{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Yu%20-%20WeightedFTS.ipynb",
      "version": "0.3.2",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "[View in Colaboratory](https://colab.research.google.com/github/petroniocandido/pyFTS/blob/master/GOOGLE%20COLAB%20Yu%20-%20WeightedFTS.ipynb)"
      ]
    },
    {
      "metadata": {
        "id": "QBK8YqMs1ALz",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# First Order Conventional Fuzzy Time Series by Chen (1996)\n",
        "\n",
        "S.-M. Chen, “Forecasting enrollments based on fuzzy time series,” Fuzzy Sets Syst., vol. 81, no. 3, pp. 311–319, 1996."
      ]
    },
    {
      "metadata": {
        "id": "hMGqBteu1AL2",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Environment Setup"
      ]
    },
    {
      "metadata": {
        "id": "HPl5HVgG1AL4",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Library install/update"
      ]
    },
    {
      "metadata": {
        "id": "eJN1Uey61AL8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 225
        },
        "outputId": "df8d7e90-2081-4460-b6ea-796ed1a26ae8"
      },
      "cell_type": "code",
      "source": [
        "!pip3 install -U git+https://github.com/petroniocandido/pyFTS\n",
        "!pip3 install dill"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting git+https://github.com/petroniocandido/pyFTS\r\n",
            "  Cloning https://github.com/petroniocandido/pyFTS to /tmp/pip-req-build-sxuh9w5r\n",
            "Building wheels for collected packages: pyFTS\n",
            "  Running setup.py bdist_wheel for pyFTS ... \u001b[?25l-\b \b\\\b \bdone\n",
            "\u001b[?25h  Stored in directory: /tmp/pip-ephem-wheel-cache-2n9eirnt/wheels/84/d7/1e/a333c7128f25b347640740859808db094c4478e98663cd2297\n",
            "Successfully built pyFTS\n",
            "Installing collected packages: pyFTS\n",
            "  Found existing installation: pyFTS 1.2.2\n",
            "    Uninstalling pyFTS-1.2.2:\n",
            "      Successfully uninstalled pyFTS-1.2.2\n",
            "Successfully installed pyFTS-1.2.2\n",
            "Requirement already satisfied: dill in /usr/local/lib/python3.6/dist-packages (0.2.7.1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "Mqk64D7t1AMD",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### External libraries import"
      ]
    },
    {
      "metadata": {
        "id": "REQZEal21AMG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "77d5ea5f-046d-436c-e852-3c9214a3cf84"
      },
      "cell_type": "code",
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pylab as plt\n",
        "import seaborn as sns\n",
        "\n",
        "%pylab inline"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Populating the interactive namespace from numpy and matplotlib\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "VFzpB-Cd1AMP",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Common pyFTS imports "
      ]
    },
    {
      "metadata": {
        "id": "DAsPsG6O1AMQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "c2eaa62e-a428-4c2b-f3d8-a811f0b508c6"
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.common import Util as cUtil\n",
        "from pyFTS.benchmarks import benchmarks as bchmk, Util as bUtil\n",
        "from pyFTS.partitioners import Util as pUtil\n",
        "\n",
        "from pyFTS.models import yu\n"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "metadata": {
        "id": "39I436Wv1AMV",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Common data transformations"
      ]
    },
    {
      "metadata": {
        "id": "AWtnaP2i1AMW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "5f68f13a-4f5a-4140-dbc0-fd63ad09e963"
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.common import Transformations\n",
        "\n",
        "tdiff = Transformations.Differential(1)\n",
        "\n",
        "boxcox = Transformations.BoxCox(0)"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "metadata": {
        "id": "zykmv8gx1AMd",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Datasets"
      ]
    },
    {
      "metadata": {
        "id": "zT9aZIby1AMe",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Data Loading"
      ]
    },
    {
      "metadata": {
        "id": "_dvKkb7B1AMh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "d2d3c7f7-fee7-41d0-b9d9-d6aef3396a41"
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.data import TAIEX, NASDAQ, SP500\n",
        "\n",
        "dataset_names = [\"TAIEX\", \"SP500\",\"NASDAQ\"]\n",
        "\n",
        "def get_dataset(name):\n",
        "    if dataset_name == \"TAIEX\":\n",
        "        return TAIEX.get_data()\n",
        "    elif dataset_name == \"SP500\":\n",
        "        return SP500.get_data()[11500:16000]\n",
        "    elif dataset_name == \"NASDAQ\":\n",
        "        return NASDAQ.get_data()\n",
        "\n",
        "\n",
        "train_split = 2000\n",
        "test_length = 200"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "metadata": {
        "id": "sKMnAvCW1AMm",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Visualization"
      ]
    },
    {
      "metadata": {
        "id": "dLhQzTOC1AMn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 335
        },
        "outputId": "dfe176f5-1c76-4517-d7d3-b9d22cc33efb"
      },
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(nrows=2, ncols=3, figsize=[10,5])\n",
        "\n",
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    dataset = get_dataset(dataset_name)\n",
        "    dataset_diff = tdiff.apply(dataset)\n",
        "\n",
        "    ax[0][count].plot(dataset)\n",
        "    ax[1][count].plot(dataset_diff)\n",
        "    ax[0][count].set_title(dataset_name)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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7e92vtTlxVDfX493Fnt1NMr10aggGIcRAYBDwpT40Ba0DBsDnaMbYWGCxlLJc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\nHy2KWCKLOTeMXqzWUKYvkV4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/u2xkC84yOPRw5WU2m6ba7PsB8IFlrAm4JtLz+mDmJu47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\nEASb8P+VYpUpj3imuAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f1734b77e80>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "PWe9Q5Xx1AMw",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Statistics"
      ]
    },
    {
      "metadata": {
        "id": "N2tpMdIn1AM0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "outputId": "1950c0c9-f99a-4916-ec7e-c6bdede9a552"
      },
      "cell_type": "code",
      "source": [
        "from statsmodels.tsa.stattools import adfuller\n",
        "\n",
        "rows =[]\n",
        "\n",
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    row = [dataset_name]\n",
        "    dataset = get_dataset(dataset_name)\n",
        "    result = adfuller(dataset)\n",
        "    row.extend([result[0],result[1]])\n",
        "    row.extend([value for key, value in result[4].items()])\n",
        "    rows.append(row)\n",
        "    \n",
        "pd.DataFrame(rows,columns=['Dataset','ADF Statistic','p-value','Cr. Val. 1%','Cr. Val. 5%','Cr. Val. 10%'])\n"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Dataset</th>\n",
              "      <th>ADF Statistic</th>\n",
              "      <th>p-value</th>\n",
              "      <th>Cr. Val. 1%</th>\n",
              "      <th>Cr. Val. 5%</th>\n",
              "      <th>Cr. Val. 10%</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>TAIEX</td>\n",
              "      <td>-2.656728</td>\n",
              "      <td>0.081830</td>\n",
              "      <td>-3.431601</td>\n",
              "      <td>-2.862093</td>\n",
              "      <td>-2.567064</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>SP500</td>\n",
              "      <td>-1.747171</td>\n",
              "      <td>0.406987</td>\n",
              "      <td>-3.431811</td>\n",
              "      <td>-2.862186</td>\n",
              "      <td>-2.567114</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>NASDAQ</td>\n",
              "      <td>0.476224</td>\n",
              "      <td>0.984132</td>\n",
              "      <td>-3.432022</td>\n",
              "      <td>-2.862279</td>\n",
              "      <td>-2.567163</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Dataset  ADF Statistic   p-value  Cr. Val. 1%  Cr. Val. 5%  Cr. Val. 10%\n",
              "0   TAIEX      -2.656728  0.081830    -3.431601    -2.862093     -2.567064\n",
              "1   SP500      -1.747171  0.406987    -3.431811    -2.862186     -2.567114\n",
              "2  NASDAQ       0.476224  0.984132    -3.432022    -2.862279     -2.567163"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "metadata": {
        "id": "VleQB0mx1AM9",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Partitioning\n",
        "\n",
        "The best number of partitions of the Universe of Discourse is an optimization problem. The know more about partitioning schemes please look on the Partitioners notebook. To know more about benchmarking look on the Benchmarks notebook."
      ]
    },
    {
      "metadata": {
        "id": "mZOAHH0U1AM-",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.partitioners import Grid, Util as pUtil\n",
        "from pyFTS.benchmarks import benchmarks as bchmk\n",
        "from pyFTS.models import chen\n",
        "\n",
        "tag = 'partitioning'\n",
        "_type = 'point'\n",
        "\n",
        "for dataset_name in dataset_names:\n",
        "    dataset = get_dataset(dataset_name)\n",
        "\n",
        "    bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,\n",
        "                                    methods=[yu.WeightedFTS],\n",
        "                                    benchmark_models=False,\n",
        "                                    transformations=[None],\n",
        "                                    partitions=np.arange(10,100,2), \n",
        "                                    progress=False, type=_type,\n",
        "                                    file=\"benchmarks.db\", dataset=dataset_name, tag=tag)\n",
        "\n",
        "    bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,\n",
        "                                    methods=[yu.WeightedFTS],\n",
        "                                    benchmark_models=False,\n",
        "                                    transformations=[tdiff],\n",
        "                                    partitions=np.arange(3,30,1), \n",
        "                                    progress=False, type=_type,\n",
        "                                    file=\"benchmarks.db\", dataset=dataset_name, tag=tag)\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "Ksz8XSvZ1AND",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.benchmarks import Util as bUtil\n",
        "\n",
        "df1 = bUtil.get_dataframe_from_bd(\"benchmarks.db\",\n",
        "                                  \"tag = 'partitioning' and model = 'WFTS' and measure = 'rmse'and transformation is null\")\n",
        "\n",
        "df2 = bUtil.get_dataframe_from_bd(\"benchmarks.db\",\n",
        "                                  \"tag = 'partitioning' and model = 'WFTS' and measure = 'rmse' and transformation is not null\")\n",
        "\n",
        "fig, ax = plt.subplots(nrows=2, ncols=1, figsize=[15,7])\n",
        "\n",
        "g1 = sns.boxplot(x='Partitions', y='Value', hue='Dataset', data=df1, showfliers=False, ax=ax[0], \n",
        "                 palette=\"Set3\")\n",
        "box = g1.get_position()\n",
        "g1.set_position([box.x0, box.y0, box.width * 0.85, box.height]) \n",
        "g1.legend(loc='right', bbox_to_anchor=(1.15, 0.5), ncol=1)\n",
        "ax[0].set_title(\"Original data\")\n",
        "ax[0].set_ylabel(\"RMSE\")\n",
        "ax[0].set_xlabel(\"\")\n",
        "\n",
        "g2 = sns.boxplot(x='Partitions', y='Value', hue='Dataset', data=df2, showfliers=False, ax=ax[1], \n",
        "                 palette=\"Set3\")\n",
        "box = g2.get_position()\n",
        "g2.set_position([box.x0, box.y0, box.width * 0.85, box.height]) \n",
        "g2.legend(loc='right', bbox_to_anchor=(1.15, 0.5), ncol=1)\n",
        "ax[1].set_title(\"Differentiated data\")\n",
        "ax[1].set_ylabel(\"RMSE\")\n",
        "ax[1].set_xlabel(\"Number of partitions of the UoD\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "Z7N-A0s71ANI",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### Comparing the partitioning schemas"
      ]
    },
    {
      "metadata": {
        "id": "w8gBLCTE1ANK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 346
        },
        "outputId": "3562f763-16b1-4732-c43e-aa24f75a6a53"
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.partitioners import Grid, Util as pUtil\n",
        "\n",
        "fig, ax = plt.subplots(nrows=2, ncols=3, figsize=[20,5])\n",
        "\n",
        "\n",
        "partitioners = {}\n",
        "partitioners_diff = {}\n",
        "\n",
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    dataset = get_dataset(dataset_name)\n",
        "\n",
        "    partitioner = Grid.GridPartitioner(data=dataset, npart=30)\n",
        "    partitioners[dataset_name] = partitioner\n",
        "    partitioner_diff = Grid.GridPartitioner(data=dataset, npart=10, transformation=tdiff)\n",
        "    partitioners_diff[dataset_name] = partitioner_diff\n",
        "\n",
        "    pUtil.plot_sets(dataset, [partitioner.sets], titles=[dataset_name], axis=ax[0][count])\n",
        "    pUtil.plot_sets(dataset, [partitioner_diff.sets], titles=[''], axis=ax[1][count])"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5c0u5flnFNk7QdiSR4HT9VEZKZn/KkN2fSb8PqyH2Ls/3p8IQq7B+WWV9FCVY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/mj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fgJTdc5qzSY83uJ+Ty91zen5ieKeD0ym8vR3mvpbpLgQHSSoHAKfDlJgr6f6O9F/9q6IUQK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bPgeUPaGCye07ZLrWWTqRExYqWsDalNJ2R7zX41qHyEw8Nxmiz3/nj4UomlUsWGTWPq+H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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f1734b65da0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "Pxw6kGst1ANT",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Fitting models"
      ]
    },
    {
      "metadata": {
        "id": "ueXXkpq_1ANT",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### With original data"
      ]
    },
    {
      "metadata": {
        "id": "-GUFMrq11ANW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1183
        },
        "outputId": "c7dcccfc-b5de-467b-d9e9-cee67f9c41ce"
      },
      "cell_type": "code",
      "source": [
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    dataset = get_dataset(dataset_name)\n",
        "\n",
        "    model1 = yu.WeightedFTS(partitioner=partitioners[dataset_name])\n",
        "    model1.name=dataset_name\n",
        "    model1.fit(dataset[:train_split], save_model=True, file_path='model1'+dataset_name, order=1)\n",
        "\n",
        "    print(model1)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TAIEX:\n",
            "A1 -> A1(0.067),A2(0.133),A2(0.2),A2(0.267),A2(0.333)\n",
            "A10 -> A10(0.0),A10(0.0),A10(0.0),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A12(0.013),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.016),A9(0.016),A9(0.016),A9(0.016),A9(0.016)\n",
            "A11 -> A10(0.0),A10(0.0),A10(0.0),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A11(0.002),A11(0.002),A11(0.002),A11(0.003),A11(0.003),A11(0.003),A11(0.003),A11(0.003),A11(0.003),A11(0.003),A11(0.003),A11(0.004),A11(0.004),A11(0.004),A11(0.004),A11(0.004),A11(0.004),A11(0.004),A11(0.005),A11(0.005),A11(0.005),A11(0.005),A11(0.005),A11(0.005),A11(0.005),A11(0.005),A11(0.006),A11(0.006),A11(0.006),A11(0.006),A11(0.006),A11(0.006),A11(0.006),A11(0.006),A11(0.007),A11(0.007),A11(0.007),A11(0.007),A11(0.007),A11(0.007),A11(0.007),A11(0.007),A11(0.008),A11(0.008),A11(0.008),A11(0.008),A11(0.008),A11(0.008),A11(0.008),A11(0.009),A11(0.009),A11(0.009),A11(0.009),A11(0.009),A11(0.009),A11(0.009),A11(0.009),A11(0.01),A11(0.01),A11(0.01),A11(0.01),A11(0.01),A11(0.01),A11(0.01),A11(0.01),A11(0.011),A11(0.011),A11(0.011),A11(0.011),A11(0.011),A11(0.011),A11(0.011),A11(0.011),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.014),A11(0.014),A11(0.014),A11(0.014),A11(0.014),A11(0.014),A11(0.014),A11(0.014),A11(0.015),A12(0.015),A12(0.015),A12(0.015),A12(0.015),A12(0.015),A12(0.015),A12(0.015),A12(0.016),A12(0.016),A12(0.016),A12(0.016)\n",
            "A12 -> A11(0.0),A11(0.0),A11(0.0),A11(0.0),A11(0.0),A11(0.001),A11(0.001),A11(0.001),A11(0.001),A11(0.001),A11(0.001),A11(0.001),A11(0.001),A12(0.001),A12(0.001),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.003),A12(0.003),A12(0.003),A12(0.003),A12(0.003),A12(0.003),A12(0.003),A12(0.003),A12(0.003),A12(0.003),A12(0.003),A12(0.004),A12(0.004),A12(0.004),A12(0.004),A12(0.004),A12(0.004),A12(0.004),A12(0.004),A12(0.004),A12(0.004),A12(0.005),A12(0.005),A12(0.005),A12(0.005),A12(0.005),A12(0.005),A12(0.005),A12(0.005),A12(0.005),A12(0.005),A12(0.006),A12(0.006),A12(0.006),A12(0.006),A12(0.006),A12(0.006),A12(0.006),A12(0.006),A12(0.006),A12(0.006),A12(0.007),A12(0.007),A12(0.007),A12(0.007),A12(0.007),A12(0.007),A12(0.007),A12(0.007),A12(0.007),A12(0.007),A12(0.007),A12(0.008),A12(0.008),A12(0.008),A12(0.008),A12(0.008),A12(0.008),A12(0.008),A12(0.008),A12(0.008),A12(0.008),A12(0.009),A12(0.009),A12(0.009),A12(0.009),A12(0.009),A12(0.009),A12(0.009),A12(0.009),A12(0.009),A12(0.009),A12(0.01),A12(0.01),A12(0.01),A12(0.01),A12(0.01),A12(0.01),A12(0.01),A12(0.01),A12(0.01),A12(0.01),A12(0.01),A12(0.011),A12(0.011),A12(0.011),A12(0.011),A12(0.011),A12(0.011),A12(0.011),A12(0.011),A12(0.011),A12(0.011),A12(0.012),A12(0.012),A12(0.012),A12(0.012),A12(0.012),A12(0.012),A12(0.012),A12(0.012),A12(0.012),A12(0.012),A12(0.013),A12(0.013),A13(0.013),A13(0.013),A13(0.013),A13(0.013),A13(0.013),A13(0.013),A13(0.013),A13(0.013),A13(0.014),A13(0.014),A13(0.014),A13(0.014),A13(0.014)\n",
            "A13 -> A12(0.0),A12(0.0),A12(0.001),A12(0.001),A12(0.001),A12(0.001),A12(0.001),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.002),A12(0.003),A12(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A13(0.012),A13(0.012),A13(0.012),A13(0.012),A13(0.012),A13(0.013),A13(0.013),A13(0.013),A13(0.013),A13(0.013),A13(0.014),A13(0.014),A13(0.014),A13(0.014),A13(0.014),A13(0.015),A13(0.015),A13(0.015),A13(0.015),A13(0.015),A13(0.016),A13(0.016),A13(0.016),A13(0.016),A13(0.016),A13(0.017),A13(0.017),A13(0.017),A13(0.017),A13(0.017),A13(0.018),A13(0.018),A13(0.018),A13(0.018),A13(0.018),A13(0.019),A13(0.019),A14(0.019),A14(0.019),A14(0.019),A14(0.02),A14(0.02),A14(0.02)\n",
            "A14 -> A13(0.0),A13(0.0),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A14(0.002),A14(0.002),A14(0.002),A14(0.002),A14(0.002),A14(0.003),A14(0.003),A14(0.003),A14(0.003),A14(0.003),A14(0.004),A14(0.004),A14(0.004),A14(0.004),A14(0.004),A14(0.005),A14(0.005),A14(0.005),A14(0.005),A14(0.005),A14(0.006),A14(0.006),A14(0.006),A14(0.006),A14(0.006),A14(0.007),A14(0.007),A14(0.007),A14(0.007),A14(0.007),A14(0.008),A14(0.008),A14(0.008),A14(0.008),A14(0.008),A14(0.009),A14(0.009),A14(0.009),A14(0.009),A14(0.009),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.013),A14(0.013),A14(0.013),A14(0.013),A14(0.013),A14(0.014),A14(0.014),A14(0.014),A14(0.014),A14(0.014),A14(0.015),A14(0.015),A14(0.015),A14(0.015),A14(0.015),A14(0.016),A14(0.016),A14(0.016),A14(0.016),A14(0.016),A14(0.017),A14(0.017),A14(0.017),A14(0.017),A14(0.017),A14(0.018),A14(0.018),A14(0.018),A14(0.018),A14(0.018),A15(0.019),A15(0.019),A15(0.019),A15(0.019),A15(0.019),A15(0.02),A15(0.02)\n",
            "A15 -> A14(0.0),A14(0.001),A14(0.001),A14(0.002),A14(0.002),A14(0.002),A14(0.003),A14(0.003),A15(0.004),A15(0.004),A15(0.004),A15(0.005),A15(0.005),A15(0.006),A15(0.006),A15(0.006),A15(0.007),A15(0.007),A15(0.008),A15(0.008),A15(0.008),A15(0.009),A15(0.009),A15(0.01),A15(0.01),A15(0.01),A15(0.011),A15(0.011),A15(0.012),A15(0.012),A15(0.012),A15(0.013),A15(0.013),A15(0.014),A15(0.014),A15(0.014),A15(0.015),A15(0.015),A15(0.016),A15(0.016),A15(0.016),A15(0.017),A15(0.017),A15(0.018),A15(0.018),A15(0.019),A15(0.019),A15(0.019),A15(0.02),A15(0.02),A15(0.021),A15(0.021),A15(0.021),A15(0.022),A15(0.022),A15(0.023),A15(0.023),A15(0.023),A15(0.024),A15(0.024),A16(0.025),A16(0.025),A16(0.025),A16(0.026),A16(0.026),A16(0.027),A16(0.027),A16(0.027),A16(0.028),A16(0.028)\n",
            "A16 -> A15(0.0),A15(0.001),A15(0.001),A15(0.001),A15(0.002),A15(0.002),A15(0.002),A15(0.002),A15(0.003),A16(0.003),A16(0.003),A16(0.004),A16(0.004),A16(0.004),A16(0.005),A16(0.005),A16(0.005),A16(0.006),A16(0.006),A16(0.006),A16(0.006),A16(0.007),A16(0.007),A16(0.007),A16(0.008),A16(0.008),A16(0.008),A16(0.009),A16(0.009),A16(0.009),A16(0.01),A16(0.01),A16(0.01),A16(0.01),A16(0.011),A16(0.011),A16(0.011),A16(0.012),A16(0.012),A16(0.012),A16(0.013),A16(0.013),A16(0.013),A16(0.014),A16(0.014),A16(0.014),A16(0.015),A16(0.015),A16(0.015),A16(0.015),A16(0.016),A16(0.016),A16(0.016),A16(0.017),A16(0.017),A16(0.017),A16(0.018),A17(0.018),A17(0.018),A17(0.019),A17(0.019),A17(0.019),A17(0.019),A17(0.02),A17(0.02),A17(0.02),A17(0.021),A17(0.021),A17(0.021),A17(0.022),A17(0.022),A17(0.022),A17(0.023),A17(0.023),A17(0.023),A17(0.023),A17(0.024),A17(0.024),A17(0.024),A18(0.025)\n",
            "A17 -> A15(0.0),A16(0.0),A16(0.0),A16(0.0),A16(0.001),A16(0.001),A16(0.001),A16(0.001),A16(0.001),A16(0.001),A16(0.001),A16(0.001),A16(0.002),A16(0.002),A16(0.002),A16(0.002),A16(0.002),A16(0.002),A16(0.002),A16(0.002),A16(0.003),A16(0.003),A17(0.003),A17(0.003),A17(0.003),A17(0.003),A17(0.003),A17(0.003),A17(0.004),A17(0.004),A17(0.004),A17(0.004),A17(0.004),A17(0.004),A17(0.004),A17(0.004),A17(0.005),A17(0.005),A17(0.005),A17(0.005),A17(0.005),A17(0.005),A17(0.005),A17(0.005),A17(0.006),A17(0.006),A17(0.006),A17(0.006),A17(0.006),A17(0.006),A17(0.006),A17(0.006),A17(0.007),A17(0.007),A17(0.007),A17(0.007),A17(0.007),A17(0.007),A17(0.007),A17(0.007),A17(0.008),A17(0.008),A17(0.008),A17(0.008),A17(0.008),A17(0.008),A17(0.008),A17(0.008),A17(0.008),A17(0.009),A17(0.009),A17(0.009),A17(0.009),A17(0.009),A17(0.009),A17(0.009),A17(0.009),A17(0.01),A17(0.01),A17(0.01),A17(0.01),A17(0.01),A17(0.01),A17(0.01),A17(0.01),A17(0.011),A17(0.011),A17(0.011),A17(0.011),A17(0.011),A17(0.011),A17(0.011),A17(0.011),A17(0.012),A17(0.012),A17(0.012),A17(0.012),A17(0.012),A17(0.012),A17(0.012),A17(0.012),A17(0.013),A17(0.013),A17(0.013),A17(0.013),A17(0.013),A17(0.013),A17(0.013),A17(0.013),A18(0.014),A18(0.014),A18(0.014),A18(0.014),A18(0.014),A18(0.014),A18(0.014),A18(0.014),A18(0.015),A18(0.015),A18(0.015),A18(0.015),A18(0.015),A18(0.015),A18(0.015),A18(0.015),A18(0.016),A18(0.016)\n",
            "A18 -> A16(0.0),A17(0.0),A17(0.0),A17(0.001),A17(0.001),A17(0.001),A17(0.001),A17(0.001),A17(0.001),A17(0.001),A17(0.002),A17(0.002),A17(0.002),A17(0.002),A17(0.002),A17(0.002),A17(0.002),A17(0.003),A17(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A18(0.014),A18(0.014),A18(0.014),A18(0.014),A18(0.014),A18(0.014),A19(0.014),A19(0.015),A19(0.015),A19(0.015),A19(0.015),A19(0.015),A19(0.015),A19(0.016),A19(0.016),A19(0.016),A19(0.016),A19(0.016),A19(0.016),A19(0.016),A19(0.017),A19(0.017),A19(0.017),A19(0.017)\n",
            "A19 -> A18(0.0),A18(0.0),A18(0.001),A18(0.001),A18(0.001),A18(0.001),A18(0.001),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A19(0.004),A19(0.004),A19(0.004),A19(0.004),A19(0.004),A19(0.005),A19(0.005),A19(0.005),A19(0.005),A19(0.005),A19(0.006),A19(0.006),A19(0.006),A19(0.006),A19(0.006),A19(0.006),A19(0.007),A19(0.007),A19(0.007),A19(0.007),A19(0.007),A19(0.008),A19(0.008),A19(0.008),A19(0.008),A19(0.008),A19(0.009),A19(0.009),A19(0.009),A19(0.009),A19(0.009),A19(0.01),A19(0.01),A19(0.01),A19(0.01),A19(0.01),A19(0.01),A19(0.011),A19(0.011),A19(0.011),A19(0.011),A19(0.011),A19(0.012),A19(0.012),A19(0.012),A19(0.012),A19(0.012),A19(0.013),A19(0.013),A19(0.013),A19(0.013),A19(0.013),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.015),A19(0.015),A19(0.015),A19(0.015),A19(0.015),A19(0.016),A19(0.016),A19(0.016),A19(0.016),A19(0.016),A19(0.017),A19(0.017),A20(0.017),A20(0.017),A20(0.017),A20(0.018),A20(0.018),A20(0.018),A20(0.018),A20(0.018),A20(0.018),A20(0.019),A20(0.019),A20(0.019),A20(0.019),A20(0.019)\n",
            "A2 -> A1(0.011),A1(0.022),A1(0.033),A1(0.044),A2(0.055),A2(0.066),A2(0.077),A2(0.088),A2(0.099),A2(0.11),A3(0.121),A3(0.132),A3(0.143)\n",
            "A20 -> A19(0.0),A19(0.001),A19(0.001),A19(0.001),A19(0.002),A19(0.002),A19(0.002),A19(0.002),A19(0.003),A19(0.003),A19(0.003),A19(0.004),A19(0.004),A19(0.004),A20(0.005),A20(0.005),A20(0.005),A20(0.006),A20(0.006),A20(0.006),A20(0.006),A20(0.007),A20(0.007),A20(0.007),A20(0.008),A20(0.008),A20(0.008),A20(0.009),A20(0.009),A20(0.009),A20(0.01),A20(0.01),A20(0.01),A20(0.01),A20(0.011),A20(0.011),A20(0.011),A20(0.012),A20(0.012),A20(0.012),A20(0.013),A20(0.013),A20(0.013),A20(0.014),A20(0.014),A20(0.014),A20(0.015),A20(0.015),A20(0.015),A20(0.015),A20(0.016),A20(0.016),A20(0.016),A20(0.017),A20(0.017),A20(0.017),A20(0.018),A20(0.018),A20(0.018),A20(0.019),A20(0.019),A20(0.019),A20(0.019),A20(0.02),A20(0.02),A20(0.02),A20(0.021),A20(0.021),A20(0.021),A21(0.022),A21(0.022),A21(0.022),A21(0.023),A21(0.023),A21(0.023),A21(0.023),A21(0.024),A21(0.024),A21(0.024),A22(0.025)\n",
            "A21 -> A20(0.001),A20(0.001),A20(0.002),A20(0.002),A20(0.003),A20(0.003),A20(0.004),A20(0.004),A20(0.005),A20(0.005),A20(0.006),A21(0.006),A21(0.007),A21(0.007),A21(0.008),A21(0.008),A21(0.009),A21(0.01),A21(0.01),A21(0.011),A21(0.011),A21(0.012),A21(0.012),A21(0.013),A21(0.013),A21(0.014),A21(0.014),A21(0.015),A21(0.015),A21(0.016),A21(0.016),A21(0.017),A21(0.017),A21(0.018),A21(0.019),A21(0.019),A21(0.02),A21(0.02),A21(0.021),A21(0.021),A21(0.022),A21(0.022),A21(0.023),A21(0.023),A21(0.024),A21(0.024),A21(0.025),A21(0.025),A21(0.026),A21(0.026),A22(0.027),A22(0.027),A22(0.028),A22(0.029),A22(0.029),A22(0.03),A22(0.03),A22(0.031),A22(0.031),A22(0.032),A23(0.032)\n",
            "A22 -> A21(0.0),A21(0.001),A21(0.001),A21(0.002),A21(0.002),A21(0.003),A21(0.003),A21(0.004),A21(0.004),A21(0.005),A21(0.005),A22(0.006),A22(0.006),A22(0.007),A22(0.007),A22(0.008),A22(0.008),A22(0.009),A22(0.009),A22(0.01),A22(0.01),A22(0.011),A22(0.011),A22(0.012),A22(0.012),A22(0.013),A22(0.013),A22(0.014),A22(0.014),A22(0.015),A22(0.015),A22(0.016),A22(0.016),A22(0.017),A22(0.017),A22(0.018),A22(0.018),A22(0.019),A22(0.019),A22(0.02),A22(0.02),A22(0.021),A22(0.021),A22(0.022),A22(0.022),A22(0.023),A22(0.023),A22(0.024),A22(0.024),A22(0.025),A22(0.025),A22(0.026),A22(0.026),A22(0.027),A22(0.027),A22(0.028),A23(0.028),A23(0.029),A23(0.029),A23(0.03),A23(0.03),A23(0.031),A23(0.031)\n",
            "A23 -> A22(0.002),A22(0.005),A22(0.007),A22(0.009),A22(0.011),A22(0.014),A23(0.016),A23(0.018),A23(0.021),A23(0.023),A23(0.025),A23(0.028),A23(0.03),A23(0.032),A23(0.034),A23(0.037),A23(0.039),A23(0.041),A23(0.044),A23(0.046),A23(0.048),A23(0.051),A23(0.053),A23(0.055),A23(0.057),A24(0.06),A24(0.062),A24(0.064),A24(0.067)\n",
            "A24 -> A21(0.002),A22(0.004),A23(0.006),A23(0.009),A24(0.011),A24(0.013),A24(0.015),A24(0.017),A24(0.019),A24(0.022),A24(0.024),A24(0.026),A24(0.028),A24(0.03),A24(0.032),A24(0.034),A24(0.037),A24(0.039),A24(0.041),A24(0.043),A24(0.045),A24(0.047),A24(0.049),A24(0.052),A24(0.054),A25(0.056),A25(0.058),A25(0.06),A25(0.062),A25(0.065)\n",
            "A25 -> A24(0.003),A24(0.006),A24(0.009),A24(0.011),A25(0.014),A25(0.017),A25(0.02),A25(0.023),A25(0.026),A25(0.028),A25(0.031),A25(0.034),A25(0.037),A25(0.04),A25(0.043),A25(0.046),A25(0.048),A25(0.051),A26(0.054),A26(0.057),A26(0.06),A26(0.063),A26(0.066),A26(0.068),A26(0.071),A26(0.074)\n",
            "A26 -> A24(0.008),A25(0.017),A25(0.025),A25(0.033),A25(0.042),A25(0.05),A25(0.058),A25(0.067),A26(0.075),A26(0.083),A26(0.092),A26(0.1),A26(0.108),A26(0.117),A26(0.125)\n",
            "A3 -> A2(0.007),A2(0.013),A2(0.02),A3(0.026),A3(0.033),A3(0.039),A3(0.046),A3(0.052),A3(0.059),A3(0.065),A3(0.072),A3(0.078),A3(0.085),A3(0.092),A3(0.098),A4(0.105),A4(0.111)\n",
            "A4 -> A3(0.004),A3(0.009),A4(0.013),A4(0.017),A4(0.022),A4(0.026),A4(0.03),A4(0.035),A4(0.039),A4(0.043),A4(0.048),A4(0.052),A4(0.056),A4(0.061),A4(0.065),A4(0.069),A4(0.074),A4(0.078),A5(0.082),A5(0.087),A5(0.091)\n",
            "A5 -> A4(0.0),A4(0.001),A4(0.001),A4(0.002),A5(0.002),A5(0.003),A5(0.003),A5(0.004),A5(0.004),A5(0.005),A5(0.005),A5(0.006),A5(0.006),A5(0.007),A5(0.007),A5(0.008),A5(0.008),A5(0.009),A5(0.009),A5(0.01),A5(0.01),A5(0.011),A5(0.011),A5(0.012),A5(0.012),A5(0.013),A5(0.013),A5(0.014),A5(0.014),A5(0.015),A5(0.015),A5(0.016),A5(0.016),A5(0.017),A5(0.017),A5(0.018),A5(0.018),A5(0.019),A5(0.019),A5(0.02),A5(0.02),A5(0.021),A5(0.021),A5(0.022),A5(0.022),A5(0.023),A5(0.023),A5(0.024),A5(0.024),A5(0.025),A5(0.025),A5(0.026),A5(0.026),A5(0.027),A6(0.027),A6(0.028),A6(0.028),A6(0.029),A6(0.029),A6(0.03),A6(0.03),A6(0.031),A6(0.031)\n",
            "A6 -> A5(0.0),A5(0.0),A5(0.0),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A6(0.001),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.008),A6(0.008),A6(0.008),A6(0.008),A6(0.008),A6(0.008),A6(0.008),A6(0.009),A6(0.009),A6(0.009),A6(0.009),A6(0.009),A6(0.009),A6(0.009),A6(0.009),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.012),A6(0.012),A6(0.012),A6(0.012),A6(0.012),A6(0.012),A6(0.012),A6(0.013),A6(0.013),A6(0.013),A6(0.013),A6(0.013),A6(0.013),A6(0.013),A6(0.013),A6(0.014),A6(0.014),A6(0.014),A6(0.014),A6(0.014),A6(0.014),A6(0.014),A6(0.014),A6(0.015),A7(0.015),A7(0.015),A7(0.015),A7(0.015),A7(0.015),A7(0.015),A7(0.015),A7(0.016),A7(0.016),A7(0.016),A7(0.016)\n",
            "A7 -> A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.007),A7(0.007),A7(0.007),A7(0.007),A7(0.007),A7(0.007),A7(0.007),A7(0.007),A7(0.007),A7(0.007),A7(0.007),A7(0.008),A7(0.008),A7(0.008),A7(0.008),A7(0.008),A7(0.008),A7(0.008),A7(0.008),A7(0.008),A7(0.008),A7(0.008),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.009),A7(0.01),A7(0.01),A7(0.01),A7(0.01),A7(0.01),A7(0.01),A7(0.01),A7(0.01),A7(0.01),A7(0.01),A7(0.01),A7(0.011),A7(0.011),A7(0.011),A7(0.011),A7(0.011),A7(0.011),A7(0.011),A7(0.011),A7(0.011),A7(0.011),A7(0.011),A7(0.012),A7(0.012),A7(0.012),A7(0.012),A7(0.012),A7(0.012),A7(0.012),A8(0.012),A8(0.012),A8(0.012),A8(0.012),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.013)\n",
            "A8 -> A6(0.0),A7(0.0),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A8(0.003),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.008),A8(0.008),A8(0.008),A8(0.008),A8(0.008),A8(0.009),A8(0.009),A8(0.009),A8(0.009),A8(0.009),A8(0.01),A8(0.01),A8(0.01),A8(0.01),A8(0.011),A8(0.011),A8(0.011),A8(0.011),A8(0.011),A8(0.012),A8(0.012),A8(0.012),A8(0.012),A8(0.012),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.014),A8(0.014),A8(0.014),A8(0.014),A8(0.014),A8(0.015),A8(0.015),A8(0.015),A8(0.015),A8(0.015),A8(0.016),A8(0.016),A8(0.016),A8(0.016),A8(0.017),A8(0.017),A8(0.017),A8(0.017),A8(0.017),A9(0.018),A9(0.018),A9(0.018),A9(0.018),A9(0.018),A9(0.019),A9(0.019),A9(0.019),A9(0.019),A9(0.02),A9(0.02),A9(0.02),A9(0.02),A9(0.02),A9(0.021)\n",
            "A9 -> A10(0.0),A10(0.0),A10(0.0),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.003),A10(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.005),A8(0.005),A8(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.013),A9(0.013),A9(0.013),A9(0.013),A9(0.013),A9(0.013),A9(0.013),A9(0.013),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.015),A9(0.016),A9(0.016),A9(0.016),A9(0.016),A9(0.016),A9(0.016)\n",
            "\n",
            "SP500:\n",
            "A1 -> A1(0.002),A1(0.005),A1(0.007),A1(0.01),A1(0.012),A1(0.015),A1(0.017),A1(0.02),A1(0.022),A1(0.025),A1(0.027),A1(0.03),A1(0.032),A1(0.034),A1(0.037),A1(0.039),A1(0.042),A1(0.044),A1(0.047),A1(0.049),A1(0.052),A1(0.054),A1(0.057),A1(0.059),A1(0.062),A1(0.064),A2(0.067),A2(0.069)\n",
            "A10 -> A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.012),A10(0.012),A10(0.012),A10(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.012),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A9(0.013),A9(0.013),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014)\n",
            "A11 -> A10(0.0),A10(0.001),A10(0.001),A10(0.002),A10(0.002),A10(0.002),A10(0.003),A10(0.003),A10(0.003),A10(0.004),A10(0.004),A10(0.005),A11(0.005),A11(0.005),A11(0.006),A11(0.006),A11(0.006),A11(0.007),A11(0.007),A11(0.008),A11(0.008),A11(0.008),A11(0.009),A11(0.009),A11(0.01),A11(0.01),A11(0.01),A11(0.011),A11(0.011),A11(0.011),A11(0.012),A11(0.012),A11(0.013),A11(0.013),A11(0.013),A11(0.014),A11(0.014),A11(0.014),A11(0.015),A11(0.015),A11(0.016),A11(0.016),A11(0.016),A11(0.017),A11(0.017),A11(0.018),A11(0.018),A11(0.018),A11(0.019),A11(0.019),A11(0.019),A11(0.02),A11(0.02),A11(0.021),A11(0.021),A11(0.021),A11(0.022),A11(0.022),A11(0.022),A11(0.023),A11(0.023),A11(0.024),A11(0.024),A11(0.024),A11(0.025),A11(0.025),A11(0.025),A12(0.026),A12(0.026),A12(0.027),A12(0.027),A12(0.027)\n",
            "A12 -> A11(0.0),A11(0.001),A11(0.001),A11(0.001),A11(0.002),A12(0.002),A12(0.003),A12(0.003),A12(0.003),A12(0.004),A12(0.004),A12(0.004),A12(0.005),A12(0.005),A12(0.005),A12(0.006),A12(0.006),A12(0.006),A12(0.007),A12(0.007),A12(0.008),A12(0.008),A12(0.008),A12(0.009),A12(0.009),A12(0.009),A12(0.01),A12(0.01),A12(0.01),A12(0.011),A12(0.011),A12(0.012),A12(0.012),A12(0.012),A12(0.013),A12(0.013),A12(0.013),A12(0.014),A12(0.014),A12(0.014),A12(0.015),A12(0.015),A12(0.015),A12(0.016),A12(0.016),A12(0.017),A12(0.017),A12(0.017),A12(0.018),A12(0.018),A12(0.018),A12(0.019),A12(0.019),A12(0.019),A12(0.02),A12(0.02),A12(0.021),A12(0.021),A12(0.021),A12(0.022),A13(0.022),A13(0.022),A13(0.023),A13(0.023),A13(0.023),A13(0.024),A13(0.024),A13(0.025),A13(0.025),A13(0.025),A13(0.026),A13(0.026),A13(0.026),A13(0.027)\n",
            "A13 -> A12(0.0),A12(0.0),A12(0.0),A12(0.0),A12(0.0),A12(0.0),A12(0.0),A12(0.001),A12(0.001),A12(0.001),A12(0.001),A12(0.001),A12(0.001),A12(0.001),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.002),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.003),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.004),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.005),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.006),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.007),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.008),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.009),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.01),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A13(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.012)\n",
            "A14 -> A13(0.0),A13(0.0),A13(0.0),A13(0.0),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A13(0.001),A14(0.001),A14(0.001),A14(0.002),A14(0.002),A14(0.002),A14(0.002),A14(0.002),A14(0.002),A14(0.002),A14(0.002),A14(0.002),A14(0.003),A14(0.003),A14(0.003),A14(0.003),A14(0.003),A14(0.003),A14(0.003),A14(0.003),A14(0.004),A14(0.004),A14(0.004),A14(0.004),A14(0.004),A14(0.004),A14(0.004),A14(0.004),A14(0.004),A14(0.005),A14(0.005),A14(0.005),A14(0.005),A14(0.005),A14(0.005),A14(0.005),A14(0.005),A14(0.006),A14(0.006),A14(0.006),A14(0.006),A14(0.006),A14(0.006),A14(0.006),A14(0.006),A14(0.006),A14(0.007),A14(0.007),A14(0.007),A14(0.007),A14(0.007),A14(0.007),A14(0.007),A14(0.007),A14(0.008),A14(0.008),A14(0.008),A14(0.008),A14(0.008),A14(0.008),A14(0.008),A14(0.008),A14(0.008),A14(0.009),A14(0.009),A14(0.009),A14(0.009),A14(0.009),A14(0.009),A14(0.009),A14(0.009),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.01),A14(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.011),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.012),A14(0.013),A14(0.013),A14(0.013),A14(0.013),A14(0.013),A14(0.013),A14(0.013),A14(0.013),A14(0.014),A14(0.014),A14(0.014),A14(0.014),A14(0.014),A14(0.014),A14(0.014),A14(0.014),A14(0.014),A14(0.015),A15(0.015),A15(0.015),A15(0.015),A15(0.015),A15(0.015),A15(0.015)\n",
            "A15 -> A14(0.0),A14(0.001),A14(0.001),A14(0.002),A14(0.002),A14(0.003),A15(0.003),A15(0.004),A15(0.004),A15(0.005),A15(0.005),A15(0.006),A15(0.006),A15(0.007),A15(0.007),A15(0.008),A15(0.008),A15(0.009),A15(0.009),A15(0.01),A15(0.01),A15(0.011),A15(0.011),A15(0.012),A15(0.012),A15(0.013),A15(0.013),A15(0.014),A15(0.014),A15(0.015),A15(0.015),A15(0.016),A15(0.016),A15(0.017),A15(0.017),A15(0.018),A15(0.018),A15(0.019),A15(0.019),A15(0.02),A15(0.02),A15(0.021),A15(0.021),A15(0.022),A15(0.022),A15(0.023),A15(0.023),A15(0.024),A15(0.024),A15(0.025),A15(0.025),A15(0.026),A15(0.026),A15(0.027),A15(0.027),A15(0.028),A15(0.028),A16(0.029),A16(0.029),A16(0.03),A16(0.03),A16(0.031),A16(0.031)\n",
            "A16 -> A15(0.0),A15(0.0),A15(0.001),A15(0.001),A15(0.001),A15(0.001),A16(0.002),A16(0.002),A16(0.002),A16(0.002),A16(0.003),A16(0.003),A16(0.003),A16(0.003),A16(0.004),A16(0.004),A16(0.004),A16(0.004),A16(0.005),A16(0.005),A16(0.005),A16(0.005),A16(0.006),A16(0.006),A16(0.006),A16(0.006),A16(0.007),A16(0.007),A16(0.007),A16(0.007),A16(0.008),A16(0.008),A16(0.008),A16(0.008),A16(0.009),A16(0.009),A16(0.009),A16(0.009),A16(0.01),A16(0.01),A16(0.01),A16(0.01),A16(0.011),A16(0.011),A16(0.011),A16(0.011),A16(0.012),A16(0.012),A16(0.012),A16(0.012),A16(0.013),A16(0.013),A16(0.013),A16(0.013),A16(0.014),A16(0.014),A16(0.014),A16(0.014),A16(0.015),A16(0.015),A16(0.015),A16(0.015),A16(0.016),A16(0.016),A16(0.016),A16(0.016),A16(0.017),A16(0.017),A16(0.017),A16(0.017),A16(0.018),A16(0.018),A16(0.018),A16(0.018),A16(0.019),A16(0.019),A16(0.019),A16(0.019),A16(0.02),A16(0.02),A17(0.02),A17(0.02),A17(0.021),A17(0.021),A17(0.021),A17(0.021),A17(0.022),A17(0.022),A17(0.022)\n",
            "A17 -> A16(0.0),A16(0.001),A16(0.001),A16(0.001),A16(0.001),A16(0.002),A16(0.002),A16(0.002),A16(0.002),A17(0.003),A17(0.003),A17(0.003),A17(0.004),A17(0.004),A17(0.004),A17(0.004),A17(0.005),A17(0.005),A17(0.005),A17(0.005),A17(0.006),A17(0.006),A17(0.006),A17(0.007),A17(0.007),A17(0.007),A17(0.007),A17(0.008),A17(0.008),A17(0.008),A17(0.008),A17(0.009),A17(0.009),A17(0.009),A17(0.01),A17(0.01),A17(0.01),A17(0.01),A17(0.011),A17(0.011),A17(0.011),A17(0.011),A17(0.012),A17(0.012),A17(0.012),A17(0.013),A17(0.013),A17(0.013),A17(0.013),A17(0.014),A17(0.014),A17(0.014),A17(0.015),A17(0.015),A17(0.015),A17(0.015),A17(0.016),A17(0.016),A17(0.016),A17(0.016),A17(0.017),A17(0.017),A17(0.017),A17(0.018),A17(0.018),A17(0.018),A17(0.018),A17(0.019),A17(0.019),A17(0.019),A17(0.019),A17(0.02),A17(0.02),A17(0.02),A17(0.021),A18(0.021),A18(0.021),A18(0.021),A18(0.022),A18(0.022),A18(0.022),A18(0.022),A18(0.023),A18(0.023),A18(0.023)\n",
            "A18 -> A17(0.0),A17(0.0),A17(0.0),A17(0.0),A17(0.001),A17(0.001),A17(0.001),A17(0.001),A17(0.001),A17(0.001),A18(0.001),A18(0.001),A18(0.001),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.004),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.005),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.006),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.007),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.008),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.009),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.01),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.011),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.012),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A18(0.013),A19(0.013),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.015),A19(0.015),A19(0.015),A19(0.015),A19(0.015)\n",
            "A19 -> A18(0.0),A18(0.0),A18(0.001),A18(0.001),A18(0.001),A18(0.001),A18(0.001),A18(0.002),A18(0.002),A18(0.002),A18(0.002),A18(0.003),A18(0.003),A18(0.003),A18(0.003),A19(0.003),A19(0.004),A19(0.004),A19(0.004),A19(0.004),A19(0.004),A19(0.005),A19(0.005),A19(0.005),A19(0.005),A19(0.005),A19(0.006),A19(0.006),A19(0.006),A19(0.006),A19(0.007),A19(0.007),A19(0.007),A19(0.007),A19(0.007),A19(0.008),A19(0.008),A19(0.008),A19(0.008),A19(0.008),A19(0.009),A19(0.009),A19(0.009),A19(0.009),A19(0.009),A19(0.01),A19(0.01),A19(0.01),A19(0.01),A19(0.011),A19(0.011),A19(0.011),A19(0.011),A19(0.011),A19(0.012),A19(0.012),A19(0.012),A19(0.012),A19(0.012),A19(0.013),A19(0.013),A19(0.013),A19(0.013),A19(0.013),A19(0.014),A19(0.014),A19(0.014),A19(0.014),A19(0.015),A19(0.015),A19(0.015),A19(0.015),A19(0.015),A19(0.016),A19(0.016),A19(0.016),A19(0.016),A19(0.016),A19(0.017),A19(0.017),A19(0.017),A19(0.017),A19(0.017),A19(0.018),A19(0.018),A19(0.018),A19(0.018),A20(0.019),A20(0.019),A20(0.019),A20(0.019),A20(0.019),A20(0.02),A20(0.02),A20(0.02),A20(0.02),A20(0.02)\n",
            "A2 -> A1(0.0),A2(0.001),A2(0.001),A2(0.002),A2(0.002),A2(0.002),A2(0.003),A2(0.003),A2(0.004),A2(0.004),A2(0.004),A2(0.005),A2(0.005),A2(0.006),A2(0.006),A2(0.006),A2(0.007),A2(0.007),A2(0.008),A2(0.008),A2(0.008),A2(0.009),A2(0.009),A2(0.01),A2(0.01),A2(0.01),A2(0.011),A2(0.011),A2(0.012),A2(0.012),A2(0.012),A2(0.013),A2(0.013),A2(0.014),A2(0.014),A2(0.014),A2(0.015),A2(0.015),A2(0.016),A2(0.016),A2(0.016),A2(0.017),A2(0.017),A2(0.018),A2(0.018),A2(0.019),A2(0.019),A2(0.019),A2(0.02),A2(0.02),A2(0.021),A2(0.021),A2(0.021),A2(0.022),A2(0.022),A2(0.023),A2(0.023),A2(0.023),A2(0.024),A2(0.024),A2(0.025),A2(0.025),A2(0.025),A2(0.026),A2(0.026),A2(0.027),A3(0.027),A3(0.027),A3(0.028),A3(0.028)\n",
            "A20 -> A19(0.0),A19(0.001),A19(0.001),A19(0.001),A19(0.001),A19(0.002),A19(0.002),A19(0.002),A19(0.002),A20(0.003),A20(0.003),A20(0.003),A20(0.003),A20(0.004),A20(0.004),A20(0.004),A20(0.005),A20(0.005),A20(0.005),A20(0.005),A20(0.006),A20(0.006),A20(0.006),A20(0.006),A20(0.007),A20(0.007),A20(0.007),A20(0.007),A20(0.008),A20(0.008),A20(0.008),A20(0.009),A20(0.009),A20(0.009),A20(0.009),A20(0.01),A20(0.01),A20(0.01),A20(0.01),A20(0.011),A20(0.011),A20(0.011),A20(0.011),A20(0.012),A20(0.012),A20(0.012),A20(0.013),A20(0.013),A20(0.013),A20(0.013),A20(0.014),A20(0.014),A20(0.014),A20(0.014),A20(0.015),A20(0.015),A20(0.015),A20(0.016),A20(0.016),A20(0.016),A20(0.016),A20(0.017),A20(0.017),A20(0.017),A20(0.017),A20(0.018),A20(0.018),A20(0.018),A20(0.018),A20(0.019),A20(0.019),A20(0.019),A20(0.02),A20(0.02),A20(0.02),A20(0.02),A20(0.021),A21(0.021),A21(0.021),A21(0.021),A21(0.022),A21(0.022),A21(0.022),A21(0.022),A21(0.023),A21(0.023)\n",
            "A21 -> A19(0.0),A20(0.001),A20(0.001),A20(0.001),A20(0.002),A20(0.002),A20(0.002),A20(0.003),A20(0.003),A21(0.003),A21(0.004),A21(0.004),A21(0.004),A21(0.005),A21(0.005),A21(0.005),A21(0.006),A21(0.006),A21(0.006),A21(0.006),A21(0.007),A21(0.007),A21(0.007),A21(0.008),A21(0.008),A21(0.008),A21(0.009),A21(0.009),A21(0.009),A21(0.01),A21(0.01),A21(0.01),A21(0.011),A21(0.011),A21(0.011),A21(0.012),A21(0.012),A21(0.012),A21(0.013),A21(0.013),A21(0.013),A21(0.014),A21(0.014),A21(0.014),A21(0.015),A21(0.015),A21(0.015),A21(0.016),A21(0.016),A21(0.016),A21(0.017),A21(0.017),A21(0.017),A21(0.018),A21(0.018),A21(0.018),A21(0.019),A21(0.019),A21(0.019),A21(0.019),A21(0.02),A21(0.02),A21(0.02),A21(0.021),A21(0.021),A21(0.021),A21(0.022),A21(0.022),A21(0.022),A21(0.023),A21(0.023),A21(0.023),A21(0.024),A21(0.024),A22(0.024),A22(0.025),A22(0.025),A22(0.025)\n",
            "A22 -> A21(0.002),A21(0.004),A21(0.005),A21(0.007),A22(0.009),A22(0.011),A22(0.012),A22(0.014),A22(0.016),A22(0.018),A22(0.02),A22(0.021),A22(0.023),A22(0.025),A22(0.027),A22(0.029),A22(0.03),A22(0.032),A22(0.034),A22(0.036),A22(0.037),A22(0.039),A22(0.041),A22(0.043),A22(0.045),A22(0.046),A22(0.048),A22(0.05),A22(0.052),A22(0.053),A22(0.055),A22(0.057),A22(0.059)\n",
            "A3 -> A2(0.0),A2(0.0),A2(0.0),A3(0.0),A3(0.0),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.013),A3(0.013),A3(0.013),A3(0.013),A3(0.013),A3(0.013),A4(0.013),A4(0.013)\n",
            "A4 -> A3(0.001),A4(0.003),A4(0.004),A4(0.005),A4(0.006),A4(0.008),A4(0.009),A4(0.01),A4(0.012),A4(0.013),A4(0.014),A4(0.015),A4(0.017),A4(0.018),A4(0.019),A4(0.021),A4(0.022),A4(0.023),A4(0.024),A4(0.026),A4(0.027),A4(0.028),A4(0.029),A4(0.031),A4(0.032),A4(0.033),A4(0.035),A4(0.036),A4(0.037),A4(0.038),A4(0.04),A4(0.041),A4(0.042),A4(0.044),A4(0.045),A4(0.046),A4(0.047),A4(0.049),A5(0.05)\n",
            "A5 -> A5(0.0),A5(0.001),A5(0.001),A5(0.002),A5(0.002),A5(0.003),A5(0.003),A5(0.004),A5(0.004),A5(0.005),A5(0.005),A5(0.005),A5(0.006),A5(0.006),A5(0.007),A5(0.007),A5(0.008),A5(0.008),A5(0.009),A5(0.009),A5(0.009),A5(0.01),A5(0.01),A5(0.011),A5(0.011),A5(0.012),A5(0.012),A5(0.013),A5(0.013),A5(0.014),A5(0.014),A5(0.014),A5(0.015),A5(0.015),A5(0.016),A5(0.016),A5(0.017),A5(0.017),A5(0.018),A5(0.018),A5(0.019),A5(0.019),A5(0.019),A5(0.02),A5(0.02),A5(0.021),A5(0.021),A5(0.022),A5(0.022),A5(0.023),A5(0.023),A5(0.024),A5(0.024),A5(0.024),A5(0.025),A5(0.025),A5(0.026),A5(0.026),A5(0.027),A5(0.027),A5(0.028),A5(0.028),A5(0.028),A6(0.029),A6(0.029),A6(0.03)\n",
            "A6 -> A5(0.0),A5(0.001),A6(0.001),A6(0.002),A6(0.002),A6(0.003),A6(0.003),A6(0.004),A6(0.004),A6(0.005),A6(0.005),A6(0.006),A6(0.006),A6(0.007),A6(0.007),A6(0.008),A6(0.008),A6(0.009),A6(0.009),A6(0.01),A6(0.01),A6(0.011),A6(0.011),A6(0.012),A6(0.012),A6(0.013),A6(0.013),A6(0.014),A6(0.014),A6(0.015),A6(0.015),A6(0.016),A6(0.016),A6(0.017),A6(0.017),A6(0.018),A6(0.018),A6(0.019),A6(0.019),A6(0.02),A6(0.02),A6(0.021),A6(0.021),A6(0.022),A6(0.022),A6(0.023),A6(0.023),A6(0.024),A6(0.024),A6(0.025),A6(0.025),A6(0.026),A6(0.026),A6(0.027),A6(0.027),A6(0.028),A6(0.028),A6(0.029),A7(0.029),A7(0.03),A7(0.03),A7(0.031),A7(0.031)\n",
            "A7 -> A6(0.0),A6(0.001),A6(0.001),A6(0.001),A7(0.002),A7(0.002),A7(0.002),A7(0.003),A7(0.003),A7(0.003),A7(0.004),A7(0.004),A7(0.004),A7(0.005),A7(0.005),A7(0.005),A7(0.006),A7(0.006),A7(0.006),A7(0.007),A7(0.007),A7(0.007),A7(0.008),A7(0.008),A7(0.008),A7(0.009),A7(0.009),A7(0.009),A7(0.01),A7(0.01),A7(0.01),A7(0.011),A7(0.011),A7(0.011),A7(0.012),A7(0.012),A7(0.012),A7(0.013),A7(0.013),A7(0.013),A7(0.014),A7(0.014),A7(0.014),A7(0.015),A7(0.015),A7(0.015),A7(0.016),A7(0.016),A7(0.016),A7(0.017),A7(0.017),A7(0.017),A7(0.018),A7(0.018),A7(0.018),A7(0.019),A7(0.019),A7(0.019),A7(0.02),A7(0.02),A7(0.02),A7(0.021),A7(0.021),A7(0.021),A7(0.022),A7(0.022),A7(0.022),A7(0.023),A7(0.023),A8(0.023),A8(0.024),A8(0.024),A8(0.024),A8(0.025),A8(0.025),A8(0.025),A8(0.026)\n",
            "A8 -> A7(0.0),A7(0.0),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A8(0.001),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.008),A8(0.008),A8(0.008),A8(0.008),A8(0.008),A8(0.008),A8(0.009),A8(0.009),A8(0.009),A8(0.009),A8(0.009),A8(0.01),A8(0.01),A8(0.01),A8(0.01),A8(0.01),A8(0.01),A8(0.011),A8(0.011),A8(0.011),A8(0.011),A8(0.011),A8(0.011),A8(0.012),A8(0.012),A8(0.012),A8(0.012),A8(0.012),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.013),A8(0.014),A8(0.014),A8(0.014),A8(0.014),A8(0.014),A8(0.014),A8(0.015),A8(0.015),A8(0.015),A8(0.015),A8(0.015),A8(0.016),A8(0.016),A8(0.016),A8(0.016),A8(0.016),A8(0.016),A9(0.017),A9(0.017),A9(0.017),A9(0.017),A9(0.017),A9(0.017),A9(0.018),A9(0.018),A9(0.018),A9(0.018),A9(0.018),A9(0.019),A9(0.019)\n",
            "A9 -> A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.01),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.011),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.012),A9(0.013),A9(0.013),A9(0.013),A9(0.013)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "NASDAQ:\n",
            "A1 -> A1(0.004),A1(0.009),A1(0.013),A1(0.017),A1(0.022),A1(0.026),A1(0.03),A1(0.035),A1(0.039),A1(0.043),A1(0.048),A1(0.052),A1(0.056),A1(0.061),A1(0.065),A1(0.069),A1(0.074),A2(0.078),A2(0.082),A2(0.087),A2(0.091)\n",
            "A10 -> A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.001),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.002),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.003),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.004),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.005),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.006),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.007),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.008),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.009),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.01),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.011),A10(0.012),A10(0.012),A10(0.012),A10(0.012),A10(0.012),A10(0.012),A10(0.012),A10(0.012),A10(0.012),A10(0.012),A10(0.013),A10(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A11(0.013),A9(0.013),A9(0.013),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014),A9(0.014)\n",
            "A11 -> A10(0.0),A10(0.001),A10(0.001),A10(0.002),A10(0.002),A10(0.003),A11(0.003),A11(0.004),A11(0.004),A11(0.005),A11(0.005),A11(0.006),A11(0.006),A11(0.007),A11(0.007),A11(0.008),A11(0.008),A11(0.009),A11(0.009),A11(0.01),A11(0.01),A11(0.011),A11(0.011),A11(0.012),A11(0.012),A11(0.012),A11(0.013),A11(0.013),A11(0.014),A11(0.014),A11(0.015),A11(0.015),A11(0.016),A11(0.016),A11(0.017),A11(0.017),A11(0.018),A11(0.018),A11(0.019),A11(0.019),A11(0.02),A11(0.02),A11(0.021),A11(0.021),A11(0.022),A11(0.022),A11(0.023),A11(0.023),A11(0.024),A11(0.024),A11(0.025),A11(0.025),A11(0.025),A11(0.026),A11(0.026),A11(0.027),A11(0.027),A11(0.028),A11(0.028),A11(0.029),A11(0.029),A12(0.03),A12(0.03),A12(0.031)\n",
            "A12 -> A11(0.167),A11(0.333),A11(0.5)\n",
            "A2 -> A1(0.0),A1(0.0),A1(0.0),A1(0.0),A2(0.0),A2(0.0),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.002),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.003),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.004),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.005),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.006),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.007),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.008),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.009),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.01),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.011),A2(0.012),A2(0.012),A2(0.012),A2(0.012),A2(0.012),A2(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.013),A3(0.013),A3(0.013)\n",
            "A3 -> A2(0.0),A2(0.0),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.001),A2(0.002),A2(0.002),A2(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.004),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.005),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.006),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.007),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.008),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.009),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.01),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.011),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.012),A3(0.013),A3(0.013),A3(0.013),A3(0.013),A3(0.013),A3(0.014),A3(0.014),A3(0.014),A3(0.014),A3(0.014),A3(0.014),A3(0.015),A3(0.015),A3(0.015),A3(0.015),A3(0.015),A3(0.016),A3(0.016),A3(0.016),A3(0.016),A3(0.016),A3(0.017),A3(0.017),A3(0.017),A3(0.017),A3(0.017),A3(0.018),A3(0.018),A3(0.018),A3(0.018),A3(0.018),A3(0.018),A3(0.019),A4(0.019),A4(0.019),A4(0.019),A4(0.019)\n",
            "A4 -> A3(0.0),A3(0.0),A3(0.0),A3(0.001),A3(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.006),A4(0.006),A4(0.006),A4(0.006),A4(0.006),A4(0.006),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.01),A4(0.01),A4(0.01),A4(0.01),A4(0.01),A4(0.01),A4(0.011),A4(0.011),A4(0.011),A4(0.011),A4(0.011),A4(0.011),A4(0.011),A4(0.012),A4(0.012),A4(0.012),A4(0.012),A4(0.012),A4(0.012),A4(0.013),A4(0.013),A4(0.013),A4(0.013),A4(0.013),A4(0.013),A4(0.014),A4(0.014),A4(0.014),A4(0.014),A4(0.014),A4(0.014),A4(0.014),A4(0.015),A4(0.015),A4(0.015),A4(0.015),A4(0.015),A4(0.015),A4(0.016),A4(0.016),A5(0.016),A5(0.016),A5(0.016),A5(0.016),A5(0.016),A5(0.017),A5(0.017),A5(0.017),A5(0.017),A5(0.017),A5(0.017),A5(0.018)\n",
            "A5 -> A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.01),A5(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.012)\n",
            "A6 -> A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.001),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A6(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006),A7(0.006)\n",
            "A7 -> A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A6(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.001),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005)\n",
            "A8 -> A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A7(0.0),A8(0.0),A8(0.0),A8(0.0),A8(0.0),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.002),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.003),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.004),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.005),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.006),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A8(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007)\n",
            "A9 -> A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.0),A10(0.0),A8(0.0),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A8(0.001),A9(0.001),A9(0.001),A9(0.001),A9(0.001),A9(0.001),A9(0.001),A9(0.001),A9(0.001),A9(0.001),A9(0.001),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.002),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.003),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.004),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.005),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.006),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.007),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.008),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009),A9(0.009)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "ivIu65sf1ANc",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "### With transformed data"
      ]
    },
    {
      "metadata": {
        "id": "vS6ssaUe1ANd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 593
        },
        "outputId": "6d24aa04-f496-43dc-f058-f38844c39d3d"
      },
      "cell_type": "code",
      "source": [
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    dataset = get_dataset(dataset_name)\n",
        "\n",
        "    model2 = yu.WeightedFTS(partitioner=partitioners_diff[dataset_name])\n",
        "    model2.name=dataset_name\n",
        "    model2.append_transformation(tdiff)\n",
        "    model2.fit(dataset[:train_split], save_model=True, file_path='model2'+dataset_name, order=1)\n",
        "\n",
        "    print(model2)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "TAIEX:\n",
            "A0 -> A4(1.0)\n",
            "A1 -> A4(0.167),A4(0.333),A5(0.5)\n",
            "A2 -> A2(0.015),A2(0.03),A2(0.045),A3(0.061),A4(0.076),A4(0.091),A4(0.106),A4(0.121),A5(0.136),A5(0.152),A5(0.167)\n",
            "A3 -> A2(0.0),A2(0.0),A3(0.0),A3(0.0),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.002),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A3(0.003),A4(0.003),A4(0.003),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.005),A4(0.006),A4(0.006),A4(0.006),A4(0.006),A4(0.006),A4(0.006),A4(0.006),A4(0.006),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.007),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.008),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.009),A4(0.01),A4(0.01),A4(0.01),A4(0.01),A4(0.01),A4(0.01),A4(0.01),A4(0.01),A5(0.011),A5(0.011),A5(0.011),A5(0.011),A5(0.011),A5(0.011),A5(0.011),A5(0.011),A5(0.012),A5(0.012),A5(0.012),A5(0.012),A5(0.012),A5(0.012),A5(0.012),A5(0.012),A5(0.013),A5(0.013),A5(0.013),A5(0.013),A5(0.013),A5(0.013),A5(0.013),A5(0.013),A5(0.014),A5(0.014),A5(0.014),A5(0.014),A5(0.014),A5(0.014),A5(0.014),A5(0.014),A5(0.015),A5(0.015),A5(0.015),A5(0.015),A5(0.015),A5(0.015),A6(0.015),A6(0.015),A6(0.016),A7(0.016)\n",
            "A4 -> A1(0.0),A1(0.0),A2(0.0),A2(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A7(0.003),A8(0.003),A8(0.003),A9(0.003)\n",
            "A5 -> 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            "A6 -> A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A4(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.007),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.008),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.009),A5(0.01),A5(0.01),A5(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.01),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A6(0.011),A7(0.012),A7(0.012),A7(0.012),A8(0.012),A8(0.012),A8(0.012),A9(0.012)\n",
            "A7 -> A3(0.004),A3(0.007),A3(0.011),A4(0.014),A4(0.018),A4(0.022),A4(0.025),A5(0.029),A5(0.033),A5(0.036),A5(0.04),A5(0.043),A5(0.047),A5(0.051),A5(0.054),A5(0.058),A6(0.062),A6(0.065),A6(0.069),A6(0.072),A7(0.076),A7(0.08),A7(0.083)\n",
            "A8 -> A2(0.028),A3(0.056),A3(0.083),A3(0.111),A5(0.139),A5(0.167),A5(0.194),A6(0.222)\n",
            "A9 -> A1(0.333),A7(0.667)\n",
            "\n",
            "SP500:\n",
            "A2 -> A2(0.167),A4(0.333),A5(0.5)\n",
            "A3 -> A3(0.002),A3(0.003),A3(0.005),A3(0.006),A3(0.008),A3(0.009),A4(0.011),A4(0.012),A4(0.014),A4(0.015),A4(0.017),A4(0.018),A4(0.02),A4(0.021),A4(0.023),A4(0.024),A4(0.026),A4(0.027),A4(0.029),A5(0.03),A5(0.032),A5(0.033),A5(0.035),A5(0.036),A5(0.038),A5(0.039),A5(0.041),A5(0.042),A5(0.044),A5(0.045),A5(0.047),A5(0.048),A5(0.05),A6(0.051),A6(0.053),A7(0.054)\n",
            "A4 -> A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.004),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.005),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A5(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.006),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A6(0.007),A7(0.007)\n",
            "A5 -> 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(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A7(0.002),A8(0.002)\n",
            "A6 -> A2(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A4(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.0),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.001),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A5(0.002),A6(0.002),A6(0.002),A6(0.002),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.003),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A6(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.004),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A7(0.005),A8(0.005),A8(0.005),A8(0.005)\n",
            "A7 -> A3(0.001),A3(0.001),A3(0.002),A4(0.002),A4(0.003),A4(0.003),A4(0.004),A4(0.004),A4(0.005),A4(0.005),A4(0.006),A4(0.007),A4(0.007),A5(0.008),A5(0.008),A5(0.009),A5(0.009),A5(0.01),A5(0.01),A5(0.011),A5(0.011),A5(0.012),A5(0.013),A5(0.013),A5(0.014),A5(0.014),A5(0.015),A5(0.015),A6(0.016),A6(0.016),A6(0.017),A6(0.017),A6(0.018),A6(0.019),A6(0.019),A6(0.02),A6(0.02),A6(0.021),A6(0.021),A6(0.022),A6(0.022),A6(0.023),A6(0.023),A6(0.024),A7(0.025),A7(0.025),A7(0.026),A7(0.026),A7(0.027),A7(0.027),A7(0.028),A7(0.028),A7(0.029),A7(0.03),A7(0.03),A7(0.031),A7(0.031),A7(0.032),A8(0.032),A9(0.033)\n",
            "A8 -> A6(0.067),A6(0.133),A6(0.2),A7(0.267),A7(0.333)\n",
            "A9 -> A6(1.0)\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "NASDAQ:\n",
            "A0 -> A2(0.167),A3(0.333),A6(0.5)\n",
            "A1 -> A2(0.167),A5(0.333),A6(0.5)\n",
            "A2 -> A0(0.001),A2(0.002),A2(0.003),A3(0.004),A3(0.005),A3(0.006),A3(0.006),A3(0.007),A3(0.008),A3(0.009),A3(0.01),A3(0.011),A3(0.012),A3(0.013),A3(0.014),A3(0.015),A3(0.016),A3(0.017),A3(0.018),A3(0.019),A3(0.019),A3(0.02),A3(0.021),A3(0.022),A3(0.023),A3(0.024),A3(0.025),A3(0.026),A4(0.027),A4(0.028),A4(0.029),A4(0.03),A4(0.031),A4(0.031),A4(0.032),A4(0.033),A4(0.034),A4(0.035),A4(0.036),A4(0.037),A4(0.038),A4(0.039),A4(0.04),A4(0.041),A5(0.042),A5(0.043)\n",
            "A3 -> A1(0.0),A2(0.0),A2(0.0),A2(0.0),A2(0.0),A2(0.0),A2(0.0),A2(0.0),A2(0.0),A2(0.0),A2(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.0),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A3(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.002),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A4(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A5(0.003),A6(0.003),A6(0.003)\n",
            "A4 -> 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            "A5 -> A1(0.0),A2(0.001),A2(0.001),A2(0.002),A2(0.002),A2(0.002),A2(0.003),A3(0.003),A3(0.003),A3(0.004),A3(0.004),A3(0.005),A3(0.005),A3(0.005),A3(0.006),A4(0.006),A4(0.006),A4(0.007),A4(0.007),A4(0.008),A4(0.008),A4(0.008),A4(0.009),A4(0.009),A4(0.01),A4(0.01),A4(0.01),A4(0.011),A4(0.011),A4(0.011),A4(0.012),A4(0.012),A4(0.013),A4(0.013),A4(0.013),A4(0.014),A4(0.014),A4(0.014),A4(0.015),A4(0.015),A4(0.016),A4(0.016),A4(0.016),A4(0.017),A4(0.017),A4(0.018),A4(0.018),A4(0.018),A4(0.019),A4(0.019),A4(0.019),A4(0.02),A4(0.02),A4(0.021),A4(0.021),A4(0.021),A4(0.022),A5(0.022),A5(0.022),A5(0.023),A5(0.023),A5(0.024),A5(0.024),A5(0.024),A5(0.025),A5(0.025),A5(0.025),A5(0.026),A5(0.026),A6(0.027),A6(0.027),A6(0.027)\n",
            "A6 -> A0(0.011),A2(0.022),A3(0.033),A3(0.044),A3(0.055),A4(0.066),A4(0.077),A4(0.088),A5(0.099),A5(0.11),A5(0.121),A6(0.132),A6(0.143)\n",
            "A7 -> A4(1.0)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "aQpvIZH-1ANm",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Predicting with the models"
      ]
    },
    {
      "metadata": {
        "id": "oCIanv6y1ANn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 749
        },
        "outputId": "073a2de2-69e7-4be2-da86-ad85670bc263"
      },
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(nrows=3, ncols=1, figsize=[20,10])\n",
        "\n",
        "\n",
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    dataset = get_dataset(dataset_name)\n",
        "    \n",
        "    ax[count].plot(dataset[train_split:train_split+200])\n",
        "\n",
        "    model1 = cUtil.load_obj('model1'+dataset_name)\n",
        "\n",
        "    forecasts = model1.predict(dataset[train_split:train_split+200])\n",
        "    \n",
        "    ax[count].plot(forecasts)\n",
        "    \n",
        "    ax[count].set_title(dataset_name)\n",
        "    \n",
        "plt.tight_layout()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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GkUNnP+U/Ah+ZpvmhYRj3nLVfbxnXZybGxYXjdI7fJHK5ogIdgoxDyjsJFOWeBIpyTwJB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P6PtfZSoAj4rDEmFvgOcBWwBvgnY0wKcBfQaK29BPgx8JMgxi4jkBuXBUBZayUOh4NPXD0Xp8PB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Jx8wBwejHL/i+VEYyr3Xb94wpNtSrAshBBCCCGEEGKmScAsxHkg2WZk01Inmz50ezQWo6cv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\nSZIkSZIkqSr/A0fHVqr1Uvg+AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f1734affc18>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "1SeMZVNc1ANw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "outputId": "ab012ac9-bdd5-4cce-a1fe-565effc56a44"
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.benchmarks import Measures\n",
        "\n",
        "rows = []\n",
        "\n",
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    row = [dataset_name]\n",
        "    \n",
        "    dataset = get_dataset(dataset_name)\n",
        "    \n",
        "    test = dataset[train_split:train_split+200]\n",
        "\n",
        "    model1 = cUtil.load_obj('model1'+dataset_name)\n",
        "    \n",
        "    row.extend(Measures.get_point_statistics(test, model1))\n",
        "    \n",
        "    rows.append(row)\n",
        "    \n",
        "    \n",
        "pd.DataFrame(rows,columns=[\"Dataset\",\"RMSE\",\"SMAPE\",\"Theil's U\"])\n",
        "    \n",
        "    \n",
        "    "
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Dataset</th>\n",
              "      <th>RMSE</th>\n",
              "      <th>SMAPE</th>\n",
              "      <th>Theil's U</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>TAIEX</td>\n",
              "      <td>92.76</td>\n",
              "      <td>0.79</td>\n",
              "      <td>1.41</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>SP500</td>\n",
              "      <td>16.01</td>\n",
              "      <td>0.63</td>\n",
              "      <td>2.88</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>NASDAQ</td>\n",
              "      <td>48.70</td>\n",
              "      <td>1.19</td>\n",
              "      <td>2.03</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Dataset   RMSE  SMAPE  Theil's U\n",
              "0   TAIEX  92.76   0.79       1.41\n",
              "1   SP500  16.01   0.63       2.88\n",
              "2  NASDAQ  48.70   1.19       2.03"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "metadata": {
        "id": "z1-RnKZL1AN8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 749
        },
        "outputId": "0ae30b61-9ac3-432c-c2cc-cf69659991cc"
      },
      "cell_type": "code",
      "source": [
        "fig, ax = plt.subplots(nrows=3, ncols=1, figsize=[20,10])\n",
        "\n",
        "\n",
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    dataset = get_dataset(dataset_name)\n",
        "    \n",
        "    ax[count].plot(dataset[train_split:train_split+200])\n",
        "\n",
        "    model1 = cUtil.load_obj('model2'+dataset_name)\n",
        "\n",
        "    forecasts = model1.predict(dataset[train_split:train_split+200])\n",
        "    \n",
        "    ax[count].plot(forecasts)\n",
        "    \n",
        "    ax[count].set_title(dataset_name)\n",
        "    \n",
        "plt.tight_layout()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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sBw6OHCoF/i/wCOAGhoB7LctqME3zHuBrgB/4pWVZvzFN0w38FsgEfMADlmVVjvN9iIiI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\nAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f1734acc4e0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "W1qJAO1Q1AOD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "outputId": "05058f95-57d3-47cc-c6fa-c9d8aee36740"
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.benchmarks import Measures\n",
        "\n",
        "rows = []\n",
        "\n",
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    row = [dataset_name]\n",
        "    \n",
        "    dataset = get_dataset(dataset_name)\n",
        "    \n",
        "    test = dataset[train_split:train_split+200]\n",
        "\n",
        "    model1 = cUtil.load_obj('model2'+dataset_name)\n",
        "    \n",
        "    row.extend(Measures.get_point_statistics(test, model1))\n",
        "    \n",
        "    rows.append(row)\n",
        "    \n",
        "    \n",
        "pd.DataFrame(rows,columns=[\"Dataset\",\"RMSE\",\"SMAPE\",\"Theil's U\"])\n",
        "    \n",
        "    \n",
        "    "
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Dataset</th>\n",
              "      <th>RMSE</th>\n",
              "      <th>SMAPE</th>\n",
              "      <th>Theil's U</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>TAIEX</td>\n",
              "      <td>71.41</td>\n",
              "      <td>0.61</td>\n",
              "      <td>1.09</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>SP500</td>\n",
              "      <td>6.93</td>\n",
              "      <td>0.25</td>\n",
              "      <td>1.25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>NASDAQ</td>\n",
              "      <td>24.51</td>\n",
              "      <td>0.60</td>\n",
              "      <td>1.02</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Dataset   RMSE  SMAPE  Theil's U\n",
              "0   TAIEX  71.41   0.61       1.09\n",
              "1   SP500   6.93   0.25       1.25\n",
              "2  NASDAQ  24.51   0.60       1.02"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "metadata": {
        "id": "rgURMaTv1AON",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## Residual Analysis"
      ]
    },
    {
      "metadata": {
        "id": "cPHiYDKY1AOP",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "0rsVqiWw1AOS",
        "colab_type": "code",
        "colab": {},
        "outputId": "c79d62e8-0986-435d-c92f-19d79b27a6aa"
      },
      "cell_type": "code",
      "source": [
        "from pyFTS.benchmarks import ResidualAnalysis as ra\n",
        "\n",
        "for count,dataset_name in enumerate(dataset_names):\n",
        "    dataset = get_dataset(dataset_name)\n",
        "    \n",
        "    model1 = cUtil.load_obj('model1'+dataset_name)\n",
        "    model1 = cUtil.load_obj('model2'+dataset_name)\n",
        "\n",
        "    ra.plot_residuals(dataset, [model1, model2])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Dea4ALgLagM+Y2f2VbntmkPPS8o0dt1MfxP/76uqOst8+tTTn+eolCblXi7oE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Ju1jVJEpDFYtPXTnmnSpEk+Z86ctMPIaey0ewBYfN05KUfSWMxsrrtPSjuOcpjZScDV7n5GOL8S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\nAABJRU5ErkJggg==\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f1145edefd0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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3zbp73ooeL9eQqaZm9JB+bauwf3PqwT26X+ecc64kCY6ZnWNme5lZg5mNMbPr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\nzU0ru9LMXg5VkX9NHx1iZl8P1ZQLzeyDaeVTQ1mdmU3PfJ44pTrn3n/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QibnXNk3/B2dQ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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f11461d7dd8>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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lchQA7u5m1ulvS+4+jegmGGpqakr625a0SCfB2e7ux2U8Eik48aMWX/GnF5uX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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f1145991940>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "o-TCl-TA1AOV",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "GleIJgYK1AOY",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}