reactor.ipynb

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    "colab": {
      "name": "reactor.ipynb",
      "version": "0.3.2",
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      "include_colab_link": true
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      "name": "python3",
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/romanzes637/nuclear-reactor/blob/master/reactor.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ur9qeZsR1rny",
        "colab_type": "text"
      },
      "source": [
        "# Events\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gn4YEv2x1gge",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def tip(reactor):\n",
        "  reactor.acc += 1.0\n",
        "\n",
        "def iodine(reactor):\n",
        "  reactor.acc -= 1.0\n",
        "\n",
        "def pump_down(reactor):\n",
        "  reactor.queue.append({'name': 'steam', 'work': 1.0})\n",
        "  \n",
        "def pump_up(reactor):\n",
        "  reactor.queue.append({'name': 'water', 'work': 1.0})\n",
        "  \n",
        "def rod_down(reactor):\n",
        "  reactor.acc -= 1.0\n",
        "  \n",
        "def rod_up(reactor):\n",
        "  reactor.acc += 1.0  \n",
        "  \n",
        "def water(reactor):\n",
        "  reactor.acc -= 1.0  \n",
        "  \n",
        "def steam(reactor):\n",
        "  reactor.acc += 1.0\n",
        "  \n",
        "def scram(reactor):\n",
        "  reactor.state = 0.0\n",
        "  reactor.rate = 0.0\n",
        "  reactor.acc = 0.0\n",
        "  reactor.queue.append({'name': 'iodine', 'work': 1.0})\n",
        "\n",
        "factory = {\n",
        "    'rod_up': rod_up,\n",
        "    'rod_down': rod_down,\n",
        "    'pump_up': pump_up,\n",
        "    'pump_down': pump_down,\n",
        "    'steam': steam,\n",
        "    'water': water,\n",
        "    'iodine': iodine,\n",
        "    'tip': tip,\n",
        "    'scram': scram\n",
        "}"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mfQtDtT51x2l",
        "colab_type": "text"
      },
      "source": [
        "# Reactor"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OKDLiWpcalbi",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from datetime import datetime, timedelta\n",
        "import time\n",
        "import random\n",
        "import matplotlib.pyplot as plt\n",
        "from google.colab import widgets\n",
        "\n",
        "class Reactor:\n",
        "  state = 0  # reactor state from 0 to 100+ (amount of enegry produced per step, max 100)\n",
        "  rate = 0  # per step\n",
        "  acc = 0  # per step\n",
        "  produced = 0  # total energy produced\n",
        "  work = 200  # working time in seconds\n",
        "  step = 1  # step in seconds\n",
        "  start = 0  # start time\n",
        "  cur = 0  # current (step) time\n",
        "  queue = [\n",
        "      {'name': 'scram', 'work': 1.0},\n",
        "      {'name': 'rod_up', 'work': 100.2}, \n",
        "      {'name': 'rod_up', 'work': 100.2},\n",
        "      {'name': 'rod_down', 'work': 1.2}, \n",
        "      {'name': 'steam', 'work': 3.0},\n",
        "      {'name': 'tip', 'work': 1.0},\n",
        "      {'name': 'iodine', 'work': 40.0},\n",
        "      {'name': 'pump_up', 'work': 5.0},\n",
        "      {'name': 'pump_down', 'work': 5.0},\n",
        "  ]  # events queue TODO clean after update_events() has been implemented\n",
        "  chance = 0.0  # disaster chance for states > 100 (checked every step)\n",
        "  chance_rate = 0.005 # disaster chance rate per step for states > 100\n",
        "\n",
        "  def update_events(self):\n",
        "  # TODO read from file that updated by server?\n",
        "#     new_events = [\n",
        "#         {'name': 'scram', 'work': 0.0},\n",
        "#         {'name': 'rod_up', 'work': 4.2}, \n",
        "#         {'name': 'rod_up', 'work': 10.2}, \n",
        "#         {'name': 'rod_down', 'work': 4.2}, \n",
        "#         {'name': 'steam', 'work': 5.0},\n",
        "#         {'name': 'tip', 'work': 10.0},\n",
        "#         {'name': 'iodine', 'work': 4.0},\n",
        "#         {'name': 'pump_up', 'work': 10.0},\n",
        "#         {'name': 'pump_down', 'work': 4.0},\n",
        "#     ]\n",
        "    if 0 < self.state < 50:\n",
        "        self.queue.append({'name': 'iodine', 'work': 1.0})  # iodine pit\n",
        "    new_events = []\n",
        "    self.queue.extend(new_events)\n",
        "  \n",
        "  def events(self):\n",
        "    for e in self.queue:\n",
        "      e.setdefault('start', self.cur)\n",
        "      e.setdefault('end', self.cur + timedelta(seconds=e['work']))\n",
        "      if self.cur <= e['end']:\n",
        "#         print(e['name'])\n",
        "        factory[e['name']](self)\n",
        "\n",
        "  def run(self):\n",
        "    self.start = datetime.utcnow()\n",
        "    self.create_plot()\n",
        "    while (datetime.utcnow() - self.start).seconds < self.work:\n",
        "      time.sleep(self.step)  # wait to next step\n",
        "      self.cur = datetime.utcnow()\n",
        "      self.update_events()\n",
        "      self.events()\n",
        "      self.rate += 0.5 * self.acc\n",
        "      self.state += self.rate\n",
        "      self.rate += 0.5 * self.acc\n",
        "      if self.state < 0:\n",
        "        self.state = 0\n",
        "        self.rate = 0\n",
        "#         self.acc = 0  # FIXME comment?\n",
        "        if self.chance > 0:\n",
        "          self.chance -= self.chance_rate\n",
        "      elif self.state > 100:\n",
        "        self.chance += self.chance_rate\n",
        "        self.produced += 100\n",
        "      else:\n",
        "        self.chance += self.chance_rate\n",
        "        self.produced += self.state\n",
        "        if self.chance > 0:\n",
        "          self.chance -= self.chance_rate        \n",
        "      self.plot()\n",
        "      if random.uniform(0, 1) < self.chance:\n",
        "          print('BOOM!!!')\n",
        "          break\n",
        "\n",
        "  \n",
        "  def create_plot(self):\n",
        "    self.times = []\n",
        "    self.ss = []\n",
        "    self.ps = []\n",
        "    self.rs = []\n",
        "    self.acs = []\n",
        "    self.cs = []\n",
        "    self.grid = widgets.Grid(3, 2, header_row=True, header_column=True)\n",
        "\n",
        "  def plot(self):    \n",
        "    self.times.append(self.cur)\n",
        "    with self.grid.output_to(0, 0):\n",
        "      self.grid.clear_cell()\n",
        "      self.ss.append(self.state)\n",
        "      plt.xlabel('time')\n",
        "      plt.ylabel('%')\n",
        "      plt.title('State')\n",
        "      plt.plot(self.times, self.ss, 'o-r')\n",
        "    with self.grid.output_to(0, 1):\n",
        "      self.grid.clear_cell()\n",
        "      self.ps.append(self.produced)\n",
        "      plt.xlabel('time')\n",
        "      plt.ylabel('energy')\n",
        "      plt.title('Produced')\n",
        "      plt.plot(self.times, self.ps, 'o-g')\n",
        "    with self.grid.output_to(1, 0):\n",
        "      self.grid.clear_cell()\n",
        "      self.rs.append(self.rate)\n",
        "      plt.xlabel('time')\n",
        "      plt.ylabel('state per step')\n",
        "      plt.title('Rate')\n",
        "      plt.plot(self.times, self.rs, 'o-b')\n",
        "    with self.grid.output_to(1, 1):\n",
        "      self.grid.clear_cell()\n",
        "      self.acs.append(self.acc)\n",
        "      plt.xlabel('time')\n",
        "      plt.ylabel('rate per step')\n",
        "      plt.title('Acceleration')\n",
        "      plt.plot(self.times, self.acs, 'o-y')\n",
        "    with self.grid.output_to(2, 0):\n",
        "      self.grid.clear_cell()\n",
        "      print(self.cur.strftime('%H:%M:%S'))\n",
        "      for e in self.queue:\n",
        "        print('name: {}, start: {}, end: {}'.format(\n",
        "            e['name'], e['start'].strftime('%H:%M:%S'),\n",
        "            e['end'].strftime('%H:%M:%S')))\n",
        "    with self.grid.output_to(2, 1):\n",
        "      self.grid.clear_cell()\n",
        "      self.cs.append(self.chance)\n",
        "      plt.xlabel('time')\n",
        "      plt.ylabel('%')\n",
        "      plt.title('Disaster chance')\n",
        "      plt.plot(self.times, self.cs, 'o-m')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L91u7dim2DqZ",
        "colab_type": "text"
      },
      "source": [
        "# Run\n",
        "Use CTRL + F9"
      ]
    },
    {
      "cell_type": "code",
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        "id": "QeFp0v9Jbraf",
        "colab_type": "code",
        "outputId": "cab3982c-fe3a-403e-efc2-c626edb5183b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "r = Reactor()\n",
        "r.run()"
      ],
      "execution_count": 0,
      "outputs": [
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              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"910c3f64-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_2bd9e29815"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"910c86a4-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_0fc39d55b3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"910cd01e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"910c86a4-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_2cfb7185fe"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"91368062-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"910c3f64-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_8254f3f63c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"91d18f1c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_cfc6bb981a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"91d245ba-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_5b5e1c253f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"91d4c376-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"91d245ba-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_2e1156a978"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"91f5277e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"91d18f1c-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_e44cd13c9d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"91f78eec-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_78dc13f69a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"91f7d23a-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_4dea7866fc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"91f81376-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"91f7d23a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_6f1fe72ebe"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"921955cc-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"91f78eec-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_6b8b4dd21e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"921bff7a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_73bb9d1067"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"921c457a-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_2fd0b0c6fb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"921c9b06-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"921c457a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_fd713da249"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"923ee7b0-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"921bff7a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_804c927fe8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"92413fec-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_4d5b4b8f61"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"92419352-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_3b3eb17a2e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9241ea0a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"92419352-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_70c6b0cbd5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"92626244-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"92413fec-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bd05dd8ded"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9264a284-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_c083100197"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9264effa-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_461e2d3404"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"92652d8a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9264effa-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bb62a2cd6f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9266fb6a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9264a284-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_3859092f9b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"92699730-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_125c72b40e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"926a1778-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_ebf64f04f3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"926a8c94-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"926a1778-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_36eef586e0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"928e2a96-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"92699730-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_755643b615"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9329f84a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_d2986f4c70"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"932aa3b2-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_2d9534f112"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"932b03c0-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"932aa3b2-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_1f11ab3023"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"934bf616-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9329f84a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_9a22462779"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"934de75a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_ef4b46d3e2"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"934e69e6-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_09538b9b17"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"934edf20-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"934e69e6-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_cfbc574d3d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9373a5bc-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"934de75a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_761adb8041"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93751208-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_78f51b18f1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93755bbe-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_73ac246fc6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9375bb72-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"93755bbe-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_70a4abdaa9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"939e1360-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"93751208-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_7366012dff"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93a0a5f8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_f43dfb4367"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93a11f60-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_122c5e8993"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93a1c80c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"93a11f60-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_0b23e7783d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93cc809c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"93a0a5f8-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f8f6972c43"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93cf45f2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_4c0aeb4e56"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93cfc05e-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_6e40491b48"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93d032fa-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"93cfc05e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_abb5a60661"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93d2896a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"93cf45f2-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_8c2dd48d0b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93d510ae-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_dc38f42be3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93d5643c-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_251d849935"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93d5a956-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"93d5643c-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_cf9b244257"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"93f71eec-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"93d510ae-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_b3233ae060"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94915700-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_590888a9e3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9491a228-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_282858da6a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9492afec-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9491a228-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_84ee360e17"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94b57464-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"94915700-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_cb6925e938"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94b7ae1e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_70b626a9c8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94b7fcac-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_fd73fee2ee"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94b85846-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"94b7fcac-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_8d122407ea"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94e01908-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"94b7ae1e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_164d55ff1a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94e21faa-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_a0e4643b71"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94e25d94-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_c00bfdd9f8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"94e2b44c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"94e25d94-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_aabac40725"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9507b936-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"94e21faa-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f1f249e898"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"950983e2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_e0c91e9708"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9509da0e-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_c13646f6f9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"950a293c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9509da0e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_cb49133cb0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"953e1f44-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"950983e2-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f2ebf13f8b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9540dd88-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_744d27d6ce"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"954173ce-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_0263c23121"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9541ec1e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"954173ce-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_17de1aa3f9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9544e450-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9540dd88-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_4a22d4daac"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9546cf0e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_aa49c79b53"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"95472df0-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_1608805243"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"954772ec-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"95472df0-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_08648025ba"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"956cbcc8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9546cf0e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_453ac6fa0c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96073c4e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_8f8c056e97"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96078000-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_03aa4c5412"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96083e3c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96078000-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_6dd6c96121"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96333416-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96073c4e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bec2e36808"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96361014-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_943b68a14b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96366c62-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_535c5272e4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9636c644-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96366c62-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_183140a3e7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96623bda-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96361014-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_6d56cefb22"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9663d800-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_fecf042759"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9664169e-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_da5e01e107"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9664512c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9664169e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f7c65183a4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"968e5d28-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9663d800-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_a37dba372c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"968fc0f0-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_4bfacb4909"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96900722-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_eec09a0b66"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96904570-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96900722-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_99f79a0f0c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96bd3580-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"968fc0f0-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_01db25445e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96c07268-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_213f24a1ea"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96c0ee1e-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_43832f6981"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96c16650-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96c0ee1e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_c55282f85b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96c3cddc-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96c07268-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_b8231a174b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96c5ddca-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b61cf624a9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96c62258-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_254a8527dc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96c6aaa2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96c62258-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_1e13a7a838"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"96efa060-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"96c5ddca-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bd2f0638a8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"978b251c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_9d43060cfc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"978b703a-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_759b81f9ce"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"978c3c90-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"978b703a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_814d14b657"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97ac20c8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"978b251c-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_8621c0a673"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97ad6dde-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_43fbb1c4bc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97adbfc8-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_3ea70a7cc1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97ae0f32-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"97adbfc8-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_a4fcccbbf6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97d04534-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"97ad6dde-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_dbabee9158"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97d19074-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_91a5692c4c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97d1df34-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_075d22bffb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97d22a34-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"97d1df34-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_4e14568840"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97f37784-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"97d19074-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_106391fb40"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97f57de0-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_f785fa0b97"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97f5d844-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_6dbc8a05ac"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"97f6323a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"97f5d844-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_e50a677630"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9816edfe-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"97f57de0-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_dc677fe319"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9818c7f0-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_24f58477de"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98190814-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_ed6dc6c0cb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98195eea-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"98190814-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_62651b0128"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"981b6c1c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9818c7f0-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_c465fe3df6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"981cfafa-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_bfa995c38c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"981d3790-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_ea81513482"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"981d9924-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"981d3790-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_0f5637f6d7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"983ffdb6-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"981cfafa-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_af8335320c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98da8a52-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_78b85b1c43"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98dae1dc-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_638db92ab1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98db3f38-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"98dae1dc-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_9b9d174e03"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98fae428-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"98da8a52-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_c5a74a9b2b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98fd703a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_051c644884"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98fdbc5c-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_e70598d9dd"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"98fdfd3e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"98fdbc5c-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_ea4500b6cf"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"991fe08e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"98fd703a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_8c9f4526a8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"99226156-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_d6110defda"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9922e31a-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_9dfcc678b1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"99232834-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9922e31a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_a30a3f2b9d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9943a9ba-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"99226156-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_7544026b6f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"99460cb4-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_e0301bd68c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"99466fa6-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_3220a82c86"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9946b772-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"99466fa6-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_18ab9b5b67"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9974e9c6-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"99460cb4-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f3f929a3a6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9977dad2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b491d14111"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"99784b02-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_16007b68a3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9978b1be-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"99784b02-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_6b20be7a4e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"997b0842-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9977dad2-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_33e801b9cb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"997caf30-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_0f4d70909c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"997d52fa-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_94598196a1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"997db9de-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"997d52fa-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_6ae61f03d8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"999f3f32-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"997caf30-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_7483a8cf68"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a39edca-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_6ab2e22f60"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a3a7e34-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_5b27a1d9ff"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a3b6ad8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9a3a7e34-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_02d1366b38"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a5c2728-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9a39edca-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_de8432c572"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a5f1776-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_e290ef707e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a5f7554-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_5022100ecb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a5fdb3e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9a5f7554-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_5a0cd166dc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a8377b0-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9a5f1776-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_4489ac343d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a85f7f6-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b0015b1583"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a86541c-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_69f1c18e3b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9a86986e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9a86541c-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_ed7e858b4a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9aa7ce30-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9a85f7f6-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d724d8a00b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9aaa6834-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_a31e90f45e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9aaac8a6-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_a8f4dad68b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9aab2440-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9aaac8a6-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_e9c4578fb9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9acbbaac-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9aaa6834-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_20ba1ca7d7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9acdf786-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_7b9633798d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9ace4452-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_dea8b6c3ee"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9ace948e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9ace4452-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_9333fea914"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9ad064ee-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9acdf786-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d32b88b48a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9ad1a5ac-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_80e642803c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9ad20722-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_760770993f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9ad2420a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9ad20722-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_3f423c1bc8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9af6401a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9ad1a5ac-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_980ee6c23a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9b9110d6-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_a6daf8d783"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9b9156f4-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_2635339eb5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9b9234fc-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9b9156f4-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_13a4b0895b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9bb51076-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9b9110d6-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d5c963f946"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9bb816e0-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_0bb43c40ce"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9bb88e5e-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_d088f2d5dc"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9bb903e8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9bb88e5e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_7da09b84b7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9bda1ede-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9bb816e0-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_ef7a69272a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9bdce95c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_29d1841358"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9bdd33f8-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_121b430cb9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9bdd90b4-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9bdd33f8-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_c91e74c760"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c005bee-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9bdce95c-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_471dc8349f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c032900-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_678c1f77d1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c039d68-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_8bb608cada"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c03fcc2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9c039d68-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_a03241b36e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c276d10-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9c032900-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d48a09998b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c2b0e16-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_8dea17ca10"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c2b7ba8-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_bf7e6ffe01"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c2c5096-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9c2b7ba8-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_35e8e9c463"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c2fd0b8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9c2b0e16-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_532663b7ab"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c32b3d2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b3179c64a0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c3326be-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_df5a835e9d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c33ca6a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9c3326be-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_9fdde788b7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9c5567e2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9c32b3d2-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_63ff6d88b8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9cefaece-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_c298d6c78e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9ceffc8a-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_637cbb8f2e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9cf06742-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9ceffc8a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_096f90911f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d137048-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9cefaece-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f380aaa18b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d180810-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3f0c1e273c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d18b2ce-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_d88987bcc1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d195d00-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d18b2ce-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_e0e1835d71"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d3fec4a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d180810-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_b9f86186f5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d434926-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_1abdaf1ade"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d440f46-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_50a36e560c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d446a7c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d440f46-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_89f340f2f0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d6a995e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d434926-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_21b968b947"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d6e036e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_57c1baf378"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d6e9e6e-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_e34f4d0bc1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d6f1b8c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d6e9e6e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_e7b9f15088"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d953efc-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d6e036e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_020fa961f0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d9861ea-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_ec020faf78"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d98f43e-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_2024a622a1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d998368-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d98f43e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_05522128e1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d9c431e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d9861ea-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_2e6ba8dbde"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d9e768e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_6c1e0f9eb7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d9ee6be-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_386657eee8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9d9fcf02-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d9ee6be-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_7e667e252d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9dd21408-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9d9e768e-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_6777de3193"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9e6d0c24-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3c9700fe9e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9e6d4aea-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_d5d3b671a4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9e6d8578-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9e6d4aea-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_94bec9ac73"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9e916664-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9e6d0c24-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_739a058cf2"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9e934128-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_5ce019f207"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9e938aca-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_644fea814b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9e93cb02-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9e938aca-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bf69f6d42e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9eb6e47a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9e934128-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_b02e9dc086"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9eb8ab66-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_72435e978b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9eb8f846-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_b818b35266"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9eb94350-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9eb8f846-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_dab3258f85"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9edb42a2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9eb8ab66-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_19d97a3d52"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9edcf390-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_784d5da4b8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9edd439a-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_5d4cdf90c7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9edd84ea-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9edd439a-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d71d10f530"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f002e78-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9edcf390-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_440481f296"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f013bf6-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3f1989dc22"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f017792-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_599825544c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f029398-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9f017792-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bf94dc17a0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f049058-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9f013bf6-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_c4ede3b678"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f05cce8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_1e105efe6c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f061d38-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-1\");\n",
              "//# sourceURL=js_a6f8c29615"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f066bc6-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9f061d38-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_5bd8579946"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9f2de426-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9f05cce8-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_481cca1493"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9fc8dbe8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_8a37abbde9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9fc923fa-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_a9d64f864c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9fc9bfb8-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9fc923fa-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_15120c81ca"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9feaf264-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9fc8dbe8-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_2d1cc30773"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9feda3e2-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_cdd9995b92"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9fee3352-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_11a631e7a1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"9fef1696-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9fee3352-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_9f8d9136a7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a0177082-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"9feda3e2-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_3881e8b029"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a01a1e72-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_eb03150b86"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a01a9a28-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_07212f4923"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a01b0ada-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a01a9a28-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_163ed2df97"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a03d697c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a01a1e72-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bf22074270"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a0402ee6-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_dfb77e86b4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a0409d2c-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_3b9e8b070c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a041204e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a0409d2c-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_e3ac6bb634"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
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2H7AMKDWzGjO7DLgVGAI8ZmarzOwn3a5cRHqMgkNSlcxhq3x3/982739uZld3tZG7X9hB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\nswhglwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a065395c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a0402ee6-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f22be84176"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a0681730-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_e2d3cfbc00"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a0688788-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-2-0\");\n",
              "//# sourceURL=js_07398bed2b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a068f362-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a0688788-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_93f38ba365"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "08:05:19\n",
            "name: scram, start: 08:03:37, end: 08:03:38\n",
            "name: rod_up, start: 08:03:37, end: 08:05:18\n",
            "name: rod_up, start: 08:03:37, end: 08:05:18\n",
            "name: rod_down, start: 08:03:37, end: 08:03:39\n",
            "name: steam, start: 08:03:37, end: 08:03:40\n",
            "name: tip, start: 08:03:37, end: 08:03:38\n",
            "name: iodine, start: 08:03:37, end: 08:04:17\n",
            "name: pump_up, start: 08:03:37, end: 08:03:42\n",
            "name: pump_down, start: 08:03:37, end: 08:03:42\n",
            "name: iodine, start: 08:03:37, end: 08:03:38\n",
            "name: water, start: 08:03:37, end: 08:03:38\n",
            "name: steam, start: 08:03:37, end: 08:03:38\n",
            "name: iodine, start: 08:03:40, end: 08:03:41\n",
            "name: water, start: 08:03:40, end: 08:03:41\n",
            "name: steam, start: 08:03:40, end: 08:03:41\n",
            "name: iodine, start: 08:03:42, end: 08:03:43\n",
            "name: water, start: 08:03:42, end: 08:03:43\n",
            "name: steam, start: 08:03:42, end: 08:03:43\n",
            "name: iodine, start: 08:03:45, end: 08:03:46\n",
            "name: iodine, start: 08:03:47, end: 08:03:48\n",
            "name: iodine, start: 08:03:50, end: 08:03:51\n",
            "name: iodine, start: 08:03:52, end: 08:03:53\n",
            "name: iodine, start: 08:03:54, end: 08:03:55\n",
            "name: iodine, start: 08:04:55, end: 08:04:56\n",
            "name: iodine, start: 08:04:57, end: 08:04:58\n",
            "name: iodine, start: 08:05:00, end: 08:05:01\n",
            "name: iodine, start: 08:05:02, end: 08:05:03\n",
            "name: iodine, start: 08:05:05, end: 08:05:06\n"
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          "name": "stdout"
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              "window[\"a06b7a4c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a0681730-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
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              "window[\"a06d3bd4-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_fd1de49395"
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              "//# sourceURL=js_10187db9bd"
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jB5n9vdmcMe+MqMPJOpp2ExHpp0NPHaJhRQPFHyxm0kcmRR1OVlLyERHph5MHTrLhQxsY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\nSTslHxERSbv/D+2nV1Buz7WdAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a0917972-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a06d3bd4-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_e13d775c23"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-2-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a12b801c-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_06fed76393"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a12c2b20-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-0\");\n",
              "//# sourceURL=js_a022382257"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a12cf05a-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a12c2b20-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_b0d8b18940"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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VdEQlY6MJwsx2dfeFGUVXAqcABkwG6k0QIiKb7ZNP4LjjYPVqePll6NAh6YhKSkMtiGFm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\n/wdr6avf8M8weAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a14f7ddc-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a12b801c-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_ed5b25af85"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a1531708-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_cf8154971b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a15388be-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-0-1\");\n",
              "//# sourceURL=js_d7d4ecabee"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a1540dca-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a15388be-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_aab642c8e9"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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YIs4/VbcDk+pNASHVVmZOJmlZaeTm59K0flN27t1JfJ143hn+Dmc1Ocvv8kR8\np4CQaikzJ5PUeakUFBYA8P3P32MYf+7yZ4WDiEf3CZBqKS0r7UA4lHA4xn00zqeKRCKPAkKqpdz8\n3HK1i1RHCgipVtZtX8eQV4fgyrhHZEJ8QiVXJBK5FBBSLWzbvY17F95L66daM3P1THqf2Zu6Nese\ntExcbBzpSek+VSgSeRQQUqXtLdrL2A/Hcsa/zuCJD57ghrY38PVtXzN30Fwm9JlAYnwihpEYn0hG\n7wxS2qX4XbJIxLDALZCiU4cOHVx2drbfZUgEKnbFzPh8Bg9mPci327/lytOv5LGuj3HeKef5XZqI\n78xshXOuw9GW02muUuW889073LPwHpZvXM45Tc9hweAFXHn6lX6XJRJ1FBBSZazespr737qfeV/P\no3mD5kxMnsjgcwYTUyPG79JEopICQqLepp2b+OPiP/LcJ89Rv1Z9xiSN4c6Od1I3tu7RO4tImRQQ\nErV+3vczT3zwBE988AT79u/j9otu56FOD9E4rrHfpYlUCQoIiTpFxUU8//Hz/GHxH9i8azMDzhrA\nmKQxnN7odL9LE6lSFBASNZxzzPt6Hve9dR9f/vgllydczpwb5tCxeUe/SxOpkhQQEhWW5S3jnoX3\nsGTdElqf1JrXrn+NPq37YFbWU21F5HgpICSilL4Fd0J8AndefCdLNyzl5c9f5uR6J/NMr2cYdf4o\natbQP12RcNNPmUSMQ2/BvS5/HaMXjCa2RiwPd3qYuy+9mxNqn+BzlSLVhwJCIkawW3ADnFzvZB7p\n/IgPFYlUbwoI8d3OvTuZ/cVs1uWvCzp/486NlVyRiIACQnxSuL+QBd8sIDMnkzlfzmF30W5q1qhJ\nUXHRYcvqFtwi/lBASKVxzrE0bylTV03l5c9f5seCHzmp7kmMOG8Eg88ZzNpta0l9PfWg3Uy6BbeI\nfxQQEnZf//Q1masyyczJ5Jtt31CnZh2SWycz+JzBdD+9O7ExsQBc0uISMA46iyk9KV234BbxiW73\nLWHxw64fmP7ZdDJzMlmWtwzDSPpFEoPbDeaaX11Dg9oN/C5RpNrS7b6l0u3at4vXvnyNzJxM3vzm\nTfa7/bQ/pT1PdAs8qKdZg2Z+lygi5aCAkONSVFxE1tospuZM5dUvXmVX4S4S4hO497J7SWmXwtkn\nn+13iSJyjBQQclSHXt2c3iWd1o1bM3XVVKZ/Np3NuzZzYp0TSWmXQso5KVyecDk1TE+zFYl2Cgg5\nomBXNw95dQgOR62YWvT+ZW9S2qXQ88ye1K5Z2+dqRaQiKSAkqN2Fu/nk+0+4/Y3bD7u62eFoVLcR\na25fQ8O6DX2qUETCTQEhFLs81KenAAAJKElEQVRivv7pa5ZuWMrSvKUsy1vGp5s/DXrRWoltu7cp\nHESqOAVENfTDrh8OCoNlecvI35sPwAm1TuDCZhdyz6X3cFGzi7jtjdvI25l32Gfo6maRqk8BEeUO\nO4B8yIVluwt38/Gmjw+EwdK8pXy3/TsAYiyGdk3bcf3Z19OxeUc6NutIm8ZtiKkRc6D/rsJdBx2D\nAF3dLFJdKCCiWLADyKPmjmLJd0uoYTVYtnEZqzavOrCrKCE+gY7NOnLrhbfSsVlHzj/1fOrVqnfE\ndZSEja5uFql+dCV1lCkqLmLTzk1s2LGBPtP78GPBj0GXK9lV1LFZYMvgomYXceoJp1ZytSISiXQl\ndYQ42i6g0vYX7+f7n79n/Y71bNixgfX53tcd6w+0bdy5kWJXfMR1Gsb2+7frWgQROS4RFRBm1gMY\nB8QAzznnHq3odZTnF3ZFrOuwXUBzRrE8bzmtTmz1vyDYsZ71+evZuHMj+93+gz6jbs26tIhvQfMG\nzUlqlUSLBoHpFvEtGDV3FJt+3nTYehPiExQOInLcIiYgzCwGGA90AzYAy81srnNudUWtI9gv7NR5\nqQAMbDuQPUV7KCgsoKCwgN2Fuw9MH+m1u6js5bI3ZlNYXHhQDXv272Hc0nEA1KlZJ/DLvkELOrfq\nTPMTmh8IgxYNWtAivgUN6zTEzIKO5/ErH9cBZBEJm4gJCOAiYI1zbi2AmU0HkoEKC4hgj7QsKCxg\nyOwhDJ49+Jg+s27NusTFxh32ql+r/mHhUMIwfrjnB06qe1KZv/xDoQPIIhJOkRQQzYD1pd5vADoe\nupCZpQKpAAkJ5TsXPzc/N2i7w/Fwp4eD/qI/9FU39n+BUKdmnSPuymn5ZMugj9FMiE+gcVzjctVe\nlpR2KQoEEQmLSAqIkDjnMoAMCJzFVJ6+CfEJQX9hJ8Yn8kjnRyqmwFLSk9K1C0hEolYkHcnMA1qU\net/ca6sw6UnpxMXGHdQWzl/YKe1SyOidQWJ8IoaRGJ9IRu8M/Y9fRKJCxFwHYWY1ga+BJALBsBwY\n5Jz7vKw+x3IdRGWexSQiEomi7joI51yRmd0GLCBwmusLRwqHY6V99iIioYmYgABwzr0BvOF3HSIi\nElnHIEREJIIoIEREJCgFhIiIBKWAEBGRoCLmNNdjYWZbgMOvfPNHYyD4vbejW1UcV1UcE2hc0cbP\ncSU655ocbaGoDohIYmbZoZxXHG2q4riq4phA44o20TAu7WISEZGgFBAiIhKUAqLiZPhdQJhUxXFV\nxTGBxhVtIn5cOgYhIiJBaQtCRESCUkCIiEhQ1TIgzKyHmX1lZmvM7H6vLcnMPjazlWb2npmdUUbf\nB7x+X5lZ90PmxZjZJ2b2ehl9h5vZFm8dK81sVKl5+0u1z42UcZnZd2aW4/UPem91C/in13+VmZ1f\nat4wM/uv9xpWhcYVzd+vNmb2oZntNbO7j1ZTFRjTUftH8LhSvH97OWb2gZmde6SaKpxzrlq9CNxK\n/BvgF0At4FPgLALPoviVt8wtwMQgfc/ylq8NtPI+J6bU/NHANOD1MtY9HHiqjHk/R+K4gO+AxkdZ\nd09gPmDAxcBSr70RsNb72tCbbhjt46oC36+TgQuBdODuo9UUzWMKtX8Ej+vSkp8Z4Cr+97N1XN+r\nUF/VcQviImCNc26tc24fMB1IBhzQwFsmHtgYpG8yMN05t9c59y2wxvs8zKw50At4Lsz1lyUs4wpR\nMjDZBXwEnGhmpwLdgYXOua3OuW3AQqBHFRhXRfBtXM65H5xzy4HCEGuK5jFVBD/H9YH3swPwEYEn\nbR6ppgpVHQOiGbC+1PsNXtso4A0z2wAMAR4FMLM+Zvano/QFeBK4FyguvTIz+5OZ9SnV1M/bZJxp\nZqUfsVrHzLLN7CMz6xtB43LAm2a2wsxSS43rZjO7+Sj9j/S50TwuiO7vV3lriuYxldk/Csc1ksAW\n7dE+t8JE1AODfHYX0NM5t9TM7gH+AYxyzs0FjriP2cyuBn5wzq0wsytKz3POPVzq7TzgJefcXjO7\nCZgEdPHmJTrn8szsF8AiM8txzn3j57g8l3t1nQwsNLMvnXNLnHP/fwXUdjz8Hpe+X6Hze0xB+x/b\nUA5SaeMys84EAuLyCqg7ZNVxCyIPKP0/9+bAZuBc59xSr+1lAvv+QumbB1wG9DGz7whs6nUxs6mH\ndnbO/eSc2+u9fQ64oNS8PO/rWmAx0D4CxlW6rh+AVwm+eVxW/zI/txwicVzR/v0qT03l+X5F4piO\nu38ZtVXauMzsHAK/L5Kdcz8d7XMrVEUe0IiGF4GtprUEDhiVHNw5l8BdFX/pLTMSmBWk79kcfMBp\nLaUOUnvLXEHZB6lPLTV9DfCRN90QqO1NNwb+SzkPOIVjXEA94ARvmXrAB0CPIP17cfDB3GVeeyPg\nW298Db3pRlVgXFH9/Sr1OX/k4IPUwWo6O8rHVK7+kTYuIIHAcYtLQ6gp5O9VyGOv6A+MhheBs1O+\nJnAWQJrXdg2Q4/1FLwZ+4bX3Af5Uqm+a1+8r4Kogn30FpQIC+BPQx5seA3zureNtoI3XfmmpdecA\nIyNhXATOkPjUe31e8pnevJuBm71pA8Z7/XOADqWWu9H7B74GGFEVxlUFvl+nENhnvQPY7k03KKum\naB7TkfpHybieA7YBK71X9pFqquiXbrUhIiJBVcdjECIiEgIFhIiIBKWAEBGRoBQQIiISlAJCRESC\nUkCIhMjMTjSzW7zp08xspt81iYSTTnMVCZGZtSRwjUtbn0sRqRS6F5NI6B4FTjezlQSunv6Vc66t\nmQ0H+hK4IvZM4AkCV7cOAfYSuF/PVjM7ncCFd02AAuC3zrkvK38YIqHRLiaR0N0PfOOcOw+455B5\nbYFr+d8zCQqcc+2BD4Gh3jIZwO3OuQuAu4GnK6VqkWOkLQiRivG2c24nsNPM8gncuRcCt2I4x8zq\nE7hFxytmVtKnduWXKRI6BYRIxdhbarq41PtiAj9nNYDt3taHSFTQLiaR0O0ETjiWjs65HcC3ZjYA\nDjzv+tyjdBPxlQJCJEQucC/+983sM+DxY/iIFGCkmZXcwbPCHxEpUpF0mquIiASlLQgREQlKASEi\nIkEpIEREJCgFhIiIBKWAEBGRoBQQIiISlAJCRESC+n/T8JO05fsjRgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a1764d86-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a1531708-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f4d92de88f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-0-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a1789a32-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_2c92b9dc51"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a178f4e6-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-0\");\n",
              "//# sourceURL=js_84ac2db932"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a179ef0e-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a178f4e6-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d99af21a57"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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T2UTilMujmF4AaiuA0CObsUh6VVXBs8+GpDBuXBiR1KVLWMrz7LOha9e4IxSR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\nJQgREUlKCUJERJJSghARkaT+HxhkkTvH12zxAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a19da980-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"a1789a32-a3b2-11e9-ad89-0242ac1c0002\"]);\n",
              "//# sourceURL=js_38901a7a39"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a19ffe56-a3b2-11e9-ad89-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_5ff8ed21fe"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"a1a0509a-a3b2-11e9-ad89-0242ac1c0002\"] = document.querySelector(\"#id4-1-1\");\n",
              "//# sourceURL=js_43833f3490"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4-1-1",
              "outputarea_id4"
            ]
          }
        }
      ]
    }
  ]
}