{ "cells": [ { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

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" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# code for loading the format for the notebook\n", "import os\n", "\n", "# path : store the current path to convert back to it later\n", "path = os.getcwd()\n", "os.chdir(os.path.join('..', 'notebook_format'))\n", "\n", "from formats import load_style\n", "load_style(css_style='custom2.css', plot_style=False)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ethen 2019-08-02 14:49:16 \n", "\n", "CPython 3.6.4\n", "IPython 7.7.0\n", "\n", "numpy 1.17.0\n", "pandas 0.25.0\n", "sklearn 0.21.2\n", "matplotlib 3.1.1\n" ] } ], "source": [ "os.chdir(path)\n", "\n", "# 1. magic for inline plot\n", "# 2. magic to print version\n", "# 3. magic so that the notebook will reload external python modules\n", "# 4. magic to enable retina (high resolution) plots\n", "# https://gist.github.com/minrk/3301035\n", "%matplotlib inline\n", "%load_ext watermark\n", "%load_ext autoreload\n", "%autoreload 2\n", "%config InlineBackend.figure_format='retina'\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.model_selection import cross_val_score, TimeSeriesSplit\n", "\n", "%watermark -a 'Ethen' -d -t -v -p numpy,pandas,sklearn,matplotlib" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Framing Time Series As Supervised Learning Problem" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The gist behind time series analysis is that we are given some quantitative measures about the past and we wish to use these informations to predict the future to enable better planning, decision-making and so on. The main difference between time series problem and traditional prediction problems is that: in traditional prediction problems such as image classification, the data points there are assumed to be independent of one another. Whereas, time series analysis' data points have a temporal nature in them, i.e. The time dimension adds an explicit ordering to our data points that should be preserved because they can provide additional/important information to the learning algorithms.\n", "\n", "This is not to say machine learning methods like supervised learning can't be used for time series forecasting, but before we apply these supervised learning methods on our time series data, we need to do some preprocessing step to make them applicable. There are 4 classes of time series based features that we can create out of our time series dataset.\n", "\n", "- Date & time features. e.g. Given the date 2019-08-02, we can extract features such as year, month and date to create 3 additional features out of the original timestamp. Or enumerate all the attributes of a [timestamp](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Timestamp.html).\n", "- Lag features. a.k.a values at prior time steps.\n", "- Window features. These are summary statistics over a fixed window.\n", "- Time until next event / Time since last event.\n", "\n", "We give some examples of how the lag features and window features are constructed in the following two sections." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lag Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given a sequence of numbers for a time series dataset, we can restructure the data to look like a supervised learning problem by using previous time steps as input variables and the next time step as the output variable. Let's make this concrete with an example. Imagine we have a time series as follows:\n", "\n", "```\n", "time, measure\n", "1, 100\n", "2, 110\n", "3, 108\n", "4, 115\n", "5, 120\n", "```\n", "\n", "Given the original data above, we can re-frame into a format that's applicable for a supervised learning model:\n", "\n", "```\n", "X, y\n", "?, 100\n", "100, 110\n", "110, 108\n", "108, 115\n", "115, 120\n", "120, ?\n", "```\n", "\n", "- The second row of the data shows that our input variable X is the measure at time 1 and our target variable y is the measure at time 2.\n", "- We can see that the order between the observations is preserved, and must continue to be preserved when using this dataset to train a supervised model.\n", "- Because we have no previous value that we can use to predict the first value in the sequence, we will need to delete this record. The same goes for the last value in the sequence (we do not have a known next value to predict for).\n", "\n", "\n", "The use of prior time steps to predict the next time step is called the sliding window method. Note that it might also be refer to as the lag method. And the number of previous time steps to look at is called the window width or size of the lag. In the example above, we are using a window size of 1.\n", "\n", "This sliding window approach forms the basis for how we can turn any time series dataset into a supervised learning problem and it can also be used on a time series that has more than one value, or so-called **multivariate time series**. An example of this is shown below:\n", "\n", "Let's assume we have the contrived multivariate time series dataset below with two observed features at each time step. And we are concerned with predicting measure2. Then we would go from:\n", "\n", "```\n", "time, measure1, measure2\n", "1, 0.2, 88\n", "2, 0.5, 89\n", "3, 0.7, 87\n", "4, 0.4, 88\n", "5, 1.0, 90\n", "```\n", "\n", "to:\n", "\n", "```\n", "X1, X2, y\n", "?, ?, 88\n", "0.2, 88, 89\n", "0.5, 89, 87\n", "0.7, 87, 88\n", "0.4, 88, 90\n", "1.0, 90, ?\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Window Features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One step beyond adding raw lagged value is to add aggregated/summary statistics of values at previous time steps. The most common summary statistics is the mean. Using an univariate time series as an example." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 100\n", "1 110\n", "2 108\n", "3 115\n", "4 120\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "window = pd.Series([100, 110, 108, 115, 120])\n", "window" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas provides a few variants such as rolling, expanding and exponentially moving weights for calculating these type of [window statistics](https://pandas.pydata.org/pandas-docs/stable/reference/window.html). e.g. `rolling()` function that creates a new data structure with the window of values at each time step. Here, we've creating a rolling window size of 3 and calculates the mean for each of the window. As we can see the first non NaN value is the third row, which is calculated by the mean of the previous 3 records (100 + 110 + 108) / 3." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 NaN\n", "1 NaN\n", "2 106.000000\n", "3 111.000000\n", "4 114.333333\n", "dtype: float64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "window.rolling(window=3).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we are using pandas, one useful function that can help transform time series data into a format that's applicable for supervised learning problem is the `shift()` function. Given a DataFrame, the `shift()` (some other libraries call it `lag`) function can be used to create copies of columns that are pushed forward or backward.\n", "\n", "Let's first look at an example of the shift function in action. We start off by defining a toy time series dataset as a sequence of 10 numbers then use the shift function to create the \"lagged\" time series." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " t t+1\n", "0 0 1.0\n", "1 1 2.0\n", "2 2 3.0\n", "3 3 4.0\n", "4 4 5.0\n", "5 5 6.0\n", "6 6 7.0\n", "7 7 8.0\n", "8 8 9.0\n", "9 9 NaN" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame({'t': [x for x in range(10)]})\n", "\n", "# shift all the observations up by one time step\n", "df['t+1'] = df['t'].shift(-1)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running the code chunk above gives us two columns in the dataset. The first contains the original observations and the second has the shifted observation. Note that the last row would have to be discarded because of the NaN value (there's no value to shift up).\n", "\n", "From the output above, we can see that shifting the series forward one time step gives us a primitive supervised learning problem, where the first row shows the input value of 0.0 corresponding to the output of the second column 1.0.\n", "\n", "Moving on to an actual dataset, we will use a real mobile game data that depicts ads watched per hour." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dimension: (216, 1)\n" ] }, { "data": { "text/html": [ "
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Ads
Time
2017-09-13 00:00:0080115
2017-09-13 01:00:0079885
2017-09-13 02:00:0089325
2017-09-13 03:00:00101930
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" ], "text/plain": [ " Ads\n", "Time \n", "2017-09-13 00:00:00 80115\n", "2017-09-13 01:00:00 79885\n", "2017-09-13 02:00:00 89325\n", "2017-09-13 03:00:00 101930\n", "2017-09-13 04:00:00 121630" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ads_col = 'Ads'\n", "time_col = 'Time'\n", "input_path = os.path.join('data', 'ads.csv')\n", "ads = pd.read_csv(input_path, index_col=time_col, parse_dates=[time_col])\n", "print('dimension: ', ads.shape)\n", "ads.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 426, "width": 896 } }, "output_type": "display_data" } ], "source": [ "from pandas.plotting import register_matplotlib_converters\n", "\n", "# required datetime converter for matplotlib plotting\n", "register_matplotlib_converters()\n", "plt.figure(figsize=(15, 7))\n", "plt.plot(ads[ads_col])\n", "plt.title('Ads watched (hourly data)')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given this 1 dimensional time series data, we will need to do some feature-engineering to make it applicable for a downstream supervised learning method. Including:\n", "\n", "- Generating lagged features and window statistics from them.\n", "- We will also add date & time features such as hour of the day, day of the week and a boolean feature indicating whether this is a weekend." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ylag_6lag_7lag_8lag_9lag_10lag_11lag_12lag_13lag_14...lag_18lag_19lag_20lag_21lag_22lag_23lag_24hourweekdayis_weekend
Time
2017-09-14 00:00:0080125163840.0150690.0144780.0150100.0149295.0150715.0157590.0149020.0131030.0...106495.0116475.0121630.0101930.089325.079885.080115.0030
2017-09-14 01:00:0075335166235.0163840.0150690.0144780.0150100.0149295.0150715.0157590.0149020.0...102795.0106495.0116475.0121630.0101930.089325.079885.0130
2017-09-14 02:00:0085105139520.0166235.0163840.0150690.0144780.0150100.0149295.0150715.0157590.0...108055.0102795.0106495.0116475.0121630.0101930.089325.0230
2017-09-14 03:00:00102080105895.0139520.0166235.0163840.0150690.0144780.0150100.0149295.0150715.0...116125.0108055.0102795.0106495.0116475.0121630.0101930.0330
2017-09-14 04:00:0012513596780.0105895.0139520.0166235.0163840.0150690.0144780.0150100.0149295.0...131030.0116125.0108055.0102795.0106495.0116475.0121630.0430
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5 rows × 23 columns

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" ], "text/plain": [ " y lag_6 lag_7 lag_8 lag_9 lag_10 \\\n", "Time \n", "2017-09-14 00:00:00 80125 163840.0 150690.0 144780.0 150100.0 149295.0 \n", "2017-09-14 01:00:00 75335 166235.0 163840.0 150690.0 144780.0 150100.0 \n", "2017-09-14 02:00:00 85105 139520.0 166235.0 163840.0 150690.0 144780.0 \n", "2017-09-14 03:00:00 102080 105895.0 139520.0 166235.0 163840.0 150690.0 \n", "2017-09-14 04:00:00 125135 96780.0 105895.0 139520.0 166235.0 163840.0 \n", "\n", " lag_11 lag_12 lag_13 lag_14 ... lag_18 \\\n", "Time ... \n", "2017-09-14 00:00:00 150715.0 157590.0 149020.0 131030.0 ... 106495.0 \n", "2017-09-14 01:00:00 149295.0 150715.0 157590.0 149020.0 ... 102795.0 \n", "2017-09-14 02:00:00 150100.0 149295.0 150715.0 157590.0 ... 108055.0 \n", "2017-09-14 03:00:00 144780.0 150100.0 149295.0 150715.0 ... 116125.0 \n", "2017-09-14 04:00:00 150690.0 144780.0 150100.0 149295.0 ... 131030.0 \n", "\n", " lag_19 lag_20 lag_21 lag_22 lag_23 \\\n", "Time \n", "2017-09-14 00:00:00 116475.0 121630.0 101930.0 89325.0 79885.0 \n", "2017-09-14 01:00:00 106495.0 116475.0 121630.0 101930.0 89325.0 \n", "2017-09-14 02:00:00 102795.0 106495.0 116475.0 121630.0 101930.0 \n", "2017-09-14 03:00:00 108055.0 102795.0 106495.0 116475.0 121630.0 \n", "2017-09-14 04:00:00 116125.0 108055.0 102795.0 106495.0 116475.0 \n", "\n", " lag_24 hour weekday is_weekend \n", "Time \n", "2017-09-14 00:00:00 80115.0 0 3 0 \n", "2017-09-14 01:00:00 79885.0 1 3 0 \n", "2017-09-14 02:00:00 89325.0 2 3 0 \n", "2017-09-14 03:00:00 101930.0 3 3 0 \n", "2017-09-14 04:00:00 121630.0 4 3 0 \n", "\n", "[5 rows x 23 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "label_col = 'y'\n", "data = pd.DataFrame(ads[ads_col].copy())\n", "data.columns = [label_col]\n", "\n", "# add the lag of the target variable from 6 steps back up to 24\n", "for i in range(6, 25):\n", " data['lag_{}'.format(i)] = data[label_col].shift(i)\n", " \n", "data['hour'] = data.index.hour\n", "data['weekday'] = data.index.weekday\n", "data['is_weekend'] = data['weekday'].isin([5, 6]).astype(np.int)\n", "\n", "data = data.dropna()\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To generate the window statistics, we'll generate the mean of the lagged features we've created." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dimension: (192, 23)\n" ] }, { "data": { "text/html": [ "
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lag_6lag_7lag_8lag_9lag_10lag_11lag_12lag_13lag_14lag_15...lag_19lag_20lag_21lag_22lag_23lag_24hourweekdayis_weekendrolling_mean
Time
2017-09-14 00:00:00163840.0150690.0144780.0150100.0149295.0150715.0157590.0149020.0131030.0116125.0...116475.0121630.0101930.089325.079885.080115.0030124731.052632
2017-09-14 01:00:00166235.0163840.0150690.0144780.0150100.0149295.0150715.0157590.0149020.0131030.0...106495.0116475.0121630.0101930.089325.079885.0130129263.684211
2017-09-14 02:00:00139520.0166235.0163840.0150690.0144780.0150100.0149295.0150715.0157590.0149020.0...102795.0106495.0116475.0121630.0101930.089325.0230132402.368421
2017-09-14 03:00:00105895.0139520.0166235.0163840.0150690.0144780.0150100.0149295.0150715.0157590.0...108055.0102795.0106495.0116475.0121630.0101930.0330133274.473684
2017-09-14 04:00:0096780.0105895.0139520.0166235.0163840.0150690.0144780.0150100.0149295.0150715.0...116125.0108055.0102795.0106495.0116475.0121630.0430133003.421053
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5 rows × 23 columns

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" ], "text/plain": [ " lag_6 lag_7 lag_8 lag_9 lag_10 \\\n", "Time \n", "2017-09-14 00:00:00 163840.0 150690.0 144780.0 150100.0 149295.0 \n", "2017-09-14 01:00:00 166235.0 163840.0 150690.0 144780.0 150100.0 \n", "2017-09-14 02:00:00 139520.0 166235.0 163840.0 150690.0 144780.0 \n", "2017-09-14 03:00:00 105895.0 139520.0 166235.0 163840.0 150690.0 \n", "2017-09-14 04:00:00 96780.0 105895.0 139520.0 166235.0 163840.0 \n", "\n", " lag_11 lag_12 lag_13 lag_14 lag_15 ... \\\n", "Time ... \n", "2017-09-14 00:00:00 150715.0 157590.0 149020.0 131030.0 116125.0 ... \n", "2017-09-14 01:00:00 149295.0 150715.0 157590.0 149020.0 131030.0 ... \n", "2017-09-14 02:00:00 150100.0 149295.0 150715.0 157590.0 149020.0 ... \n", "2017-09-14 03:00:00 144780.0 150100.0 149295.0 150715.0 157590.0 ... \n", "2017-09-14 04:00:00 150690.0 144780.0 150100.0 149295.0 150715.0 ... \n", "\n", " lag_19 lag_20 lag_21 lag_22 lag_23 \\\n", "Time \n", "2017-09-14 00:00:00 116475.0 121630.0 101930.0 89325.0 79885.0 \n", "2017-09-14 01:00:00 106495.0 116475.0 121630.0 101930.0 89325.0 \n", "2017-09-14 02:00:00 102795.0 106495.0 116475.0 121630.0 101930.0 \n", "2017-09-14 03:00:00 108055.0 102795.0 106495.0 116475.0 121630.0 \n", "2017-09-14 04:00:00 116125.0 108055.0 102795.0 106495.0 116475.0 \n", "\n", " lag_24 hour weekday is_weekend rolling_mean \n", "Time \n", "2017-09-14 00:00:00 80115.0 0 3 0 124731.052632 \n", "2017-09-14 01:00:00 79885.0 1 3 0 129263.684211 \n", "2017-09-14 02:00:00 89325.0 2 3 0 132402.368421 \n", "2017-09-14 03:00:00 101930.0 3 3 0 133274.473684 \n", "2017-09-14 04:00:00 121630.0 4 3 0 133003.421053 \n", "\n", "[5 rows x 23 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lag_cols = [col for col in data.columns if 'lag' in col]\n", "data['rolling_mean'] = data[lag_cols].mean(axis=1)\n", "\n", "# extract out the features and labels into separate variables\n", "y = data[label_col].values\n", "data = data.drop(label_col, axis=1)\n", "\n", "X = data.values\n", "feature_names = data.columns\n", "print('dimension: ', X.shape)\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We didn't rely on the `.rolling()` method to generate our rolling mean as we can compute it by taking the mean of the lagged features we've already generated, but the code chunk below also shows how we can generate the same statistics using the `.rolling()` method." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Time\n", "2017-09-14 00:00:00 124731.052632\n", "2017-09-14 01:00:00 129263.684211\n", "2017-09-14 02:00:00 132402.368421\n", "2017-09-14 03:00:00 133274.473684\n", "2017-09-14 04:00:00 133003.421053\n", " ... \n", "2017-09-21 19:00:00 106792.368421\n", "2017-09-21 20:00:00 106812.894737\n", "2017-09-21 21:00:00 107974.736842\n", "2017-09-21 22:00:00 110646.315789\n", "2017-09-21 23:00:00 113994.736842\n", "Name: Ads, Length: 192, dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ads[ads_col].shift(6).rolling(window=19).mean().dropna()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've prepared the data, the next couple of code chunks trains a RandomForest model on the training set (based on a time series train and test split), and evaluates the mean absolute percentage error on the test set and also looks at the feature importance that comes with the RandomForest model." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def timeseries_train_test_split(X, y, test_size):\n", " \"\"\"Perform train-test split with respect to time series structure.\"\"\"\n", " test_index = int(len(X) * (1 - test_size))\n", " X_train = X[:test_index]\n", " X_test = X[test_index:]\n", " y_train = y[:test_index]\n", " y_test = y[test_index:]\n", " return X_train, X_test, y_train, y_test\n", "\n", "\n", "def mean_absolute_percentage_error(y_true, y_pred):\n", " return np.mean(np.abs((y_true - y_pred) / y_true)) * 100\n", "\n", "\n", "def plot_model_results(X, y, test_size=0.3, plot_intervals=False, plot_anomalies=False):\n", " \"\"\"\n", " - Plots modelled vs original values.\n", " - Prediction intervals (95% confidence interval).\n", " - Anomalies (points that resides outside the confidence interval).\n", " \"\"\"\n", "\n", " X_train, X_test, y_train, y_test = timeseries_train_test_split(X, y, test_size)\n", "\n", " # we are using random forest here, feel free to swap this out\n", " # with your favorite regression model\n", " model = RandomForestRegressor(max_depth=6, n_estimators=50)\n", " model.fit(X_train, y_train)\n", " prediction = model.predict(X_test)\n", "\n", " plt.figure(figsize=(15, 7))\n", "\n", " x = range(prediction.size)\n", " plt.plot(x, prediction, label='prediction', linewidth=2.0)\n", " plt.plot(x, y_test, label='actual', linewidth=2.0)\n", " if plot_intervals:\n", " timeseries_cv = TimeSeriesSplit(n_splits=5)\n", " cv = cross_val_score(model, X_train, y_train, \n", " cv=timeseries_cv, scoring='neg_mean_absolute_error')\n", " mae = -1 * cv.mean()\n", " deviation = cv.std()\n", "\n", " # hard-coded to be 95% confidence interval\n", " scale = 1.96\n", " margin_error = mae + scale * deviation\n", " lower = prediction - margin_error\n", " upper = prediction + margin_error\n", "\n", " fill_alpha = 0.2\n", " fill_color = '#66C2D7'\n", " plt.fill_between(x, lower, upper, color=fill_color, alpha=fill_alpha, label='95% CI') \n", "\n", " if plot_anomalies:\n", " anomalies = np.array([np.nan] * len(y_test))\n", " anomalies[y_test < lower] = y_test[y_test < lower]\n", " anomalies[y_test > upper] = y_test[y_test > upper]\n", " plt.plot(anomalies, 'o', markersize=10, label='Anomalies')\n", "\n", " error = mean_absolute_percentage_error(prediction, y_test)\n", " plt.title('Mean absolute percentage error {0:.2f}%'.format(error))\n", " plt.legend(loc='best')\n", " plt.tight_layout()\n", " plt.grid(True)\n", " \n", " return model" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 495, "width": 1073 } }, "output_type": "display_data" } ], "source": [ "model = plot_model_results(X, y, plot_intervals=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def vis_importance(estimator, feature_names, threshold=0.05, filtered_names=None):\n", " \"\"\"\n", " Visualize the relative importance of predictors.\n", "\n", " Parameters\n", " ----------\n", " estimator : sklearn-like ensemble tree model\n", " A tree estimator that contains the attribute\n", " ``feature_importances_``.\n", "\n", " feature_names : str 1d array or list[str]\n", " Feature names that corresponds to the\n", " feature importance.\n", "\n", " threshold : float, default 0.05\n", " Features that have importance scores lower than this\n", " threshold will not be presented in the plot, this assumes\n", " the feature importance sum up to 1.\n", "\n", " filtered_names : str 1d array or list[str], default None\n", " Feature names that we wish to exclude from the visualization\n", " regardless of whether they were in the top features or not.\n", " \"\"\"\n", " if not hasattr(estimator, 'feature_importances_'):\n", " msg = '{} does not have the feature_importances_ attribute'\n", " raise ValueError(msg.format(estimator.__class__.__name__))\n", "\n", " imp = estimator.feature_importances_\n", " feature_names = np.array(feature_names)\n", " if filtered_names is not None:\n", " keep = ~np.in1d(feature_names, filtered_names, assume_unique=True)\n", " mask = np.logical_and(imp > threshold, keep)\n", " else:\n", " mask = imp > threshold\n", "\n", " importances = imp[mask]\n", " idx = np.argsort(importances)\n", " scores = importances[idx]\n", " names = feature_names[mask]\n", " names = names[idx]\n", "\n", " y_pos = np.arange(1, len(scores) + 1)\n", " if hasattr(estimator, 'estimators_'):\n", " # apart from the mean feature importance, for scikit-learn we can access\n", " # each individual tree's feature importance and compute the standard deviation\n", " tree_importances = np.array([tree.feature_importances_\n", " for tree in estimator.estimators_])\n", " importances_std = np.std(tree_importances[:, mask], axis=0)\n", " scores_std = importances_std[idx]\n", " plt.barh(y_pos, scores, align='center', xerr=scores_std)\n", " else:\n", " plt.barh(y_pos, scores, align='center')\n", "\n", " plt.yticks(y_pos, names)\n", " plt.xlabel('Importance')\n", " plt.title('Feature Importance Plot')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 392, "width": 545 } }, "output_type": "display_data" } ], "source": [ "# change default style figure and font size\n", "plt.rcParams['figure.figsize'] = 8, 6\n", "plt.rcParams['font.size'] = 12\n", "\n", "vis_importance(model, feature_names, threshold=0.01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the feature importance plot, the most important feature is `lag_24` (each lag is an hour for this dataset), which is not a surprise as yesterday's value is usually a good indicator of what the value is going to be today ...\n", "\n", "Hopefully, after reading through this documentation, you have an understanding of how we can re-frame our time series problem into a supervised machine learning problem and perform model training and forecasting using supervised machine learning models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Side Note:**\n", "\n", "In communicating forecasting result, a useful summary can be something like:\n", "\n", "> \"If nothing unexpected happens we expect to be within ±x %, but if assumptions a, b, or c perform differently than expected, we might be as much as ±y % off.\"\n", "\n", "- For the ±x % part, notice that in this documentation, we added a confidence interval functionality to our time series forecasting plot. This is where the confidence interval part can come in handy.\n", "- Whereas Monte Carlo simulation can come in handy for the second part of the sentence (if assumptions a, b, or c perform differently ...). For example, when making a supply forecast for a specific event like a product launch, it makes sense to consider scenarios with different sales and production rates as well as any sales bursts arising from media buzz. The scenarios can take the form of low, medium, and high alternatives or Monte Carlo simulations of many possible outcomes from some distribution of impact magnitudes. Note that for the simulation, it helps to understand the drivers that potentially has the most impact so that we know exactly what to simulate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [Blog: Time Series Forecasting as Supervised Learning](https://machinelearningmastery.com/time-series-forecasting-supervised-learning/)\n", "- [Blog: How to Convert a Time Series to a Supervised Learning Problem in Python](http://machinelearningmastery.com/convert-time-series-supervised-learning-problem-python/)\n", "- [Blog: Basic Feature Engineering With Time Series Data in Python](https://machinelearningmastery.com/basic-feature-engineering-time-series-data-python/)\n", "- [Blog: What's wrong with my time series? Model validation without a hold-out set\n", "](https://blog.insightdatascience.com/whats-wrong-with-my-time-series-model-validation-without-a-hold-out-set-94151d38cf5b)\n", "- [Jupyter Notebook: Open Machine Learning Course - Time series analysis in Python](http://nbviewer.jupyter.org/github/Yorko/mlcourse_open/blob/master/jupyter_english/topic09_time_series/topic9_part1_time_series_python.ipynb)" ] } ], "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": "3.6.4" }, "toc": { "nav_menu": { "height": "30px", "width": "252px" }, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "212px" }, "toc_section_display": "block", "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 }