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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preprocessing of time-series datasets"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import seaborn as sns\n",
"from matplotlib import pyplot as plt\n",
"sns.set_style('darkgrid')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Get Datasets\n",
"\n",
"Let's first load three different datasets:\n",
"1. `data1`: synthetic dataset with trend and cyclic information\n",
"1. `data2`: stock market with trend and non-cyclic information\n",
"1. `data3`: temperature data with no trend but cyclic information"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data 1"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data1 = sns.load_dataset('flights').passengers.values\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(data1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data 2"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# !pip install yfinance\n",
"import yfinance as yf\n",
"tickerData = yf.Ticker('Gold')\n",
"tickerDf = tickerData.history(period='1d', start='2012-1-1', end='2020-1-1')\n",
"data2 = tickerDf.Open.values\n",
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(data2);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data 3"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"url = 'https://raw.githubusercontent.com/jbrownlee/Datasets/master/daily-max-temperatures.csv'\n",
"temperature = pd.read_csv(url).Temperature\n",
"\n",
"df = pd.read_csv(url).set_index('Date')\n",
"df.index = pd.to_datetime(df.index)\n",
"data3 = df.resample('7D').mean().Temperature.values\n",
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.plot(data3);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Supportive plotting function\n",
"\n",
"This function scales two curves to same range and plots them."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def plot_curves(d1, d2, labels):\n",
" plt.figure(figsize=(10, 4))\n",
" dorig = np.copy(d1)\n",
" dorig -= dorig[~np.isnan(dorig)].min()\n",
" dorig = dorig / dorig[~np.isnan(dorig)].max()\n",
" dnew = np.copy(d2)\n",
" dnew -= dnew[~np.isnan(dnew)].min()\n",
" dnew = dnew / dnew[~np.isnan(dnew)].max()\n",
" plt.plot(dorig);\n",
" plt.plot(dnew);\n",
" plt.legend(labels);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transformation 1: Log-transformation to account for exponential changes"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 1\n",
"plot_curves(data1, np.log(data1), ['original', 'log-transformed'])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 2\n",
"plot_curves(data2, np.log(data2), ['original', 'log-transformed'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 3\n",
"plot_curves(data3, np.log(data3), ['original', 'log-transformed'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Conclusion 1\n",
"\n",
"Log-transformation is usually a great idea. So let's do this."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"data1_log = np.log(data1)\n",
"data2_log = np.log(data2)\n",
"data3_log = np.log(data3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transformation 2: Simple differencing / differential"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 1\n",
"plot_curves(data1_log, np.diff(data1_log), ['original', 'difference'])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 2\n",
"plot_curves(data2_log, np.diff(data2_log), ['original', 'difference'])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 3\n",
"plot_curves(data3_log, np.diff(data3_log), ['original', 'difference'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Conclusion 2\n",
"\n",
"Computing the difference can be a good approach to remove \"every\" trend. However, such an approach removes any underlying structure and focuses only on time-point to timepoint changes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transformation 3: Detrending by subtracting linear least-squares fit"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"from scipy.signal import detrend"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 1\n",
"plot_curves(data1_log, detrend(data1_log), ['original', 'detrend(least-square fit)'])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 2\n",
"plot_curves(data2_log, detrend(data2_log), ['original', 'detrend(least-square fit)'])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 3\n",
"plot_curves(data3_log, detrend(data3_log), ['original', 'detrend(least-square fit)'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Conclusion 3\n",
"\n",
"Such an approach can be a good strategy to remove a linear trend from the signal. However, such an approach is restricted to linear trends only."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transformation 4: Trend estimation through moving window"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"data1_mov = pd.Series(data1_log).rolling(int(len(data1_log)*0.1)).mean().values\n",
"data2_mov = pd.Series(data2_log).rolling(int(len(data2_log)*0.05)).mean().values\n",
"data3_mov = pd.Series(data3_log).rolling(int(len(data3_log)*0.1)).mean().values"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 1\n",
"plot_curves(data1_log, data1_mov, ['original', 'moving_trend'])\n",
"plot_curves(data1_log, data1_log - data1_mov, ['original', 'moving_mean_detrend'])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data 2\n",
"plot_curves(data2_log, data2_mov, ['original', 'moving_trend'])\n",
"plot_curves(data2_log, data2_log - data2_mov, ['original', 'moving_mean_detrend'])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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