pyFTSex/tutorial/pyFTS/developer/GOOGLE COLAB Partitioners.ipynb

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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Partitioners.ipynb",
"version": "0.3.2",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"[View in Colaboratory](https://colab.research.google.com/github/petroniocandido/pyFTS/blob/master/pyFTS/notebooks/GOOGLE%20COLAB%20Partitioners.ipynb)"
]
},
{
"metadata": {
"id": "mEQOx245dwAa",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"# Exploring the Universe of Discourse Partitioners"
]
},
{
"metadata": {
"id": "W0AOM0VBdwAc",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## Environment Setup"
]
},
{
"metadata": {
"id": "amW2NlL8dwAe",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Library install/update"
]
},
{
"metadata": {
"id": "-wU74LzHdwAg",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 312
},
"outputId": "2e69b7d8-b717-4381-a55f-1047fafc8677"
},
"cell_type": "code",
"source": [
"!pip3 install -U git+https://github.com/petroniocandido/pyFTS\n",
"!pip3 install dill"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Collecting git+https://github.com/petroniocandido/pyFTS\r\n",
" Cloning https://github.com/petroniocandido/pyFTS to /tmp/pip-req-build-ntm23mp9\n",
"Building wheels for collected packages: pyFTS\n",
" Running setup.py bdist_wheel for pyFTS ... \u001b[?25l-\b \b\\\b \bdone\n",
"\u001b[?25h Stored in directory: /tmp/pip-ephem-wheel-cache-e9o4j4_4/wheels/84/d7/1e/a333c7128f25b347640740859808db094c4478e98663cd2297\n",
"Successfully built pyFTS\n",
"Installing collected packages: pyFTS\n",
"Successfully installed pyFTS-1.2.2\n",
"Collecting dill\n",
"\u001b[?25l Downloading https://files.pythonhosted.org/packages/91/a0/19d4d31dee064fc553ae01263b5c55e7fb93daff03a69debbedee647c5a0/dill-0.2.7.1.tar.gz (64kB)\n",
"\u001b[K 100% |████████████████████████████████| 71kB 4.2MB/s \n",
"\u001b[?25hBuilding wheels for collected packages: dill\n",
" Running setup.py bdist_wheel for dill ... \u001b[?25l-\b \b\\\b \bdone\n",
"\u001b[?25h Stored in directory: /content/.cache/pip/wheels/99/c4/ed/1b64d2d5809e60d5a3685530432f6159d6a9959739facb61f2\n",
"Successfully built dill\n",
"Installing collected packages: dill\n",
"Successfully installed dill-0.2.7.1\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "zXwi14lOdwAr",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### External libraries import"
]
},
{
"metadata": {
"id": "QQHFWMt_dwAs",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
},
"outputId": "49f6b4ae-d7b0-4551-fda0-7b1432f92de7"
},
"cell_type": "code",
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"\n",
"import matplotlib.pylab as plt\n",
"\n",
"%pylab inline\n"
],
"execution_count": 16,
"outputs": [
{
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "psSDh84qdwA1",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Common pyFTS imports "
]
},
{
"metadata": {
"id": "eiMPSHccdwA3",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"outputId": "e6654e11-133b-4885-8e7e-8f8d23f7f28e"
},
"cell_type": "code",
"source": [
"from pyFTS.partitioners import CMeans, Grid, FCM, Huarng, Entropy, Util as pUtil\n",
"from pyFTS.common import Membership as mf\n",
"from pyFTS.benchmarks import benchmarks as bchmk\n",
"from pyFTS.data import Enrollments"
],
"execution_count": 17,
"outputs": []
},
{
"metadata": {
"id": "GoyarFwldwA8",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Common data transformations"
]
},
{
"metadata": {
"id": "20Sa4Af3dwA-",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"outputId": "7660ef36-e6c9-4ffd-f776-4c23d6579d7c"
},
"cell_type": "code",
"source": [
"from pyFTS.common import Transformations\n",
"\n",
"tdiff = Transformations.Differential(1)"
],
"execution_count": 18,
"outputs": []
},
{
"metadata": {
"id": "iPI0XB9gdwBF",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## Dataset"
]
},
{
"metadata": {
"id": "ykkr_7bVdwBG",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Data Loading"
]
},
{
"metadata": {
"id": "QR4Y3VWudwBH",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 17
},
"outputId": "53abae8d-ef32-4827-da94-6795c5ab6e23"
},
"cell_type": "code",
"source": [
"from pyFTS.data import TAIEX\n",
"\n",
"dataset = TAIEX.get_data()\n",
"dataset_diff = tdiff.apply(dataset)\n",
"\n",
"train_split = 1000"
],
"execution_count": 19,
"outputs": []
},
{
"metadata": {
"id": "LMz4AhqQdwBM",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Visualization"
]
},
{
"metadata": {
"id": "koX6TTMOdwBO",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 337
},
"outputId": "e08a333f-3ca8-4102-fa7c-3d8a1dd93685"
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(nrows=2, ncols=1, figsize=[10,5])\n",
"ax[0].plot(dataset)\n",
"ax[1].plot(dataset_diff)"
],
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f00b11c9c88>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
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"text/plain": [
"<matplotlib.figure.Figure at 0x7f00b168fd68>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "0mcuRXTYdwBU",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"## Exploring partitioning schemes"
]
},
{
"metadata": {
"id": "igsDRNwedwBV",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Same mathod with different membership functions"
]
},
{
"metadata": {
"id": "6Yo6DF8FdwBX",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 729
},
"outputId": "bdb43f7e-56c3-4edc-bb28-910590d149fe"
},
"cell_type": "code",
"source": [
"part = pUtil.explore_partitioners(dataset[:train_split], 20, methods=[Grid.GridPartitioner], \n",
" mf=[mf.trimf, mf.trapmf, mf.gaussmf])"
],
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAALICAYAAABijlFfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ntAh7o/ycgoHjc
"text/plain": [
"<matplotlib.figure.Figure at 0x7f00aef87e48>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "VBYu58gWdwBe",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1163
},
"outputId": "4c97f43e-ed0d-453c-ed04-a702dfca6b71"
},
"cell_type": "code",
"source": [
"for p in part:\n",
" print(p)"
],
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": [
"Grid - trimf:\n",
"A0: trimf([3725.400925, 4079.5785, 4433.756075])\n",
"A1: trimf([4079.5785, 4433.756075, 4787.93365])\n",
"A2: trimf([4433.756075000001, 4787.933650000001, 5142.111225000001])\n",
"A3: trimf([4787.933650000001, 5142.111225000001, 5496.2888])\n",
"A4: trimf([5142.111225000001, 5496.2888, 5850.466375])\n",
"A5: trimf([5496.288800000001, 5850.466375000001, 6204.643950000001])\n",
"A6: trimf([5850.466375000002, 6204.6439500000015, 6558.821525000001])\n",
"A7: trimf([6204.6439500000015, 6558.821525000001, 6912.999100000001])\n",
"A8: trimf([6558.821525000001, 6912.999100000001, 7267.176675000001])\n",
"A9: trimf([6912.999100000002, 7267.1766750000015, 7621.354250000001])\n",
"A10: trimf([7267.176675000002, 7621.354250000002, 7975.531825000002])\n",
"A11: trimf([7621.354250000002, 7975.531825000002, 8329.709400000002])\n",
"A12: trimf([7975.531825000002, 8329.709400000002, 8683.886975000001])\n",
"A13: trimf([8329.709400000002, 8683.886975000001, 9038.064550000001])\n",
"A14: trimf([8683.886975000003, 9038.064550000003, 9392.242125000002])\n",
"A15: trimf([9038.064550000003, 9392.242125000002, 9746.419700000002])\n",
"A16: trimf([9392.242125000002, 9746.419700000002, 10100.597275000002])\n",
"A17: trimf([9746.419700000002, 10100.597275000002, 10454.774850000002])\n",
"A18: trimf([10100.597275000004, 10454.774850000003, 10808.952425000003])\n",
"A19: trimf([10454.774850000003, 10808.952425000003, 11163.130000000003])\n",
"\n",
"Grid - trapmf:\n",
"A0: trapmf([3725.400925, 3902.4897125, 4256.6672875, 4433.756075])\n",
"A1: trapmf([4079.5785, 4256.6672875, 4610.8448625, 4787.93365])\n",
"A2: trapmf([4433.756075000001, 4610.844862500001, 4965.022437500001, 5142.111225000001])\n",
"A3: trapmf([4787.933650000001, 4965.022437500001, 5319.2000125, 5496.2888])\n",
"A4: trapmf([5142.111225000001, 5319.2000125, 5673.3775875, 5850.466375])\n",
"A5: trapmf([5496.288800000001, 5673.377587500001, 6027.555162500001, 6204.643950000001])\n",
"A6: trapmf([5850.466375000002, 6027.555162500002, 6381.732737500001, 6558.821525000001])\n",
"A7: trapmf([6204.6439500000015, 6381.732737500001, 6735.910312500001, 6912.999100000001])\n",
"A8: trapmf([6558.821525000001, 6735.910312500001, 7090.087887500001, 7267.176675000001])\n",
"A9: trapmf([6912.999100000002, 7090.087887500002, 7444.265462500001, 7621.354250000001])\n",
"A10: trapmf([7267.176675000002, 7444.265462500002, 7798.443037500002, 7975.531825000002])\n",
"A11: trapmf([7621.354250000002, 7798.443037500002, 8152.620612500002, 8329.709400000002])\n",
"A12: trapmf([7975.531825000002, 8152.620612500002, 8506.798187500002, 8683.886975000001])\n",
"A13: trapmf([8329.709400000002, 8506.7981875, 8860.975762500002, 9038.064550000001])\n",
"A14: trapmf([8683.886975000003, 8860.975762500002, 9215.153337500004, 9392.242125000002])\n",
"A15: trapmf([9038.064550000003, 9215.153337500002, 9569.330912500003, 9746.419700000002])\n",
"A16: trapmf([9392.242125000002, 9569.330912500001, 9923.508487500003, 10100.597275000002])\n",
"A17: trapmf([9746.419700000002, 9923.508487500001, 10277.686062500003, 10454.774850000002])\n",
"A18: trapmf([10100.597275000004, 10277.686062500003, 10631.863637500004, 10808.952425000003])\n",
"A19: trapmf([10454.774850000003, 10631.863637500002, 10986.041212500004, 11163.130000000003])\n",
"\n",
"Grid - gaussmf:\n",
"A0: gaussmf([4079.5785, 118.05919166666666])\n",
"A1: gaussmf([4433.756075, 118.05919166666666])\n",
"A2: gaussmf([4787.933650000001, 118.05919166666666])\n",
"A3: gaussmf([5142.111225000001, 118.05919166666666])\n",
"A4: gaussmf([5496.2888, 118.05919166666666])\n",
"A5: gaussmf([5850.466375000001, 118.05919166666666])\n",
"A6: gaussmf([6204.6439500000015, 118.05919166666666])\n",
"A7: gaussmf([6558.821525000001, 118.05919166666666])\n",
"A8: gaussmf([6912.999100000001, 118.05919166666666])\n",
"A9: gaussmf([7267.1766750000015, 118.05919166666666])\n",
"A10: gaussmf([7621.354250000002, 118.05919166666666])\n",
"A11: gaussmf([7975.531825000002, 118.05919166666666])\n",
"A12: gaussmf([8329.709400000002, 118.05919166666666])\n",
"A13: gaussmf([8683.886975000001, 118.05919166666666])\n",
"A14: gaussmf([9038.064550000003, 118.05919166666666])\n",
"A15: gaussmf([9392.242125000002, 118.05919166666666])\n",
"A16: gaussmf([9746.419700000002, 118.05919166666666])\n",
"A17: gaussmf([10100.597275000002, 118.05919166666666])\n",
"A18: gaussmf([10454.774850000003, 118.05919166666666])\n",
"A19: gaussmf([10808.952425000003, 118.05919166666666])\n",
"\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "Y9fx6TtAdwBk",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Same mathod with different membership functions and transformation"
]
},
{
"metadata": {
"id": "UeOhSoDVdwBl",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 729
},
"outputId": "ad7c411b-a564-494f-d676-20040166aa76"
},
"cell_type": "code",
"source": [
"part = pUtil.explore_partitioners(dataset[:train_split], 10, methods=[Grid.GridPartitioner], \n",
" mf=[mf.trimf, mf.trapmf, mf.gaussmf], transformation=tdiff)"
],
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAALICAYAAABijlFfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSg1jKQn73hCPL
"text/plain": [
"<matplotlib.figure.Figure at 0x7f00b1198518>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "VeYFVIpzdwBr",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 642
},
"outputId": "523c1ff6-8826-434c-a9f8-0795f0b9f571"
},
"cell_type": "code",
"source": [
"for p in part:\n",
" print(p)"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"text": [
"Grid - trimf:\n",
"A0: trimf([-474.82489999999945, -385.75349999999946, -296.6820999999995])\n",
"A1: trimf([-385.75349999999946, -296.6820999999995, -207.6106999999995])\n",
"A2: trimf([-296.6820999999995, -207.6106999999995, -118.53929999999951])\n",
"A3: trimf([-207.6106999999995, -118.53929999999951, -29.46789999999953])\n",
"A4: trimf([-118.53929999999951, -29.46789999999953, 59.60350000000045])\n",
"A5: trimf([-29.46789999999953, 59.60350000000045, 148.67490000000043])\n",
"A6: trimf([59.60350000000045, 148.67490000000043, 237.74630000000042])\n",
"A7: trimf([148.67490000000038, 237.74630000000036, 326.81770000000034])\n",
"A8: trimf([237.74630000000042, 326.8177000000004, 415.8891000000004])\n",
"A9: trimf([326.81770000000046, 415.88910000000044, 504.9605000000004])\n",
"\n",
"Grid - trapmf:\n",
"A0: trapmf([-474.82489999999945, -430.2891999999995, -341.21779999999944, -296.6820999999995])\n",
"A1: trapmf([-385.75349999999946, -341.21779999999944, -252.1463999999995, -207.6106999999995])\n",
"A2: trapmf([-296.6820999999995, -252.1463999999995, -163.0749999999995, -118.53929999999951])\n",
"A3: trapmf([-207.6106999999995, -163.0749999999995, -74.00359999999952, -29.46789999999953])\n",
"A4: trapmf([-118.53929999999951, -74.00359999999952, 15.06780000000046, 59.60350000000045])\n",
"A5: trapmf([-29.46789999999953, 15.06780000000046, 104.13920000000044, 148.67490000000043])\n",
"A6: trapmf([59.60350000000045, 104.13920000000044, 193.21060000000043, 237.74630000000042])\n",
"A7: trapmf([148.67490000000038, 193.21060000000037, 282.2820000000004, 326.81770000000034])\n",
"A8: trapmf([237.74630000000042, 282.2820000000004, 371.3534000000004, 415.8891000000004])\n",
"A9: trapmf([326.81770000000046, 371.3534000000004, 460.42480000000046, 504.9605000000004])\n",
"\n",
"Grid - gaussmf:\n",
"A0: gaussmf([-385.75349999999946, 29.690466666666662])\n",
"A1: gaussmf([-296.6820999999995, 29.690466666666662])\n",
"A2: gaussmf([-207.6106999999995, 29.690466666666662])\n",
"A3: gaussmf([-118.53929999999951, 29.690466666666662])\n",
"A4: gaussmf([-29.46789999999953, 29.690466666666662])\n",
"A5: gaussmf([59.60350000000045, 29.690466666666662])\n",
"A6: gaussmf([148.67490000000043, 29.690466666666662])\n",
"A7: gaussmf([237.74630000000036, 29.690466666666662])\n",
"A8: gaussmf([326.8177000000004, 29.690466666666662])\n",
"A9: gaussmf([415.88910000000044, 29.690466666666662])\n",
"\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "q_N2ANNkdwBy",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Several different mathods"
]
},
{
"metadata": {
"id": "C3c9D3u-dwBz",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 729
},
"outputId": "213e2f18-5289-4f20-c482-910b584b1963"
},
"cell_type": "code",
"source": [
"part = pUtil.explore_partitioners(dataset[:train_split], 10, methods=[Grid.GridPartitioner, CMeans.CMeansPartitioner, \n",
" FCM.FCMPartitioner, Entropy.EntropyPartitioner,\n",
" Huarng.HuarngPartitioner], \n",
" mf=[mf.trimf])"
],
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAALICAYAAABijlFfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWqx25sWEMjrIF
"text/plain": [
"<matplotlib.figure.Figure at 0x7f00ad534ef0>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "CdpwHCpLdwB2",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 972
},
"outputId": "4069cd6d-5bb2-4c97-c9ba-4a868e2ace5b"
},
"cell_type": "code",
"source": [
"for p in part:\n",
" print(p)"
],
"execution_count": 20,
"outputs": [
{
"output_type": "stream",
"text": [
"Grid - trimf:\n",
"A0: trimf([3371.22335, 4079.5785, 4787.93365])\n",
"A1: trimf([4079.5785, 4787.93365, 5496.2888])\n",
"A2: trimf([4787.93365, 5496.2888, 6204.643950000001])\n",
"A3: trimf([5496.288799999999, 6204.64395, 6912.9991])\n",
"A4: trimf([6204.643949999999, 6912.999099999999, 7621.354249999999])\n",
"A5: trimf([6912.999099999999, 7621.354249999999, 8329.7094])\n",
"A6: trimf([7621.354249999999, 8329.7094, 9038.06455])\n",
"A7: trimf([8329.7094, 9038.06455, 9746.419699999999])\n",
"A8: trimf([9038.06455, 9746.419699999999, 10454.774849999998])\n",
"A9: trimf([9746.419699999999, 10454.774849999998, 11163.129999999997])\n",
"\n",
"CMeans - trimf:\n",
"A1: trimf([4079.578, 4910.1, 5620.634])\n",
"A2: trimf([4910.1, 5620.634, 6108.287])\n",
"A3: trimf([5620.634, 6108.287, 6506.606])\n",
"A4: trimf([6108.287, 6506.606, 7060.017])\n",
"A5: trimf([6506.606, 7060.017, 7688.427])\n",
"A6: trimf([7060.017, 7688.427, 8115.937])\n",
"A7: trimf([7688.427, 8115.937, 8502.833])\n",
"A8: trimf([8115.937, 8502.833, 9071.387])\n",
"A9: trimf([8502.833, 9071.387, 9830.882])\n",
"A10: trimf([9071.387, 9830.882, 11163.13])\n",
"\n",
"FCM - trimf:\n",
"A1: trimf([4079.578, 5046.258, 5059.576])\n",
"A2: trimf([5046.258, 5059.576, 5518.18])\n",
"A3: trimf([5059.576, 5518.18, 6260.888])\n",
"A4: trimf([5518.18, 6260.888, 7068.699])\n",
"A5: trimf([6260.888, 7068.699, 7477.805])\n",
"A6: trimf([7068.699, 7477.805, 8079.149])\n",
"A7: trimf([7477.805, 8079.149, 8565.219])\n",
"A8: trimf([8079.149, 8565.219, 8674.498])\n",
"A9: trimf([8565.219, 8674.498, 9567.806])\n",
"A10: trimf([8674.498, 9567.806, 11163.13])\n",
"\n",
"Entropy - trimf:\n",
"A1: trimf([4079.5785, 4998.05, 5679.84])\n",
"A2: trimf([4998.05, 5679.84, 6288.215])\n",
"A3: trimf([5679.84, 6288.215, 6585.15])\n",
"A4: trimf([6288.215, 6585.15, 7482.905])\n",
"A5: trimf([6585.15, 7482.905, 8105.18])\n",
"A6: trimf([7482.905, 8105.18, 8681.46])\n",
"A7: trimf([8105.18, 8681.46, 11163.13])\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"IOPub data rate exceeded.\n",
"The notebook server will temporarily stop sending output\n",
"to the client in order to avoid crashing it.\n",
"To change this limit, set the config variable\n",
"`--NotebookApp.iopub_data_rate_limit`.\n",
"\n",
"Current values:\n",
"NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)\n",
"NotebookApp.rate_limit_window=3.0 (secs)\n",
"\n"
],
"name": "stderr"
}
]
},
{
"metadata": {
"id": "NICaxQn2dwB9",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"### Several different mathods with transformation"
]
},
{
"metadata": {
"id": "vTEn2DvAdwB_",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 729
},
"outputId": "2a16c868-f8ad-4dda-f006-c5a53b805420"
},
"cell_type": "code",
"source": [
"part = pUtil.explore_partitioners(dataset, 10, methods=[Grid.GridPartitioner, CMeans.CMeansPartitioner, \n",
" FCM.FCMPartitioner, Entropy.EntropyPartitioner,\n",
" Huarng.HuarngPartitioner], \n",
" mf=[mf.trimf], transformation=tdiff)"
],
"execution_count": 21,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAALICAYAAABijlFfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWqx25sWEMjrIF
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0065832dd8>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"metadata": {
"id": "brCbJ6AmBQSC",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 215746
},
"outputId": "419b8569-eb2d-4326-fafc-7d2c6096117a"
},
"cell_type": "code",
"source": [
"for p in part:\n",
" print(p)"
],
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"text": [
"Grid - trimf:\n",
"A0: trimf([-688.963, -565.213, -441.46299999999997])\n",
"A1: trimf([-565.213, -441.46299999999997, -317.71299999999997])\n",
"A2: trimf([-441.46299999999997, -317.71299999999997, -193.96299999999997])\n",
"A3: trimf([-317.71299999999997, -193.96299999999997, -70.21299999999997])\n",
"A4: trimf([-193.96299999999997, -70.21299999999997, 53.537000000000035])\n",
"A5: trimf([-70.21299999999997, 53.537000000000035, 177.28700000000003])\n",
"A6: trimf([53.537000000000035, 177.28700000000003, 301.03700000000003])\n",
"A7: trimf([177.28700000000003, 301.03700000000003, 424.78700000000003])\n",
"A8: trimf([301.03700000000003, 424.78700000000003, 548.537])\n",
"A9: trimf([424.78700000000003, 548.537, 672.287])\n",
"\n",
"CMeans - trimf:\n",
"A1: trimf([-565.213, -339.175, -181.48])\n",
"A2: trimf([-339.175, -181.48, -104.465])\n",
"A3: trimf([-181.48, -104.465, -55.138])\n",
"A4: trimf([-104.465, -55.138, -15.889])\n",
"A5: trimf([-55.138, -15.889, 22.828])\n",
"A6: trimf([-15.889, 22.828, 66.646])\n",
"A7: trimf([22.828, 66.646, 125.426])\n",
"A8: trimf([66.646, 125.426, 218.804])\n",
"A9: trimf([125.426, 218.804, 386.003])\n",
"A10: trimf([218.804, 386.003, 672.287])\n",
"\n",
"FCM - trimf:\n",
"A1: trimf([-565.213, -150.824, -88.122])\n",
"A2: trimf([-150.824, -88.122, -52.325])\n",
"A3: trimf([-88.122, -52.325, -52.298])\n",
"A4: trimf([-52.325, -52.298, -38.372])\n",
"A5: trimf([-52.298, -38.372, -9.747])\n",
"A6: trimf([-38.372, -9.747, 9.915])\n",
"A7: trimf([-9.747, 9.915, 19.951])\n",
"A8: trimf([9.915, 19.951, 44.557])\n",
"A9: trimf([19.951, 44.557, 96.388])\n",
"A10: trimf([44.557, 96.388, 672.287])\n",
"\n",
"Entropy - trimf:\n",
"A1: trimf([-565.213, -86.05999999999949, -49.724999999998545])\n",
"A2: trimf([-86.05999999999949, -49.724999999998545, -24.585000000000036])\n",
"A3: trimf([-49.724999999998545, -24.585000000000036, -3.5299999999997453])\n",
"A4: trimf([-24.585000000000036, -3.5299999999997453, 18.404999999999745])\n",
"A5: trimf([-3.5299999999997453, 18.404999999999745, 43.51999999999953])\n",
"A6: trimf([18.404999999999745, 43.51999999999953, 84.76499999999942])\n",
"A7: trimf([43.51999999999953, 84.76499999999942, 672.2870000000001])\n",
"\n",
"Huarng - trimf:\n",
"A0: trimf([-565.1, -565, -564.9])\n",
"A1: trimf([-565.0, -564.9, -564.8])\n",
"A2: trimf([-564.9, -564.8, -564.6999999999999])\n",
"A3: trimf([-564.8, -564.6999999999999, -564.5999999999999])\n",
"A4: trimf([-564.6999999999999, -564.5999999999999, -564.4999999999999])\n",
"A5: trimf([-564.5999999999999, -564.4999999999999, -564.3999999999999])\n",
"A6: trimf([-564.4999999999999, -564.3999999999999, -564.2999999999998])\n",
"A7: trimf([-564.3999999999999, -564.2999999999998, -564.1999999999998])\n",
"A8: trimf([-564.2999999999998, -564.1999999999998, -564.0999999999998])\n",
"A9: trimf([-564.1999999999998, -564.0999999999998, -563.9999999999998])\n",
"A10: trimf([-564.0999999999998, -563.9999999999998, -563.8999999999997])\n",
"A11: trimf([-563.9999999999998, -563.8999999999997, -563.7999999999997])\n",
"A12: trimf([-563.8999999999997, -563.7999999999997, -563.6999999999997])\n",
"A13: trimf([-563.7999999999997, -563.6999999999997, -563.5999999999997])\n",
"A14: trimf([-563.6999999999997, -563.5999999999997, -563.4999999999997])\n",
"A15: trimf([-563.5999999999997, -563.4999999999997, -563.3999999999996])\n",
"A16: trimf([-563.4999999999997, -563.3999999999996, -563.2999999999996])\n",
"A17: trimf([-563.3999999999996, -563.2999999999996, -563.1999999999996])\n",
"A18: trimf([-563.2999999999996, -563.1999999999996, -563.0999999999996])\n",
"A19: trimf([-563.1999999999996, -563.0999999999996, -562.9999999999995])\n",
"A20: trimf([-563.0999999999996, -562.9999999999995, -562.8999999999995])\n",
"A21: trimf([-562.9999999999995, -562.8999999999995, -562.7999999999995])\n",
"A22: trimf([-562.8999999999995, -562.7999999999995, -562.6999999999995])\n",
"A23: trimf([-562.7999999999995, -562.6999999999995, -562.5999999999995])\n",
"A24: trimf([-562.6999999999995, -562.5999999999995, -562.4999999999994])\n",
"A25: trimf([-562.5999999999995, -562.4999999999994, -562.3999999999994])\n",
"A26: trimf([-562.4999999999994, -562.3999999999994, -562.2999999999994])\n",
"A27: trimf([-562.3999999999994, -562.2999999999994, -562.1999999999994])\n",
"A28: trimf([-562.2999999999994, -562.1999999999994, -562.0999999999993])\n",
"A29: trimf([-562.1999999999994, -562.0999999999993, -561.9999999999993])\n",
"A30: trimf([-562.0999999999993, -561.9999999999993, -561.8999999999993])\n",
"A31: trimf([-561.9999999999993, -561.8999999999993, -561.7999999999993])\n",
"A32: trimf([-561.8999999999993, -561.7999999999993, -561.6999999999992])\n",
"A33: trimf([-561.7999999999993, -561.6999999999992, -561.5999999999992])\n",
"A34: trimf([-561.6999999999992, -561.5999999999992, -561.4999999999992])\n",
"A35: trimf([-561.5999999999992, -561.4999999999992, -561.3999999999992])\n",
"A36: trimf([-561.4999999999992, -561.3999999999992, -561.2999999999992])\n",
"A37: trimf([-561.3999999999992, -561.2999999999992, -561.1999999999991])\n",
"A38: trimf([-561.2999999999992, -561.1999999999991, -561.0999999999991])\n",
"A39: trimf([-561.1999999999991, -561.0999999999991, -560.9999999999991])\n",
"A40: trimf([-561.0999999999991, -560.9999999999991, -560.8999999999991])\n",
"A41: trimf([-560.9999999999991, -560.8999999999991, -560.799999999999])\n",
"A42: trimf([-560.8999999999991, -560.799999999999, -560.699999999999])\n",
"A43: trimf([-560.799999999999, -560.699999999999, -560.599999999999])\n",
"A44: trimf([-560.699999999999, -560.599999999999, -560.499999999999])\n",
"A45: trimf([-560.599999999999, -560.499999999999, -560.399999999999])\n",
"A46: trimf([-560.499999999999, -560.399999999999, -560.2999999999989])\n",
"A47: trimf([-560.399999999999, -560.2999999999989, -560.1999999999989])\n",
"A48: trimf([-560.2999999999989, -560.1999999999989, -560.0999999999989])\n",
"A49: trimf([-560.1999999999989, -560.0999999999989, -559.9999999999989])\n",
"A50: trimf([-560.0999999999989, -559.9999999999989, -559.8999999999988])\n",
"A51: trimf([-559.9999999999989, -559.8999999999988, -559.7999999999988])\n",
"A52: trimf([-559.8999999999988, -559.7999999999988, -559.6999999999988])\n",
"A53: trimf([-559.7999999999988, -559.6999999999988, -559.5999999999988])\n",
"A54: trimf([-559.6999999999988, -559.5999999999988, -559.4999999999987])\n",
"A55: trimf([-559.5999999999988, -559.4999999999987, -559.3999999999987])\n",
"A56: trimf([-559.4999999999987, -559.3999999999987, -559.2999999999987])\n",
"A57: trimf([-559.3999999999987, -559.2999999999987, -559.1999999999987])\n",
"A58: trimf([-559.2999999999987, -559.1999999999987, -559.0999999999987])\n",
"A59: trimf([-559.1999999999987, -559.0999999999987, -558.9999999999986])\n",
"A60: trimf([-559.0999999999987, -558.9999999999986, -558.8999999999986])\n",
"A61: trimf([-558.9999999999986, -558.8999999999986, -558.7999999999986])\n",
"A62: trimf([-558.8999999999986, -558.7999999999986, -558.6999999999986])\n",
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"A10860: trimf([520.9000000001099, 521.0000000001099, 521.10000000011])\n",
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"A11119: trimf([546.8000000001158, 546.9000000001158, 547.0000000001158])\n",
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"A11339: trimf([568.8000000001208, 568.9000000001208, 569.0000000001208])\n",
"A11340: trimf([568.9000000001208, 569.0000000001208, 569.1000000001209])\n",
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"A11344: trimf([569.3000000001209, 569.4000000001209, 569.500000000121])\n",
"A11345: trimf([569.4000000001209, 569.500000000121, 569.600000000121])\n",
"A11346: trimf([569.500000000121, 569.600000000121, 569.700000000121])\n",
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"A11350: trimf([569.900000000121, 570.0000000001211, 570.1000000001211])\n",
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"A11433: trimf([578.2000000001229, 578.300000000123, 578.400000000123])\n",
"A11434: trimf([578.300000000123, 578.400000000123, 578.500000000123])\n",
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"A11573: trimf([592.2000000001261, 592.3000000001261, 592.4000000001262])\n",
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"A11579: trimf([592.8000000001263, 592.9000000001263, 593.0000000001263])\n",
"A11580: trimf([592.9000000001263, 593.0000000001263, 593.1000000001263])\n",
"A11581: trimf([593.0000000001263, 593.1000000001263, 593.2000000001264])\n",
"A11582: trimf([593.1000000001263, 593.2000000001264, 593.3000000001264])\n",
"A11583: trimf([593.2000000001264, 593.3000000001264, 593.4000000001264])\n",
"A11584: trimf([593.3000000001264, 593.4000000001264, 593.5000000001264])\n",
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"A11589: trimf([593.8000000001265, 593.9000000001265, 594.0000000001265])\n",
"A11590: trimf([593.9000000001265, 594.0000000001265, 594.1000000001266])\n",
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"A11813: trimf([616.2000000001316, 616.3000000001316, 616.4000000001316])\n",
"A11814: trimf([616.3000000001316, 616.4000000001316, 616.5000000001316])\n",
"A11815: trimf([616.4000000001316, 616.5000000001316, 616.6000000001317])\n",
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"A11818: trimf([616.7000000001317, 616.8000000001317, 616.9000000001317])\n",
"A11819: trimf([616.8000000001317, 616.9000000001317, 617.0000000001318])\n",
"A11820: trimf([616.9000000001317, 617.0000000001318, 617.1000000001318])\n",
"A11821: trimf([617.0000000001318, 617.1000000001318, 617.2000000001318])\n",
"A11822: trimf([617.1000000001318, 617.2000000001318, 617.3000000001318])\n",
"A11823: trimf([617.2000000001318, 617.3000000001318, 617.4000000001319])\n",
"A11824: trimf([617.3000000001318, 617.4000000001319, 617.5000000001319])\n",
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"A11827: trimf([617.6000000001319, 617.7000000001319, 617.800000000132])\n",
"A11828: trimf([617.7000000001319, 617.800000000132, 617.900000000132])\n",
"A11829: trimf([617.800000000132, 617.900000000132, 618.000000000132])\n",
"A11830: trimf([617.900000000132, 618.000000000132, 618.100000000132])\n",
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"A11832: trimf([618.100000000132, 618.200000000132, 618.3000000001321])\n",
"A11833: trimf([618.200000000132, 618.3000000001321, 618.4000000001321])\n",
"A11834: trimf([618.3000000001321, 618.4000000001321, 618.5000000001321])\n",
"A11835: trimf([618.4000000001321, 618.5000000001321, 618.6000000001321])\n",
"A11836: trimf([618.5000000001321, 618.6000000001321, 618.7000000001321])\n",
"A11837: trimf([618.6000000001321, 618.7000000001321, 618.8000000001322])\n",
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"A12277: trimf([662.6000000001421, 662.7000000001422, 662.8000000001422])\n",
"A12278: trimf([662.7000000001422, 662.8000000001422, 662.9000000001422])\n",
"A12279: trimf([662.8000000001422, 662.9000000001422, 663.0000000001422])\n",
"A12280: trimf([662.9000000001422, 663.0000000001422, 663.1000000001422])\n",
"A12281: trimf([663.0000000001422, 663.1000000001422, 663.2000000001423])\n",
"A12282: trimf([663.1000000001422, 663.2000000001423, 663.3000000001423])\n",
"A12283: trimf([663.2000000001423, 663.3000000001423, 663.4000000001423])\n",
"A12284: trimf([663.3000000001423, 663.4000000001423, 663.5000000001423])\n",
"A12285: trimf([663.4000000001423, 663.5000000001423, 663.6000000001424])\n",
"A12286: trimf([663.5000000001423, 663.6000000001424, 663.7000000001424])\n",
"A12287: trimf([663.6000000001424, 663.7000000001424, 663.8000000001424])\n",
"A12288: trimf([663.7000000001424, 663.8000000001424, 663.9000000001424])\n",
"A12289: trimf([663.8000000001424, 663.9000000001424, 664.0000000001424])\n",
"A12290: trimf([663.9000000001424, 664.0000000001424, 664.1000000001425])\n",
"A12291: trimf([664.0000000001424, 664.1000000001425, 664.2000000001425])\n",
"A12292: trimf([664.1000000001425, 664.2000000001425, 664.3000000001425])\n",
"A12293: trimf([664.2000000001425, 664.3000000001425, 664.4000000001425])\n",
"A12294: trimf([664.3000000001425, 664.4000000001425, 664.5000000001426])\n",
"A12295: trimf([664.4000000001425, 664.5000000001426, 664.6000000001426])\n",
"A12296: trimf([664.5000000001426, 664.6000000001426, 664.7000000001426])\n",
"A12297: trimf([664.6000000001426, 664.7000000001426, 664.8000000001426])\n",
"A12298: trimf([664.7000000001426, 664.8000000001426, 664.9000000001427])\n",
"A12299: trimf([664.8000000001426, 664.9000000001427, 665.0000000001427])\n",
"A12300: trimf([664.9000000001427, 665.0000000001427, 665.1000000001427])\n",
"A12301: trimf([665.0000000001427, 665.1000000001427, 665.2000000001427])\n",
"A12302: trimf([665.1000000001427, 665.2000000001427, 665.3000000001427])\n",
"A12303: trimf([665.2000000001427, 665.3000000001427, 665.4000000001428])\n",
"A12304: trimf([665.3000000001427, 665.4000000001428, 665.5000000001428])\n",
"A12305: trimf([665.4000000001428, 665.5000000001428, 665.6000000001428])\n",
"A12306: trimf([665.5000000001428, 665.6000000001428, 665.7000000001428])\n",
"A12307: trimf([665.6000000001428, 665.7000000001428, 665.8000000001429])\n",
"A12308: trimf([665.7000000001428, 665.8000000001429, 665.9000000001429])\n",
"A12309: trimf([665.8000000001429, 665.9000000001429, 666.0000000001429])\n",
"A12310: trimf([665.9000000001429, 666.0000000001429, 666.1000000001429])\n",
"A12311: trimf([666.0000000001429, 666.1000000001429, 666.200000000143])\n",
"A12312: trimf([666.1000000001429, 666.200000000143, 666.300000000143])\n",
"A12313: trimf([666.200000000143, 666.300000000143, 666.400000000143])\n",
"A12314: trimf([666.300000000143, 666.400000000143, 666.500000000143])\n",
"A12315: trimf([666.400000000143, 666.500000000143, 666.600000000143])\n",
"A12316: trimf([666.500000000143, 666.600000000143, 666.7000000001431])\n",
"A12317: trimf([666.600000000143, 666.7000000001431, 666.8000000001431])\n",
"A12318: trimf([666.7000000001431, 666.8000000001431, 666.9000000001431])\n",
"A12319: trimf([666.8000000001431, 666.9000000001431, 667.0000000001431])\n",
"A12320: trimf([666.9000000001431, 667.0000000001431, 667.1000000001432])\n",
"A12321: trimf([667.0000000001431, 667.1000000001432, 667.2000000001432])\n",
"A12322: trimf([667.1000000001432, 667.2000000001432, 667.3000000001432])\n",
"A12323: trimf([667.2000000001432, 667.3000000001432, 667.4000000001432])\n",
"A12324: trimf([667.3000000001432, 667.4000000001432, 667.5000000001432])\n",
"A12325: trimf([667.4000000001432, 667.5000000001432, 667.6000000001433])\n",
"A12326: trimf([667.5000000001432, 667.6000000001433, 667.7000000001433])\n",
"A12327: trimf([667.6000000001433, 667.7000000001433, 667.8000000001433])\n",
"A12328: trimf([667.7000000001433, 667.8000000001433, 667.9000000001433])\n",
"A12329: trimf([667.8000000001433, 667.9000000001433, 668.0000000001434])\n",
"A12330: trimf([667.9000000001433, 668.0000000001434, 668.1000000001434])\n",
"A12331: trimf([668.0000000001434, 668.1000000001434, 668.2000000001434])\n",
"A12332: trimf([668.1000000001434, 668.2000000001434, 668.3000000001434])\n",
"A12333: trimf([668.2000000001434, 668.3000000001434, 668.4000000001435])\n",
"A12334: trimf([668.3000000001434, 668.4000000001435, 668.5000000001435])\n",
"A12335: trimf([668.4000000001435, 668.5000000001435, 668.6000000001435])\n",
"A12336: trimf([668.5000000001435, 668.6000000001435, 668.7000000001435])\n",
"A12337: trimf([668.6000000001435, 668.7000000001435, 668.8000000001435])\n",
"A12338: trimf([668.7000000001435, 668.8000000001435, 668.9000000001436])\n",
"A12339: trimf([668.8000000001435, 668.9000000001436, 669.0000000001436])\n",
"A12340: trimf([668.9000000001436, 669.0000000001436, 669.1000000001436])\n",
"A12341: trimf([669.0000000001436, 669.1000000001436, 669.2000000001436])\n",
"A12342: trimf([669.1000000001436, 669.2000000001436, 669.3000000001437])\n",
"A12343: trimf([669.2000000001436, 669.3000000001437, 669.4000000001437])\n",
"A12344: trimf([669.3000000001437, 669.4000000001437, 669.5000000001437])\n",
"A12345: trimf([669.4000000001437, 669.5000000001437, 669.6000000001437])\n",
"A12346: trimf([669.5000000001437, 669.6000000001437, 669.7000000001437])\n",
"A12347: trimf([669.6000000001437, 669.7000000001437, 669.8000000001438])\n",
"A12348: trimf([669.7000000001437, 669.8000000001438, 669.9000000001438])\n",
"A12349: trimf([669.8000000001438, 669.9000000001438, 670.0000000001438])\n",
"A12350: trimf([669.9000000001438, 670.0000000001438, 670.1000000001438])\n",
"A12351: trimf([670.0000000001438, 670.1000000001438, 670.2000000001439])\n",
"A12352: trimf([670.1000000001438, 670.2000000001439, 670.3000000001439])\n",
"A12353: trimf([670.2000000001439, 670.3000000001439, 670.4000000001439])\n",
"A12354: trimf([670.3000000001439, 670.4000000001439, 670.5000000001439])\n",
"A12355: trimf([670.4000000001439, 670.5000000001439, 670.600000000144])\n",
"A12356: trimf([670.5000000001439, 670.600000000144, 670.700000000144])\n",
"A12357: trimf([670.600000000144, 670.700000000144, 670.800000000144])\n",
"A12358: trimf([670.700000000144, 670.800000000144, 670.900000000144])\n",
"A12359: trimf([670.800000000144, 670.900000000144, 671.000000000144])\n",
"A12360: trimf([670.900000000144, 671.000000000144, 671.1000000001441])\n",
"A12361: trimf([671.000000000144, 671.1000000001441, 671.2000000001441])\n",
"A12362: trimf([671.1000000001441, 671.2000000001441, 671.3000000001441])\n",
"A12363: trimf([671.2000000001441, 671.3000000001441, 671.4000000001441])\n",
"A12364: trimf([671.3000000001441, 671.4000000001441, 671.5000000001442])\n",
"A12365: trimf([671.4000000001441, 671.5000000001442, 671.6000000001442])\n",
"A12366: trimf([671.5000000001442, 671.6000000001442, 671.7000000001442])\n",
"A12367: trimf([671.6000000001442, 671.7000000001442, 671.8000000001442])\n",
"A12368: trimf([671.7000000001442, 671.8000000001442, 671.9000000001442])\n",
"A12369: trimf([671.8000000001442, 671.9000000001442, 672.0000000001443])\n",
"A12370: trimf([671.9000000001442, 672.0000000001443, 672.1000000001443])\n",
"A12371: trimf([672.0000000001443, 672.1000000001443, 672.2000000001443])\n",
"A12372: trimf([672.1000000001443, 672.2000000001443, 672.3000000001443])\n",
"A12373: trimf([672.2000000001443, 672.3000000001443, 672.4000000001444])\n",
"A12374: trimf([672.3000000001443, 672.4000000001444, 672.5000000001444])\n",
"\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "UkCjhLtZC9hB",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}