1183 lines
874 KiB
Plaintext
1183 lines
874 KiB
Plaintext
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{
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"nbformat": 4,
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"nbformat_minor": 0,
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"metadata": {
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"colab": {
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"name": "Yu%20-%20WeightedFTS.ipynb",
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"version": "0.3.2",
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"provenance": []
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},
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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}
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},
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"id": "view-in-github",
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"colab_type": "text"
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},
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"source": [
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"[View in Colaboratory](https://colab.research.google.com/github/petroniocandido/pyFTS/blob/master/GOOGLE%20COLAB%20Yu%20-%20WeightedFTS.ipynb)"
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]
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},
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{
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"metadata": {
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"id": "QBK8YqMs1ALz",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"# First Order Conventional Fuzzy Time Series by Chen (1996)\n",
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"\n",
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"S.-M. Chen, “Forecasting enrollments based on fuzzy time series,” Fuzzy Sets Syst., vol. 81, no. 3, pp. 311–319, 1996."
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]
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},
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{
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"metadata": {
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"id": "hMGqBteu1AL2",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"## Environment Setup"
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]
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},
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{
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"metadata": {
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"id": "HPl5HVgG1AL4",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"### Library install/update"
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]
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},
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{
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"metadata": {
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"id": "eJN1Uey61AL8",
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 225
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},
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"outputId": "df8d7e90-2081-4460-b6ea-796ed1a26ae8"
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},
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"cell_type": "code",
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"source": [
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"!pip3 install -U git+https://github.com/petroniocandido/pyFTS\n",
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"!pip3 install dill"
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],
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"execution_count": 1,
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"outputs": [
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{
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"output_type": "stream",
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"text": [
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"Collecting git+https://github.com/petroniocandido/pyFTS\r\n",
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" Cloning https://github.com/petroniocandido/pyFTS to /tmp/pip-req-build-sxuh9w5r\n",
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"Building wheels for collected packages: pyFTS\n",
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" Running setup.py bdist_wheel for pyFTS ... \u001b[?25l-\b \b\\\b \bdone\n",
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"\u001b[?25h Stored in directory: /tmp/pip-ephem-wheel-cache-2n9eirnt/wheels/84/d7/1e/a333c7128f25b347640740859808db094c4478e98663cd2297\n",
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"Successfully built pyFTS\n",
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"Installing collected packages: pyFTS\n",
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" Found existing installation: pyFTS 1.2.2\n",
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" Uninstalling pyFTS-1.2.2:\n",
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" Successfully uninstalled pyFTS-1.2.2\n",
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"Successfully installed pyFTS-1.2.2\n",
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"Requirement already satisfied: dill in /usr/local/lib/python3.6/dist-packages (0.2.7.1)\n"
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],
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"name": "stdout"
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}
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]
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},
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{
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"metadata": {
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"id": "Mqk64D7t1AMD",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"### External libraries import"
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]
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},
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{
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"metadata": {
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"id": "REQZEal21AMG",
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 34
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},
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"outputId": "77d5ea5f-046d-436c-e852-3c9214a3cf84"
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},
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"cell_type": "code",
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"source": [
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"import warnings\n",
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"warnings.filterwarnings('ignore')\n",
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"\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pylab as plt\n",
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"import seaborn as sns\n",
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"\n",
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"%pylab inline"
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],
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"execution_count": 2,
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"outputs": [
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{
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"output_type": "stream",
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"text": [
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"Populating the interactive namespace from numpy and matplotlib\n"
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],
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"name": "stdout"
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}
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]
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},
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{
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"metadata": {
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"id": "VFzpB-Cd1AMP",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"### Common pyFTS imports "
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]
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},
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{
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"metadata": {
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"id": "DAsPsG6O1AMQ",
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 17
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},
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"outputId": "c2eaa62e-a428-4c2b-f3d8-a811f0b508c6"
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},
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"cell_type": "code",
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"source": [
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"from pyFTS.common import Util as cUtil\n",
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"from pyFTS.benchmarks import benchmarks as bchmk, Util as bUtil\n",
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"from pyFTS.partitioners import Util as pUtil\n",
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"\n",
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"from pyFTS.models import yu\n"
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],
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"execution_count": 3,
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"outputs": []
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},
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{
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"metadata": {
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"id": "39I436Wv1AMV",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"## Common data transformations"
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]
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},
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{
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"metadata": {
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"id": "AWtnaP2i1AMW",
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 17
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},
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"outputId": "5f68f13a-4f5a-4140-dbc0-fd63ad09e963"
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},
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"cell_type": "code",
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"source": [
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"from pyFTS.common import Transformations\n",
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"\n",
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"tdiff = Transformations.Differential(1)\n",
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"\n",
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"boxcox = Transformations.BoxCox(0)"
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],
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"execution_count": 4,
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"outputs": []
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},
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{
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"metadata": {
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|||
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"id": "zykmv8gx1AMd",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"## Datasets"
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]
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},
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{
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"metadata": {
|
|||
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"id": "zT9aZIby1AMe",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"### Data Loading"
|
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]
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},
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{
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"metadata": {
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|||
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"id": "_dvKkb7B1AMh",
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"colab_type": "code",
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 17
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},
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"outputId": "d2d3c7f7-fee7-41d0-b9d9-d6aef3396a41"
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},
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"cell_type": "code",
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"source": [
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"from pyFTS.data import TAIEX, NASDAQ, SP500\n",
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"\n",
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"dataset_names = [\"TAIEX\", \"SP500\",\"NASDAQ\"]\n",
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"\n",
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"def get_dataset(name):\n",
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" if dataset_name == \"TAIEX\":\n",
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" return TAIEX.get_data()\n",
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" elif dataset_name == \"SP500\":\n",
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" return SP500.get_data()[11500:16000]\n",
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" elif dataset_name == \"NASDAQ\":\n",
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" return NASDAQ.get_data()\n",
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"\n",
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"\n",
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"train_split = 2000\n",
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"test_length = 200"
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],
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"execution_count": 5,
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"outputs": []
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},
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{
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"metadata": {
|
|||
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"id": "sKMnAvCW1AMm",
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"colab_type": "text"
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},
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"cell_type": "markdown",
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"source": [
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"### Visualization"
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]
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},
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{
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"metadata": {
|
|||
|
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"id": "dLhQzTOC1AMn",
|
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"colab_type": "code",
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|
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 335
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},
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"outputId": "dfe176f5-1c76-4517-d7d3-b9d22cc33efb"
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},
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"cell_type": "code",
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"source": [
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"fig, ax = plt.subplots(nrows=2, ncols=3, figsize=[10,5])\n",
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"\n",
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"for count,dataset_name in enumerate(dataset_names):\n",
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" dataset = get_dataset(dataset_name)\n",
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" dataset_diff = tdiff.apply(dataset)\n",
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"\n",
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" ax[0][count].plot(dataset)\n",
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" ax[1][count].plot(dataset_diff)\n",
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" ax[0][count].set_title(dataset_name)"
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],
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"execution_count": 6,
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"outputs": [
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{
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"output_type": "display_data",
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"data": {
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|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAmYAAAE+CAYAAAAnGdyNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nPvBQvWVWoi7wo
|
|||
|
|
"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": "iVBORw0KGgoAAAANSUhEUgAABH8AAAFJCAYAAAACMIGVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nl47rBX2EcagcQ
|
|||
|
|
"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
|
|||
|
|
"A5 -> A0(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),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(0.0),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),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(0.001),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
|
|||
|
|
"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",
|
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|
|
"A5 -> 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),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(0.0),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),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),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),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),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),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),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),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),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),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),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),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),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),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(0.001),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
|
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|
|
"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 -> 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
|
|||
|
|
"A4 -> A0(0.0),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),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),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(0.0),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(0.0),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),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),A4(0.001),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 -> 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": "iVBORw0KGgoAAAANSUhEUgAABZgAAALICAYAAADyhJW9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9dDU6qGpzUNTi
|
|||
|
|
"text/plain": [
|
|||
|
|
"<matplotlib.figure.Figure at 0x7f1734affc18>"
|
|||
|
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|
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|
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|
|||
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|
|||
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|
|||
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|
|||
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|
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|
|||
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|
|||
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|
|||
|
|
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|
|||
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|
|||
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|
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|
|||
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|||
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|
},
|
|||
|
|
"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",
|
|||
|
|
" "
|
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|
|
],
|
|||
|
|
"execution_count": 12,
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
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|
|||
|
|
"data": {
|
|||
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|
|||
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|
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|
|||
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|
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|
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|
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|
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|
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|
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|
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|
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|
|||
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|||
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|
"</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",
|
|||
|
|
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|
|||
|
|
],
|
|||
|
|
"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": {
|
|||
|
|
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|
|||
|
|
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|
|||
|
|
"execution_count": 12
|
|||
|
|
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|
|||
|
|
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|
|||
|
|
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|
|||
|
|
{
|
|||
|
|
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|
|||
|
|
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|
|||
|
|
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|
|||
|
|
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|
|||
|
|
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|
|||
|
|
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|||
|
|
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|
|||
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|
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|
|||
|
|
},
|
|||
|
|
"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": {
|
|||
|
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|
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|
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|
|||
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|
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|
|||
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|
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|
|||
|
|
"metadata": {
|
|||
|
|
"tags": []
|
|||
|
|
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|
|||
|
|
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|
|||
|
|
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|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"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": [
|
|||
|
|
{
|
|||
|
|
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|
|||
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
|||
|
|
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|
|||
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|
|||
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|
|||
|
|
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|
|||
|
|
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|
|||
|
|
" <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": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAI4CAYAAACIt/jIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRsC5ovlwlXPOO
|
|||
|
|
"text/plain": [
|
|||
|
|
"<matplotlib.figure.Figure at 0x7f1145edefd0>"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"metadata": {
|
|||
|
|
"tags": []
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"output_type": "display_data",
|
|||
|
|
"data": {
|
|||
|
|
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"tags": []
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}
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{
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"output_type": "display_data",
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"data": {
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},
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"metadata": {
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"tags": []
|
|||
|
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}
|
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}
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]
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|||
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},
|
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{
|
|||
|
|
"metadata": {
|
|||
|
|
"id": "o-TCl-TA1AOV",
|
|||
|
|
"colab_type": "code",
|
|||
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"colab": {}
|
|||
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|
},
|
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|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
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|
""
|
|||
|
|
],
|
|||
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|
"execution_count": 0,
|
|||
|
|
"outputs": []
|
|||
|
|
},
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|||
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{
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|||
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|
"metadata": {
|
|||
|
|
"id": "GleIJgYK1AOY",
|
|||
|
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"colab_type": "code",
|
|||
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"colab": {}
|
|||
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},
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"source": [
|
|||
|
|
""
|
|||
|
|
],
|
|||
|
|
"execution_count": 0,
|
|||
|
|
"outputs": []
|
|||
|
|
}
|
|||
|
|
]
|
|||
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}
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