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| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "metadata": {}, |
| 6 | + "source": [ |
| 7 | + "# Matrix Profile" |
| 8 | + ] |
| 9 | + }, |
| 10 | + { |
| 11 | + "cell_type": "code", |
| 12 | + "execution_count": 1, |
| 13 | + "metadata": {}, |
| 14 | + "outputs": [], |
| 15 | + "source": [ |
| 16 | + "%matplotlib inline\n", |
| 17 | + "\n", |
| 18 | + "import stumpy\n", |
| 19 | + "import pandas as pd\n", |
| 20 | + "import numpy as np\n", |
| 21 | + "from zipfile import ZipFile\n", |
| 22 | + "from io import BytesIO\n", |
| 23 | + "import os\n", |
| 24 | + "from urllib.request import urlopen\n", |
| 25 | + "from scipy.io import loadmat\n", |
| 26 | + "import matplotlib.pyplot as plt" |
| 27 | + ] |
| 28 | + }, |
| 29 | + { |
| 30 | + "cell_type": "code", |
| 31 | + "execution_count": 2, |
| 32 | + "metadata": {}, |
| 33 | + "outputs": [], |
| 34 | + "source": [ |
| 35 | + "fzip = ZipFile(BytesIO(urlopen(\"https://www.dropbox.com/s/ybzkw5v6h46bv22/figure9_10.zip?dl=1&sa=D&sntz=1&usg=AFQjCNEDp3G8OKGC-Zj5yucpSSCz7WRpRg\").read()))\n", |
| 36 | + "mat = fzip.extract(\"figure9_10/data.mat\")\n", |
| 37 | + "data = loadmat(mat)\n", |
| 38 | + "queen_df = pd.DataFrame(data['mfcc_queen'][0], columns=['under_pressure'])\n", |
| 39 | + "vanilla_ice_df = pd.DataFrame(data['mfcc_vanilla_ice'][0], columns=['ice_ice_baby'])\n", |
| 40 | + "os.remove(mat)" |
| 41 | + ] |
| 42 | + }, |
| 43 | + { |
| 44 | + "cell_type": "code", |
| 45 | + "execution_count": 3, |
| 46 | + "metadata": {}, |
| 47 | + "outputs": [ |
| 48 | + { |
| 49 | + "data": { |
| 50 | + "text/html": [ |
| 51 | + "<div>\n", |
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| 66 | + " <thead>\n", |
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| 68 | + " <th></th>\n", |
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| 139 | + "execution_count": 3, |
| 140 | + "metadata": {}, |
| 141 | + "output_type": "execute_result" |
| 142 | + } |
| 143 | + ], |
| 144 | + "source": [ |
| 145 | + "queen_df" |
| 146 | + ] |
| 147 | + }, |
| 148 | + { |
| 149 | + "cell_type": "code", |
| 150 | + "execution_count": 4, |
| 151 | + "metadata": {}, |
| 152 | + "outputs": [ |
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| 250 | + "vanilla_ice_df" |
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