This file is indexed.

/usr/share/doc/python-ipywidgets-doc/html/_sources/examples/Widget Layout.txt is in python-ipywidgets-doc 5.2.2-3.

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The actual contents of the file can be viewed below.

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from ipywidgets import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**1.** `VBox(HBox)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
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 class=\"jupyter-widget\">\n",
       "<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"layout\":\"IPY_MODEL_588c06b6afb74ba78b706ae54cb6e93b\",\"_options_labels\":[\"foo\",\"bar\"],\"description\":\"Choice\",\"value\":\"foo\"},{},{\"layout\":\"IPY_MODEL_90d34601ceac4f6ea0255244d385e1cf\",\"description\":\"Color\"},{},{\"layout\":\"IPY_MODEL_baecda339a9b4b089811e12661f9b50c\"},{},{\"layout\":\"IPY_MODEL_3617cf3e4e5043d0a61eb2aed6a3140d\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_af602d674e4e40ddb0c2a77ff418cb8b\",\"IPY_MODEL_a5ced8ec30da4c43839bf9118e210011\"],\"layout\":\"IPY_MODEL_7e1710da1b3043328b87e660cf25e423\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_0ee542b69d7b462babb297d44e420246\",\"IPY_MODEL_67b90733be2f4d1396820c754ad1b707\",\"IPY_MODEL_a387309ed6ab41779b84446e2b1623ae\"],\"layout\":\"IPY_MODEL_1499e733bcf640149d1c75abc9e57475\"},{},{\"layout\":\"IPY_MODEL_effe8f5cea92440093b97b77cf218e2c\",\"value\":\"Lorem ipsum dolor sit amet, consectetur adipiscing elit,sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_f1e762570c834c01951e292a5ae2da32\",\"IPY_MODEL_ce0ca61546354a2393c0da2c7a33c05f\"],\"layout\":\"IPY_MODEL_8827aa62afc64077845221f83f49fd74\"},{},{\"layout\":\"IPY_MODEL_e8e060609b40428b830ee019de689bb9\"},{},{\"layout\":\"IPY_MODEL_dd59fe5ed0fc4dea94d62f79f270d040\",\"description\":\"Check box\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_52cd24c8582244ac962b2b838d060c90\",\"IPY_MODEL_336833270fdc46449d71620b8d5a3a47\"],\"layout\":\"IPY_MODEL_35b289850f884689a5ffcc09be56434f\"},{},{\"layout\":\"IPY_MODEL_00dd8fd8ebe34fc4b8c9491e5611f19a\"},{},{\"layout\":\"IPY_MODEL_ce62e79cf6764ec9a8665f6cec9294aa\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"background_color\":\"#EEE\",\"children\":[\"IPY_MODEL_d51f39b9eaac453baa6b0e617b3df063\",\"IPY_MODEL_ffb63612a7df405ca0dbd04a3cfe1727\",\"IPY_MODEL_0fb8f1954afb498b834ca448fb21a7f1\",\"IPY_MODEL_9b549b3c070945e9ab53fe7fece2144e\"],\"layout\":\"IPY_MODEL_8fa00cde26ac4b5db9cf77641ef61d1b\"}]</script>"
      ]
     },
     "metadata": {
      "isWidgetSnapshot": true
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "VBox([HBox([VBox([Dropdown(description='Choice', options=['foo', 'bar']), \n",
    "                  ColorPicker(description='Color'), \n",
    "                  HBox([Button(), Button()])]), \n",
    "            Textarea(value=\"Lorem ipsum dolor sit amet, consectetur adipiscing elit,\"\n",
    "\"sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. \"\n",
    "\"Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris \"\n",
    "\"nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in \"\n",
    "\"reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla \"\n",
    "\"pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa \"\n",
    "\"qui officia deserunt mollit anim id est laborum.\")]),\n",
    "      HBox([Text(), Checkbox(description='Check box')]), \n",
    "      IntSlider(), \n",
    "      Controller()], background_color='#EEE')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**2.** `HBox(VBox)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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",
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 class=\"jupyter-widget\">\n",
       "<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"layout\":\"IPY_MODEL_11ad06dcd883492192cfc231805339f0\",\"description\":\"Press\"},{},{\"layout\":\"IPY_MODEL_b9ebdd20fee44149b5043ad3bec5c9c7\",\"_options_labels\":[\"a\",\"b\"],\"value\":\"a\"},{},{\"layout\":\"IPY_MODEL_06f4f340a0424cdcac589ebc9c0e3661\",\"description\":\"Button\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_9000c9dbb2a14529ab376b8610d43fea\",\"IPY_MODEL_8ca429b0965947299e16abed3e78aaec\",\"IPY_MODEL_aeb6e4643a7d45ab9bb81c66bddc4a07\"],\"layout\":\"IPY_MODEL_5025c49ad10b437bbd041482b47a022d\"},{},{\"layout\":\"IPY_MODEL_1be98a7b171a47949518682bf56514c5\"},{},{\"layout\":\"IPY_MODEL_c227d34314fd448896b56a0b73359b9d\"},{},{\"layout\":\"IPY_MODEL_db34087c17d64f5fb987bd2865f768d8\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_44f4d8923f6f47fb9e859a7eb9ababc8\",\"IPY_MODEL_a109e27ed4974850b8a9bbab13f36f3e\",\"IPY_MODEL_36f0cb08687343a887012a59410b2680\"],\"layout\":\"IPY_MODEL_e522f688445d45e7b711c626970ad051\"},{},{\"layout\":\"IPY_MODEL_786d9729e72c495ba3e4d116dca0bd16\"},{},{\"layout\":\"IPY_MODEL_c256e04b9c464af4a80e751b038948a7\"},{},{\"layout\":\"IPY_MODEL_a58138839bf34d1fa14301a4bc092fce\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_ce0ac197431246448ca0e187c0d610b1\",\"IPY_MODEL_1cd3b11427e942d7ac9cbd423b3c0741\",\"IPY_MODEL_62d4780add2646df88e6423a05c4c347\"],\"layout\":\"IPY_MODEL_829c6081765c42919e5696126bbf4cc3\"},{\"display\":\"flex\"},{\"background_color\":\"#EEE\",\"children\":[\"IPY_MODEL_6de52e58f4194f4e96a75aa6c485633f\",\"IPY_MODEL_ea2723b4031144198a9db5568147a07d\",\"IPY_MODEL_ff77d13e59f441b78528fe3570892f4e\"],\"layout\":\"IPY_MODEL_9971fdcdd70e42c0b8b7d4e9521bb7d9\"}]</script>"
      ]
     },
     "metadata": {
      "isWidgetSnapshot": true
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "HBox([VBox([Button(description='Press'), Dropdown(options=['a', 'b']), Button(description='Button')]), \n",
    "      VBox([Button(), Checkbox(), IntText()]), \n",
    "      VBox([Button(), IntSlider(), Button()])], background_color='#EEE')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**3.** `VBox(HBox)` width sliders, range sliders and progress bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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xm8R+lFXel+W5iu/PiW0t9oqYDaGtRfxV7FtiCO0SBDgJRSC0kxDlErfRlhCSf1bNueeea0499VTT2NjoiI0dd9zRtLa2lrhFFBclArb6V5Ta5FaXRx991Hz3u981v//9752k/f39ZtasWc658K1v6Zgg/6F/Vi1btszsvvvuTqLFixebyZMnmw9/+MNuxSbyc4R28sKO0E5ezOPc4hxCO/WZz3zGU5P/8Ic/GBHaUdlM7YdS6Z3EPp2j8rpcXJd460z3P8RsCe3nxdeZYghtTz2GRG4EENpuhPjcNwFbQuiFF14wc+fONT/5yU+cOjz55JOO0Pj2t/USGo6kErDVvyqJ3+OPP24uvPDCQaGtdb/qqqucme0bb7wxb1N6e3vNGWecYaZPn2722msv8/rrrzsC/ZZbbkFo56GG0K6kM8NOXRHadjjiJRoEYiK0VTj/S+wKsUtykNWl42+LZYT2f8pzHSw2iumMd3s6z9fksUnsi2JPi52Tfl+v6T5cTMvZXuzQdHnZQvuudNpr5fGRaESXWlQaAYR2pUWsAuprSwg98MADRgXGFVfo96wxf/nLXxxxccMNN1QABaoYFgFb/Sus+oXhd7jQfuedd8xRRx1l9t57b3PooYc658SSJUvMrbfeapYvX25OO+00c/nll5uamhpzySWXmIkTJ5rPf/7zZt26dc4fVcccc4yZNm2a2WqrrcyCBQvMJpts4oh2nfXeY489jM6g659cp59+ulm0aJF55ZVXzLx588w222wTRvMi5ROhHalwlKQyCO2SYKaQEhGIidBW8btUbKbYbQXQZYS2prtD7KdiA2JHi6n43kPsMjEV5qvEvi72sNjvxPS+fr1ifxK7T+wisYzQflWeHySmM+ccEAhMAKEdGB0Z8xGwJYTuvPNOo7PamRnsv/71r+b88883d9xxh5ENPQhAQgnY6l+VhE+F9tlnn22OO+44Ryzff//9ZvPNNzfXXHONGTt2rCOyVQir0NZj5syZjkhua2tzHlWQ64y2HiqwVTzr0nGdJd9zzz3NzjvvbN566y0zY8YMc9NNN5kJEyY4782ZM8dJ/73vfc/o9X3HHntsJWELVFeEdiBsFZ0JoV3R4aPywwjERGjvIM16RkyF8Z0Fgjx86fjJknYfsb3FdCZajxXpRxXWvxBLiekO4yrO9dBN0HrEusVUaN8iNk7s+HRa+hgEAhNAaAdGR8Z8BGwJoQcffNA89dRT5uKLL3aK0utMdeD/s5/9DPgJJmCrf1USwuEz2t3d3c612e+//75zPrS3t/sW2jqLrSJa/9DaemvdT8aYE0880dkH4eijjx4iyOfPn296enoc0R73A6Ed9whv2D6EdvJiHucWx0Rof0hi9I6YzihfXiBew4X2CZL2q2K6VPx+sQViPx+W/zx53SKmM9bDDxXaL4tNEpsspsvTOSAQmABCOzA6MuYjYEsIPf/88+bqq6821113nVPUI4884iwlv+ACvaMDR1IJ2OpflcQv1zXaDz/8sDnrrLPM3Xff7cxG61JvPzPaKrR32WUX5/zaYQedPJARzezZ5lOf+pQ54ogjENpZHWTq7Id0BoQjpgQQ2jENbEKbFROhrdFTgfxxsTax4d/BU+S9Z8W2EMveDE2F9oFiXxC7XkxvWaPXaWcO3VhNr8/+vpiK9HXpD3aRxyfFVGifJXaKmIrsgxPajWi2JQIIbUsgcfNvAjaF0JlnnmnUdNmqzqpNmTLF7LSTbkLJkVQCNvtXpTAcvuu41vvaa681v/jFL4zuZbBy5Upntlmf6y7jeg227tivQlpnvvX67M9+9rOmvr7efO5zn3Muv9Al55dddpnznqbVQ2eydZn4lltuidDO6hwI7Uo5U4LVE6EdjBu5okkgRkJ7vBD+o9jNYjqz3ZcmrrPR+pkuA/+Y2N/FMruOq9DWmWq9NltvtbFY7Op0Wl1OrtdXvSb2ktivxeaITRNbLvaQ2Atiuuu4Lltfln6utxfjgEAgAgjtQNjIVIiATSH06quvOtej6sBfj3333Rf4CSdgs39VAkq9j7b+yaT30T7ooIOce8qvWrXKMb313aRJk8zAwIAjqP/5z3+aAw880NmdvKWlxZmZ1kswFi5c6NxzWzc70xUher9UveZ70003NRdddJFz+zyd4f7EJz7hCPGnn37aSa9pVKDrhmq6dPzSSy81m222WSVgC1xHlo4HRlexGRHaFRs6Kp6DwHChLSudOpqbm6fon6qFjq6uLt1M88+yx4cK2agc46Qiuut4s5iKYN2k7HExFdk1YueLfUdMr83WW3LNFdtZTHce103OThJTka56R/9R1uuv9dAZb72Gu0FMZ7d/ILafmM6iaxrNo7f00HSnid0stj6dlwcIeCaA0PaMioReCSRNCHnlQjo7BOhfdjjiJTcBhHbyegZCO3kxj3OLhwvt22+/fYasYPqpbID56ujRo3XTrw2OtWvXjnnjjTe2lD9UvyF3slgUZz60DQKlJIDQLiXthJSFEEpIoMvUTPpXmcAnpFiEdkICndVMhHbyYh7nFg8X2tpWuY3jblVVVbPExuVqeyqVWil28+GHH/5InNnQNgiUmgBCu9TEE1AeQigBQS5jE+lfZYSfgKIR2gkI8rAmIrSTF/M4tziX0I5ze2kbBKJMAKEd5ehUaN0QQhUauAqpNv2rQgJVodVEaFdo4IqoNkK7CHhkjRwBhHbkQkKFEkwAoZ3g4IfVdIRQWGTxqwToX/SDMAnk6l9a3hHXPvl6mOXiu3wEfjyrRXcY5oBAxRMQka07a3NAAAIRIYDQjkgg4lQNhFCcohm9ttC/oheTONUon9COUxtpCwQgAAEIQAAC4RNAaIfPOHElIIQSF/KSNpj+VVLciSsMoZ24kNNgCEAAAhCAQCgEENqhYE22U4RQsuMfduvpX2ETTrZ/hHay40/rIQABCEAAArYIILRtkcTPIAGEEJ0hTAL0rzDp4huhTR+AAAQgAAEIQMAGAYS2DYr4GEIAIUSHCJMA/StMuvhGaNMHIAABCEAAAhCwQWBQaK9YsSJVX19vxowZY8MvPhJKoKenx3R1dZmmpqbBvqUo6F8J7RCWm03/sgwUd0MI5OtfYIIABCAAAQhAAAJ+CQyKofb29nF1dXVP9Pb2orT9UiT9IIHa2tqe7u7uaa2trSuzsdC/6CQ2CNC/bFDERz4C+foXxCAAAQhAAAIQgIBfAkNmHf1mJj0EIAABCEAAAhCAAAQgAAEIQAACQwkgtOkREIAABCAAAQhAAAIQgAAEIAABiwQQ2hZh4goCEIAABCAAAQhAAAIQgAAEIIDQpg9AAAIQgAAEIAABCEAAAhCAAAQsEhgitGXDqpZUKlVv0T+uEkagqqqqSzZC60hYs2kuBCAQcwL8PsY8wDQPAiETkPFRs4yxl4dVDOOvsMjiFwLBCQwK7c7OztTq1atNTU1NcG/kTDyBvr4+09DQYBobG1ktkfjeAAAIxIMAv4/xiCOtgEA5Cej4KMwxNuOvckaXsiGQm8CgGFqyZEmqpaXFVFdXwwoCgQn09/ebjo4O09bWhtAOTJGMEIBAlAjw+xilaFAXCFQmgWeeecZMnTo1tMoz/goNLY4hEJjAEKEd5hdA4BqSseII6I8JQrviwkaFIQCBPARUaPP7SPeAAASKIRC20Na6Mf4qJkLkhYB9Aght+0wT75EvevtdYOnSpYeNGDHiVrm+q6BzSWPGjh27yfjx49+xXws8QiCZBBDayYw7rYaATQIIbZs08QWByiCA0K6MOFVULRHadsP13HPPjRsYGHhZL+uQzU4KOtelYyrGm5ubWbpvNwx4SzABhHaCg0/TIWCJAELbEkjcQKCCCCC0KyhYlVJVhLbdSC1btmy3kSNHPuwmsrVUEeSOIbTtxgBvySaA0E52/Gk9BGwQQGjboIgPCFQWAYR2ZcWrImqL0LYbJoS2XZ54g4BfAghtv8RIDwEIDCeA0KZPQCB5BBDayYt56C1GaNtFjNC2yxNvEPBLAKHtlxjpIQABhDZ9AAIQQGjTB6wTQGjbRYrQtssTbxDwSwCh7ZcY6SEAAYQ2fQACEEBo0wesE4ix0G4UWLPF6sRmWQeXxyFCu1SkKQcCuQkgtOkZEIBAsQRYOl4sQfJDoPIIILQrL2aRr3EEhPYIgXSw2NVi/xL7XRraVvK4k5g+Bjk+Ipl+IDZa7OtBHATJg9AOQo08MSIwRtpypViXWIPYWWLvlrJ9CO1S0qYsCMSTAEJ7w7jKDUub5N3z9TtdBMkpmkLeWywPV8vrRdk55P1N09//n5TPvhLPXkKr4kYAoR23iEagPREQ2hkKD8qTTrFjsrCcI88vLwKTzmhPFkNoFwGRrBDwQeAGSfsHsZ+KHSj2VbFDfOQvOilCu2iEsXDwxhtvmPvuu8+sWrXKvPnmm+bKK680o0aNikXbaET4BKIktEW01okA6B7e6uz35flU+fwisX3EzhW7SfLo5IW1Q8oYm/5u7xLfJ6hjeW9/eVgir1/NLkje1z9azxObIp99wVolcASBEAkgtEOEm1TXERLaD0gMXhPLFto6O9ZTRGxUqLeIIbSLgEhWCHgk8FFJp4MtfXxD7ENib4t9XGylRx9FJ0NoF40wFg7OPfdcc9hhh5lJkyaZRYsWmX322cfIrRdj0TYaET6BqAhtEaz7SWt/Lnar2HEiBAbkPV0JeL3YTLGvyXu/VCLy/tfk4Q6xanlPXto/xKmuWNooI7QLlSBpj0vXD6FtPxR4DIEAQjsEqEl3GWGhrYJbZ8f00L5/tpgK70liL4v9l9iAy2cZof2KpDtR7Amxw8XeEtte7FtiL4p9WezY9POT5fE0sZPEbknn0x85TwdLxz1hIlE8CejM9Y3p8zTTwn/KEz0Pf1aqJiO0S0U62uXMmDHDzJkzx2y77bbRrii1iySBKAhtnbEWOG+KZZZi3CTPVbyqyD4qDW6dPH5YZ7wlva4iukOe14QFVcqYI751ht2Z0S50SFodx32dGW03UnweFQII7ahEIkb1iJjQ1pmvR8U21x8Osc+mUavw1WVI3xHTf3LbxW4T+75Yoc90gK//+OoPgs6M3y32sNjRYno9kdrNYvPF3hc7Q2xnscfF9LrxfrGlYiu8hjyI0F63bt1uXv2TDgJeCVRVVXW1trZ2eE1vIZ1ej3262JZZvvTcUfF9mQX/nlwgtD1hinWiBQsWmBtvvNHsv//+ZocddjC77rqr0fd0RluXktfV1ZnjjjvOjBgxwrz00kvmoYceMg0NDUZ/D0844QTEeax7h7fGeRHaL7zwgunu3mBFt1OA9rFPfvKTBQvzMv4SsaoTDt/IcvQ3ea5jpczxUxEHzkrAbKEtz1Wc69hHxzW6vFv96HezTiw8L3aNmI6FjpD8CyT9NvJcx0iaXn83fij2nNheYvMljTPhkC205fne8paOs66Tz+9Mf65L17UM3adjd7E1CO2saPE00gQQ2pEOT2VWzssXfYlaNnzp+KlSrm6QpocO1nXjjV+lX+tgXj+f4PLZ8KXjR0p63SBtM7EdxHRmXDfs+JHYP8R0VvtjYn8XqxVb77ftQYR2dXW132JIDwFXAn19fY54aGxsHPztcM1UXIIzJbuuHMkeBOpqEh3Q6SxISQ6EdkkwR76Q6dOnm3nz5jmi+f777zcrV640p5zi7N9kZs6c6YjwAw44wBx88MHm5ptvdoTRY489Zq644gpz7733cj135CMcbgW9Cu3jjz9+A7GtfWn+/Pm2hLZOLqhIzsxgZzdcZ7iP0eXk+uYwoa359NK5Z9J5dXLix2IjJf2RklY3itVLfQ6W17+T1zrmOU+ef0ee6xirRZ7Pkue6Uum/5HlruozBGe30NdvPyvuz5fM70mJdJzDa5HW/vNZJjI8jtMPtq3i3RwChbY8lntIEIiy09Z9X/RHQH4s+Mf1H9v50tfeVx3vE9Ici32f6ozFcaLfJe7pRk16opzPmOgP3tNiOYiq+9UbU8P8AAAj1SURBVF9h3eVcRbemUd++jiBCe+LEib7KIDEEvBDo7+83HR0dpq1NxzwlOXRApqJaz63MsVqe6OUYt5ekBlIIQrtUpKNdTrbQPumkk8wXv/hF85WvfLD58Q033GDa29vNsccea8455xzzq1998B/uwMCA2XnnnR2RNGXKlGg3kNqFSsCL0NYK6Kx2ttj2KrI1r9fxlwhWXQqus9DZf2LqzPan5Mt9cJwyfOm4vM5MHKi47pPXOsP9FXmus9QqzOfp97W8ninPdePKl+R5uzzX8dd/iOlmarqxmubRHceHzGinX/9RHuemhbZev10lz/WyPE3L0vFQeynObRNAaNsmij/PX/QlQJVrM7RMsTrDrAN4nY3WQzcHuVRMr9cu9Nlwoa0bcugPi+Z7TOx7Yr8Vu1hMN3BCaJcg0BRROgJeB3KWaqTnkJ6PW4jpPgh6uYdeX6iDvSE70loqL6cbhHaYdCvHd7bQ1uXgU6dOdYS1Hvfcc48zez1r1ixz4oknmieeeMLU1HxwWetee+1lrrrqKtPc3Fw5jaWm1gl4FdpacEZs63MvM9mZynr5fhaxGmhGW8uQvIMTB2mhPUT4yuc6FvpfsUaxMyTNBel8ejLoCiVd/q37bMyRz5zNDrKXjqdf62TFvLTQ1vHUUzornv4MoW29Z+IwTAII7TDpJtS3ly/6EqHRKQX9Qs+1PEpv06WzZbp0Sf+9vURMB+7XiRX6TIW2XnOtwlyP/xZ7VEx373xP7Hixh8R0SZXujqy3olD/OqOts+W6yYivIzOj/e677rcO1usD9ZrBCRN0BTwHBOwS6OnpMV1dXaapqalUM9ragIVi94npzre6A+4MsUPttqywN4R2KWlHtywV2nPnztX+b+666y5z9913m9tuu80R1Pr+dtttZ3bffXdn+fhpp51m9txzT+d80Wu3Fy5c6Fy/zZFcAn6EtlJSsa2H23XZ2US9jL+CXqOt5bgJ7XQaXeX3O7FO+aHQpeWa77vyoDuXnyfPdYLiJx6Ftq407Je0+t3PjHZyT5+KbTlCu2JDF92Ke/miD7n2OprRnTJVNOuGZN8U0y/r7EMvYr5KTJdN6UZomk7vry2/AabQZ6pg9XoivdZar/PWX8IFacf6Q6Ibqd0rpv/oqsjWH4c9xPSzC9Nl+BLbGaH93nuq4wsfOpDTQZ+YLq/lgIBVArW1tT2yUc802RBtpVXHhZ1tIh/r8sGXxHSWRO8OkHu3oJAqhdAOCWwFuV28eLGZPXu2c3uvgw46yGy22WaOuH7ttdfM9ttv74hovU5bj+XLlzvXcuuMd29vr9lvv/3MuHHjKqi1VDUMAn6FdpA6uI2/ZIDjd9dxvZXp7SIWnH+JJP/W8vCKWK28tz69lPsQea7jHOeQ93SjNV0xuJW874xF5D29TK9TTC/70VluTbOLfL5SPtPvd911XCcqNK0uHdcZ7YXyXMvXu7XsJq+fktc6KaKbo+2o5QdhRB4IlJIAQruUtBNSltsXfUIwWGtmRmjn24k0u6CM0J48eXIpZxyttRVHEIgiAYR2FKNCnSBQWQSiILTTQtbTfbRF1OqKP50kmC6mEwc3i6lA1vd0k8oHxXSD2Z3E9pVBx/+l/W8kjyqUP7iuQg7xpeJYJyX0ris6qaErlXRPm9+L3SWmK/50leHGYirK/0dMJy70kqGLxPRacF1SvkpsO7GLxb/m5YBApAkgtCMdnsqsHELbbtwyQnvNmjWujuX2S86MNkLbFRUJIOCZAELbMyoSQgACeQhERWhr9XRmWwTABiuD8r1PUCEAgWAEENrBuJGrAAGEtt3ukRHaen2s26FCW2e1EdpupPgcAt4JILS9syIlBCCQm0CUhDYxggAESkMAoV0azokqBaFtN9wZob1unbdLu1VoyzWDLB23Gwa8JZgAQjvBwafpELBEAKFtCSRuIFBBBBDaFRSsSqkqQttupDJCe/167/t+ILTtxgBvySaA0E52/Gk9BGwQQGjboIgPCFQWAYR2ZcWrImqL0LYbpozQ7u/vd3WcSumm6XIjy0mTmNF2pUUCCHgjgND2xolUEIBAfgIIbXoHBJJHAKGdvJiH3mKEtl3EGaGdEdGFvGuagYEBhLbdEOAt4QQQ2gnvADQfAhYIILQtQMQFBCqMAEK7wgJWCdVFaNuNUkZo60ZnboeKbLXm5mb3xG7O+BwCEHAIILTpCBCAQLEEENrFEiQ/BCqPAEK78mIW+RojtO2GKCO0q6urXR2ryO7r60Nou5IiAQS8E0Boe2dFSghAIDcBhDY9AwLJI4DQTl7MQ28xQtsu4uXLl7eIx/bRo0e7OlaRrddyT5w4kRltV1okgIA3Aghtb5xIBQEI5CeA0KZ3QCB5BAYH4ytWrEjV19ebMWPGJI8CLbZGQO/13NXVZZqamhB61qgao+fn2rVrXT3q8nKxVlk63uGamAQQgIAnAvw+esJEIghAoACBF1980Wy77bahMWL8FRpaHEMgMIFBMdTe3j6urq7uid7eXpR2YJxkrK2t7enu7p7W2tq6EhoQgAAE4kCA38c4RJE2QKC8BGR8VC9j7K6wasH4Kyyy+IVAcALMOgZnR04IQAACEIAABCAAAQhAAAIQgMAGBBDadAoIQAACEIAABCAAAQhAAAIQgIBFAghtizBxBQEIQAACEIAABCAAAQhAAAIQQGjTByAAAQhAAAIQgAAEIAABCEAAAhYJILQtwsQVBCAAAQhAAAIQgAAEIAABCEAAoU0fgAAEIAABCEAAAhCAAAQgAAEIWCSA0LYIE1cQgAAEIAABCEAAAhCAAAQgAAGENn0AAhCAAAQgAAEIQAACEIAABCBgkQBC2yJMXEEAAhCAAAQgAAEIQAACEIAABBDa9AEIQAACEIAABCAAAQhAAAIQgIBFAghtizBxBQEIQAACEIAABCAAAQhAAAIQQGjTByAAAQhAAAIQgAAEIAABCEAAAhYJILQtwsQVBCAAAQhAAAIQgAAEIAABCEAAoU0fgAAEIAABCEAAAhCAAAQgAAEIWCSA0LYIE1cQgAAEIAABCEAAAhCAAAQgAIH/Bzx+DYCVbcufAAAAAElFTkSuQmCC",
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 class=\"jupyter-widget\">\n",
       "<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"layout\":\"IPY_MODEL_02478614ff17426f89846e030218b40b\"},{},{\"_view_name\":\"FloatSliderView\",\"layout\":\"IPY_MODEL_b680f04c0564403e80b9ef33c760afb0\",\"_range\":true,\"value\":[25,75]},{},{\"layout\":\"IPY_MODEL_646daa038d6b49c3a2edc88a7f18bb7f\"},{},{\"layout\":\"IPY_MODEL_fb2b8a26245d4243a75a25780e93aafe\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_62b58f984f184f4ba649252b53a2670e\",\"IPY_MODEL_e2ffe7241560413ab9f7753fa92763ae\",\"IPY_MODEL_78905ff26f4c42a6877fa6a53358345e\",\"IPY_MODEL_5b135e578e1440948cca7005cb469ff1\"],\"layout\":\"IPY_MODEL_1ae90f78d45a4a20953793413027cd2b\"},{},{\"layout\":\"IPY_MODEL_fd63300165a642d6bcac051b3f9b352d\"},{},{\"_view_name\":\"FloatTextView\",\"layout\":\"IPY_MODEL_02ba7961fc6b43b8be6ceaac00738b20\"},{},{\"layout\":\"IPY_MODEL_2da3ca31e4ba4312a5cd077a7db8060c\",\"description\":\"Button\"},{},{\"orientation\":\"horizontal\",\"layout\":\"IPY_MODEL_e590c778364d42b99eedc382e16fce1e\",\"step\":0.1,\"value\":40},{},{\"layout\":\"IPY_MODEL_009d58a7cb5b4b95bdfc16d03af21aab\",\"description\":\"Check\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_4feef5abf6b34ac38bf8769a9dd703e7\",\"IPY_MODEL_02463675d70c40f8b2d5dbb48c01676b\",\"IPY_MODEL_204d62b14253481bbff7069b360f498a\",\"IPY_MODEL_45767009f20945a48f00bac3b80cb959\",\"IPY_MODEL_13fc22f782554a988a98bcb252ee33bd\"],\"layout\":\"IPY_MODEL_f81b5d27dcb3473f95d8bb87bf49ad17\"},{},{\"layout\":\"IPY_MODEL_a403dcf96b574e8e956ece4ec9889d69\"},{},{\"layout\":\"IPY_MODEL_1255ae8b07aa46e1845e53f197a4e27f\",\"description\":\"Foobar\"},{},{\"layout\":\"IPY_MODEL_2269d182a8da4d41a6ad2b4ac79feae6\",\"_options_labels\":[\"foo\",\"bar\"],\"value\":\"foo\"},{},{\"layout\":\"IPY_MODEL_0488e3ba54aa4f748730891c0b3c92d4\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_00345f0e564e45bda334355c143d182d\",\"IPY_MODEL_816b82c6a27f4143ac9ce9815486706d\",\"IPY_MODEL_bb4d99884f0544ce9494791f285f2e36\",\"IPY_MODEL_f5e1bdf36f8c4fd48d1d17d169b5784c\"],\"layout\":\"IPY_MODEL_dc8f4ac207a64f16b8704fa46dddc57b\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_6f0f85eadf7544378b50c36179b282e6\",\"IPY_MODEL_f8774f6000644a9ab9ec3572e72b7769\",\"IPY_MODEL_eb831935a0e64623bf08ea2aef386822\"],\"layout\":\"IPY_MODEL_55bac1367ed54aee8dc0264658df9f7c\"}]</script>"
      ]
     },
     "metadata": {
      "isWidgetSnapshot": true
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "VBox([HBox([Button(), FloatRangeSlider(), Text(), Button()]), \n",
    "      HBox([Button(), FloatText(), Button(description='Button'),\n",
    "            FloatProgress(value=40), Checkbox(description='Check')]), \n",
    "      HBox([ToggleButton(), IntSlider(description='Foobar'),\n",
    "            Dropdown(options=['foo', 'bar']), Valid()]),\n",
    "     ])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**4.** Dropdown resize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      "text/html": [
       "<img src=data:image/png;base64,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 class=\"jupyter-widget\">\n",
       "<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"height\":\"50px\",\"layout\":\"IPY_MODEL_3fdad06084ac4d1e917b2e3f5604a6bb\",\"width\":\"148px\",\"description\":\"Foobar\"}]</script>"
      ]
     },
     "metadata": {
      "isWidgetSnapshot": true
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dd = Dropdown(description='Foobar')\n",
    "dd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dd.height = '50px'\n",
    "dd.width = '148px'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cp = ColorPicker(description='foobar')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**5.** Colorpicker alignment, concise and long version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
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class=\"jupyter-widget\">\n",
       "<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"layout\":\"IPY_MODEL_339abff62b744aa2aced641873d776dd\",\"width\":\"148px\"},{},{\"layout\":\"IPY_MODEL_8ba2050258a34b99b3f8adda95062832\",\"description\":\"Button\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_c55ef7d412d540519003cf9c6aaf8b4d\",\"IPY_MODEL_d20a4e8b63b34d58ab3792f2d926e734\"],\"layout\":\"IPY_MODEL_b6abc20620db41baa8c64edbfdba6561\"},{},{\"layout\":\"IPY_MODEL_335f044105874d8a945449cee2178618\",\"description\":\"foobar\"},{},{\"layout\":\"IPY_MODEL_a0d49162048a461687368cbf5f3fb398\"},{},{\"layout\":\"IPY_MODEL_87fc058a5de440479b48d501dfa40be9\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_a3a59d8dac7f414693e87d1778fc7411\",\"IPY_MODEL_869621a2941d4d19a046fc0465e48d46\"],\"layout\":\"IPY_MODEL_8cb9e425fff542318422540a5c070345\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_d34c6d8490074ac29ce52dd2c9dbd1fa\",\"IPY_MODEL_640a94b9c9fb43a4928c0e9d9ce208af\",\"IPY_MODEL_d46ca99d813b45f4ad1082f247b62efc\"],\"layout\":\"IPY_MODEL_71ffb714913744638f66fd4dc72941d5\"}]</script>"
      ]
     },
     "metadata": {
      "isWidgetSnapshot": true
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "VBox([HBox([Dropdown(width='148px'), Button(description='Button')]), cp, HBox([Button(), Button()])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cp.concise = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cp.concise = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cp2 = ColorPicker()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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class=\"jupyter-widget\">\n",
       "<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"layout\":\"IPY_MODEL_ec1d9a6802f847d88a2b8f52ec5e2018\"},{},{\"layout\":\"IPY_MODEL_2fcc7eca3f33412085e24fd0864029b8\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_f35cf87154ad48f7adc0241eac58456e\",\"IPY_MODEL_bcffc822f59b45ffa73acb04748f38d8\"],\"layout\":\"IPY_MODEL_5aa328001c7d44f39dc3b27429baed8e\"},{},{\"layout\":\"IPY_MODEL_80454bca82914cca98e26fe54dbca77a\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_1dfb6f9500be4b0490e9b348779d63ee\",\"IPY_MODEL_5d568a56d1f14836b530e5fa07eb7199\"],\"layout\":\"IPY_MODEL_addca61db91a4c1994164bfbee570456\"}]</script>"
      ]
     },
     "metadata": {
      "isWidgetSnapshot": true
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "VBox([HBox([Button(), Button()]), cp2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cp2.concise = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cp2.concise = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**6.** Vertical slider and progress bar alignment and resize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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 class=\"jupyter-widget\">\n",
       "<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"orientation\":\"vertical\",\"height\":\"200px\",\"layout\":\"IPY_MODEL_fa3aebb93403494bbf0c65bac3e87478\",\"description\":\"Slider\"},{},{\"orientation\":\"vertical\",\"height\":\"200px\",\"layout\":\"IPY_MODEL_b2ac29e9372e4cd7b57e20b5c39da649\",\"description\":\"Progress\",\"step\":0.1,\"value\":50},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_1c03685407304d0f821eabb2c2fe7610\",\"IPY_MODEL_ba76557776d84d589a4cfc6b065ca225\"],\"layout\":\"IPY_MODEL_90c426a033e641468e45749bd71227c9\"}]</script>"
      ]
     },
     "metadata": {
      "isWidgetSnapshot": true
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "HBox([IntSlider(description='Slider', orientation='vertical', height='200px'),\n",
    "      FloatProgress(description='Progress', value=50, orientation='vertical', height='200px')])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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    "06f4f340a0424cdcac589ebc9c0e3661": {
     "views": []
    },
    "0ee542b69d7b462babb297d44e420246": {
     "views": []
    },
    "0fb8f1954afb498b834ca448fb21a7f1": {
     "views": []
    },
    "11ad06dcd883492192cfc231805339f0": {
     "views": []
    },
    "1255ae8b07aa46e1845e53f197a4e27f": {
     "views": []
    },
    "13fc22f782554a988a98bcb252ee33bd": {
     "views": []
    },
    "1499e733bcf640149d1c75abc9e57475": {
     "views": []
    },
    "1a2504eda11b4b2db9195d258c6cf9ed": {
     "views": []
    },
    "1ae90f78d45a4a20953793413027cd2b": {
     "views": []
    },
    "1af3804bb3554b46860579967b936fb6": {
     "views": [
      {
       "cell": {
        "cell_type": "code",
        "execution_count": 8,
        "metadata": {
         "collapsed": false,
         "trusted": true
        },
        "outputs": [
         {
          "data": {
           "image/png": 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",
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class=\"jupyter-widget\">\n<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"layout\":\"IPY_MODEL_339abff62b744aa2aced641873d776dd\",\"width\":\"148px\"},{},{\"layout\":\"IPY_MODEL_8ba2050258a34b99b3f8adda95062832\",\"description\":\"Button\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_c55ef7d412d540519003cf9c6aaf8b4d\",\"IPY_MODEL_d20a4e8b63b34d58ab3792f2d926e734\"],\"layout\":\"IPY_MODEL_b6abc20620db41baa8c64edbfdba6561\"},{},{\"layout\":\"IPY_MODEL_335f044105874d8a945449cee2178618\",\"description\":\"foobar\"},{},{\"layout\":\"IPY_MODEL_a0d49162048a461687368cbf5f3fb398\"},{},{\"layout\":\"IPY_MODEL_87fc058a5de440479b48d501dfa40be9\"},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_a3a59d8dac7f414693e87d1778fc7411\",\"IPY_MODEL_869621a2941d4d19a046fc0465e48d46\"],\"layout\":\"IPY_MODEL_8cb9e425fff542318422540a5c070345\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_d34c6d8490074ac29ce52dd2c9dbd1fa\",\"IPY_MODEL_640a94b9c9fb43a4928c0e9d9ce208af\",\"IPY_MODEL_d46ca99d813b45f4ad1082f247b62efc\"],\"layout\":\"IPY_MODEL_71ffb714913744638f66fd4dc72941d5\"}]</script>"
          },
          "metadata": {
           "isWidgetSnapshot": true
          },
          "output_type": "display_data"
         }
        ],
        "source": "VBox([HBox([Dropdown(width='148px'), Button(description='Button')]), cp, HBox([Button(), Button()])])"
       },
       "cell_index": 12,
       "root": true
      }
     ]
    },
    "1be98a7b171a47949518682bf56514c5": {
     "views": []
    },
    "1c03685407304d0f821eabb2c2fe7610": {
     "views": []
    },
    "1cd3b11427e942d7ac9cbd423b3c0741": {
     "views": []
    },
    "1dfb6f9500be4b0490e9b348779d63ee": {
     "views": []
    },
    "1ff8161e6536409493648b3f9b35e13c": {
     "views": [
      {
       "cell": {
        "cell_type": "code",
        "execution_count": 3,
        "metadata": {
         "collapsed": false,
         "trusted": true
        },
        "outputs": [
         {
          "data": {
           "image/png": 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",
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class=\"jupyter-widget\">\n<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"layout\":\"IPY_MODEL_11ad06dcd883492192cfc231805339f0\",\"description\":\"Press\"},{},{\"layout\":\"IPY_MODEL_b9ebdd20fee44149b5043ad3bec5c9c7\",\"_options_labels\":[\"a\",\"b\"],\"value\":\"a\"},{},{\"layout\":\"IPY_MODEL_06f4f340a0424cdcac589ebc9c0e3661\",\"description\":\"Button\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_9000c9dbb2a14529ab376b8610d43fea\",\"IPY_MODEL_8ca429b0965947299e16abed3e78aaec\",\"IPY_MODEL_aeb6e4643a7d45ab9bb81c66bddc4a07\"],\"layout\":\"IPY_MODEL_5025c49ad10b437bbd041482b47a022d\"},{},{\"layout\":\"IPY_MODEL_1be98a7b171a47949518682bf56514c5\"},{},{\"layout\":\"IPY_MODEL_c227d34314fd448896b56a0b73359b9d\"},{},{\"layout\":\"IPY_MODEL_db34087c17d64f5fb987bd2865f768d8\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_44f4d8923f6f47fb9e859a7eb9ababc8\",\"IPY_MODEL_a109e27ed4974850b8a9bbab13f36f3e\",\"IPY_MODEL_36f0cb08687343a887012a59410b2680\"],\"layout\":\"IPY_MODEL_e522f688445d45e7b711c626970ad051\"},{},{\"layout\":\"IPY_MODEL_786d9729e72c495ba3e4d116dca0bd16\"},{},{\"layout\":\"IPY_MODEL_c256e04b9c464af4a80e751b038948a7\"},{},{\"layout\":\"IPY_MODEL_a58138839bf34d1fa14301a4bc092fce\"},{\"flex_flow\":\"column\",\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_ce0ac197431246448ca0e187c0d610b1\",\"IPY_MODEL_1cd3b11427e942d7ac9cbd423b3c0741\",\"IPY_MODEL_62d4780add2646df88e6423a05c4c347\"],\"layout\":\"IPY_MODEL_829c6081765c42919e5696126bbf4cc3\"},{\"display\":\"flex\"},{\"background_color\":\"#EEE\",\"children\":[\"IPY_MODEL_6de52e58f4194f4e96a75aa6c485633f\",\"IPY_MODEL_ea2723b4031144198a9db5568147a07d\",\"IPY_MODEL_ff77d13e59f441b78528fe3570892f4e\"],\"layout\":\"IPY_MODEL_9971fdcdd70e42c0b8b7d4e9521bb7d9\"}]</script>"
          },
          "metadata": {
           "isWidgetSnapshot": true
          },
          "output_type": "display_data"
         }
        ],
        "source": "HBox([VBox([Button(description='Press'), Dropdown(options=['a', 'b']), Button(description='Button')]), \n      VBox([Button(), Checkbox(), IntText()]), \n      VBox([Button(), IntSlider(), Button()])], background_color='#EEE')"
       },
       "cell_index": 4,
       "root": true
      }
     ]
    },
    "204d62b14253481bbff7069b360f498a": {
     "views": []
    },
    "2116310fdebe42158e04d19c84d48265": {
     "views": [
      {
       "cell": {
        "cell_type": "code",
        "execution_count": 2,
        "metadata": {
         "collapsed": false,
         "trusted": true
        },
        "outputs": [
         {
          "data": {
           "image/png": 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mxP99PG2ywQcobBfVoD6GN3egTS6FIa+dneJPRwHccjgui1YMGDfK9Kkjvjo1ok82D3bnfIcb5mWUKieYoy2oQ9dgITjgdyDbjfDhscDqT6ZDJWFmjnWjOEdGGCWvFi71IaBf7DND4RUAEiolAhQptQLNeiy9gHiRIfSRCw+Y0RCn58ifdjAcBvvSJSrI7MKl+PCCTskeqHNEVUoNJ2URIswkPa61JC+cBg4cRUud44CLSwAMX7QXvpsXTj0jjfKR1BqmZ2UwECe1saOVWlzWUpIuyVhGnCQ/u2I3IFFkPPFSSjkrhoZNIGhHGwKGz8cYb53ZiHZUxgWyFdsYNx1QMS2jz8M+eD0QRcc4gYlgbi6DmvsN9hPRusiQQUtxfWKZAJDU4jmg09y1SfnEWItaIBuLgQ1xRD2dhsK6aexFLVRBJOIhYD0xUmLrxhfXY3Pton3XAOBjJ1qGvZO8gcLnvsREZqdvcHzmGJTIIVPaswEmA05DUbcZC9JK0Y5xUCGCcmwhe1udy7dAW/eI6C97skMxGiHfaRFjhzOL+SRts1oXg4vqEIdddINYQfYwncBYkqod9ibDiLIN3otf3JRozUdxYXjjfGAei9KSTTlrlFWncs7EH69PZXJEsKZwo/D1TPmQswIFzY1ecu6SjB+dlnAhnnC/J9iWI5UumBA4AnM/0mX4h3IP9AXAusDkajimcBDgEuPfhTOY7FMcO32H0i2wvuCOw+S6kxM9RNuLDscR3I6n2nA/nEenvtEd/2GANwZ1urPSXNuLnHHOCqDrjYk+BbLPFcrlHFPIxEtqFbB31TQREQATCJVDhQjvc4VRcaxLaFcdeZy4cAlES2oVDLbOexK/Rzuwo1SoEAjhJyJxSEQEJbc0BERABESgeAhLaIdlaQjskkGom0gQktPNnPtbbEqXNJeMmf71Sy6kIBHuBEFVPtrGbCBYXAQnt4rK3RisCIlDcBCS0Q7K/hHZIINVMpAlIaOfHfKT/sks4acOk9sZvHpmfs6pVERCBsAlIaIdNVO2JgAiIQOESkNAOyTYS2iGBVDORJiChHWnzqfMiIAJ5JiChnWfAal4EREAECoiAhHZIxpDQDgmkmok0AQntSJtPnRcBEcgzAQntPANW8yIgAiJQQAQktEMyhoR2SCDVTKQJSGhH2nzqvAiIQJ4JSGjnGbCaFwEREIECIiChHZIxJLRDAqlmIk1AQjvS5lPnRUAE8kxAQjvPgNW8CIiACBQQAQntkIwhoR0SSDUTaQIS2pE2nzovAiKQZwIS2nkGrOZFQAREoIAISGiHZAwJ7ZBAqplIE5DQjrT51HkREIE8E5DQzjNgNS8CIiACBURAQjskY0hohwRSzUSaQGUT2lOmTLH77rvPDjvsMNt+++3trbfesq+//trOPvvslHbidVzXXXed3XrrrVnbs0+fPta3b19r3Lhx1sfmegB2e/DBB+2CCy6wRo0aWVn6n0kf4rlmcgx1Zs6caY8++qjVqVPHunfvnulhaetVBPNEnXr77bftsccesyFDhthaa62Vtt+qED0CEtrRs5l6LAIiIAK5EpDQzpVc3HHTp0+35s2bW82aNUNqUc2IQPQI5FtoL1y40BBp8SI0n46uyy67zA455BBr3769cf4FCxZY/fr1UxpnxYoV9vvvv+cklrmXbLjhhrbaaquV6wQ46aST7KqrrnKhHd//Dz/80Fq0aOECN6wSyzWbNhHaixcvth49emRzWMq6FcU8vlPLli2zY4891p07mQrtfNgmNLBqaBUCEtqaFCIgAiJQPAQktEOy9aJFizzasmTJkpBaVDMiED0CtWrVciGar1K9enWrV6+erbHGGqVOkU+hfeWVV9r+++/vQrsyl9NPP9369+/vQju2/PPPP3bJJZd4hD5MoZ0r16efftrmz58fqtAuJLsec8wxdu+992YktPNlm0LiUdn6IqFd2Syq8YiACIhAcgIS2podIiACkSeQi9DGKYag2WSTTezLL7+03XbbzXbeeWdn8cILL3hUF6fBu+++a0R7N998c3vyySfdmXbWWWfZ+PHj7amnnrITTjjBEH/8vXfv3h7FfvHFF/24G264waOvfL7eeuvZK6+8Yuedd541adLEPvroI5s1a5ZNnTrVcCCceOKJ9vHHH9sjjzziKdxrrrmmt1+lShX/mfpt27YtSZn+5ptv7Oeff/bPSTnebLPN7NBDD7X1118/pT0/+OADQ6BxfMuWLe2ggw7y+oHQ3mCDDUr1f8KECTZs2DDr3LmzbbfddtasWbOS9qdNm2a0R/9fe+01r0dJdo5EXDNxYHz++ec2ceJEw5Hz3nvvWatWrVxo//fff26rtdde2zMdaGvHHXdMOv5E/YJrwJxx3HXXXda0aVM7/vjj7c0337Q77rjDnnjiiYR2/PPPP/1YxDHt0MdzzjnH2dJnMhP4ncLnZDkwr3777Te3N+Nh3tAGWRK0N3bs2Iwj2vG2oQ3sQPnqq698icPqq6/u/SdaTn/eeecdd6aQpcE8hVuvXr1s3XXX9bR85um8efPsiy++8OuBfibrP3Obtik4PzgHThmV5AQktDU7REAERKB4CEhoF4+tNVIRqLQEchHaP/zwgz333HPWr18/Q7AgnEln5kH4k08+sdNOO815nXvuudatWzcXcS+99JJxHIL633//dRFy9dVXuwgfPny4/fLLL3bttdf6/9dcc42NGDHCBda3337rwpBjWV6ycuVKe+aZZ7wd0tGJ7l544YUeMQ7aRAwh0FkTftFFF/n5EPiIMkrPnj3t9ttvtxo1ang7Rx11VImjIJmhEXiI/ZNPPtnFFG2wHnijjTYqEdqcN7b/tMV66KFDh64S0b7//vtdrMNm3Lhx1qFDBxeRic7x119/JeWaamLOmTPHo+lwJZ3+7rvv9jHDk/Hvsssutu222xr1ELXYA0dGfEk19ljmCEcylBDawf/8LZEdcapQjzXeOCEef/xxF9uITQQuDpobb7zRli5d6gIeO1MeeOABz4DC6cLPOC923XVXd4Dg8MgmdTzWNjg6SD1HLNMGTOgbzojPPvvM+4XQP+WUU3zOtGvXzp599llfk3/mmWca9pwxY4bvEYATiP6df/75hvMlWf+Zx1wzZEMwpvLcWyCKNzQJ7ShaTX0WAREQgdwISGjnxk1HiYAIFBCBXIQ23UdIIaA4HnE5cOBAF55Ejvfee28fYWyKM2IS4YtIIRJ53HHHeRSwatWqfjxi+eGHH3bBgfBAaCNYEDhESY888kiPPCNOiP4hjuNLbAo3AokoJ4KYQn2EGZFc6iG6EXQIUUTTPvvsk9IqOAro5zbbbOP1cCh07NjRttxyy1JCm3MG/adeMqFN1POmm25ykdilSxerW7euOyMSnYPoaTKuqTpNe9gn2IAuSB1H4MIfIduwYcMSW2211VYefY8vmY49mdBOZEfOgZjGCdCgQQN3NgTzg88QrxdffLFnKrAOPIhuf//9974eng3oOP766693MUvJJnU83jacD6cQBRvOnTvX28fxgZMnOH/sHCNqjwhHVDN3mcv0gTJ48GCft9WqVUva/5dfftnIbKBNlfQEJLTTM1INERABEagsBCS0K4slNQ4RKGICuQhthAhRP8QHwmf06NEutC+//HKP0AYp1ZkKbcQ1kcBRo0a5yAmE6vLlyz3tmOg5YhOR/uuvv7o4IdpIIcKNKCKinYnQDqLYRN2JKCPmaCtd2jhjnD17tkdhg4LDgJTp2PNmKrQZ299//20PPfSQp0vjpCA9O9E5iDQn45pq6rILN7zIPKDEC22yEGBAueWWWzw6TFp0fMl07CwPIMsgPqKdyI6MJ53QJhshSCsfMGCAd4sUcpwyI0eOdGcBjhKWMFDKIrSDKH+wkVpg23RCG/HH3I0X2nfeeadnO+CQIlIf33+cPjgwJLQzv/lKaGfOSjVFQAREIOoEJLRDsiBrOYl48DCmIgLFSoA1p0RqeTDPV2EzNNbkxpZchDZRZQQPkdJXX33V11QjWBHERPhI/UaAIuTYDI2obaKINmKJcfMAzQ7QRBVjhSrCk9Ry0nkRe6Tz7rDDDi5aEMekPXP+PfbYw2rXrp2R0GYzOCKRnIdUbyK6vPUgXYET5z3jjDOsdevWvjadVF+ilqmENuvQWW9O2jvCGvsSBUfAEREnpRuxyM84CxKdg/T8ZFxT9Zu1xkRWOT9RY6L43G+J8hNNh9mpp57qTWArHCeJHA6Zjh1nyOTJk902pPzjfMGRQN/j7UikPxOhTd+YW7zujflLJgHzBUcJfSbVnfEgjBH4CFzWTGdSYm3DenJSw0mFJzKNwO/UqVPaiHas0KYPwbps+sZyBVLfk/V/zJgxvs8A814lPQEJ7fSMVEMEREAEKgsBCe2QLMmDBq+/0eu9QgKqZiJJ4P8eIlf+r/NV8jUARB4COPb1V7kIbY4ZNGiQC1TW17JWFQFKajfrUUn1bdOmjX333Xe2xRZb2L777utrcEmLJrqKcCYaSTo34ol7AOnTRBMR1ERiESpEd4nC7rfffr7+FeFDfSKBiH1EM2KNPnAuUoqJau6+++6+7jtYe0z7pEkjfPgM4cO6Z9LISR8ndRyRme61YGyWxSZrOAWPPvpoHxcRfSL3/E7/SAcO+k+0mPXZROxZ202fEXCs5+Uf64o5N+t8u3bt6n1JdA7slojr4YcfnnaHbfqLYwGnBJF/MgBgzyZxiEuENc6XjTfe2PuSrCTqVyxzshhYu042AmnwBx98sG+Yh41Jn463I/bEXvSFteKkgmMn0rCxO84H3sFOKjsb1vEPBwc2Y9x8X+DsYa05c5rxwZ76OC0yKbG2weGDSJ80aZLPazY5o98sYWCNerD2mnmPrXEeEcVmQzTmNIxxLuy1117OAcdGsEEgn8X3n0wN2iaiTds4bFRSE5DQ1gwRAREQgeIhIKEdkq1zedAP6dRqRgQKhkB5CO1Eg62I6y9+jXZ5GgERR6T8gAMO8NOSRUB0GZGJOMp3wZFw4IEHphX1+e6H2g+XQHzqeLitqzUISGhrHoiACIhA8RCQ0A7J1hXxoB9S19WMCIRGQEI7NJQpGwo2QWNzNV7vhdBm4zSip+ki2mXtIdFSotabbrppWZvS8QVGgBR5bBtshlZg3asU3ZHQrhRm1CBEQAREICMCEtoZYUpfSUI7PSPVqPwE4oU2G2SRGk0aK6nZCEGEIemppOySAkyqdrALNmtBWSO9zjrreEoy6bVs/EWJPYZoauwyjfK+/lgH+8Ybb/irplibuueee5arcUkZZyM31mizlpf3I5NuTDq7igjkQoDUf1L7uT6Z0+k21svlHDpGEW3NAREQAREoJgIS2iFZu7wf9EPqtpoRgVAJxAtt0pkRoYht1reyhpk1x+wOzTpYNmxi0zHWFrOpFa9WIvWZNcisA2btZ6Jj2BW6IoV2qNDUmAiIQNEQUES7aEytgYqACIiASWiHNAkktEMCqWYiTSBeaD///PN26KGH+q7FbP7Fz/xP9IyNtSikqxKVZbMwNpFiAzGiaWx6hRhnt+nXX3+91DES2pGeJuq8CBQtAQntojW9Bi4CIlCEBCS0QzK6hHZIINVMpAkEQvt/ad5VeEUS6eG8BopX35FuzQ7G7F5cv359Y30xhdcpsfMyr9Aiuk20O4hW88op3mtNOnnsMRLakZ4m6rwIFC0BCe2iNb0GLgIiUIQEJLRDMrqEdkgg1UykCcRGtFlHzMZZu+22m7/uiXdH8wqmIUOGGK+MYp01hfRy1nLzaiXeM8zriYLCq6x4RRG7XMceI6Ed6WmizotA0RKQ0C5a02vgIiACRUigKIT2jz/+6O+fZQ3o9ddfnxczS2jnBasajRiBQGj/773MVdgsrE6dOsa7fXlPM++iZuMz/t6wYUPfGI1Cejnv+OWdxVdffbW/U5idj4mA817rSy+91MaMGVPqGAntiE0MdVcERMAJSGhrIoiACIhA8RCIlNB+9NFHSx7S2USJf+y6O3To0JQW+++//9o3WaQAACAASURBVHyzJaJpN910U16sK6GdF6xqNGIEYiPaCGjEM6+bCtZqMxzWaBPt7tGjh4/u/vvv9zXZ++yzj11wwQW+LrtevXo2c+ZMu/LKK/2affXVV0sdI6EdsYmh7oqACEhoaw6IgAiIQJERiIzQ7tOnj82bN8+GDx/uApvCjsRsoPTll19atWrVUpqODZYQ3IUktBEP7MTMK4JiC5E81q2+9dZbHonPpvA+XaJ/7733ng0ePDibQ1VXBMpMIFZo8zovXs+FKH777bf9WqXw2i5SxAcMGOCvEiKKTYo4r6Z67LHHrHHjxrbrrrv6ruM4sHinb+wxixYt8uPC2HWcNPUWLVrY3nvvndPYkx3PeBkLafJrrbWWp8MnOk98vZw6kceDuMeOGjXK0/733XffhGfC2cmGdhtvvLEdccQReexNfprGoYMTl+yL7t27Jz1JJizy08Notsq94MEHH3TnWaNGjXwzw+uuu86v/YooLE/BKY+de/bsWfIeeDLe+A7mTQfcB9Zcc828dk8R7bziVeMiIAIiUFAEIiG0EZ2nnXaaff3116u8J5YvcjZRYqOkVIUo2b///ltQQhvHwSmnnOKvNIovU6dOdQEyYsSIrCdMkCp/xx13ZH2sDhCBshCIj2izyzhimWtv6623Lmn6s88+sylTpvhrv5o1a2ZbbbWVf4aIfuqpp/wVX7Nnz/ZdyqtXr+6fBcfgaOvUqVMoQhuRxYN1rg/XyY7H4XXsscf6u64R2pnWy4X9hx9+6CIeAZFL4V3mrKHv2LFjwsPZ9b1169ZJP+ege+65xzOGjjrqqFy6kJdjxo4dW+LcSXcChPbixYtLsiyS1c+ERbpzFdPnJ510kl111VUutHEgs+khjrSKKji+yJ454YQTSnVh5MiRdvzxx/uSlXTXQ1n7LqFdVoI6XgREQASiQyASQpuoGBGsZ555ZhWyRMv4jAd2djh+4IEH/AGcL7OBAwdamzZt/Jh4of3CCy/4g/v8+fM9JfXmm2/2B0UeGO+66y5/pRDrQ4koB2tJU5k1l9RxRAVf7omENlEi+pyL0P711189ciChHZ0LsbL0NP71XvkYF9c8JYyIdj76F7RJJP7ee+91oZ2qZFovURtE+i+55BK/3nMV2jg2aIcoX6Jy2223+fr6ZEKcY7jvcg8uFKGNU5YlCZlmBJFZxHdBsJwhmb0yYZHPORW1tnlrAN9jCO1CKMwHnPJ878YW5grZDDjx0l0PZR2HhHZZCep4ERABEYgOgUgI7U033bRkR+JkaImYdejQwSMzbHrGmtB+/fq54GYzplihTao5rwyiDoV6v/zyi6d6kq5KtAwPN2tLW7VqVZJilsqsZRHaZ555pp+bfp977rnu8Y8V2kuWLPEH9k022cTT5NnFmdckUegvr04iAk7k78QTT/SU+kBo/+81S56+16VLF2vbtq07JVREIF8EoiS0ueZJed5xxx392uABm+uD6DbXFX8LUokTXWdcc8HxrC/nOn3kkUf8QZ7rl4gqEe2///47o3qff/65IeQQrYi+YcOG+f2HlO1kfZswYYLX69y5s2233XaeHZCovPvuuwnb3muvvbyPZNdwXwnS+2PbiBWXOCfpJ+89597CvZP7Dn0mio/Tko3vEOVE9IN7FJFMIppsesc9iuhx4GBkrBx70UUX+fp9xM7777/voj3IdEg1Xz/44AN3FJAazM70jOHxxx/318jhpGUZwjrrrLNKE4xj4sSJ/v3AUhtYI7RZYoQjFscrWRft27f3OUKJZZGsHqwZGw5aIuUse9poo438u4ny1Vdf2dlnn+37ECQrzDfmEk4Yfqaf7DPCGOn3hhtu6L+n+m6g7s8//+xzmiUKbES45557OpdE8zxVW6n4pzouENobbLCBL4eCDU5sCvOEcdEXODdp0sS/w3F0N23a1MUwfcVhDM9c+xfb93RCm3mU7noo671TQrusBHW8CIiACESHQCSENl+6rP1LFZ148sknPfrLumcKD3U8WPBeXh5WYoU2Ypb1oKwRpRD92GOPPfwBiC99UlxnzJiRdt13rJnLIrQHDRrkIpp1YjyIkjIeK7R/+OEHf48wD7U8WI8fP95Yc07kmih/7969fR0sG0ddeOGF/tCM0OYfzgTeV0y0SUUE8k0gSkIbFqSSbrPNNi4MiWpyL0Dw4bhj3ThiZ/r06QmvMyLIsccjNhG6CDse2BEZQep4pvUQl0F0ODZKnKxvOANxBgRrT1PZN1nbiEruN5lEtK+99lq/nzJOBCRZP5tvvrn3GYcC4o+1uNyf+vbt604HhBP3Jgr1SKM/77zznCnzhXszf+NVcDVq1ChZnx9kFzHGZIX7Ja+HO/nkk/2+xxhgjSiDCe9kT1TmzJnj90fGQ/vcezk3Qptd73fZZRfbdtttjXqMiXsyQjBWaCerh6MUmzBGIrnME8aC44HvHeYE7cIvWSF9GaFJHRwoOA4QpWQvkN5MSjbfhyyvSPTdwPcfLOgj4+I7AvvjoE02lxC7idpKd89I9v3EcbERbRxbfB/zPY1zmHnBGwUo7APAd2+Q4RVke8VmfaU6T7o+Bp+nE9o4edJdD5meK1k9Ce2yEtTxIiACIhAdApEQ2mxQwgMKUZ1khdd28cDFq4OCQrSGd/PywBcrtNkJmYdrHp4oRFQQ8y+//LJHkxHaRGZ4oMm0lEVoB5EdHnZ5IOLhnvPHpo7zwBFsDsUDC2nxPKgSCYpP10SA8wBJpIax8yolFREoDwJRE9qxwin+ATsQpkRZE11n8Iw9HpHGfYjoHSU2JTzTepmK4dh65Sm0GReCjHsMgo1sHCLB8anjiFzW2SNccFQgVilEMVmzS5YN91uybxBjFCKdiPa6det6VBnHJ3tzcB9LVrAN90Pu55RPPvnEnSZE2VMJbY7jnk1kmRKkjiP0jjvuOBexwX0TJwGRdbIGAjuSwZCqHnOBNhgLBU7dunXzn7nPz50718VyqsLn3MfhOG7cOHcC8f0QtHfxxRd7pDzRd0Pg6OG7hO8xnArt2rXznf2TzXOcsYnayuS+key4WKEd6zxmw06cBDCk8B0YK6oTCW3q5dq/YAwsESMbI36JABlsZFog9iW0M7G46oiACIiACGRCIBJCm7RpUr1JmWMjk9hCJIQ0RAQ2UZTJkyeXRKJJkyMiwIZKsUKbKAwPIkQJKERCiNCQCrl06dIKE9pB9ISH1tiHEn4mCsLDKg+qo0ePdqGN44EH1SAyQhSEB7ggoo2DAmZXXHFFVk6DTCaO6ohAIgKVUWiT8proOiNSGQgvrjWEFIKG7BRKIqGdrl6hC+2HH37Y05ZxYhL5R+QnEtpELXE4EFkmEhtkD5FCTtYN9zjEbqzQhh1p8qTsU5YvX+7/B2+ZSDTfuBci2GLX3HJO2k0ltFmqg7OALCFKvNDmu4Q0dApRcb4fDjnkkFWEdrJ68UI7iJQH6/XpY7DJX7I7STqhDX/aSPTdwHcBohxHBeNAlPM9wfdnMqHN90+ittLd6ZJ9P3FcMqEN/yADgXqxQpvsNDK0sGms+E51nnR9DD5nXvK8EDhYgr+TccDGpBQJ7Uxpqp4IiIAIiEA6ApEQ2jyU8JCDx51NS4JNf0g/Q2zyMMGXNil2pA2yLg/ByW7kpFmzaRIPRKSD4tFml17WzxH9ILUPkc6DHw8ZpCIS0Sb9kZS7TEtZItoIfjzppIWTPolnPVZoE7nmAZWHA1LjWefGgxMPkzzA8gBFmiOfkQLPgycPrazdJCJCZIbUShURyDeB8hDazG/uBWFshpZJRBtBlug6Y0+F2OO5x5BeTMou9yyEAq/1IoKWaT12Qya9FkHEqwjJsCHqlyoKyTFEg+GRKvqbrG0cCYwRMcg9L17YBn1HBONMCDaORDAjTohCI5SCzdAQeaQEkzpNZJp7Fa90Yk0y91zmCPdsopqscyfaS+F31rVzn+OeRRSXjKRUmUXcd7ENzlN2RmcPC5iROg0TUqcXLFiwChei5bz+kDpEjIn8Ug/bwR3bnnrqqd4v7IqTE5vE2jFVPVjSdrAOm3PRJ+7t8A32Akl1PWYitOGZ6LuBucD6Zr5H+I6DZ/PmzRMKydjMjWRtpepnsu8n+pBMaNNvbMNchz9cyVrjmmE+4jDnew3nN05l9kLg74n6B0/q8R2YrnzxxReess5zAjam0CbPCUF0Pd31kO4c6T5X6ng6QvpcBERABCoPgUgIbXAjknlwQUyS5k3KHJEjHoaCB8OPP/7YI9dsXoPXmocadsvlYY6f8Y7jucbDT+oiXnXWrPEwyEMjD4o8ELJmmt+JCGQqtnMR2jx4IfCJJPCwysN58GDJgzX9Y00emzPRJx6UcCbwfmIeLHEIEBXiQYe+82BGiiPHstaOB0RSXkl9JO2RTd7Y4EdFBPJFIEpCm30YSPXmfoLY4J4QZJVwzyD1l3XaOK/irzOuw9jjgzXCiAeijDz0kxrNdUdac3CeVPVIeebaRmzy3mrWDuMw5J6AQzFZ34jcktlD2wj9ZCVR2127dvWlMwhBhDSbJsYWlrDgtIMR91AEDxFqsoVgxH2HezCbbtFH7mP0m/EHwg7Bx2ZcCGHutThCuT8TXcRZyPIW2udehSMVRyLOCUQary1LV9hkjHMTAT/66KN9HNzruXcSiea+mOj1bRxD3+grnHEQILaoywZcCGvul7wfnLTreBb0K1E9rgGEHLZnrNWqVfMMKpwuOFLh0qtXLx9jsgJjUuzpD+vFmZvwxnkROFJxFtN35lb8dwPfAzg46DPMcVYwBhwAw4cPTziX+E5N9j2TygZ89yU6jnHz3YNN+O7heuA7LcgCwNYBf1gEa7SZ53yPk3bPMi8y2rg+mduJzkOWANcq10Gq9fzBGF5//XXfbA/nA1z4R/tBhgHjSXY9pJuLmXwuoZ0JJdURAREQgcpBIDJCu9Bx5yK0C31M6p8IZEsgSkI727GpvghEhQBinN3YDzjgAO8yTgz2MEFsE0EutBKbOl5ofQu7PxLaYRNVeyIgAiJQuAQktEOyjYR2SCDVTKQJSGhH2nzqfCUhEGyCxhsniBQjtMl0IgqeSdS3vDFIaJc3cZ1PBERABESgPAhIaIdEWUI7JJBqJtIEJLQjbT51vpIQIGWcPUdYo01aNhvYkcrOOuhCK+y1Qgo+qf8s1eCVcJW5KKJdma2rsYmACIhAaQIS2iHNCAntkECqmUgTkNCOtPnUeREQgTwTkNDOM2A1LwIiIAIFREBCOyRjSGiHBFLNRJqAhHakzafOi4AI5JmAhHaeAat5ERABESggAhLaIRlDQjskkGom0gTKQ2jzOh7SYcN4vVekYavzIiACkSMgoR05k6nDIiACIpAzAQntnNGVPlBCOySQaibSBCS0I20+dV4ERCDPBCS08wxYzYuACIhAARGQ0A7JGBLaIYFUM5EmIKEdafOp8yIgAnkmIKGdZ8BqXgREQAQKiICEdkjGkNAOCaSaiTQBCe1Im0+dFwERyDMBCe08A1bzIiACIlBABCS0QzKGhHZIINVMpAlUdqH91ltv2ddff21nn312udhpypQp/pom3n+8/fbbl/mcd955p7Vo0cL23nvvlG2V9zgzGVifPn2sb9++1rhx40yqV2idTDlXaCczOPnbb79tjz32mA0ZMsTWWmutDI5QlXQEJLTTEdLnIiACIlB5CEhoh2TL6dOnW/PmzUtt0BRS02pGBCJDIN9Ce9myZca11qRJE1tttdVKuJSXo2vhwoW2YMGCcn3X72WXXWaHHHKItW/fvszzYObMmbbmmmv6v1SlIsaZbnDYnfdBx9o93TEV9XmmnPPZvw8//NCdKnXq1Mn5NFxvxx57rDt7JLRzxljqQAntcDiqFREQARGIAgEJ7ZCstGjRIuPhasmSJSG1qGZEIHoEeBhfvny5cT3koyCy6tWrZ7Vq1SrVfHkJ7XyMKV2bV155pe2///6hCO1059LnlYPAP//8Y5dccoldd911ZRLa0DjmmGPs3nvvldAOaWpIaIcEUs2IgAiIQAQISGhHwEjqogiIQGoCuQrtDz74wBAl33zzjbVs2dI6duxor7zyin300Ue2zz772KuvvmrVq1c3ospEsp988kl3pp111lle55FHHnEhws8TJ060c845x9v6/PPPPfrK78kK7SBgNtlkE/vyyy9tt912s5133tmrv/DCC7ZixQo/57vvvmsnnXRSUqGdaT9++eUXe+ihh2zHHXe03XffPaNxnnbaafbiiy/ae++9Z0ceeaQfM3fuXOvdu7e9/PLLPtYDDjjA/8WXN9980+644w6jjQ4dOthff/3lv/fq1cuZvvbaa37IV1995an4//33n91///3Wtm1bmzp1qn377bceTYVJMMYLLrjAGjVqZJ999pkz5jVv1OvXr5/x2rcHH3zQttlmG3d6cszBBx9stWvXNlKg58+f73bk92zK999/77atUqWKkcpPNgXjueuuu6xp06Z2/PHHWzDWJ554wmI5M4eCOTZjxgybPXu2nXfeeUlP/8knn9gDDzxgxx13nI0fP97HdNFFF/lcgg/zYu211/Z+kOGALRcvXmxPP/20rbfeem4f2if6P2zYMOvcubNtvfXWvtwBZu3atfM6zFn6z7ngQt1WrVrZUUcd5fObeV2/fn37888/bezYsYpoZzNh0tSV0A4RppoSAREQgQInIKFd4AZS90RABNITyEVo//bbby46Tj75ZJs3b5717NnT16L++++/dtNNNxmR5A022MDOPfdcO/30012Iv/TSS/bDDz+40Fy5cqWLLNYOb7fddvb444+7ICOSuPrqq7s4vvHGG5OmmdPOc8895yJxwoQJLqwQgjyII7gQqBTO361bt6RCO5t+MD6EKA4FBGQm40TUXXvttTZ48GDPJrj88st9mUz37t1t8uTJduutt9rtt9+e0EhEVLfddluPyE+bNs0Qm4g9hB0iGnFIWvKcOXOcI8ybNWvmQhNx/MYbb9iAAQO87RNPPNGuvvpqF9r0B7FIXY4744wzbPPNN7dBgwbZRhtt5MfjBGB8/A07cuyuu+5qe+65Z/oJ9X81Zs2a5YL00ksv9b+MGjXKBTd2R1STucHPwf/8jRLLmfmAjUnhHjdunIv0ZAXnCrbGocCc4twwP+KII5zxLrvs4jzhhROHMSGGcTb06NHD5ybvl4cB9hk6dKifd9KkSR7dDuY3DgJENUJ7jTXWKPk/+BtcYYUTirmv1PGMp0zaihLaaRGpggiIgAhUGgIS2pXGlBqICBQvgVyENqKZ6CPCk4K4RYASbUWg3HLLLf73gQMH+hpphA9CieggQpuCmEb0NWjQYJXPzjzzTLv44otd9CQrCDQir/SfvnAuxBBR3WDDskxSxzPtx2233WZbbLGFj/PHH3/MaJy//vqrjxHRR4ltgyg1YyQyn6h88cUXLuIQvERjDzroIF9jDRsEJQWhSJScMSAGiewjKHFaEKHmbxQEX//+/V1oU3AA0DeiubRHRBbHBkIUMUu71B8xYoTXR6huuummLvozLWPGjPEoNMKdEiuuUwntWEY4YMiMYOydOnWyGjVqpDx9rEDmHESsYUUfGF/Dhg39eObFVlttZXvssYc7dxDPZB1sttlm/nlsO8wtjmVeByWZ0EawX3/99e6coCh1PNPZklk9Ce3MOKmWCIiACFQGAhLalcGKGoMIFDmBXIT26NGjXUQRkQwKabNEXuOFNinIiN9shTZpv6QaJyoIQSKFRCaJLtMfhDYRY9KCEWaBoEq3Rjud0A76kU5oJxpnOqFN2yNHjkw4RqLtRORPOOEE+/vvv0tELmIO4RtssAV3HByZCu2HH37Y06n32msvT61GVOZDaLPjdpDtwABjxTXLCNg0LlFEO5YzexZ899137nDAyYDTItWGbvFCG2cMIpt/ZDyQWUHBEUTk+cADD3QxTnYEaf44gZg/uQhtUs0R9diBJQ0S2uHfWCW0w2eqFkVABESgUAmUCG3WApImx0OBigjkSqBq1apWt27dVTar0vzKlaiOiyWQbH7lIrQ5hrRk0o5bt27t66R5ddTSpUs9tTk2op0Pof3MM8/4GlzWJxPxZC020WEEE+tpr7nmmpL14QhtUnmTlVyENhHhTMZZFqFNf8kcYEykngc7YPMzadKkg2NTovpEe0nzZv14qog2AhsxePPNN/t65QsvvNBOOeUUTx1HvGcS0YYvkfEgapuMK1kOtIktyFpAQJPujrhG1JI6T+o6qds4SVgDj8MgVmgTFUcMM6+YazhxSO9OVhDU2AVWscKerADWl5966ql+KKIbJw3zmLHTL5w1pJUjsnFu3HDDDX4u1qzzM+0Ghc8Z1/rrr+8ZB8z9QMzjHGIpBQ4QxsrrylgPr1J2AhLaZWeoFkRABEQgKgRKhDabz/AqkFQPAFEZlPpZcQSI8LAekDTG2KL5VXE2qUxnTja/chHacGFDrqeeesodjEcffbSna5OKjIgiHZf1q0T3iBCSPs4mUaThsuYWx+RVV13l4gRhSJoz85zNqIiUcxzvvyZKmCiCSZ8Rlqx3Ji392WefdSFG6i9p2mxo1aZNG4+Gku59+OGHJ9z5mRTrTPpBH0lL59okoswmV+nGef755xuviSJ6i7BD/CHKEGKMm03SiC7DCmdFosImXkRzSf0OCmt/EW/cKxg/G6RhW6K9bN7VpUsXdz68/vrrnv5NVJcxksZMpB8+jJv11jDHTtiHvpEeTt/eeecdfwc0zgucfzhOENaIctZAk4J9xRVXpL082KCNzc4Q8IjNYI02gpa+0TaOGNLnScfecsstPfUazqz/J0MBNpyP12UhupMVnD2IX44jg2L48OE+dqLUrPtnMzmEMQ6GjTfe2Ne7YwPm7H777edr4HFYsK4bQY/ARlDjMMCxgz05hsJ8Yw7ssMMOPj9J3+/atas7BHAu4DBgzGx6xxxmuYFK2QlIaJedoVoQAREQgagQKBHauT6oRmWg6mf5EUj0IKH5VX78K/uZNL8qu4XLZ3zPP/+8HXrooVmdLDbCnNWBqiwC/0dAQltTQQREQASKh4CEdvHYutxGKiFUbqiL8kSaX0Vp9tAGTcp6MIeIRmdTJLSzoaW6iQhIaGteiIAIiEDxEJDQLh5bl9tIJYTKDXVRnkjzqyjNXuGDZqkAqdssM+A96rxnWkUEsiUgoZ0tMdUXAREQgegSkNCOru0KtucSQgVrmkrRMc2vSmFGDUIEipKAhHZRml2DFgERKFICEtpFavh8DltCKJ901bbml+aACIhAVAlIaEfVcuq3CIiACGRPQEI7e2Y6Ig0BCSFNkXwS0PzKJ121LQIikE8CEtr5pKu2RUAERKCwCEhoF5Y9KkVvJIQqhRkLdhCaXwVrGnVMBEQgB0e0oImACIiACFROAhLaldOuFToqCaEKxV/pT675VelNrAGKQKUloIh2pTWtBiYCIiACqxCQ0NakCJ2AhFDoSNVgDAHNL00HERCBqBKQ0I6q5dRvERABEciegIR29sx0RBoCEkKaIvkkEOX59dZbb9nXX39tZ599ds6I+vTpY3379rXGjRvn3EYuB/L+6RdffNEYw4033mjTpk2zUaNG2Q477GD77rtvLk3m5ZhM+vXnn3/aQw89ZBtvvLEdccQRZepHPuzxxx9/2HXXXWe33npr0r6FMZeyGTjX3YMPPmgXXHCBNWrUyDLpY7r277zzTmvRooXtvffe6apWms8ltCuNKTUQERABEUhLQEI7LSJVyJZAlIVQtmNV/fInEOX5tXDhQluwYEHJO5jHjh1r++23X0qIc+bMsR9++MHat2/v9aZPn24bbrihrbbaauUOf+rUqXb11VfbiBEj/Nw33HCDtW7d2jp27FjufUl1wkz6dc8999jaa69tRx11VJn6ng974NT4/fffUzpT4udSNoNYuXKlvfbaa1nb7aSTTrKrrrrKhXYmfUzXp5kzZ9qaa67p/4qlSGgXi6U1ThEQAREwk9DWLAidQJSFUOgw1GDoBCrL/CKyff/993t0OFlZunSpDRkyxPbYYw/bZZddQmeZbYNEgvv3718itG+77TbbYostshZs2Z432/qZ9OuBBx6wNdZYo8xCO9u+FUL9p556yv755x/r2bNnVt05/fTT3f4IbZXcCEho58ZNR4mACIhAFAlIaEfRagXe58oihAocc9F2L8z59cEHH7jg+Oabb6xly5Z2wAEH2OjRo+2RRx6xM8880wUFYrhXr17WoEED++WXX+yLL74wInFEFM844wyjjSeeeMIOO+wwe/TRR41U4lq1ahn9JOr37bffWu/evW358uX25JNP2pIlS1zgPP744/bmm2/a4YcfbrvuuquNGzfO68+aNcvWWmstO+644+z777+34cOHW7NmzWzHHXf0z+lbkL5LNPWdd96xddZZx89DdJZ+vvLKK/bRRx/ZPvvsY6+++qpVr17dLrvsMlt99dXTzpt3333XEKoI0fnz59uwYcOsVatW3nYqoc1nCLjmzZs7k1NOOcU5wGbZsmUehaevMD3kkEM8DX3KlCnOlvRhIv30tWbNmvbhhx/6+Gnrv//+sxdeeMGjz9Qnsg+LVCVWaH/22Wf2+eef27rrruuM+vXr5zwYH/3666+/nDNR+WOPPdabhR0RZXj/9ttvduKJJ9rixYt9LBS4cCx8Y+1BP2vUqOG232677Wz//fdP2s1PPvnE+8A4x48f7+e76KKLbP3113c22IHIPOd9+umnbb311nO7nnfeec4imEtnnXVWwnMks+Nee+1l9913n82bN8922223VTIqmJ/33nuvbbLJJvbll196nZ133tnPEQjtDTbYoFQf+QyGEydOtCpVqridmjRpYh06dLC77rrLmjZtascff7zP9zvuuMM5ci2Rvo8tyYrg2mGM9ItrjHPCPVnJ9trNtJ2DDjrI53n8XA5rqYaEdtpbkCqIgAiIQKUhIKFdaUxZx2dRPQAAIABJREFUOAMJUwgVzqjUk0IhENb8QkAhXE4++WR/uEf8Ej3eaKONbOTIkS6mEXqIBYQsworPEUMUBBtrkxFb3bt3dwGEiCQNdvDgwTZw4EAXtog+hDTC66WXXvI0cIT3jz/+aEOHDrVbbrnFBR2iHVFCX/gZAUdhrS5iJ4hoIz5I327YsKGv1b7mmmv8nAg3BBLren/66Se76aab7MorrzRE0bnnnusiCWdCJgVRHUR8YyO/qYT2c8895+NFqJCWXbduXXciID4Ru5dccomPEwHO+Nu1a2fPPvusr/XFqXHzzTdbly5dXKBhFzjQj9tvv93Hvu222xpp9Oecc46Pn3rJSqzQvvbaa+2YY45xZwVOENhuvvnmPr6///7b26MPOCLgWb9+fbcD7CjUYy5g32eeecZFNFFd/ob4CuxRp04dT6vmfMwVnAXYLVmBRbdu3dxpwtzgnPXq1fM144hQ7EqKPqIfB0GPHj187uCIYI7GzqVk50hmR2yCLRNFtDkHtmR+T5gwwZ0AsKHERrRj+4hziP5feumlXo+1+whuxDWietGiRf5z8H/gsOB62mabbdzJgUNrxowZbgPag/f5559vbdq0WWV42V67yfgkawcbJ5rLmVw76epIaKcjpM9FQAREoPIQkNCuPLYsmJGEJYQKZkDqSEERCGt+IVQQCzzoUxCqPPBvueWWLgh4yEdIH3roof4565PvvvtuO/DAA/13BAnCmmMQQaSAIy4nTZrk0TmEdnwhak3KeLzQph7CC0FKhB2hGoiReKEdiB2iqohT+hQcT3R0wIABLhICEc9n9IUoMoIuk5KL0KZdxOdXX33lEW2cFLSDaIYVgpYSK9aIcDJmeCDEELWxa89hwphgi2OBggDeaqutrHPnzkmHEp86ToT1119/9cgwop4IfXzqOLzIBqhataqvgw/6S6QWAc1GYC+//LJvAscYghKMh4j9FVdc4Q4CHAZEZBGbqQoOGs6LSMfeRK/5W6xDA9GJk4Ko8JFHHmmbbbaZNxk7l5KdIxehTVvMfwQ+DhuukWAux9outo9jxoyx2bNnu60oseI6ldCOtdPDDz/s7HGKUHBWMeajjz56leFle+0m45OqnURzOZNrJ10dCe10hPS5CIiACFQeAhLalceWBTOSsIRQwQxIHSkoAmHNL1LEEQcIvKCQNktaMZFTIsqIRtJ3SYFGdJDGjfCNrx8rtL/77juPUrOjciAaOQ+py8mEdrAWG5FFRDWIBHKeZEIbQRcIQAQKhQglkUgEXrzQPvjgg61t27YZ2TIXoY0wgxcbZpESHKx/Tie0sSeRZqK7RDiDFF2YkUmAeCOiGkTjYUt0GsdBshIv4BDBpEyTjQDjREKb6DHRf+YAKdA4LCikdF944YUuzBFmqYQ2ywPYDRxHC1kMzItUJV5oBxHfWBFLmwhwosyklOOUIH0+X0Kbc5NajqMBJwPXSTqh/dhjj5VkhTDeWHFNijvLLBJFtFMJba4fIvdkSMSXbK/dZDZI1g6p64nmckYXT5pKEtphUFQbIiACIhANAhLa0bBTpHoZlhCK1KDV2XIjENb8QjgjpkglZo0o61EReaQkI5QQm6TAIhJ4HRcCjP95FRFruUk75t9OO+3kggpBTupvUJ+Uc6KuCG/EO+IuVhz9/PPPfgyp0awhJoqNOCaNGeFJ+joCn8gewopUa34PoooIclLCEWtET1njzHgQq4yNtdWIUgpCKRuhfcIJJ3jqMuuFSUGHC4I3Veo46dz0Y8899/RxIFrJBkB4popoY88gBZ7dsBF4jAWRB2vOX7t2bTv11FN9LIhu6tC3dEKbjAQEPJF/1jUjmEldJ3UcMRg4Azgvac+kK7Mm/OKLL/YUfOxJpgN9PO2004zILZkNRMWDEtiDdfUIdNLcEzllEvUVptgpiGgnEtpkB9Bf1i8jDHECYfNMhHYyOyLYifAzb1lTHjhq6CPp8TgXmOusmWetNzxIWU8W0YYR85g5Q1YAApr+Iq451+TJk31OkwLPXMQRwzURL7S5xoJ12diZ9edBJkMsv2yv3WTzJFk7ZC8kmsswKGuR0C4rQR0vAiIgAtEhIKEdHVtFpqdhCaHIDFgdLVcCYc4vXnHEpkdEDUlRZb0165wRTV27dnWRhdBFdLPZGSnIRD4R2EQsEW2IZMQtopo1ydWqVXPBRT2izghc/o54RDyTikvUGXFFSjDRWc51/fXXewS8U6dORoSQ/4nmIXaIpLJRF4KTKDbptXyGUEAUIOIRKQhTBC4p0ggc2kdMEhVHrNMGv6crrJ3m1WO8I5s+zZ071/v4/vvve99oF6FLu6T3Io4+/vhjzwLgPIwNxwV8nn/+ed9QLFh7O2jQIGcNP9KFYQoPBB9ijbXrpLgjZhFjMGQDLc6HWObd1zgdkhU2N4vtF6IOe+AAQCQzfkQ7jg5sj4hljKwBJ92dQkr722+/7Q4YhDf2I6qMTYloMxbGjRMlsAfj4e9E2plPtMvxyQp8EKbsEUCmAdkSCG2cJ++9955zRmwS2ceevAaONczMC8YQO5cQt4lKMjuy7IB5jSOCNPd4EYuNYIEdaANnFPOatH1sRx9Iow/6SLYBa6zhBkeyN4I12jgGWNPOsgquBa4vrieWaDDn4QgD5glCnMwDbM6Ygk3YEo0t22s32UaA8e3ABCdG/FzGLlxbZS0S2mUlqONFQAREIDoEJLSjY6vI9DRMIRSZQauj5UZA86vcUOtEIpATgdjU8UwbiF+jnelxUasnoR01i6m/IiACIpA7AQnt3NnpyCQEJIQ0NfJJQPMrn3TVtgiUnUAuQpvMA6LOwWZoZe9FYbYgoV2YdlGvREAERCAfBCS080G1yNuUECryCZDn4Wt+5RmwmheBMhBgl3RS/UmfZ401ewmkK+xLwOvBSDdnyUCq9ffp2ir0zyW0C91C6p8IiIAIhEdAQjs8lmrp/whICGkq5JOA5lc+6aptERCBfBKQ0M4nXbUtAiIgAoVFQEK7sOxRKXojIVQpzFiwg9D8KljTqGMiIAJpCEhoa4qIgAiIQPEQkNAuHluX20glhMoNdVGeSPOrKM2uQYtApSAgoV0pzKhBiIAIiEBGBCS0M8KkStkQkBDKhpbqZktA8ytbYqovAiJQKAQktAvFEuqHCIiACOSfgIR2/hkX3RkkhIrO5OU6YM2vcsWtk4mACIRIQEI7RJhqSgREQAQKnICEdoEbKIrdkxCKotWi02fNr+jYSj0VAREoTUBCWzNCBERABIqHgIR28di63EYqIVRuqIvyRMU2v2bOnGmPPvqo1alTx7p3716UNs/HoH/66Se7++67bd68ebbTTjvZmmuuaT///LO/jqpLly5Wu3bttKe98847rUWLFrb33nunrVuRFSq6n5nO4WnTptmoUaNshx12sH333TcUZBU99vhBSGiHYlY1IgIiIAKRIFAitKdPn27Nmze3mjVrRqLj6mRhEli0aJFNnjzZGjduXKqDml+Faa+o9apY5xdCe/HixdajR4+omSz0/s6ZM8d++OEHa9++fZnbRtQhAvv27ettrVixwoYNG2Y//vijDRo0yMV3qsKx1ElXr6wdLeuYy6ufqcaZ6Ry+4YYbrHXr1taxY8eyYvPjC2HswUCS3b9CGagaEQEREAERKDgCJUKbLwC+kJYsWVJwnVSHokOgevXqHhGqUaNGqU5rfkXHhoXc02KdXxMmTLCFCxdahw4dCtk8ee/bsmXL7Nlnn7VWrVpZy5Yty3y+8ePH29y5c+3www8vaQvOI0aMsHbt2tnOO+9c5nOUtYGwx1zW/uR6fKZzePTo0e6obdOmTa6nKtjjkt2/CrbD6pgIiIAIiECZCJQI7TK1ooNFQAREQAREQAREQAREQAREQAREQAScgIS2JoIIiIAIiIAIiIAIiIAIiIAIiIAIhEhAQjtEmGpKBERABERABERABERABERABERABCS0NQdEQAREQAREQAREQAREQAREQAREIEQCJUJ7wYIFNmvWLFu+fHmIzaspERABEQiPQNWqVa1u3bpWq1at8BpVSyIgAiIgAiIgAiIgAiIQMoESoT116lR/H6he7xUyYTUnAiIQGgF2hJ40aZI1bdo0tDbVkAiIgAiIgAiIgAiIgAiETaBEaP/000/Wtm3bsNtXeyIgAiIQKoFPP/3UmjVrFmqbakwEREAEREAEREAEREAEwiQgoR0mTbUlAiKQdwIS2nlHrBOIgAiIgAiIgAiIgAiUkYCEdhkB6nAREIHyJSChXb68dTYREAEREAEREAEREIHsCUhoZ89MR4iACFQgAQntCoSvU4uACIiACIiACIiACGREQEI7I0yqJAIiUCgEJLQLxRLqhwiIgAiIgAiIgAiIQDICEtqaGyIgApEiIKEdKXOpsyIgAiIgAiIgAiJQlAQktIvS7Bq0CESXgIR2dG2nnouACIiACIiACIhAsRCQ0C4WS2ucIlBJCBSC0P7xxx9t8ODB1qRJE7v00kvLRHbZsmU2atQou+222+y9996zWrVqZdze888/b0OGDLGRI0fa5ptvnvFxqigCIiACIiACIiACIpBfAhLa+eWr1kVABEImkEhoL1261KZMmWLTp083hGuisvrqq1vjxo2tefPmVq1atbS9mjZtmt18883GcWuttZa326hRIz/2oIMOsp49e9p2221nAwYMSNtWqgorVqywCRMm2CGHHGK//vprVkIbFvvuu6998MEHEtplsoIOFgEREAEREAEREIFwCUhoh8tTrYmACOSZQCKh/d1339mSJUtcCCOMExWE8m+//WbVq1e3LbfcMmUvv/32WzvmmGPsvvvus7Zt25bUvfrqq/3nyy67zHr16mX16tUrs9CmvT/++MNatWqVtdDm2A022MDeeecdCe08zzs1LwIiIAIiIAIiIALZEJDQzoaW6oqACFQ4gURC+7XXXrM2bdokFdlBpxHbn3/+uUeBU5Xdd9/d9tprL7viiitKVSP6PHToUDv33HPtnHPOsbp164YitGfMmOHiP9uINp1r2LChvfXWWxLaFT4z1QEREAEREAEREAER+P8EJLQ1G0RABCJFIJHQfvnll22nnXbKaBzvv/++HXDAAUnrkobdqVMno80ddthhlXpz5syxOnXquNBeb731bLXVVrP777/f08lZZ02ZOXOm3XvvvUZd+nvLLbdYy5YtDaF+xx13GKnu48ePtyOOOMJOOOEEixXa1OnQoYMdfPDB1rVrV9tss81Sjguhfffdd9ugQYNs7ty5dvnll3s0nkKk/4EHHrCaNWt6PwYOHOgOieeee8569+5tzZo1szFjxtiZZ57pKevXXnut1a5dOyOOqiQCIiACIiACIiACIpCcgIS2ZocIiECkCORbaA8fPtwuuugi++abb2zDDTdMygah/csvv7hwJlJOivmXX37p68DPOOMM3ywN0XrVVVe5qH7jjTe8LqL3xBNPdCHfo0cPT2efNWtWSUT7hRdesBo1aliXLl0ysgtCu0+fPnb00Ufbww8/7KL+ww8/tPXXX98FO9F++sHGaf369XPBjah+4okn/Hc2YLvxxhvthhtucKeBigiIgAiIgAiIgAiIQNkJSGiXnaFaEAERKEcC+RbaiGHWYH///fcuVpOV+NRxNll77LHHbOONN7aOHTvaqaee6of++eefHll+9NFHrX379vbkk096JJlCqjg7lwcRbcTu8uXLS47NBGts6vjKlStd8J911lm29tpr24gRI+zVV1/1ZoiUEx2/5pprSiLehx12mP3+++/29NNP20YbbZTJ6VRHBERABERABERABEQgAwIS2hlAUhUREIHCIZBvoT127FhP2eb/7bffPmOhvcUWW/hruohGE9EmRT2+sHEZ66mpG1sCoU0Ems3cEOWZlvg12qSNt2vXzgX7K6+84pH0oLDunBT3vn37+p9Gjx5tJ598ske9t9lmm0xPqXoiIAIiIAIiIAIiIAJpCEhoa4qIgAhEikC+hTa7l/ParkMPPdSjv/Hliy++sG233XaVzdAQz6zVbtq0qW299da+E3iwuzl9Zm00x5122mkecabwCrGqVav6P+rS9n777WcXXHCBnXTSSRnZJV5os/789NNPt/nz53tkfvLkySWvM9tzzz09zZyxLV682K688kp/ddm4ceNcbCt1PCPkqiQCIiACIiACIiACaQlIaKdFpAoiIAKFRCDfQpuxsn6aSO+dd97pojQoL774YomQjk8dR2jzOjA2ZWMjM97pzTu211hjDfvoo498kzJ2MR85cqSviWb9Nynb/Ex6OZulTZ061ddXs3b79ddfXyXyncgOCG0i10SkSUU/7rjj/NhFixa5w2DIkCF2+OGH+0Zp+++/v68XZ504a8iPPfZYf0UZfUac4wRQEQEREAEREAEREAERKDsBCe2yM1QLIiAC5UggkdB+8803PSJM2naqQhSX9dJEdtMVNglDpP7333++trl+/frWuXNna926tU2cONFOOeUUXwc9bNgwmzRpkkeg+RtR5NmzZ/srwD7++GPbcccd7fbbb3dBu3DhQo9WI9h5bzZ/J52c/9nxG/HLJmi77babv+8bEU66d6rC7ubPPPOMp4uzRpsdxBs0aOCHcP7+/fv72nDGziZsOAQeeugh35iN3cfZKI1U+U8++cRuvfXWjDdhS8dPn4uACIiACIiACIhAMROQ0C5m62vsIhBBAomE9pQpU/xVWmzolUxsIzSJMq+zzjrGxmUqIiACIiACIiACIiACIpAvAhLa+SKrdkVABPJCIJHQ5kSIbYQ0UeNEhXRpXr0lkZ0Xs6hRERABERABERABERCBGAIS2poOIiACkSKQTGhHahDqrAiIgAiIgAiIgAiIQKUmIKFdqc2rwYlA5SMgoV35bKoRiYAIiIAIiIAIiEBlIyChXdksqvGIQCUnIKFdyQ2s4YmACIiACIiACIhAJSAgoV0JjKghiEAxEZDQLiZra6wiIAIiIAIiIAIiEE0CEtrRtJt6LQJFS0BCu2hNr4GLgAiIgAiIgAiIQGQISGhHxlTqqAiIAAQktDUPREAEREAEREAEREAECp2AhHahW0j9EwERKEVAQlsTQgREQAREQAREQAREoNAJSGgXuoXUPxEQAQltzQEREAEREAEREAEREIFIESgR2tOnT7fmzZtbzZo1IzUAdVYERKB4CCxatMgmT55sjRs3Lp5Ba6QiIAIiIAIiIAIiIAKRI1AitHmAnTlzpi1ZsiRyg1CHRUAEioNA9erVrX79+lajRo3iGLBGKQIiIAIiIAIiIAIiEEkCJUI7kr1Xp0VABERABERABERABERABERABESgwAhIaBeYQdQdERABERABERABERABERABERCBaBOQ0I62/dR7ERABERABERABERABERABERCBAiMgoV1gBlF3REAEREAEREAEREAEREAEREAEok1AQjva9lPvRUAEREAEREAEREAEREAEREAECoyAhHaBGUTdEQEREAEREAEREAEREAEREAERiDYBCe1o20+9FwEREAEREAEREAEREAEREAERKDACEtoFZhB1RwREQAREQAREQAREQAREQAREINoESoT20qVLbebMmWlHU6VKFWvQoEHaeqogAiIgAiIgAiIgAiIgAiIgAiIgAsVIwIX2/4r99ddfGY1/xYoVJrGdESpVEgEREAEREAEREAEREAEREAERKEICLrQXL15sc+fOdQGdriC0+dewYcN0VfW5CIiACIiACIiACIiACIiACIiACBQdAQntojO5BiwCIiACIiACIiACIiACIiACIpBPAhLa+aSrtkVABERABERABERABERABERABIqOgIR20ZlcAxYBERABERABERABERABERABEcgnAQntfNJV2yIgAiIgAiIgAiIgAiIgAiIgAkVHQEK76EyuAYtAuAQWLlxo/fv3t7XXXttmz55tV1xxhf+sIgIiIAIiIAIiIAIiIALFSkBCu1gtr3GLQEgEzjnnHNt+++2te/fu9vzzz9vo0aPtnnvuCal1NSMCIiACIiACIiACIiAC0SMgoR09m6nHIlAwBGbMmGGtWrWy77//3urVq2fz5s2zZs2a2WeffWZNmjQpmH6qIyIgAiIgAiIgAiIgAiJQngQktMuTts4lApWMwNNPP229evWy33//vWRkW265pV1++eXWtWvXSjZaDUcEREAEREAEREAEREAEMiMgoZ0ZJ9USARFIQGDo0KF211132cSJE0s+bdeunXXr1s369OkjZiIgAiIgAiIgAiIgAiJQlARyFtpsgKQiAiJQWASqVq1qdevWtVq1apVLx4YNG2YjR470VPGgtG7d2nr27Glnn312ufRBJxEBERABERABERABERCBQiOQs9Bu2bJloY1F/RGBoieAA2zSpEnWtGnTcmFB6viFF15oU6ZMKTkfa7QHDx5sRxxxRLn0QScRAREQAREQAREQAREQgUIjIKFdaBZRf0SgjAQ+/fRT35CsPAqboRHB/u6772y99dbz13s1b97cvv76a9twww3Lows6hwiIgAiIgAiIgAiIgAgUHIFSQpsdg9OV1VZbzapVq+YP1yoiIAKFRWDRokU2efJka9y4cbl17JRTTrFOnTpZ586d7bnnnrMxY8bYiBEjyu38OpEIiIAIiIAIiIAIiIAIFBqBUkJ7/vz5afuH0F599dVt6dKlaeuqggiIQPkSqF69utWvX99q1KhRbieeM2eO9e/f39PV//zzTxs4cGC5rREvt0HqRCIgAiIgAiIgAiIgAiKQBYFSQnvBggVpDw2EdnlGzNJ2ShVEQAREQAREQAREQAREQAREQAREoEAIlBLa//77b9puValSxSPaEtppUamCCIiACIiACIiACIiACIiACIhAERIoJbQzeWUXQpuotoR2Ec4WDVkEREAEREAEREAEREAEREAERCAtgVJCe/HixWkPoAJCu1GjRhnVVSUREAEREAEREAEREAEREAEREAERKCYCpYR2NhucSWgX0zTRWEVABERABERABERABERABERABDIlUEpoL1++PO1xK1eu9Dp6R25aVKogAiIgAiIgAiIgAiIgAiIgAiJQhARKCe1ARKfiQJ0VK1ZIaBfhZNGQRUAEREAEREAEREAEREAEREAE0hMoJbTZ6CxdQWTzr2HDhumq6nMREAEREAEREAEREAEREAEREAERKDoCpYR21apV0wJAZC9btkxCOy0pVRABERABERABERABERABERABEShGAiVCe86cOVa9evW0DBDZrOVu0KBB2rqqIAIiIAIiIAIiIAIiIAIiIAIiIALFRsCFNoOeOXOmset4Junj66yzjtWsWbPYWGm8IiACIiACIiACIiACIiACIiACIpCWQInQZpOzJUuWpD2Ad2hXq1YtbT1VEAEREAEREAEREAEREAEREAEREIFiJFAitItx8BqzCIiACIiACIiACIiACIiACIiACIRNQEI7bKJqTwREQAREQAREQAREQAREQAREoKgJSGgXtfk1eBEQAREQAREQAREQAREQAREQgbAJSGiHTVTtiYAIiIAIiIAIiIAIiIAIiIAIFDUBCe2iNr8GLwIiIAIiIAIiIAIiIAIiIAIiEDYBCe2wiao9ERABERABERABERABERABERCBoiYgoV3U5tfgRUAEREAEREAEREAEREAEREAEwiYgoR02UbUnAiIgAiIgAiIgAiIgAiIgAiJQ1AQktCNg/kmTJtngwYNtq622sj59+pR7j8eNG2fXX3+9XXnllbbjjjuW+/mjdMLnn3/ehgwZYiNHjrTNN988Sl1XX0VABERABERABERABERABEIisIrQnjZtmt188822+uqr21prrWXLli2zRo0aWbVq1ezkk08O6bRqJhsCf/75p51wwgm277772vnnn5/NoaHU/eGHH2zPPfe0Z555RkI7DdFPP/3U7fTBBx9IaIcy+9SICIiACIiACIiACIiACESPQCmh/e2339oxxxxj9913n7Vt27ZkNFdffbX/fNlllxXMCIcPH249e/YsmP7kuyOnnnqqtWjRokKENmNr2bKlR2kV0U5v6Q022MDeeeedrIX2xIkTbc6cObbLLrv4SeJ/T39m1RABERABERABERABERABESgEAqWE9u6772577bWXXXHFFaX6tmLFChs6dKide+65hdBnFyCdOnWyqVOnFkR/yqMTp512mm222WYVJrRJW7/nnnsktDMwdsOGDe2tt97KSmjPmzfPDjroILv22mtt1113tfjfMzitqoiACIiACIiACIiACIiACBQIgRKhTaor4vXll1+2HXbYYZXuEWmrU6eOzZ0712644QarWbOmkSZ75JFHehT8m2++8b8TdV26dKndf//9Lhxuu+22lJ9xopkzZ9q9997r0TzavOWWWzyCisC/4447vL3x48fbEUcc4edirfCdd97pwn+fffYpiQCmY/r111/bk08+aZtssomfr27durb33nt7O0Ttq1evbt999501bdrUBg4caF999ZWn0W+88cY+dqLoW265pf/fr18/e+2114xIcxDp//LLL+2VV16x77//3lPuhw0bZpwTBqReM7bXX3/dOnfubDfeeKOtttpq9txzz3macdWqVW3y5MmeTUDKPgUOCxYssH/++ccmTJjg488ldTzR2FLZi3P/+++/zmD99dd3h8bo0aPt8ccfTyu0H3zwQedz+eWXu2icPn268yH1nTZw2Bx//PHOBKcOa79h8OOPP9qbb75p7dq1swEDBvj4+axWrVr++X777edjf+yxx+zvv/+2zz//3GbPnm3PPvtsOrOXfJ4tB2zVo0cPH/OIESNs3XXXdZu89957Ht2vXbt2wnMjtO+++24bNGiQXy+wYN4+9NBDPtdod9NNN7XrrrvOnnjiCZsyZYo98MAD1r9/f+vYsaPPleXLl5f6vVu3bvbCCy/YZ599ZvMXbQLhAAAKdElEQVTnz7e//vrL5yZ9YM7cfvvt9vDDD3v7f/zxh9tqm222yZiNKoqACIiACIiACIiACIiACIRHoERoI44uuugiF8Ubbrhh0jN0797dU7Z32203+/33310YIQC23XZbO/HEE1383HrrrS5a27Rp4+KSNd7JPkPUnnHGGb7ZF6LhqquuclH9xhtvuMhG0HMsDgBEz2+//ebn5XwI0GxK+/btPSrbunVrF9aIFtYdI4aPO+44QyizHhqR/8svv1iNGjV8rIjOm266ydZee20fU9euXZ3Vzz//7EL/p59+sipVqrgQvOuuu7xL+++/f4loPPDAA13U44j49ddf7dBDD3WhifhCxL/99tvWpEkTo3+IWxweCEiiogg7HA6kE3fp0iVroZ1sbGuuuWZKm/Tt29d22mknF/fw3nrrrW3MmDFphTbCksg7gq9Xr142atQoZ40zAaHKkgTaxEGDEwGbM342ecPREkTOqQsDxChz6tFHH3VbHHDAAe7goFxzzTV26aWXZjQFcuWAWGae4KChYDfE8BZbbJH0vAhtxnP00Ue7+MWGH374oTt4ENhPPfWUzyPaPeqoo1xoUxDGCGYi2vG/MzcR7Gy2RsHRwxzF8cDYcFrg2IErtsPRw/WjIgIiIAIiIAIiIAIiIAIiUP4ESoQ2D+VEHonGEsVMVBC5iFT+X2ONNbwKAhVRRKTynHPOMdanBuIHMUKEc/vtt0/6GeID4UJkmILQJaqMsEJ4InCaNWvmnyFSEaT8n63Q/u+//6xx48Ylm1QRSSQqjqBftGiRffHFFy4CEZMnnXRSicPhggsu8LHiAKB06NDBzj77bDv88MNdANerV88FE8cTseRzCmMgCk70HUHN34MxBpvKEVVHTJOyjxDD4XDJJZe4WEI4IaYQlpRcU8dTjS2ZvZo3b+5Ckgg7zgVKNqnjG220kb366qse/Scyy5zBCYHDZLvttvNoPuOjwJcS2Pj99983HBM4Oxg7UV6OQ8DjrEDEkxGAowP+9evXz+iqyYUD85boOXMNZwAiGecBcz1ViU0dX7lypc+rs846yzcThC1zGqFNVB5bZyK0cVyst956JdF+xPUee+zhWRc4eXCEEOVmE0Mi3MxjBL2KCIiACIiACIiACIiACIhA+RMoEdpjx471SC3/IzASlXfffdcOOeQQTyUO0mYR52yiRmQ4XrjFirNknyFiEZgIrPiCaEeIxkcPcxHatE36MVFhIqOkJSNKiP5RSE9md21EMcIKIUMkHrFLZDsQ2jgFTj/9dBd7FMTPJ5984hF3ItxEreNLvNCmDhFehBBCCeFFe4hsRCXiC7HG38kcoOQqtFONLZlNEG6I3RkzZnhKOyVXoc2xOCUQhb1793bRidAmPZrCnCPye9hhh63C7ZFHHnGhjdgnE4FjYY3YxdlDtJmU6kxLMhunmre0zedkaHAuHCrYKFWJX6ON/cn8wNmQq9A++OCDPeIdbExI+jjZIMw7HEixQhvnFtdjNmn1mTJUPREQAREQAREQAREQAREQgfQESoT2kiVLPNpIWjMpufEFgUGEljqsMeV/CtFr1lCT+p2L0EYsIBLYpZkIKIV0cyJ+CF4EJtFACq8eQ/iRFpttRJvjiSCSIs+6bNpAACEqiVaynpj11fydiH62QpuoNpvIIQQR5pSPP/7YnRbxQhuBSJo0wpqoPcfguCCCi4gjnZjoKZ8H0e9chXaqsSWzF8KW9GXWhQdOjrIIbUQ7/cdJEy+0Ed9Eq4nCBgUeiFX+8Rlp2LxLHEcPGQ84YEjhhiN2atCgQdqZnguHYId1shN4ZRcOA4TuOuusk/J88UIbu+Kc4dri3do4EBDe2US0cUaxVIK11xQ2SyMLACcX15+EdtopoAoiIAIiIAIiIAIiIAIiUG4ESu06TnQMYUdKNaIgKC+++KJHz3iYJyLMumKikhQ2PCM63KpVK480IoKCzcEQZ2wixVrfVJ8RrWPTLDbBIsL90Ucf+XpUhCubTnEu1o0//fTT/jObPXE+1kaT2ks6cSaF9dSkchOF5r3gCCLWKrMullR1HAhsdEVEmXXijBkBjnAOIomJItoIatrE+YCDgNRyxoNTgCgoQhsWAReY4ZjAucFabsZLajPnPe+889wRwEZXRPOxCW0T8YU/kXUi8ZmWVGODcSJ7If4R2kRfEcA4BXAYIG5ZPx5EuZP1gdRxNvciPZxjEZqk6GNbhDZjD1LscbAw1xDiCHJsgKMBG5N2Dm+i10T84YE9sCEFscoGa9gxXcmFA/M2KMx7lkgQWU9X6A9OGyLQZF+wvIJxERVnrT2/My+wMWv6yaTA0QJjrgE2FGROx/6OyGYO4IQg0wKeMMY+zDXS88lAYF4T0eZaIYLPOniuzwsvvNA3llMRAREQAREQAREQAREQARHIP4FSQpvTITSHDBlirGnmYZ81sIgcHuQpPMwHkVAie+xQjnBkbTeblQXrtfmdtc4IdwTkmWeemfAzIuJELVmDimAliogoYu3zwoULfQ0vQh9hzd8R+ax7pU36gtBAEGZSiBazFhrRgshF+LFOGhGMiGEXcKKkF198sTsHEMyMgQ3ZODfnY8dsops4AVgHS2o5fSQtGBHEzwhDUqIR57SJ0OZ8iMtZs2a5kCJdGiHJ/0Rl4cPO23BD9COYYEKKOefjOHgjxDMdL0zIAkg0Ns6XzF7YhDGQSUDklEguNkAwY/tg3XYqoc0xrLPGGYKoRHSyLAEbkMJP1kSw6R42QHRiV1LF4TVu3DifO/wjYssxiHTSpI899lifB4jTYN17OvvnyiEQp+yiz/4AOEHSFcZD6jaOAMYE6yDqzmZmMERE41xg8zs4MyYcEIhn/sehEf87AprNz3beeWe/PhHPOIpgx7zFCcVcYf06c5HIOU4ark/mKo4jFREQAREQAREQAREQAREQgfwTWEVo5/+UFXMGIt+IcoQxhY20EM6kkgevk8pXz+JTx/N1nkJpN3YztELpU1n7wVp+HFA4TlREQAREQAREQAREQAREQAREIBWBohHapM8SLSbqR5SPSCPptUQag9cp5WuqELUmms0mbMVQiDqz6zgR7SgXMh+IIJP5QGo/kWkVERABERABERABERABERABEUhHoGiENptokab75ptv+hpnNpIiNTtYK5wOVK6fs9ab9emkvvNO6OA1Vrm2V8jHkQrPe7NJo2fMbGLGBnpRLWwAyPpxNnHjXdjp1qZHdZzqtwiIgAiIgAiIgAiIgAiIQLgEikZoh4tNrYmACIiACIiACIiACIiACIiACIhAYgIS2poZIiACIiACIiACIiACIiACIiACIhAiAQntEGGqKREQAREQAREQAREQAREQAREQARFAaC8SBhEQAREQAREQAREQAREQAREQAREQgXAIVAmnGbUiAiIgAiIgAiIgAiIgAiIgAiIgAiIAAQltzQMREAEREAEREAEREAEREAEREAERCJGAhHaIMNWUCIiACIiACIiACIiACIiACIiACEhoaw6IgAiIgAiIgAiIgAiIgAiIgAiIQIgEJLRDhKmmREAEREAEREAEREAEREAEREAEROD/ARF3c5by9lUCAAAAAElFTkSuQmCC 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      {
       "cell": {
        "cell_type": "code",
        "execution_count": 5,
        "metadata": {
         "collapsed": false,
         "trusted": true
        },
        "outputs": [
         {
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          },
          "metadata": {
           "isWidgetSnapshot": true
          },
          "output_type": "display_data"
         }
        ],
        "source": "dd = Dropdown(description='Foobar')\ndd"
       },
       "cell_index": 8,
       "root": true
      }
     ]
    },
    "7815a1ebe4904986b859fb0d5c5ed9dc": {
     "views": []
    },
    "786d9729e72c495ba3e4d116dca0bd16": {
     "views": []
    },
    "78905ff26f4c42a6877fa6a53358345e": {
     "views": []
    },
    "7e1710da1b3043328b87e660cf25e423": {
     "views": []
    },
    "80454bca82914cca98e26fe54dbca77a": {
     "views": []
    },
    "816b82c6a27f4143ac9ce9815486706d": {
     "views": []
    },
    "829c6081765c42919e5696126bbf4cc3": {
     "views": []
    },
    "869621a2941d4d19a046fc0465e48d46": {
     "views": []
    },
    "87fc058a5de440479b48d501dfa40be9": {
     "views": []
    },
    "8827aa62afc64077845221f83f49fd74": {
     "views": []
    },
    "8ba2050258a34b99b3f8adda95062832": {
     "views": []
    },
    "8ca429b0965947299e16abed3e78aaec": {
     "views": []
    },
    "8cb9e425fff542318422540a5c070345": {
     "views": []
    },
    "8fa00cde26ac4b5db9cf77641ef61d1b": {
     "views": []
    },
    "9000c9dbb2a14529ab376b8610d43fea": {
     "views": []
    },
    "90c426a033e641468e45749bd71227c9": {
     "views": []
    },
    "90d34601ceac4f6ea0255244d385e1cf": {
     "views": []
    },
    "93e5aa7f401f49b78d8d75d21c70230f": {
     "views": [
      {
       "cell": {
        "cell_type": "code",
        "execution_count": 15,
        "metadata": {
         "collapsed": false,
         "trusted": true
        },
        "outputs": [
         {
          "data": {
           "image/png": 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 class=\"jupyter-widget\">\n<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"orientation\":\"vertical\",\"height\":\"200px\",\"layout\":\"IPY_MODEL_fa3aebb93403494bbf0c65bac3e87478\",\"description\":\"Slider\"},{},{\"orientation\":\"vertical\",\"height\":\"200px\",\"layout\":\"IPY_MODEL_b2ac29e9372e4cd7b57e20b5c39da649\",\"description\":\"Progress\",\"step\":0.1,\"value\":50},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_1c03685407304d0f821eabb2c2fe7610\",\"IPY_MODEL_ba76557776d84d589a4cfc6b065ca225\"],\"layout\":\"IPY_MODEL_90c426a033e641468e45749bd71227c9\"}]</script>"
          },
          "metadata": {
           "isWidgetSnapshot": true
          },
          "output_type": "display_data"
         }
        ],
        "source": "HBox([IntSlider(description='Slider', orientation='vertical', height='200px'),\n      FloatProgress(description='Progress', value=50, orientation='vertical', height='200px')])"
       },
       "cell_index": 20,
       "root": true
      }
     ]
    },
    "9894fd26e4264e9cbc53deb393c983d7": {
     "views": [
      {
       "cell": {
        "cell_type": "code",
        "execution_count": 16,
        "metadata": {
         "collapsed": true,
         "trusted": true
        },
        "outputs": [
         {
          "data": {
           "image/png": 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 class=\"jupyter-widget\">\n<script type=\"application/vnd.jupyter-embedded-widgets\">[{},{\"orientation\":\"vertical\",\"layout\":\"IPY_MODEL_01c950a7512940aa937344766b2c4e95\",\"description\":\"Slider\"},{},{\"orientation\":\"vertical\",\"layout\":\"IPY_MODEL_1a2504eda11b4b2db9195d258c6cf9ed\",\"description\":\"Progress\",\"step\":0.1,\"value\":50},{\"display\":\"flex\"},{\"children\":[\"IPY_MODEL_2da9c934706f4619979182b3f9c2ef5d\",\"IPY_MODEL_bebcea42da124a27ba81b4bb7536b410\"],\"layout\":\"IPY_MODEL_7815a1ebe4904986b859fb0d5c5ed9dc\"}]</script>"
          },
          "metadata": {
           "isWidgetSnapshot": true
          },
          "output_type": "display_data"
         }
        ],
        "source": "HBox([IntSlider(description='Slider', orientation='vertical'),\n      FloatProgress(description='Progress', value=50, orientation='vertical')])"
       },
       "cell_index": 21,
       "root": true
      }
     ]
    },
    "9971fdcdd70e42c0b8b7d4e9521bb7d9": {
     "views": []
    },
    "9b549b3c070945e9ab53fe7fece2144e": {
     "views": []
    },
    "a0d49162048a461687368cbf5f3fb398": {
     "views": []
    },
    "a109e27ed4974850b8a9bbab13f36f3e": {
     "views": []
    },
    "a387309ed6ab41779b84446e2b1623ae": {
     "views": []
    },
    "a3a59d8dac7f414693e87d1778fc7411": {
     "views": []
    },
    "a403dcf96b574e8e956ece4ec9889d69": {
     "views": []
    },
    "a58138839bf34d1fa14301a4bc092fce": {
     "views": []
    },
    "a5ced8ec30da4c43839bf9118e210011": {
     "views": []
    },
    "ad49ae79348845c6936153ed0956a704": {
     "views": [
      {
       "cell": {
        "cell_type": "code",
        "execution_count": 4,
        "metadata": {
         "collapsed": false,
         "trusted": true
        },
        "outputs": [
         {
          "data": {
           "image/png": 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",
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      {
       "cell": {
        "cell_type": "code",
        "execution_count": 12,
        "metadata": {
         "collapsed": false,
         "trusted": true
        },
        "outputs": [
         {
          "data": {
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