=[!0,!1,!1,!1];break;default:this.lineOptions.fill=[!1,!1,!1,!1]}var o=m(t.fillcolor);this.lineOptions.color=r,this.lineOptions.width=2*t.line.width,this.lineOptions.dashes=i,this.lineOptions.fillColor=[o,o,o,o]}else this.lineOptions.positions=new Float32Array;this.line.update(this.lineOptions)},w.updateError=function(t,e,r,n){var i=this[\"error\"+t],a=e[\"error_\"+t.toLowerCase()],s=this[\"error\"+t+\"Options\"];\"x\"===t.toLowerCase()&&a.copy_ystyle&&(a=e.error_y),this[\"hasError\"+t]?(s.positions=r,s.errors=n,s.capSize=a.width,s.lineWidth=a.thickness/2,s.color=o(a.color,1,1)):s.positions=new Float32Array,i.update(s)},w.expandAxesFast=function(t,e){for(var r,n,i,a=e||10,o=0;2>o;o++)r=this.scene[_[o]],n=r._min,n||(n=[]),n.push({val:t[o],pad:a}),i=r._max,i||(i=[]),i.push({val:t[o+2],pad:a})},w.expandAxesFancy=function(t,e,r){var n=this.scene,i={padded:!0,ppad:r};h.Axes.expand(n.xaxis,t,i),h.Axes.expand(n.yaxis,e,i)},w.dispose=function(){this.line.dispose(),this.errorX.dispose(),this.errorY.dispose(),this.scatter.dispose(),this.fancyScatter.dispose()},e.exports=c},{\"../../constants/gl2d_dashes.json\":301,\"../../constants/gl_markers.json\":303,\"../../lib/gl_format_color\":312,\"../../lib/str2rgbarray\":323,\"../../plotly\":330,\"fast-isnumeric\":58,\"gl-error2d\":60,\"gl-line2d\":66,\"gl-scatter2d\":131,\"gl-scatter2d-fancy\":126}],410:[function(t,e,r){\"use strict\";var n=t(\"../../plotly\"),i=t(\"./\");e.exports=function(t,e,r,a){function o(r,a){return n.Lib.coerce(t,e,i.attributes,r,a)}var s=n.Scatter,l=s.handleXYDefaults(t,e,o);return l?(o(\"text\"),o(\"mode\",l<s.PTS_LINESONLY?\"lines+markers\":\"lines\"),s.hasLines(e)&&s.lineDefaults(t,e,r,o),s.hasMarkers(e)&&s.markerDefaults(t,e,r,a,o),o(\"fill\"),\"none\"!==e.fill&&s.fillColorDefaults(t,e,r,o),n.ErrorBars.supplyDefaults(t,e,r,{axis:\"y\"}),void n.ErrorBars.supplyDefaults(t,e,r,{axis:\"x\",inherit:\"y\"})):void(e.visible=!1)}},{\"../../plotly\":330,\"./\":411}],411:[function(t,e,r){\"use strict\";var n=t(\"../../plotly\"),i=e.exports={};n.Plots.register(i,\"scattergl\",[\"gl2d\",\"symbols\",\"errorBarsOK\",\"markerColorscale\",\"showLegend\"],{}),i.attributes=t(\"./attributes\"),i.supplyDefaults=t(\"./defaults\"),i.colorbar=n.Scatter.colorbar,i.calc=n.Scatter3D.calc},{\"../../plotly\":330,\"./attributes\":408,\"./defaults\":410}],412:[function(t,e,r){\"use strict\";function n(t){return{valType:\"boolean\",dflt:!1}}function i(t){return{show:{valType:\"boolean\",dflt:!1},project:{x:n(\"x\"),y:n(\"y\"),z:n(\"z\")},color:{valType:\"color\",dflt:\"#000\"},usecolormap:{valType:\"boolean\",dflt:!1},width:{valType:\"number\",min:1,max:16,dflt:2},highlight:{valType:\"boolean\",dflt:!1},highlightColor:{valType:\"color\",dflt:\"#000\"},highlightWidth:{valType:\"number\",min:1,max:16,dflt:2}}}var a=t(\"../../components/colorscale/attributes\"),o=t(\"../../lib/extend\").extendFlat;e.exports={z:{valType:\"data_array\"},x:{valType:\"data_array\"},y:{valType:\"data_array\"},text:{valType:\"data_array\"},zauto:a.zauto,zmin:a.zmin,zmax:a.zmax,colorscale:a.colorscale,autocolorscale:o({},a.autocolorscale,{dflt:!1}),reversescale:a.reversescale,showscale:a.showscale,contours:{x:i(\"x\"),y:i(\"y\"),z:i(\"z\")},hidesurface:{valType:\"boolean\",dflt:!1},lighting:{ambient:{valType:\"number\",min:0,max:1,dflt:.8},diffuse:{valType:\"number\",min:0,max:1,dflt:.8},specular:{valType:\"number\",min:0,max:2,dflt:.05},roughness:{valType:\"number\",min:0,max:1,dflt:.5},fresnel:{valType:\"number\",min:0,max:5,dflt:.2}},opacity:{valType:\"number\",min:0,max:1,dflt:1},_nestedModules:{colorbar:\"Colorbar\"}}},{\"../../components/colorscale/attributes\":286,\"../../lib/extend\":310}],413:[function(t,e,r){\"use strict\";function n(t,e,r){this.scene=t,this.uid=r,this.surface=e,this.data=null,this.showContour=[!1,!1,!1],this.dataScale=1}function i(t,e){return void 0===e&&(e=1),t.map(function(t){var r=t[0],n=d(t[1]),i=n.toRgb();return{index:r,rgb:[i.r,i.g,i.b,e]}})}function a(t){var e=t.shape,r=[e[0]+2,e[1]+2],n=u(new Float32Array(r[0]*r[1]),r);return f.assign(n.lo(1,1).hi(e[0],e[1]),t),f.assign(n.lo(1).hi(e[0],1),t.hi(e[0],1)),f.assign(n.lo(1,r[1]-1).hi(e[0],1),t.lo(0,e[1]-1).hi(e[0],1)),f.assign(n.lo(0,1).hi(1,e[1]),t.hi(1)),f.assign(n.lo(r[0]-1,1).hi(1,e[1]),t.lo(e[0]-1)),n.set(0,0,t.get(0,0)),n.set(0,r[1]-1,t.get(0,e[1]-1)),n.set(r[0]-1,0,t.get(e[0]-1,0)),n.set(r[0]-1,r[1]-1,t.get(e[0]-1,e[1]-1)),n}function o(t){var e=Math.max(t[0].shape[0],t[0].shape[1]);if(g>e){for(var r=g/e,n=[0|Math.floor(t[0].shape[0]*r+1),0|Math.floor(t[0].shape[1]*r+1)],i=n[0]*n[1],o=0;3>o;++o){var s=a(t[o]),l=u(new Float32Array(i),n);c(l,s,[r,0,0,0,r,0,0,0,1]),t[o]=l}return r}return 1}function s(t,e){var r=t.glplot.gl,i=l({gl:r}),a=new n(t,i,e.uid);return a.update(e),t.glplot.add(i),a}var l=t(\"gl-surface3d\"),u=t(\"ndarray\"),c=t(\"ndarray-homography\"),h=t(\"ndarray-fill\"),f=t(\"ndarray-ops\"),d=t(\"tinycolor2\"),p=t(\"../../lib/str2rgbarray\"),g=128,v=n.prototype;v.handlePick=function(t){if(t.object===this.surface){var e=[Math.min(0|Math.round(t.data.index[0]/this.dataScale-1),this.data.z[0].length-1),Math.min(0|Math.round(t.data.index[1]/this.dataScale-1),this.data.z.length-1)],r=[0,0,0];Array.isArray(this.data.x[0])?r[0]=this.data.x[e[1]][e[0]]:r[0]=this.data.x[e[0]],Array.isArray(this.data.y[0])?r[1]=this.data.y[e[1]][e[0]]:r[1]=this.data.y[e[1]],r[2]=this.data.z[e[1]][e[0]],t.traceCoordinate=r;var n=this.scene.fullSceneLayout;t.dataCoordinate=[n.xaxis.d2l(r[0])*this.scene.dataScale[0]-this.scene.dataCenter[0],n.yaxis.d2l(r[1])*this.scene.dataScale[1]-this.scene.dataCenter[1],n.zaxis.d2l(r[2])*this.scene.dataScale[2]-this.scene.dataCenter[2]];var i=this.data.text;return i&&i[e[1]]&&void 0!==i[e[1]][e[0]]?t.textLabel=i[e[1]][e[0]]:t.textLabel=\"\",t.data.dataCoordinate=t.dataCoordinate.slice(),this.surface.highlight(t.data),this.scene.glplot.spikes.position=t.dataCoordinate,!0}},v.setContourLevels=function(){for(var t=[[],[],[]],e=!1,r=0;3>r;++r)this.showContour[r]&&(e=!0,t[r]=this.scene.contourLevels[r]);e&&this.surface.update({levels:t})},v.update=function(t){var e,r=this.scene,n=r.fullSceneLayout,a=this.surface,s=t.opacity,l=i(t.colorscale,s),c=t.z,f=t.x,d=t.y,g=n.xaxis,v=n.yaxis,m=n.zaxis,y=r.dataScale,b=r.dataCenter,x=c[0].length,_=c.length,w=[u(new Float32Array(x*_),[x,_]),u(new Float32Array(x*_),[x,_]),u(new Float32Array(x*_),[x,_])],k=w[0],A=w[1],M=r.contourLevels;this.data=t,h(w[2],function(t,e){return m.d2l(c[e][t])*y[2]-b[2]}),Array.isArray(f[0])?h(k,function(t,e){return g.d2l(f[e][t])*y[0]-b[0]}):h(k,function(t){return g.d2l(f[t])*y[0]-b[0]}),Array.isArray(d[0])?h(A,function(t,e){return v.d2l(d[e][t])*y[1]-b[1]}):h(A,function(t,e){return v.d2l(d[e])*y[1]-b[1]}),this.dataScale=o(w);var L={colormap:l,levels:[[],[],[]],showContour:[!0,!0,!0],showSurface:!t.hidesurface,contourProject:[[!1,!1,!1],[!1,!1,!1],[!1,!1,!1]],contourWidth:[1,1,1],contourColor:[[1,1,1,1],[1,1,1,1],[1,1,1,1]],contourTint:[1,1,1],dynamicColor:[[1,1,1,1],[1,1,1,1],[1,1,1,1]],dynamicWidth:[1,1,1],dynamicTint:[1,1,1],opacity:1};\"opacity\"in t&&t.opacity<1&&(L.opacity=.25*t.opacity);var T=[!0,!0,!0],E=[!0,!0,!0],C=[\"x\",\"y\",\"z\"];for(e=0;3>e;++e){var S=t.contours[C[e]];T[e]=S.highlight,E[e]=S.show,L.showContour[e]=S.show||S.highlight,L.showContour[e]&&(L.contourProject[e]=[S.project.x,S.project.y,S.project.z],S.show?(this.showContour[e]=!0,L.levels[e]=M[e],a.highlightColor[e]=L.contourColor[e]=p(S.color),S.usecolormap?a.highlightTint[e]=L.contourTint[e]=0:a.highlightTint[e]=L.contourTint[e]=1,L.contourWidth[e]=S.width):this.showContour[e]=!1,S.highlight&&(L.dynamicColor[e]=p(S.highlightColor),L.dynamicWidth[e]=S.highlightWidth))}L.coords=w,a.update(L),a.highlightEnable=T,a.contourEnable=E,a.visible=t.visible,a.snapToData=!0,\"lighting\"in t&&(a.ambientLight=t.lighting.ambient,a.diffuseLight=t.lighting.diffuse,a.specularLight=t.lighting.specular,a.roughness=t.lighting.roughness,a.fresnel=t.lighting.fresnel),s&&1>s&&(a.supportsTransparency=!0)},v.dispose=function(){this.glplot.remove(this.surface),this.surface.dispose()},e.exports=s},{\"../../lib/str2rgbarray\":323,\"gl-surface3d\":161,ndarray:189,\"ndarray-fill\":178,\"ndarray-homography\":183,\"ndarray-ops\":184,tinycolor2:213}],414:[function(t,e,r){\"use strict\";var n=t(\"../../plotly\"),i=t(\"./\");e.exports=function(t,e,r,a){function o(r,a){return n.Lib.coerce(t,e,i.attributes,r,a)}var s,l,u=o(\"z\");if(!u)return void(e.visible=!1);var c=u[0].length,h=u.length;if(o(\"x\"),o(\"y\"),!Array.isArray(e.x))for(e.x=[],s=0;c>s;++s)e.x[s]=s;if(o(\"text\"),!Array.isArray(e.y))for(e.y=[],s=0;h>s;++s)e.y[s]=s;o(\"lighting.ambient\"),o(\"lighting.diffuse\"),o(\"lighting.specular\"),o(\"lighting.roughness\"),o(\"lighting.fresnel\"),o(\"hidesurface\"),o(\"opacity\"),o(\"colorscale\");var f=[\"x\",\"y\",\"z\"];for(s=0;3>s;++s){var d=\"contours.\"+f[s],p=o(d+\".show\"),g=o(d+\".highlight\");if(p||g)for(l=0;3>l;++l)o(d+\".project.\"+f[l]);p&&(o(d+\".color\"),o(d+\".width\"),o(d+\".usecolormap\")),g&&(o(d+\".highlightColor\"),o(d+\".highlightWidth\"))}n.Colorscale.handleDefaults(t,e,a,o,{prefix:\"\",cLetter:\"z\"})}},{\"../../plotly\":330,\"./\":415}],415:[function(t,e,r){\"use strict\";var n=t(\"../../plotly\"),i=e.exports={};n.Plots.register(i,\"surface\",[\"gl3d\",\"noOpacity\"],{}),i.attributes=t(\"./attributes\"),i.supplyDefaults=t(\"./defaults\"),i.colorbar=n.Colorbar.traceColorbar,i.calc=function(t,e){n.Colorscale.calc(e,e.z,\"\",\"z\")}},{\"../../plotly\":330,\"./attributes\":412,\"./defaults\":414}]},{},[305])(305)});Plotly.version='1.0.0';(function(f){if(typeof exports===\"object\"&&typeof module!==\"undefined\"){module.exports=f()}else if(typeof define===\"function\"&&define.amd){define([],f)}else{var g;if(typeof window!==\"undefined\"){g=window}else if(typeof global!==\"undefined\"){g=global}else if(typeof self!==\"undefined\"){g=self}else{g=this}g.PlotlyGeoAssets = f()}})(function(){var define,module,exports;return (function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require==\"function\"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error(\"Cannot find module '\"+o+\"'\");throw f.code=\"MODULE_NOT_FOUND\",f}var 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       "},{}],15:[function(require,module,exports){\n",
       "exports['world_110m'] = require('./dist/world_110m.json');\n",
       "exports['world_50m'] = require('./dist/world_50m.json');\n",
       "\n",
       "exports['africa_110m'] = require('./dist/africa_110m.json');\n",
       "exports['africa_50m'] = require('./dist/africa_50m.json');\n",
       "\n",
       "exports['asia_110m'] = require('./dist/asia_110m.json');\n",
       "exports['asia_50m'] = require('./dist/asia_50m.json');\n",
       "\n",
       "exports['europe_110m'] = require('./dist/europe_110m.json');\n",
       "exports['europe_50m'] = require('./dist/europe_50m.json');\n",
       "\n",
       "exports['north-america_110m'] = require('./dist/north-america_110m.json');\n",
       "exports['north-america_50m'] = require('./dist/north-america_50m.json');\n",
       "\n",
       "exports['south-america_110m'] = require('./dist/south-america_110m.json');\n",
       "exports['south-america_50m'] = require('./dist/south-america_50m.json');\n",
       "\n",
       "exports['usa_110m'] = require('./dist/usa_110m.json');\n",
       "exports['usa_50m'] = require('./dist/usa_50m.json');\n",
       "\n",
       "},{\"./dist/africa_110m.json\":1,\"./dist/africa_50m.json\":2,\"./dist/asia_110m.json\":3,\"./dist/asia_50m.json\":4,\"./dist/europe_110m.json\":5,\"./dist/europe_50m.json\":6,\"./dist/north-america_110m.json\":7,\"./dist/north-america_50m.json\":8,\"./dist/south-america_110m.json\":9,\"./dist/south-america_50m.json\":10,\"./dist/usa_110m.json\":11,\"./dist/usa_50m.json\":12,\"./dist/world_110m.json\":13,\"./dist/world_50m.json\":14}],16:[function(require,module,exports){\n",
       "var saneTopojson = require('sane-topojson');\n",
       "\n",
       "exports.topojson = saneTopojson;\n",
       "\n",
       "},{\"sane-topojson\":15}]},{},[16])(16)\n",
       "});PlotlyGeoAssets.version='1.0.0';\n",
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   "source": [
    "plotly.offline.init_notebook_mode() # run at the start of every notebook"
   ]
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   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script type=\"text/javascript\">window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";</script>"
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     "metadata": {},
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     "data": {
      "text/html": [
       "<div class=\"e7e4c9ec-da86-4854-9c87-2b37fb8a04d8 loading\" style=\"color: rgb(50,50,50);\">Drawing...</div><div id=\"e7e4c9ec-da86-4854-9c87-2b37fb8a04d8\" style=\"height: 525; width: 100%;\" class=\"plotly-graph-div\"></div><script type=\"text/javascript\">Plotly.plot(\"e7e4c9ec-da86-4854-9c87-2b37fb8a04d8\", [{\"y\": [4, 2, 5], \"x\": [1, 2, 3]}], {\"title\": \"hello world\"}, {\"linkText\": \"Export to plot.ly\", \"showLink\": true}).then(function() {\n",
       "    $(\".e7e4c9ec-da86-4854-9c87-2b37fb8a04d8.loading\").remove();\n",
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "plotly.offline.iplot({\n",
    "    \"data\": [{\n",
    "        \"x\": [1, 2, 3],\n",
    "        \"y\": [4, 2, 5]\n",
    "    }],\n",
    "    \"layout\": {\n",
    "        \"title\": \"hello world\"\n",
    "    }\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
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     "data": {
      "text/html": [
       "<script type=\"text/javascript\">window.PLOTLYENV=window.PLOTLYENV || {};window.PLOTLYENV.BASE_URL=\"https://plot.ly\";</script>"
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     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 20, 100)\n",
    "y = np.sin(x)\n",
    "plotly.offline.iplot({\n",
    "    \"data\": [{\n",
    "        \"x\": x,\n",
    "        \"y\": y\n",
    "    }]\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link href='http://fonts.googleapis.com/css?family=Fenix' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Alegreya+Sans:100,300,400,500,700,800,900,100italic,300italic,400italic,500italic,700italic,800italic,900italic' rel='stylesheet' type='text/css'>\n",
       "<link href='http://fonts.googleapis.com/css?family=Source+Code+Pro:300,400' rel='stylesheet' type='text/css'>\n",
       "<style>\n",
       "/* Based on Lorena Barba template available at: https://github.com/barbagroup/AeroPython/blob/master/styles/custom.css*/\n",
       "@font-face {\n",
       "font-family: \"Computer Modern\";\n",
       "src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n",
       "}\n",
       "div.cell{\n",
       "width:800px;\n",
       "margin-left:16% !important;\n",
       "margin-right:auto;\n",
       "}\n",
       "h1 {\n",
       "font-family: 'Alegreya Sans', sans-serif;\n",
       "}\n",
       "h2 {\n",
       "font-family: 'Fenix', serif;\n",
       "}\n",
       "h3{\n",
       "font-family: 'Fenix', serif;\n",
       "margin-top:12px;\n",
       "margin-bottom: 3px;\n",
       "}\n",
       "h4{\n",
       "font-family: 'Fenix', serif;\n",
       "}\n",
       "h5 {\n",
       "font-family: 'Alegreya Sans', sans-serif;\n",
       "}\t\n",
       "div.text_cell_render{\n",
       "font-family: 'Alegreya Sans',Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n",
       "line-height: 135%;\n",
       "font-size: 120%;\n",
       "width:600px;\n",
       "margin-left:auto;\n",
       "margin-right:auto;\n",
       "}\n",
       ".CodeMirror{\n",
       "font-family: \"Source Code Pro\";\n",
       "font-size: 90%;\n",
       "}\n",
       "/* .prompt{\n",
       "display: None;\n",
       "}*/\n",
       ".text_cell_render h1 {\n",
       "font-weight: 200;\n",
       "font-size: 50pt;\n",
       "line-height: 100%;\n",
       "color:#CD2305;\n",
       "margin-bottom: 0.5em;\n",
       "margin-top: 0.5em;\n",
       "display: block;\n",
       "}\t\n",
       ".text_cell_render h5 {\n",
       "font-weight: 300;\n",
       "font-size: 16pt;\n",
       "color: #CD2305;\n",
       "font-style: italic;\n",
       "margin-bottom: .5em;\n",
       "margin-top: 0.5em;\n",
       "display: block;\n",
       "}\n",
       ".warning{\n",
       "color: rgb( 240, 20, 20 )\n",
       "}\n",
       "</style>\n",
       "<script>\n",
       "MathJax.Hub.Config({\n",
       "TeX: {\n",
       "extensions: [\"AMSmath.js\"]\n",
       "},\n",
       "tex2jax: {\n",
       "inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n",
       "displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n",
       "},\n",
       "displayAlign: 'center', // Change this to 'center' to center equations.\n",
       "\"HTML-CSS\": {\n",
       "styles: {'.MathJax_Display': {\"margin\": 4}}\n",
       "}\n",
       "});\n",
       "</script>\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.core.display import HTML\n",
    "def css_styling():\n",
    "    styles = open('./styles/custom_barba.css', 'r').read()\n",
    "    return HTML(styles)\n",
    "css_styling()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
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  "language_info": {
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    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}