{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Predicting Time Series Data\n", "> If you want to predict patterns from data over time, there are special considerations to take in how you choose and construct your model. This chapter covers how to gain insights into the data before fitting your model, as well as best-practices in using predictive modeling for time series data. This is the Summary of lecture \"Machine Learning for Time Series Data in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Time_Series_Analysis, Machine_Learning]\n", "- image: images/price_percentile.png" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)\n", "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Predicting data over time\n", "- Correlation and regression\n", " - Regression is similar to calculating correlation, with some key differences\n", " - Regression: A process that results in a formal model of the data\n", " - Correlation: A statistic that describes the data. Less information than regression model\n", "- Correlation between variables often changes over time\n", " - Time series often have patterns that change over time\n", " - Two timeseries that seem correlated at one moment may not remain so over time.\n", "- Scoring regression models\n", " - Two most common methods:\n", " - Correlation ($r$)\n", " - Coefficient of Determination ($R^2$)\n", " - The value of $R^2$ is bounded on the top by 1, and can be infinitely low\n", " - Values closer to 1 mean the model does a better jot of predicting outputs \\\n", " $1 - \\frac{\\text{error}(model)}{\\text{variance}(testdata)}$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2010-01-0423.90000017.100000
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" ], "text/plain": [ " EBAY YHOO\n", "date \n", "2010-01-04 23.900000 17.100000\n", "2010-01-05 23.650000 17.230000\n", "2010-01-06 23.500000 17.170000\n", "2010-01-07 23.229998 16.700001\n", "2010-01-08 23.509999 16.700001" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prices = pd.read_csv('./dataset/tsa_prices.csv', index_col='date', parse_dates=True)\n", "prices.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the raw values over time\n", "prices.plot();" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatterplot with one company per axis\n", "prices.plot.scatter('EBAY', 'YHOO');" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Scatterplot with color relating to time\n", "prices.plot.scatter('EBAY', 'YHOO', c=prices.index, cmap=plt.cm.viridis, colorbar=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting a simple regression model\n", "Now we'll look at a larger number of companies. Recall that we have historical price values for many companies. Let's use data from several companies to predict the value of a test company. You'll attempt to predict the value of the Apple stock price using the values of NVidia, Ebay, and Yahoo. Each of these is stored as a column in the all_prices DataFrame. Below is a mapping from company name to column name:\n", "```\n", "ebay: \"EBAY\"\n", "nvidia: \"NVDA\"\n", "yahoo: \"YHOO\"\n", "apple: \"AAPL\"\n", "```\n", "We'll use these columns to define the input/output arrays in our model." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AAPLABTAIGAMATARNCBACBSXCCHKCMCSA...QCOMRFSBUXTVVZWFCXOMXRXYHOO
date
2010-01-04214.00999854.45995129.88999914.3016.65001315.6900009.013.4028.09000116.969999...46.9399995.4223.04999928.58000088.13999933.27986927.32000069.1500028.6317.100000
2010-01-05214.37999354.01995329.33000014.1916.13001316.2000019.043.5328.97000216.740000...48.0700005.6023.59000028.44000187.12999733.33986828.07000069.4199988.6417.230000
2010-01-06210.96999554.31995329.13999914.1616.97001316.3899999.163.6428.65000216.620001...47.5999985.6723.42000027.61000185.95999931.91987328.11000170.0199978.5617.170000
2010-01-07210.58000054.76995228.58000014.0116.61001416.9300009.093.6528.72000216.969999...48.9800006.1723.36000127.29999986.76000231.72987529.12999969.8000038.6016.700001
2010-01-08211.98000555.04995229.34000014.5517.02001416.7800019.003.5928.91000216.920000...49.4700016.1823.28000127.10000087.00000031.74987428.86000169.5199978.5716.700001
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5 rows × 50 columns

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" ], "text/plain": [ " AAPL ABT AIG AMAT ARNC BAC \\\n", "date \n", "2010-01-04 214.009998 54.459951 29.889999 14.30 16.650013 15.690000 \n", "2010-01-05 214.379993 54.019953 29.330000 14.19 16.130013 16.200001 \n", "2010-01-06 210.969995 54.319953 29.139999 14.16 16.970013 16.389999 \n", "2010-01-07 210.580000 54.769952 28.580000 14.01 16.610014 16.930000 \n", "2010-01-08 211.980005 55.049952 29.340000 14.55 17.020014 16.780001 \n", "\n", " BSX C CHK CMCSA ... QCOM RF SBUX \\\n", "date ... \n", "2010-01-04 9.01 3.40 28.090001 16.969999 ... 46.939999 5.42 23.049999 \n", "2010-01-05 9.04 3.53 28.970002 16.740000 ... 48.070000 5.60 23.590000 \n", "2010-01-06 9.16 3.64 28.650002 16.620001 ... 47.599998 5.67 23.420000 \n", "2010-01-07 9.09 3.65 28.720002 16.969999 ... 48.980000 6.17 23.360001 \n", "2010-01-08 9.00 3.59 28.910002 16.920000 ... 49.470001 6.18 23.280001 \n", "\n", " T V VZ WFC XOM XRX \\\n", "date \n", "2010-01-04 28.580000 88.139999 33.279869 27.320000 69.150002 8.63 \n", "2010-01-05 28.440001 87.129997 33.339868 28.070000 69.419998 8.64 \n", "2010-01-06 27.610001 85.959999 31.919873 28.110001 70.019997 8.56 \n", "2010-01-07 27.299999 86.760002 31.729875 29.129999 69.800003 8.60 \n", "2010-01-08 27.100000 87.000000 31.749874 28.860001 69.519997 8.57 \n", "\n", " YHOO \n", "date \n", "2010-01-04 17.100000 \n", "2010-01-05 17.230000 \n", "2010-01-06 17.170000 \n", "2010-01-07 16.700001 \n", "2010-01-08 16.700001 \n", "\n", "[5 rows x 50 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_prices = pd.read_csv('./dataset/all_prices.csv', index_col=0, parse_dates=True)\n", "all_prices.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-6.09050633 -0.3179172 -3.72957284]\n" ] } ], "source": [ "from sklearn.linear_model import Ridge\n", "from sklearn.model_selection import cross_val_score\n", "\n", "# Use stock symbols to extract training data\n", "X = all_prices[['EBAY', 'NVDA', 'YHOO']]\n", "y = all_prices[['AAPL']]\n", "\n", "# Fit and score the model with cross-validation\n", "scores = cross_val_score(Ridge(), X, y, cv=3)\n", "print(scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing predicted values\n", "When dealing with time series data, it's useful to visualize model predictions on top of the \"actual\" values that are used to test the model.\n", "\n", "In this exercise, after splitting the data (stored in the variables ```X``` and ```y```) into training and test sets, you'll build a model and then visualize the model's predictions on top of the testing data in order to estimate the model's performance." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.33806972562289417\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import r2_score\n", "\n", "# Split our data into training and test sets\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=0.8,\n", " shuffle=False, random_state=1)\n", "\n", "# Fit our model and generate predictions\n", "model = Ridge()\n", "model.fit(X_train, y_train)\n", "predictions = model.predict(X_test)\n", "score = r2_score(y_test, predictions)\n", "print(score)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize our predictions along with the \"true\" values, and print the score\n", "fig, ax = plt.subplots(figsize=(15, 5))\n", "ax.plot(range(len(y_test)), y_test, color='k', lw=3);\n", "ax.plot(range(len(predictions)), predictions, color='r', lw=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced time series prediction\n", "- Data is messy\n", " - Real-world data is often messy\n", " - The two most common problems are missing data and outliers\n", " - This often happens because of human error, machine error malfunction, database failure, etc..\n", " - Visualizing your raw data makes it easier to spot these problems\n", "- Interpolation: using time to fill in missing data\n", " - A common way to deal with missing data is to interpolate missing values\n", " - With timeseries data, you can use time to assist in interpolation.\n", " - In this case, interpolation means using the known values on either side of a gap in the data to make assumptions about what's missing\n", "- Using a rolling window to transform data\n", " - Another common use of rolling windows is to transform the data\n", "- Finding outliers in your data\n", " - Outliers are datapoints that are significantly statistically different from the dataset.\n", " - They can have negative effects on the predictive power of your model, biasing it away from its \"true\" value\n", " - One solution is to remove or replace outliers with a more representative value\n", "> Note: Be very careful about doing this - often it is difficult to determine what is a legitimately extreme value vs an abberation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing messy data\n", "Let's take a look at a new dataset - this one is a bit less-clean than what you've seen before.\n", "\n", "As always, you'll first start by visualizing the raw data. Take a close look and try to find datapoints that could be problematic for fitting models." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "prices = pd.read_csv('./dataset/prices_null.csv', index_col=0, parse_dates=True)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EBAY 273\n", "NVDA 502\n", "YHOO 232\n", "dtype: int64\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the dataset\n", "prices.plot(legend=False);\n", "plt.tight_layout();\n", "\n", "# Count the missing values of each time series\n", "missing_values = prices.isnull().sum()\n", "print(missing_values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imputing missing values\n", "When you have missing data points, how can you fill them in?\n", "\n", "In this exercise, you'll practice using different interpolation methods to fill in some missing values, visualizing the result each time. But first, you will create the function (```interpolate_and_plot()```) you'll use to interpolate missing data points and plot them." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Create a function we'll use to interpolate and plot\n", "def interpolate_and_plot(prices, interpolation):\n", " \n", " # Create a boolean mask for missing values\n", " missing_values = prices.isna()\n", " \n", " # Interpolate the missing values\n", " prices_interp = prices.interpolate(interpolation)\n", " \n", " # Plot the results, highlighting the interpolated values in black\n", " fig, ax = plt.subplots(figsize=(10, 5))\n", " prices_interp.plot(color='k', alpha=0.6, ax=ax, legend=False);\n", " \n", " # Note plot the interpolated values on top in red\n", " prices_interp[missing_values].plot(ax=ax, color='r', lw=3, legend=False);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Interpolate using the latest non-missing value\n", "interpolation_type = 'zero'\n", "interpolate_and_plot(prices, interpolation_type)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Interpolate using the latest non-missing value\n", "interpolation_type = 'linear'\n", "interpolate_and_plot(prices, interpolation_type)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Interpolate with a quadratic function\n", "interpolation_type = 'quadratic'\n", "interpolate_and_plot(prices, interpolation_type)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Transforming raw data\n", "In the last chapter, you calculated the rolling mean. In this exercise, you will define a function that calculates the percent change of the latest data point from the mean of a window of previous data points. This function will help you calculate the percent change over a rolling window.\n", "\n", "This is a more stable kind of time series that is often useful in machine learning." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Your custom function\n", "def percent_change(series):\n", " # Collect all *but* the last value of this window, then the final value\n", " previous_values = series[:-1]\n", " last_value = series[-1]\n", " \n", " # Calculate the % difference between the last value and the mean of earlier values\n", " percent_change = (last_value - np.mean(previous_values)) / np.mean(previous_values)\n", " return percent_change\n", "\n", "# Apply your custom function and plot\n", "prices_perc = prices.rolling(20).apply(percent_change)\n", "prices_perc.loc[\"2014\":\"2015\"].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Handling outliers\n", "In this exercise, you'll handle outliers - data points that are so different from the rest of your data, that you treat them differently from other \"normal-looking\" data points. You'll use the output from the previous exercise (percent change over time) to detect the outliers. First you will write a function that replaces outlier data points with the median value from the entire time series." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def replace_outliers(series):\n", " # Calculate the absolute difference of each timepoint from the series mean\n", " absolute_differences_from_mean = np.abs(series - np.mean(series))\n", " \n", " # Calculate a mask for the difference that are > 3 standard deviations from zero\n", " this_mask = absolute_differences_from_mean > (np.std(series) * 3)\n", " \n", " # Replace these values with the median across the data\n", " series[this_mask] = np.nanmedian(series)\n", " return series\n", "\n", "# Apply your preprocessing functino to the timeseries and plot the results\n", "prices_perc = prices_perc.apply(replace_outliers)\n", "prices_perc.loc[\"2014\":\"2015\"].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating features over time\n", "- Calculating \"date-based\" features\n", " - Thus far we've focused on calculating \"statistical\" features - these are features that correspond statistical properties of the data, like \"mean\" , \"standard deviation\", etc\n", " - However, don't forget the timeseries data oftenhas more \"human\" features associated with it, like days of the week, holidays, etc.\n", " - These features are often useful when dealing with timeseries data that spans multiple years (such as stock value over time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Engineering multiple rolling features at once\n", "Now that you've practiced some simple feature engineering, let's move on to something more complex. You'll calculate a collection of features for your time series data and visualize what they look like over time. This process resembles how many other time series models operate." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define a rolling window with Pandas, excluding the right-most datapoint of the window\n", "prices_perc_rolling = prices_perc['EBAY'].rolling(20, min_periods=5, closed='right')\n", "\n", "# Define the features you'll calculate for each window\n", "features_to_calculate = [np.min, np.max, np.mean, np.std]\n", "\n", "# Calculate these features for your rolling window object\n", "features = prices_perc_rolling.aggregate(features_to_calculate)\n", "\n", "# Plot the results\n", "ax = features.loc[:\"2011-01\"].plot();\n", "prices_perc['EBAY'].loc[:\"2011-01\"].plot(ax=ax, color='k', alpha=0.2, lw=3);\n", "ax.legend(loc=(1.01, 0.6));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Percentiles and partial functions\n", "In this exercise, you'll practice how to pre-choose arguments of a function so that you can pre-configure how it runs. You'll use this to calculate several percentiles of your data using the same ```percentile()``` function in numpy." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from functools import partial\n", "percentiles = [1, 10, 25, 50, 75, 90, 99]\n", "\n", "# Use a list comprehension to create a partial function for each quantile\n", "percentile_functions = [partial(np.percentile, q=percentile) for percentile in percentiles]\n", "\n", "# Calculate each of these quantiles on the data using a rolling window\n", "prices_perc_rolling = prices_perc['EBAY'].rolling(20, min_periods=5, closed='right')\n", "features_percentiles = prices_perc_rolling.aggregate(percentile_functions)\n", "\n", "# Plot a subset of the result\n", "ax = features_percentiles.loc[:\"2011-01\"].plot(cmap=plt.cm.viridis);\n", "ax.legend(percentiles, loc=(1.01, 0.5));\n", "plt.savefig('../images/price_percentile.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using \"date\" information\n", "It's easy to think of timestamps as pure numbers, but don't forget they generally correspond to things that happen in the real world. That means there's often extra information encoded in the data such as \"is it a weekday?\" or \"is it a holiday?\". This information is often useful in predicting timeseries data." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " EBAY NVDA YHOO day_of_week week_of_year \\\n", "date \n", "2010-01-04 NaN NaN NaN 0 1 \n", "2010-01-05 NaN NaN NaN 1 1 \n", "2010-01-06 NaN NaN NaN 2 1 \n", "2010-01-07 NaN NaN NaN 3 1 \n", "2010-01-08 NaN NaN NaN 4 1 \n", "... ... ... ... ... ... \n", "2016-12-23 0.024842 0.147720 -0.038006 4 51 \n", "2016-12-27 0.038030 0.014446 -0.027985 1 52 \n", "2016-12-28 0.026925 0.117737 -0.029311 2 52 \n", "2016-12-29 0.021850 0.129669 -0.028632 3 52 \n", "2016-12-30 0.007285 0.068559 -0.026603 4 52 \n", "\n", " month_of_year \n", "date \n", "2010-01-04 1 \n", "2010-01-05 1 \n", "2010-01-06 1 \n", "2010-01-07 1 \n", "2010-01-08 1 \n", "... ... \n", "2016-12-23 12 \n", "2016-12-27 12 \n", "2016-12-28 12 \n", "2016-12-29 12 \n", "2016-12-30 12 \n", "\n", "[1762 rows x 6 columns]\n" ] } ], "source": [ "# Extract date features from the data, add them as columns\n", "prices_perc['day_of_week'] = prices_perc.index.dayofweek\n", "prices_perc['week_of_year'] = prices_perc.index.weekofyear\n", "prices_perc['month_of_year'] = prices_perc.index.month\n", "\n", "# Print prices_perc\n", "print(prices_perc)" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }