pyFTS/pyFTS/notebooks/Yu - WeightedFTS.ipynb
2018-05-15 22:59:30 -03:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# First Order Conventional Fuzzy Time Series by Chen (1996)\n",
"\n",
"S.-M. Chen, “Forecasting enrollments based on fuzzy time series,” Fuzzy Sets Syst., vol. 81, no. 3, pp. 311319, 1996."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Environment Setup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Library install/update"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip3 install -U git+https://github.com/petroniocandido/pyFTS"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### External libraries import"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pylab as plt\n",
"import seaborn as sns\n",
"\n",
"%pylab inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Common pyFTS imports "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.common import Util as cUtil\n",
"from pyFTS.benchmarks import benchmarks as bchmk, Util as bUtil\n",
"from pyFTS.partitioners import Util as pUtil\n",
"\n",
"from pyFTS.models import chen\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Common data transformations"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.common import Transformations\n",
"\n",
"tdiff = Transformations.Differential(1)\n",
"\n",
"boxcox = Transformations.BoxCox(0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Datasets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data Loading"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.data import TAIEX, NASDAQ, SP500\n",
"\n",
"dataset_names = [\"TAIEX\", \"SP500\",\"NASDAQ\"]\n",
"\n",
"def get_dataset(name):\n",
" if dataset_name == \"TAIEX\":\n",
" return TAIEX.get_data()\n",
" elif dataset_name == \"SP500\":\n",
" return SP500.get_data()[11500:16000]\n",
" elif dataset_name == \"NASDAQ\":\n",
" return NASDAQ.get_data()\n",
"\n",
"\n",
"train_split = 2000\n",
"test_length = 200"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualization"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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72+C1rl/Nn0PqA/hF6JjHA/iemWcQ0SoAU0SEZi+AG8T+0wEMhRZhKQBwJ6BFZYhIj8oA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\nqu8yAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1d9d525908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=2, ncols=3, figsize=[10,5])\n",
"\n",
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
" dataset_diff = tdiff.apply(dataset)\n",
"\n",
" ax[0][count].plot(dataset)\n",
" ax[1][count].plot(dataset_diff)\n",
" ax[0][count].set_title(dataset_name)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Statistics"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"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"
]
},
{
"cell_type": "markdown",
"metadata": {},
"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."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"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 = 'chen_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=[chen.ConventionalFTS],\n",
" benchmark_models=False,\n",
" transformations=[None],\n",
" partitions=np.arange(10,100,2), \n",
" progress=False, type=_type,\n",
" distributed=True, nodes=['192.168.0.110', '192.168.0.107','192.168.0.106'],\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=[chen.ConventionalFTS],\n",
" benchmark_models=False,\n",
" transformations=[tdiff],\n",
" partitions=np.arange(3,30,1), \n",
" progress=False, type=_type,\n",
" distributed=True, nodes=['192.168.0.110', '192.168.0.107', '192.168.0.106'],\n",
" file=\"benchmarks.db\", dataset=dataset_name, tag=tag)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from pyFTS.benchmarks import Util as bUtil\n",
"\n",
"df1 = bUtil.get_dataframe_from_bd(\"benchmarks.db\",\n",
" \"tag = 'chen_partitioning' and measure = 'rmse'and transformation is null\")\n",
"\n",
"df2 = bUtil.get_dataframe_from_bd(\"benchmarks.db\",\n",
" \"tag = 'chen_partitioning' 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\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparing the partitioning schemas"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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OvPIZwHzPeNgPvfeH8G/f82+Nx6QHB7jveX8X8/e8x3jc3e99DK//9++zBsG//aP/Hne+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wdCQB8z1fUuHOjrPI8r0E8iwVsa/94jY78EP7E5lSyymJll0in0CW0V2wb8RKninhCyxG7vV9Gt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ko93/H+uJUchSnkNosP8aYHydLYClyhKtfovGZgdjoORx4oxClnx7CgdZctnYoQyhPKepgyyl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W0rcCikec7uQInnslmm797Zcr+vhk4D3el2gHz9oG04uuoO+BD1zh179YPBIPv378fn29og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\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XmieerCURQsvR2w491lpcPKBjfrKbuip5tnGxj9Crg1dU1WrrPKFzWgOBubq1RXV7u2We\nuNt3F5dwNeSJelUlsZZhqIVpAwD32Biuvr7mwsHb14zctG4/AccCc6z5opryWhr3YBBHi/ekkZu3\nmgrM8Xgcn89Hq5123sko1a1sQ4H5hCeird1tx8fHKRQKHBwcXPjMk+NY+8jighodGk90RmDWFxD8\nGWNjTQtCUsoa8C+A/wysAP9RSvlGCPGvhRD/cPzYvwVCwP8hhHghhPjrBX+c7XiylsTxlQXwsM/N\nreFIw0T/1f4ramqN2f4WC0JCaAWshgF8m9rubssBHLSq/quDV5Tr54s6tWqdxHqmpTEAHYHZOWq7\nu1S3ti98ZnPlDaMtBnDQ2jzVuiTRoPpdWUvjHg61FMBB2zQGjds84/E4fr+/5QDuiUVA0HAcQJud\nFURbDOA9PT0Eg8GGBSE9Wba6OUaHyxUkHJ7pyNyvEIJHSojHf8c+Ql8DT3QHPUz1t/Z7ZQjxnwEB\nYw9b+mOu9oXoDnoaCgd6styycOANw9CdhgWh0suXyGr1ZCuLVQghTnyELkI2WSKbLDFkB0/MzVF8\n9Qr1gsJJrVplZ/XdSdxtBcPXFPLpCpkGhZPyWhrPhHX/IB2j0zOo9Trbq28vfCYejzMwMIDf35pv\n1mcfoYv5L5VaxOWKEAqa39J2GmNjYwghDPHEfIuJvt8/gcfT2xEfoYDTwd1w4E/zh7gMuOw88XQt\nya2hCBGfha2+ZhH/G/gU6LvZ0h+jC8yNfEmXE8sIBPf7rXlAnqBnCoJ9DXmicGzO3CpPBNwBpnsa\nC8yJeIZ6TW35PiGEIDA/R2HpYh+hbPKAdGK3Jf8gHcPXouytZy8UmGVNpbLRmn+QjtHpGfKpI1K7\nF9+T4vE44+PjOBytuch4J6Og0lBgTqUWCQVv4Ha39u/MiMD8OJ0n7HQwHWqN/6LR+wjh6sh9Iubz\nMOhx/ynCgaF/+1LK/ySlvC6lvCql/DfHr/0rKeVfj//3fyWlHJBS3jv+zz80/hPtw+JaklvDEcId\nCeC/gL8bem+0/EctTPTwfCNFpXa++/vynhbA7/Vb92o4QewvkNqA9Oa5bxeXj/2DWjCU1jE7MEtV\nrfL64Pxixt56FrXWmgGcDv3z6p//j8gc7JPZT9gSwIeuRkFcPPcrayrljWxL7Z06ev7/9t48uo3s\nvvP9/LAQJAgSICWS4iKR7NZGqdWthZLaHcfu2G9ix1mc5HkmdpaxY+f5OXZynMwkz57JORknOXnH\nS/ImM+NJJjNOYme1M04yx5NxHPdzvL1eJJFqSS2JUktqLiIpkZQogAvABcB9f9wqEgQL4IIqNCXe\nzzk4LBaq6ldVqPp97/3de3+3dTeVNbUMXyvczXNoaMgVB+6rDBBsibBQJBFcIn6OSOQgwWBp4iQi\n7Nmzp+gMMmfis0QDfg5Wb272nVxisZNMTV0iUyA46SZPR6sZnV/k9tza078+qmxpnRiY5GRHXfny\nB+16AqpKL6Se6qgvOtPY+fHz1FbUsje2tyRbgNaJ4R5IO78vSwX94yW2MqN14u7sXUZnnAupbuQP\nsgl3d8PiIqlLlxy/H3vtJunFBXd0wjrf0RvOAfZMYp7M5JwrBf2WA12I+BgpoBOZTIbh4eGSh4sB\nBBqq8FUHi+aHiCfOWfmDSqxUhEI0NzcX14nELAerK6kPltb4IiLEYqeIx8+WKY9QhAvTSVKZtWf9\neVTZqjqxkM7y8u0H5RltALo+0f4MlFiGi4QCPNEaLRoQOj92nn11+4iGSvQ7SxPVFJ5pLNnTi6+m\nhtD+0gLDoHXi8r3LzKWdg/l2ebx5b+n+tKq7m/TYGIsjq0YwAjBiDbsqJX+QTfPeGNls4QbmhdEZ\n1GK2pPxBNkt5hAroxPT0NJOTk67oREV7TdEG5mw2TWLqfMnDxWC5gbmYTrwUn+FUNIK/xHKf3x+m\npuaJsjQc6Abmas4kZsvewOxqUulys5DOcn7oAac6dpTH4ODzrjhw0ON+59NZXhlxDjD0jvWyv25/\n6Q4ccrp5OjvxZE8PvtpaQvv2lWzK7pJaKKpvF/RL7eIJENq3D19tbcHhAHZBudUFBx4KB9nZFinY\nzXNhZAbSWVcK+uLz0Xbw0JIA5TM1NeWaAwcrP8TQNMohOJnNLhJPnC95GIBNe3s78XiceNz5Pr6U\nmOFUtLpkkxIz6gAAIABJREFUBw4Qi51CqQWmpoonOXcDe+jCNh82tiW5k0gxNJnkVGcZdCK9oKec\nL7EXqc2pznpuT6YYjTv3OOkd6+V403F8JVbCAa0TmXmd/8iB5LkeQvv344+V7rvXyiM0ejNORVWA\nHa2l9+gKHz8OIgV1wu6J6UYPofpd1VRWBwtOK2wHVErJH2QTClfT0NFZMD/EnTt3WFxcdEUnRIRQ\nZ23Bgv78/ATJZL+rOjE8PMzi4uopjNNZxdnEbMm9SG1isZPMz99lbs65IugmT0erWVSK81NGJ7Ya\nr4wkmFvMcrocAaHpuzB5q+RhxTanOup5+XaceYeE5YvZRS5MXCi9F6lN+/dAYkg3MjuQ7OkhfPw4\n4i99kh+7gfmVe684fj96I059SzVVkc3NoJjLWhPVDPddoaKqiob2zpJtNe+NgVC4PuFCnjmb+tY2\nqmpqC9Yn7ICKGzrhCwUItkYK5hGamblKJpN0RSdEZCmPkBMTC4vcSM6XnH7CZrmB2fvcPk/HItyZ\nX2SozA3MD3VA6JWROPPpbHki+lOjOoeQSw78ZIce4uY0HGAxs8jF8YvuOfCmJyBUW3DYWPJcD+ET\nJxAXAl3RUJR9dfuKFvR3tOpCc6mIz0f4xIkiDvwyFVVhGto7SrYFelrhu7cSZBwCJ3ZBucKFHkKg\no/rxsTtMT64eH+umAwdLdNJZFoZXJ0ybnr5CNptyJaIPy+fsFNWfWFjkZnLevYJ+tBuQsuQROlBd\nSSzg3+75IbYkdstpWQr6dy5COuVeQd86Z6deQhPJCQanBuluKr1nJwB7rNx4Djqh0mmSL7/syrBi\ngH11+6ipqCmoE3duxGneq2d3LBV/NErowAFShRoO+i6zo20P4Vo3gvlCs5VHyIn5/ikk5CfY7I6P\na+t6gjuvXiOTXh04cSNRaC4VnVEyD+ZJx1cXiOMJ3XLqpk5kMhlGR1f3ILs8k2I2ky05L4SNfc7l\n0IlT0WqE1yc/hKE4tk6cLEeeuaX0E+7pxEI6y6Xh1QHba/evkUqnXAwIFW5gTt+/z8Jrr7ky2gDg\nWOMxBHHUiWwmy51biZJmK84ltHcv/mhUz6TpwHDfZVoOHMLnQqArVBUo2sA83z9FoKEKvwuBLnui\nmkIpKAYHBwkGgzQ3N5dsCyDUEWXh9pRjA/MDl/LM2bS3t5NIJBwbmM9ajbOl5pmzqStjA7MdxHqx\nzPWJhzogdGbJgZczf5A7DnxHJMS+xohjN8+rk1eZy8y558B9ftjztOO43/TEBAsDA64V9AFONJ7g\n5fGXSWdXznrgtgMHHdVfGBggPTGx6rvhviu0HjyEz1e6Awc9fCG9mGViaHXgZKE/QaAx7IoDh+Vu\nnk5R/cHBQSoqKti1a5crtio6dEXIKarvVqJQm6amJkKhkGNU3y4kv8Glgn4wGCUSOVCWbp4+EU7H\nqk1Bfwtytn+SSChAV7M7wdqi2MGUPe7oRFdzLTWhgGPDQe+4S/mDbML10HjIUSfm+vpQyaRrBX2f\n+DjR6JxHKDm1wIO7Sdd1IvnyBVRej5NsNsPI9auuDBezadkXY2oixcyD1UPv5vsTVLTXIn53hi62\ndR0mvbjA3VurZ/0ZHBxkx44dRCLuFIiL5RGKx8/qbvWRQ67YsidLcNYJd/LM2USq9xMI1JZFJ6LB\nAIcjVbyUMA0HW42z/ffZ2xhhRyTkvbHBFyBYDbuecuVwdhDLqT7hWp45m8ZDUBl1bDhI9tj5g9zR\niWINzPeGZ1icy7gyrBh0A3NVd7djT9LkVIL7w0O0udCL1KZlX4yx11Y3MKusYn4g4cpoA5u2rsMk\nxseYure6njQ4OMju3bvxuxDoAksn0sqxgTkeP0dVVQehUKMrtorlEXopPkOVT3iyprT8QTY6h2p5\nGpj3hyupD/rLXp94qANCZ/sn2VdOB14RgaYjrh3yZGc9PQMPyGRXjhO0nV/JMwLk0v4M3LsOMysd\nglsJ4HI50XSCVDrFtcmVyS4nbs+Qns+4kijUZmm6yN6VgpFMxJkcue3KMAAbe5hbflRfO/ApV7p3\n2jS0d1JRVeU4HMBtB+6vDhJoDDsOB4jHzxEOdxKq2OmKLZ/Px549e4o4cB9HakqbfSeXWPQkianz\nZLOrW9Dd5nQ0wmupecbmvbdlWD9n+yc50V6H34XeJmsy+ALs2AeR0pK92/h9womOOueC/t1eqgJV\nHKwvLSnpCtqfgdtnILMymG/3wqw64Z5OHG86zsDUAPdSK3tB2nkh3Crog9Y3lUoxd/XqivUTA/0s\npFKuDCu2sc87P99cZnaR9FjSVZ0oNAFBNptlcHDQtd5BAMFd1UjIX1AnorXH8PncyeUYDodpbGx0\n1onEDJ1VFewKuWNLxEcsdrIsM40BnI5W05OYZSG7ffMIbTUyWUXPwIPy9A4CrRN7ToO/tBxYNnXV\nFexvijg3HIz10l7bzs4qd8pw+Pyw27mBOdnTg1RVUXnIncAw6PrExYmLLOaV4dxMP2ETPnGCxcEh\nFsdWTm43cl3rhhv5g2wKNTAv3p1FzWVcyR9kY+tEfr65ZDLJ2NiYqzphj5LI1wmlssTj51xrXAZo\nbGyksrKyYAPzidpqKlwY+QJ2A/PBsjUwn4pWl73h4KENCGWyit6BB5wsWwK4F/SsMS45cNBDGGbm\n0/TdWdni1jvWS0d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oxnudOFoTJuQTXizTzMUPZUDoXP8kDTUhOnZ484OvYPBFED+0eePA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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1d9b2cb668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fitting models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### With original data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TAIEX:\n",
"A1 -> A1,A2\n",
"A10 -> A10,A11,A12,A9\n",
"A11 -> A10,A11,A12\n",
"A12 -> A11,A12,A13\n",
"A13 -> A12,A13,A14\n",
"A14 -> A13,A14,A15\n",
"A15 -> A14,A15,A16\n",
"A16 -> A15,A16,A17,A18\n",
"A17 -> A15,A16,A17,A18\n",
"A18 -> A16,A17,A18,A19\n",
"A19 -> A18,A19,A20\n",
"A2 -> A1,A2,A3\n",
"A20 -> A19,A20,A21,A22\n",
"A21 -> A20,A21,A22,A23\n",
"A22 -> A21,A22,A23\n",
"A23 -> A22,A23,A24\n",
"A24 -> A21,A22,A23,A24,A25\n",
"A25 -> A24,A25,A26\n",
"A26 -> A24,A25,A26\n",
"A3 -> A2,A3,A4\n",
"A4 -> A3,A4,A5\n",
"A5 -> A4,A5,A6\n",
"A6 -> A5,A6,A7\n",
"A7 -> A6,A7,A8\n",
"A8 -> A6,A7,A8,A9\n",
"A9 -> A10,A8,A9\n",
"\n",
"SP500:\n",
"A1 -> A1,A2\n",
"A10 -> A10,A11,A9\n",
"A11 -> A10,A11,A12\n",
"A12 -> A11,A12,A13\n",
"A13 -> A12,A13,A14\n",
"A14 -> A13,A14,A15\n",
"A15 -> A14,A15,A16\n",
"A16 -> A15,A16,A17\n",
"A17 -> A16,A17,A18\n",
"A18 -> A17,A18,A19\n",
"A19 -> A18,A19,A20\n",
"A2 -> A1,A2,A3\n",
"A20 -> A19,A20,A21\n",
"A21 -> A19,A20,A21,A22\n",
"A22 -> A21,A22\n",
"A3 -> A2,A3,A4\n",
"A4 -> A3,A4,A5\n",
"A5 -> A5,A6\n",
"A6 -> A5,A6,A7\n",
"A7 -> A6,A7,A8\n",
"A8 -> A7,A8,A9\n",
"A9 -> A10,A8,A9\n",
"\n",
"NASDAQ:\n",
"A1 -> A1,A2\n",
"A10 -> A10,A11,A9\n",
"A11 -> A10,A11,A12\n",
"A12 -> A11\n",
"A2 -> A1,A2,A3\n",
"A3 -> A2,A3,A4\n",
"A4 -> A3,A4,A5\n",
"A5 -> A4,A5,A6\n",
"A6 -> A5,A6,A7\n",
"A7 -> A6,A7,A8\n",
"A8 -> A7,A8,A9\n",
"A9 -> A10,A8,A9\n",
"\n"
]
}
],
"source": [
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" model1 = chen.ConventionalFTS(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)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### With transformed data"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TAIEX:\n",
"A0 -> A4\n",
"A1 -> A4,A5\n",
"A2 -> A2,A3,A4,A5\n",
"A3 -> A2,A3,A4,A5,A6,A7\n",
"A4 -> A1,A2,A3,A4,A5,A6,A7,A8,A9\n",
"A5 -> A0,A2,A3,A4,A5,A6,A7,A8\n",
"A6 -> A3,A4,A5,A6,A7,A8,A9\n",
"A7 -> A3,A4,A5,A6,A7\n",
"A8 -> A2,A3,A5,A6\n",
"A9 -> A1,A7\n",
"\n",
"SP500:\n",
"A2 -> A2,A4,A5\n",
"A3 -> A3,A4,A5,A6,A7\n",
"A4 -> A3,A4,A5,A6,A7\n",
"A5 -> A2,A3,A4,A5,A6,A7,A8\n",
"A6 -> A2,A3,A4,A5,A6,A7,A8\n",
"A7 -> A3,A4,A5,A6,A7,A8,A9\n",
"A8 -> A6,A7\n",
"A9 -> A6\n",
"\n",
"NASDAQ:\n",
"A0 -> A2,A3,A6\n",
"A1 -> A2,A5,A6\n",
"A2 -> A0,A2,A3,A4,A5\n",
"A3 -> A1,A2,A3,A4,A5,A6\n",
"A4 -> A0,A1,A2,A3,A4,A5,A6,A7\n",
"A5 -> A1,A2,A3,A4,A5,A6\n",
"A6 -> A0,A2,A3,A4,A5,A6\n",
"A7 -> A4\n",
"\n"
]
}
],
"source": [
"for count,dataset_name in enumerate(dataset_names):\n",
" dataset = get_dataset(dataset_name)\n",
"\n",
" model2 = chen.ConventionalFTS(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)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Predicting with the models"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5ny/wpWvdcmvtL6y1G40x/8XZvK8KuMNaWw1gjLkT+BzwBF6z1m50+xmJiIiIiIiIiIhI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RERERERGRo1HA3A5l7drHnIUZzBgVr+Cwg7v5lD6M7hnB799bw7bi/S123PV5e7j77VWM7dWV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\nPtpHrBGTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f11462630f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Dataset</th>\n",
" <th>RMSE</th>\n",
" <th>SMAPE</th>\n",
" <th>Theil's U</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>TAIEX</td>\n",
" <td>102.65</td>\n",
" <td>0.89</td>\n",
" <td>1.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>SP500</td>\n",
" <td>14.49</td>\n",
" <td>0.57</td>\n",
" <td>2.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NASDAQ</td>\n",
" <td>48.39</td>\n",
" <td>1.18</td>\n",
" <td>2.02</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Dataset RMSE SMAPE Theil's U\n",
"0 TAIEX 102.65 0.89 1.56\n",
"1 SP500 14.49 0.57 2.60\n",
"2 NASDAQ 48.39 1.18 2.02"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"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",
" "
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BSjCLiIiIiIiIiIjIReZvO849rqWEF65PnuwF0+UcWXw86VW/BN/N20VMggtPD0P/Zhm4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\nRv3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SNMyO7JRTReOsChokKhm/qIyfHjuQ8w7qloGz+6JHRs/j8qfG8WTTm9m9dDwccTXs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\nkiRJUjUD5hjjmyGELl9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9OR8vKebwXdtyXP925GVnbVG/+q8QY9z8URk0YMCAOHbs2EyX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fzqySls3VaSdKrdNuCVBVy34U8clFoK5z4GZz4IefWSjiVJkiRJUqIsmCVJladBa7LOe5z2\nYRWXrr2H/x49d49v4t0V+Xy2uWgvhCvbtA/WUjRjMMdlzSXrlNvhkHMq9f4lSZIkSaqqLJglSZWr\nw7dIndSPU7Nm0uCtQTw9Y8luXW3rthJ+P+ZdzvnLJM5+aCqrN27dqzE/t2HrNu5/dhw35zxNSade\n0OPSSrlfSZIkSZKqAwtmSVLl++a1xO7f58acEYwZ/Tw/f2I2H6wpKHP3+R9v4PsPTGHDjKd4u05f\nbt74Ry4a9DprNhbu9ai3jn2H3239M9m5tck680EIYa/fpyRJkiRJ1YUFsySp8oVAOPMhQpNOPFXn\nXg75YDCn3zeRm0fP/UJpXFoaGTLlQ3764AR+XTCA+3IfplbT/ekV5vDrDXdw4aAprC3YeyXz+Hkr\nafb2Ixyeep/s798LDdrstfuSJEmSJKk6smCWJCWjVgNSPx1JbpcT+EV4hml1f0vR7KfodfffuP/V\n91m8dhMXDZ3JhJdHMqH2jZzMdOh1M1w1DU69h++E2Vy/4U4uHDSVT/dCyby2oJDHXxzLr3JGUnLQ\nWfC1cyv8PiRJkiRJqu5CjDHpDLvUo0ePOHv27KRjSJL2psVTYeItsGIOy3M7cVPBD5hWejC/zh3J\nFakx0LgD4Zwh0K7Hv68zYxC88hvGlx7FA41v5MnLv0WTurkVEifGSN8n/sEvP7ycznWLyL5mOtRp\nUiG3LUmSJElSdRBCmBNj7PFl+2VXRhhJknapw7Hws7/BvFG0+9sfeKLoLjZmN6F+8To47Cdwyl2Q\nV++L1zn6cogl9Bl3A6Xr7+LCwSmeuvybNKrz1Uvm52cv59D3H+KA7GVw1guWy5IkSZIklcElMiRJ\nVUMIcMjZcPVM6HMH9ZvvBz8YBmc8+J/l8ueOuQr63M53U9O5at2d/GjgVD7+bMtXijF5wWpeHP08\nl2e/RDziEuja+yvdniRJkiRJNZlLZEiSqr+pD8DEWxgXe9I/+zoevKgnh+3feI9vZtoHa+k/dAzP\n5PyBBg2bkLrq9bLLbUmSJEmSarDdXSLDI5glSdXfsdfBybdySvgHg2I/+g4ax5i3VuzRTcxZsp7f\nD3uZJ3Nuo0HtXFI/ecFyWZIkSZKkL2HBLEmqGb55LZz3BAenlvLX3Ft45Nkx3DthIaWlX/5JnXkf\n5/OboeN4POtWmuaWkLpoDDTrUgmhJUmSJEmq3iyYJUk1x0FnEC4dR9O6OYyu3Z/5//cs14x4gy1F\nJWVeZdHqjVw3ZCKPhltpnbOJ1IUjoeXBlRhakiRJkqTqKzvpAJIkVag23yD8fBK5z1zA4I/v5a5/\nfsyZ/3MBxx3QnLaNatMm89W2UW02bi3misGTeKj0VtpnryX1o5HQ9oikH4EkSZIkSdWGBbMkqeZp\n0Jpw8cswpi83zBvBUZtXMHb6YcwqbsqK2JS1NCSSom7YyvC8O+mWWk44/xnocGzSySVJkiRJqlYs\nmCVJNVNuHTh3KDTvTq+/30WvrNcgK31RaSqHjXmtKC0tpVHRSsIPhkGXk5LNK0mSJElSNWTBLEmq\nuUKAE26AY66Cz5ZB/nLIX0YqfzkN85dBwWo48jY48PtJJ5UkSZIkqVqyYJYk1Xy1GkKrhtDqkKST\nSJIkSZJUo6SSDiBJkiRJkiRJqp4smCVJkiRJkiRJ5WLBLEmSJEmSJEkqFwtmSZIkSZIkSVK5WDBL\nkiRJkiRJksrFglmSJEmSJEmSVC4WzJIkSZIkSZKkcgkxxqQz7FIIYQ2wJOkcCWgGrE06hPY5jjsl\nwXGnJDjulATHnZLguFMSHHdKguNOlW1fGHPtY4zNv2ynKl8w76tCCLNjjD2SzqF9i+NOSXDcKQmO\nOyXBcackOO6UBMedkuC4U2VzzP2bS2RIkiRJkiRJksrFglmSJEmSJEmSVC4WzFXXoKQDaJ/kuFMS\nHHdKguNOSXDcKQmOOyXBcackOO5U2RxzGa7BLEmSJEmSJEkqF49gliRJkiRJkiSViwWzJEmSJEmS\nJKlcLJiroBDCKSGEhSGERSGEG5LOo5ophLBfCGFyCGF+CGFeCOEXme39QggrQghvZb5OTTqrapYQ\nwuIQwtzM+Jqd2dYkhDAxhPB+5nvjpHOqZgghHLDdfPZWCGFDCOGXznXaG0IIj4UQVocQ3t1u207n\nt5D2QOb13jshhMOTS67qqowxd3cIYUFmXI0KITTKbO8QQtiy3bz3SHLJVZ2VMe7KfF4NIdyYmesW\nhhD6JJNa1V0Z4+7Z7cbc4hDCW5ntzneqELvoTXx9twPXYK5iQghZwHtAb2A5MAu4IMY4P9FgqnFC\nCK2B1jHGN0II9YE5wJnAeUBBjPGeRAOqxgohLAZ6xBjXbrdtALAuxnhn5o21xjHG3yWVUTVT5jl2\nBXA0cAnOdapgIYTjgALgiRjjIZltO53fMuXLtcCppMfk/THGo5PKruqpjDF3MjApxlgcQrgLIDPm\nOgAvfb6fVF5ljLt+7OR5NYRwEDACOApoA7wKdIsxllRqaFV7Oxt3O1z+JyA/xtjf+U4VZRe9ycX4\n+u4LPIK56jkKWBRj/DDGWAQ8A5yRcCbVQDHGT2KMb2R+3gj8E2ibbCrtw84AhmV+Hkb6SVuqaN8B\nPogxLkk6iGqmGONrwLodNpc1v51B+o/kGGOcDjTK/BEj7badjbkY44QYY3Hm1+lAu0oPphqtjLmu\nLGcAz8QYC2OMHwGLSP/NK+2RXY27EEIgfaDUiEoNpRpvF72Jr+92YMFc9bQFlm33+3Is/bSXZd7h\nPQyYkdl0TebjHI+5VIH2gghMCCHMCSFcntnWMsb4SebnlUDLZKKphjufL/7h4VynylDW/OZrPlWG\nS4FXtvu9YwjhzRDC30MI304qlGqsnT2vOtepMnwbWBVjfH+7bc53qlA79Ca+vtuBBbO0jwsh1ANe\nBH4ZY9wAPAx0Br4BfAL8KcF4qpm+FWM8HPgucHXm427/EtNrN7l+kypUCCEXOB14PrPJuU6VzvlN\nlSmE8F9AMfB0ZtMnwP4xxsOA64HhIYQGSeVTjePzqpJ0AV88iMD5ThVqJ73Jv/j6Ls2CuepZAey3\n3e/tMtukChdCyCE9ST4dYxwJEGNcFWMsiTGWAoPxI2yqYDHGFZnvq4FRpMfYqs8/OpT5vjq5hKqh\nvgu8EWNcBc51qlRlzW++5tNeE0K4GDgN+HHmD18ySxR8mvl5DvAB0C2xkKpRdvG86lynvSqEkA2c\nDTz7+TbnO1WknfUm+PruP1gwVz2zgK4hhI6Zo63OB8YmnEk1UGadqkeBf8YY791u+/brA50FvLvj\ndaXyCiHUzZwcgRBCXeBk0mNsLHBRZreLgDHJJFQN9oUjW5zrVInKmt/GAhdmzjZ+DOkTE32ysxuQ\n9kQI4RTgt8DpMcbN221vnjnZKSGETkBX4MNkUqqm2cXz6ljg/BBCXgihI+lxN7Oy86lGOwlYEGNc\n/vkG5ztVlLJ6E3x99x+ykw6gL8qc7fkaYDyQBTwWY5yXcCzVTMcCPwXmhhDeymy7CbgghPAN0h/x\nWAxckUw81VAtgVHp52mygeExxnEhhFnAcyGEy4AlpE/SIVWIzJsZvfnifDbAuU4VLYQwAjgBaBZC\nWA78HriTnc9vL5M+w/giYDNwSaUHVrVXxpi7EcgDJmaeb6fHGK8EjgP6hxC2AaXAlTHG3T1Rm/Qv\nZYy7E3b2vBpjnBdCeA6YT3rJlqtjjCVJ5Fb1trNxF2N8lP88xwY436nilNWb+PpuByHziSlJkiRJ\nkiRJkvaIS2RIkiRJkiRJksrFglmSJEmSJEmSVC4WzJIkSZIkSZKkcrFgliRJkiRJkiSViwWzJEmS\nJEmSJKlcLJglSZIkSZIkSeViwSxJkiRJkiRJKpf/DwZR1Y1nYB8aAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1145d00198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Dataset</th>\n",
" <th>RMSE</th>\n",
" <th>SMAPE</th>\n",
" <th>Theil's U</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>TAIEX</td>\n",
" <td>68.82</td>\n",
" <td>0.59</td>\n",
" <td>1.05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>SP500</td>\n",
" <td>6.12</td>\n",
" <td>0.22</td>\n",
" <td>1.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NASDAQ</td>\n",
" <td>24.25</td>\n",
" <td>0.59</td>\n",
" <td>1.01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Dataset RMSE SMAPE Theil's U\n",
"0 TAIEX 68.82 0.59 1.05\n",
"1 SP500 6.12 0.22 1.11\n",
"2 NASDAQ 24.25 0.59 1.01"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"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",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Residual Analysis"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Dea4ALgLagM+Y2f2VbntmkPPS8o0dt1MfxP/76uqOst8+tTTn+eolCblXi7oE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Ju1jVJEpDFYtPXTnmnSpEk+Z86ctMPIaey0ewBYfN05KUfSWMxsrrtPSjuOcpjZScDV7n5GOL8S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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f1145edefd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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3zbp73ooeL9eQqaZm9JB+bauwf3PqwT26X+ecc64kCY6ZnWNme5lZg5mNMbPr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\nzU0ru9LMXg5VkX9NHx1iZl8P1ZQLzeyDaeVTQ1mdmU3PfJ44pTrn3n/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QibnXNk3/B2dQ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f11461d7dd8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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lchQA7u5m1ulvS+4+jegmGGpqakr625a0SCfB2e7ux2U8Eik48aMWX/GnF5uX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"text/plain": [
"<matplotlib.figure.Figure at 0x7f1145991940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"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])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}