search.ipynb

    "    \"\"\"Search the nodes with the lowest f scores first.\n",
    "    You specify the function f(node) that you want to minimize; for example,\n",
    "    if f is a heuristic estimate to the goal, then we have greedy best\n",
    "    first search; if f is node.depth then we have breadth-first search.\n",
    "    There is a subtlety: the line \"f = memoize(f, 'f')\" means that the f\n",
    "    values will be cached on the nodes as they are computed. So after doing\n",
    "    a best first search you can examine the f values of the path returned.\"\"\"\n",
    "    \n",
    "    # we use these two variables at the time of visualisations\n",
    "    iterations = 0\n",
    "    all_node_colors = []\n",
    "    node_colors = dict(initial_node_colors)\n",
    "    \n",
    "    f = memoize(f, 'f')\n",
    "    node = Node(problem.initial)\n",
    "    \n",
    "    node_colors[node.state] = \"red\"\n",
    "    iterations += 1\n",
    "    all_node_colors.append(dict(node_colors))\n",
    "    \n",
    "    if problem.goal_test(node.state):\n",
    "        node_colors[node.state] = \"green\"\n",
    "        iterations += 1\n",
    "        all_node_colors.append(dict(node_colors))\n",
    "        return(iterations, all_node_colors, node)\n",
    "    \n",
    "    frontier = PriorityQueue(min, f)\n",
    "    frontier.append(node)\n",
    "    \n",
    "    node_colors[node.state] = \"orange\"\n",
    "    iterations += 1\n",
    "    all_node_colors.append(dict(node_colors))\n",
    "    \n",
    "    explored = set()\n",
    "    while frontier:\n",
    "        node = frontier.pop()\n",
    "        \n",
    "        node_colors[node.state] = \"red\"\n",
    "        iterations += 1\n",
    "        all_node_colors.append(dict(node_colors))\n",
    "        \n",
    "        if problem.goal_test(node.state):\n",
    "            node_colors[node.state] = \"green\"\n",
    "            iterations += 1\n",
    "            all_node_colors.append(dict(node_colors))\n",
    "            return(iterations, all_node_colors, node)\n",
    "        \n",
    "        explored.add(node.state)\n",
    "        for child in node.expand(problem):\n",
    "            if child.state not in explored and child not in frontier:\n",
    "                frontier.append(child)\n",
    "                node_colors[child.state] = \"orange\"\n",
    "                iterations += 1\n",
    "                all_node_colors.append(dict(node_colors))\n",
    "            elif child in frontier:\n",
    "                incumbent = frontier[child]\n",
    "                if f(child) < f(incumbent):\n",
    "                    del frontier[incumbent]\n",
    "                    frontier.append(child)\n",
    "                    node_colors[child.state] = \"orange\"\n",
    "                    iterations += 1\n",
    "                    all_node_colors.append(dict(node_colors))\n",
    "\n",
    "        node_colors[node.state] = \"gray\"\n",
    "        iterations += 1\n",
    "        all_node_colors.append(dict(node_colors))\n",
    "    return None\n",
    "\n",
    "def astar_search(problem, h=None):\n",
    "    \"\"\"A* search is best-first graph search with f(n) = g(n)+h(n).\n",
    "    You need to specify the h function when you call astar_search, or\n",
    "    else in your Problem subclass.\"\"\"\n",
    "    h = memoize(h or problem.h, 'h')\n",
    "    iterations, all_node_colors, node = best_first_graph_search(problem, lambda n: n.path_cost + h(n))\n",
    "    return(iterations, all_node_colors, node)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABT8AAAPJCAYAAADUK1wEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109bc3780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_node_colors = []\n",
    "romania_problem = GraphProblem('Arad', 'Bucharest', romania_map)\n",
    "display_visual(user_input = False, algorithm = astar_search, problem = romania_problem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABT8AAAPJCAYAAADUK1wEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1077b1080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "all_node_colors = []\n",
    "display_visual(user_input = True, algorithm = astar_search)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  },
  "widgets": {
   "state": {
    "00113f57709844e7b192888085cb6250": {
     "views": []
    },
    "009a9cdb735d4d2fa0ad1e16caec970b": {
     "views": []
    },
    "00f1b90a4f51492aab902a82e0ab7175": {
     "views": []
    },
    "00f1d614b7fc47b7b90ad2b8e7b316e6": {
     "views": []
    },
    "0145425a7ffb446393d56db556dbb665": {
     "views": []
    },
    "01541119cd9645deaaca4399ef8a1b90": {
     "views": []
    },
    "020f7b7854e84cfdb460b44dcec7510e": {
     "views": []
    },
    "021e71898b9945779340ed7729db2642": {
     "views": []
    },
    "025b5c7b92794d7cb658d73db65a98b8": {
     "views": []
    },
    "0292b3330c5d4631a8503a467383857c": {
     "views": []
    },
    "0363e2d6246c492b9f3b4123ac30dee1": {
     "views": [
      {
       "cell_index": 43
      }
     ]
    },
    "036de628c1694bb1ad06942934b5739f": {
     "views": []
    },
    "0437d93bd7ba4b5894cc35b7d38cd7b6": {
     "views": []
    },
    "04dc778aa4a14680a20d2806975fa61d": {
     "views": []
    },
    "04df11c1a0a3462b95be9b74dc4bbba4": {
     "views": []
    },
    "056ece0df81e4cb9b0cf32cc9efb668c": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "057af227172f424298be7f9aa190270d": {
     "views": []
    },
    "0587a045c7c946d1ad5fcd78d286eb80": {
     "views": []
    },
    "059ef7eddbd64faea29cde226b6c36f8": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "05a8401c65e34438935a8099b3ae72fa": {
     "views": []
    },
    "05bbd16a3c6846249989b363b31c9f2e": {
     "views": [
      {
       "cell_index": 46
      }
     ]
    },
    "063fa00de45d4ff888108d3e607afb81": {
     "views": []
    },
    "06769e7ff0d240429dde70c38a02ec4d": {
     "views": []
    },
    "075b8a45bbb64a618f7ceb8bfb3c5cdc": {
     "views": []
    },
    "075cafb2c2ef4d57b8b470b05b73e136": {
     "views": []
    },
    "077b0c3cb12d4a6b8d9136d1b061b90a": {
     "views": []
    },
    "077c6033a8f2458ca814b09a7de218ca": {
     "views": []
    },
    "079d18f5f0de4ba3b395ecff390efad0": {
     "views": []
    },
    "08155c4304a845a8afbe75a240eb4e37": {
     "views": []
    },
    "0854312a159f4cd7a7e7d17987f17760": {
     "views": []
    },
    "086c76f0aa774c848586ac1e373085d8": {
     "views": []
    },
    "08cae3847a9c4038b1b2d4a4e83cd607": {
     "views": []
    },
    "098fe82be744436b9cdf0c34e383efd7": {
     "views": []
    },
    "09c7434762ae46619c49706f5ce195b2": {
     "views": []
    },
    "0a28f6f887e44080b25f09bd3c446142": {
     "views": []
    },
    "0a76aff9d25b401b9b043b932c841323": {
     "views": []
    },
    "0aadf01ef9ca4cb3a7aa7488f223ae2a": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "0acebad1fda54ddc84ac6d7576cdad0e": {
     "views": []
    },
    "0ad9c630a99048458c43a39407f1ddfb": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "0af77a45373c411bbd614f8143455d30": {
     "views": []
    },
    "0b0fa72e1d7041c9853fe01ecc817869": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "0b440eca5756484bbfff30a710afbb0e": {
     "views": []
    },
    "0ba3c38085414137974671834700cef5": {
     "views": []
    },
    "0bbb0d7701384349855d376272b06798": {
     "views": []
    },
    "0c12404d812d4e75afdab63421a8b78e": {
     "views": []
    },
    "0c4a977d241d4ddb89fdbe305b128a41": {
     "views": []
    },
    "0c5439ec1db148ee8089597a1573b124": {
     "views": []
    },
    "0cc16aab4503413b8b6b244f163e309b": {
     "views": []
    },
    "0d68283a07124626b222a3fa2112cb2c": {
     "views": []
    },
    "0d80970f0f67450db912ae718a29cdbd": {
     "views": []
    },
    "0db6c4a71fd845518b87a6823039e2f0": {
     "views": []
    },
    "0e1a9d296f094c2e916708f5206f693e": {
     "views": []
    },
    "0e2d18ed20cd48fcb57ad72abea0ff18": {
     "views": []
    },
    "0e47f03975dd4d74afd899746dbcdc62": {
     "views": []
    },
    "0e5456ac81604dcd960fbd6487f6afed": {
     "views": []
    },
    "0e677b4fcdce44389501058569c8f466": {
     "views": []
    },
    "0ea3b4fa103044b282bffb3964d5a6c4": {
     "views": []
    },
    "0ec58d33db20432a9f5d80a85e59cf27": {
     "views": []
    },
    "0ecd682c767e4502b462426b4cc66352": {
     "views": []
    },
    "0ed2c007366946f9ab735565c1b7306b": {
     "views": []
    },
    "0f971fec2cd745d9bf51cfc6f203ab94": {
     "views": []
    },
    "0fb051b8ad5547d2a50c6f31e35bb032": {
     "views": []
    },
    "0ff19fbf66d1466589f643db19b48ba6": {
     "views": []
    },
    "0ff1eff79d324f3f9362185024a92a82": {
     "views": []
    },
    "11992e31873042d695fa3f5a10a8bb13": {
     "views": []
    },
    "120e46c42f5a4dc28d9c489b0cfface2": {
     "views": [
      {
       "cell_index": 46
      }
     ]
    },
    "1212a83533124113a675427472057d68": {
     "views": []
    },
    "1218fa6163c74fcd82e5930eeea470a8": {
     "views": []
    },
    "12ba8ccf78cc410d92a823c26f6a39bd": {
     "views": []
    },
    "1301a05762b742088760bcb72f1e879a": {
     "views": []
    },
    "13b11e7ea7bb4ef284f8a5442a422734": {
     "views": []
    },
    "140b0c387d5345fbbb3126f31d8e8f28": {
     "views": []
    },
    "1422b6f3d81c4e028299ac12ae3d41dc": {
     "views": []
    },
    "144de02dc14a41789bd937c6c3281b16": {
     "views": []
    },
    "146c4b5592ac4807a8a2cb6a694c13f0": {
     "views": []
    },
    "14856b73ea7a4ee0ab70f2db19d14320": {
     "views": []
    },
    "14b864c490614a3284e2ffc11905df23": {
     "views": []
    },
    "152e62c2178e4dc3a73986463efbba1e": {
     "views": []
    },
    "15373dc8a78b4ce382cb759ea18d542e": {
     "views": []
    },
    "154dce740e424830a146970cd1158c73": {
     "views": []
    },
    "155abea33c6d472cb536205fe0f56f36": {
     "views": []
    },
    "15719df64af14574ae90c1107980e937": {
     "views": []
    },
    "1603a677aa224f2793d0b8c647302927": {
     "views": []
    },
    "16104951772847068cb490c26ad08c40": {
     "views": []
    },
    "165adba94ad048c581a2cc0022936c7b": {
     "views": []
    },
    "169466a0e57c4ad8bf60924cc17d89bc": {
     "views": []
    },
    "16ac5bbdbe0047c09f0b05133703d698": {
     "views": []
    },
    "16b48a3ffc0340e7939fd4c1090c7345": {
     "views": []
    },
    "171fae4108084930921464e1547973af": {
     "views": []
    },
    "17e98d888f554145be71bfc9af473853": {
     "views": []
    },
    "1881501389134d95a2983fbf93f83b7b": {
     "views": []
    },
    "18a3e0612e6e431495dab63a84df3c49": {
     "views": []
    },
    "18b58c28ec97491082d8689190015c4c": {
     "views": []
    },
    "18d4d1ec01b64ac28b3ea230e052856d": {
     "views": []
    },
    "195181fbaeb74e39b15e6c21986ba117": {
     "views": []
    },
    "1a2176fa667e4a2d879bcfefe758f444": {
     "views": []
    },
    "1a65815417c342209ed66690587d205d": {
     "views": []
    },
    "1a663ec934da4fab915361850aa31a5f": {
     "views": []
    },
    "1ae1c522c4fd40fa9c656b43cac74674": {
     "views": []
    },
    "1afaf16bc7be471d98844a32481700d8": {
     "views": []
    },
    "1b07a9f27de549af9fddda8321e89fed": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "1b313f4ff0c045f3b5b5ae1acfd99bf4": {
     "views": []
    },
    "1b62ee438f4d430ca1489a313cd1b925": {
     "views": []
    },
    "1baeefb7e2d64fdaa87a391f28732c16": {
     "views": []
    },
    "1c44d5b093da4aba9e7bbdf11a0a3d7e": {
     "views": [
      {
       "cell_index": 51
      }
     ]
    },
    "1c83b0ddb951439b9cb020ae71a0351c": {
     "views": []
    },
    "1c9d0c61798140088b25f5a395d83576": {
     "views": []
    },
    "1ca3b1f6e9674b9caae14716b4a2cc26": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "1cd9964c1b5145be965373f259c64129": {
     "views": []
    },
    "1cddf964bcf8440486f3566492d76a3b": {
     "views": []
    },
    "1d9a381f5b3e42a3928ebded50e306d4": {
     "views": []
    },
    "1dfc077700d64a6087ec3631d099c81d": {
     "views": []
    },
    "1e6dd86f5c27410394c98c933642a082": {
     "views": []
    },
    "1e8448b2e009420888745bcee70661a0": {
     "views": []
    },
    "1eed1a9f24d44211b30fa72f0fa87a12": {
     "views": []
    },
    "1f290cc77fd64d21bb237d9819af82ce": {
     "views": []
    },
    "1f6a6c40ef564ca0b9b028ec6aa7f442": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "1faa6c1f77314684ace83051d0c87b84": {
     "views": []
    },
    "1fdcb9cd8bea44fab93f21c21bebc210": {
     "views": []
    },
    "1ff3eab4471a4843b20fba36d44e1c71": {
     "views": []
    },
    "2025bffa82534159b6861c5bfd3e920a": {
     "views": []
    },
    "203086e94bf144ddab4a910ff265b838": {
     "views": []
    },
    "20720a60230d4b12aa1b34506cd41add": {
     "views": []
    },
    "208bdbd4606b40d0adab644a5130f481": {
     "views": []
    },
    "20a3c4d90fcf4c99a89cca901416e5db": {
     "views": []
    },
    "20ca0944d9b04433af4a5311589efefc": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "21204a539f2247f0921c71482fa97dce": {
     "views": []
    },
    "2178a26d4ec24d6baf04ea7541cb3967": {
     "views": []
    },
    "21806886dd73487782f0beff9131a341": {
     "views": []
    },
    "21a1b726fe3e4eee97ab39a54918e04c": {
     "views": []
    },
    "22bddd8e1bc646c980e217d9da99aaa2": {
     "views": []
    },
    "22ef7b2042ac47e09cf2135444c0ef7e": {
     "views": []
    },
    "232306e6bf794373b018b94f4c99dd0c": {
     "views": []
    },
    "2357661383b9471cab00e6a45af28b47": {
     "views": []
    },
    "2368fb450b744cc3b445a3aead56c14b": {
     "views": []
    },
    "2387bf4004864904b40e496668c73e50": {
     "views": []
    },
    "2450cc71ae5a4cb294879c5c4b7c2a7f": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "24fa11cf0de0403dbfd0056d2bc22722": {
     "views": []
    },
    "2507053312aa42d0a5fdb9d5097c60a2": {
     "views": []
    },
    "25776531291c4244b0376d0bb67faff2": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "25bba757236a4a43beac64f7e08c436f": {
     "views": [
      {
       "cell_index": 50
      }
     ]
    },
    "2606e4c6d7544fa59cc286c8c9992406": {
     "views": []
    },
    "270078e62132494ea3bc742155b499ad": {
     "views": []
    },
    "27334d3984d24f94badf5d96a2a47575": {
     "views": [
      {
       "cell_index": 45
      }
     ]
    },
    "27ac855fd1a74386a5855d0253fecffd": {
     "views": []
    },
    "27bd2b842b2346b5a2ad8e32b3e19635": {
     "views": []
    },
    "27e1c10f387d432ca186355ccd6a547d": {
     "views": []
    },
    "284199f36ec34d62bcd39ba99449b9c0": {
     "views": []
    },
    "289ebfad2a764059808b2b406524b967": {
     "views": []
    },
    "29bf93d9bc35409aa5fcf8f62ec4975f": {
     "views": []
    },
    "29c1041fe7714093a0a504bfcb6e27e1": {
     "views": []
    },
    "29f450828f414048b4eba480aed1c940": {
     "views": []
    },
    "2aac5b919122425eb2afdf60ec5f4041": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "2addad9bf15e4257b06abc0018e795c5": {
     "views": []
    },
    "2b1c63e6773c47cbb9efa91752328920": {
     "views": []
    },
    "2c106e55f4d1433ca884b1943bcddf33": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "2ce8c6887903406abe0c42d50e17c07f": {
     "views": []
    },
    "2d8517035051418e89ebe9a2c4119dc6": {
     "views": []
    },
    "2dd31893d0524e3188df0794be95ff08": {
     "views": [
      {
       "cell_index": 47
      }
     ]
    },
    "2e961455dc2c46a7a19369033a0559a4": {
     "views": []
    },
    "2ec8abe7c70542729faeaa75aaa53ca4": {
     "views": []
    },
    "2ed82f1fcbe346a08886b7a798ce541c": {
     "views": [
      {
       "cell_index": 55
      }
     ]
    },
    "2f9a0bc3fe9545a681f554fa99706a16": {
     "views": []
    },
    "3026e0be842a4d5bb76027d193b5ec3c": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "30325d28e79f4021b63428d7bdf1b624": {
     "views": []
    },
    "30704bcd186a4b348fe58f29b9070a7f": {
     "views": []
    },
    "30ed2f24fdfa452994baa9ac391b9bbb": {
     "views": []
    },
    "310ebae49a6e4a23a5b1e1a739536816": {
     "views": []
    },
    "311255eb71b14d8296338e690b9cedee": {
     "views": []
    },
    "3156f9cc55514e1cb47a08f6c98ed228": {
     "views": []
    },
    "31ade78f983146dd9e40192d66bbc12b": {
     "views": []
    },
    "31eefe37fda846ceb38d005296938641": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "321c2c4f9f8a4e5aac8f42bb67329426": {
     "views": []
    },
    "3236313e41c84be9bae63a0d5a181b82": {
     "views": []
    },
    "3240fa3e9d9b48ed9d4631b3c09534bc": {
     "views": []
    },
    "32543255e11d461e8365233665afc7af": {
     "views": [
      {
       "cell_index": 46
      }
     ]
    },
    "327efb9078e1466e91aa789a8eabb564": {
     "views": []
    },
    "332f60a25bea4b8bb7805b852143ccb4": {
     "views": []
    },
    "335239cac3754b71a260100335309d3f": {
     "views": []
    },
    "3391b73b3e1e4061a9d4373765dd835f": {
     "views": []
    },
    "33a7dd6910834e8280777a1fe8fa0bf1": {
     "views": []
    },
    "3445da41de844b708860281eef344c9e": {
     "views": []
    },
    "3461d261a1ec435aabd8fb95d55ebc2c": {
     "views": []
    },
    "3472b310b0c3464a818e0b7246f2cdca": {
     "views": []
    },
    "348c9628d1cb421cb6c64cef92ccab74": {
     "views": []
    },
    "34a5b7e6021b45dea068fd9106436c1c": {
     "views": [
      {
       "cell_index": 55
      }
     ]
    },
    "35ace5f1d08148cc87d0d19dd40fdf73": {
     "views": []
    },
    "35bafa0c25f24a64b1069307c28e70b5": {
     "views": []
    },
    "361dd3ce56214df1af38d866cf452986": {
     "views": []
    },
    "366b38fd429749909dc7eea7cb142d6a": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "36b0d3e5057e4585b3090de2c9ea05dd": {
     "views": []
    },
    "3701ebc276a54e38b849526639953e03": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "370d36a8413546368cc3e7db039a4386": {
     "views": []
    },
    "37649ac3b68347f596a1a3bf0739cc3a": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "3787db0b93b54352aedb310fe598d5c8": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "379d46227871434c8686bfdbe27fd3c7": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "37b91340eb564a71a44d2747a1dced3d": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "3819688786a44e4ca1e1eed631b20b1a": {
     "views": []
    },
    "3825e85162c7470788d24846e03d9c3a": {
     "views": []
    },
    "385dfed7dcff42ccba0ea913c386b25f": {
     "views": []
    },
    "38626bc4ffdc444099026e1607a693ee": {
     "views": []
    },
    "38a1b52957fa404884cc3f1e25611d5d": {
     "views": []
    },
    "38be57fed1ff478fa588ad145e13f952": {
     "views": []
    },
    "38c9961f78ca47ffa2245b46d4f220f1": {
     "views": []
    },
    "38cd8ff8d6a942e098d79b20a7a15641": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "393529d7acd747f0b46b9f4eca990d92": {
     "views": []
    },
    "3946505056f74a0d9de14fe129a90e3d": {
     "views": []
    },
    "3957f8db70e44edd9069f9ddf2aebcbb": {
     "views": []
    },
    "39d6336cddf54bcfa9e3ffa03bff4809": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "3a9b794c9c9247dd936982a5cc9b1bc7": {
     "views": []
    },
    "3ae29a8e37d343f0b609badc7ad50e58": {
     "views": []
    },
    "3afd7615ec264144938a43b993a7b131": {
     "views": []
    },
    "3b1f0584f11e493a965df98e288addb7": {
     "views": []
    },
    "3b609538616943fab89fbb47d6939243": {
     "views": []
    },
    "3c274b9a330343b4b1b9035a3dc3d822": {
     "views": []
    },
    "3c8b155bea3d47219426fee64aea7258": {
     "views": []
    },
    "3c8e8f5273ab4219bc4eb0a08ab3fa2a": {
     "views": []
    },
    "3c91b661f0094da1937c6a1af5be2cb2": {
     "views": []
    },
    "3d4451c18d244cb8bd660233e6f685af": {
     "views": []
    },
    "3d732e5331304df8a16d62334903987d": {
     "views": []
    },
    "3e0be61009f4434b84a758a336ee5119": {
     "views": []
    },
    "3e920ada5cd74baab08c0cd14d648c55": {
     "views": []
    },
    "3ef21de11e3f4c6f97488da2fb0762de": {
     "views": []
    },
    "3f252b9f372b42c3b0d1f7fc6d61ec2b": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "3f3109b7cf1448c886a32933768a292e": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "3f4dc78abdfd46e2ad4e45c3e7543f75": {
     "views": []
    },
    "3f57bc5bc47c43f39588dbc1d57abdee": {
     "views": []
    },
    "3fabe6a2602d4f6d96464a7bd1f607f2": {
     "views": []
    },
    "3fcd9f3241a1430aa9879a8e0b3d37cc": {
     "views": [
      {
       "cell_index": 44
      }
     ]
    },
    "402fbd191d9f439884af9ceff781f61f": {
     "views": []
    },
    "403585a2471147efae59074398ac9d50": {
     "views": []
    },
    "407df5f8333d4e43b997e58985be83b0": {
     "views": []
    },
    "40e25300a62a46deae1a9563a583ce65": {
     "views": []
    },
    "40eb3f71cda74244986e1f7fb081d09c": {
     "views": []