{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using the TimeSeries Class\n", "The TimeSeries Class is used to generate realizations of specific time series and extract their blockmaxima" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xtremes as xx\n", "import xtremes.topt as hos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "In this section, we create a `TimeSeries` object `TS` using the `xtremes.HigherOrderStatistics` module. The time series is generated with the following parameters:\n", "- `n=1000`: The length of the time series.\n", "- `distr='GEV'`: The distribution type, which is the Generalized Extreme Value distribution.\n", "- `modelparams=(0.5, 0.1, 0.1)`: The parameters for the GEV distribution.\n", "\n", "We then simulate 200 realizations of this time series using the `simulate` method.\n", "\n", "Finally, we extract the block maxima from the simulated time series with a block size of 10 using the `get_blockmaxima` method:\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "TS = hos.TimeSeries(n=1000, distr='GEV', modelparams=(0.5,0.1,0.1))\n", "TS.simulate(rep=200)\n", "TS.get_blockmaxima(block_size=10)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The `TS.plot(rep=[1,2])` method is used to plot specific realizations of the time series. In this case, the method will plot the first and second realizations of the time series `TS`. This is useful for visualizing the behavior of the time series over different realizations and understanding the variability in the data.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TS.plot(rep=[1,2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The `TS.plot_with_blockmaxima()` method is used to visualize the time series along with its block maxima. This method plots the original time series data and overlays the block maxima on the same plot. This is useful for identifying extreme values within the time series and understanding how these extremes are distributed over time.\n", "\n", "By visualizing both the time series and its block maxima, one can gain insights into the behavior of extreme events and their frequency. \n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TS.plot_with_blockmaxima()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "The `TS.plot_blockmaxima(rep=1)` method is used to plot the block maxima of a specific realization of the time series. In this case, the method will plot the block maxima for the first realization (`rep=1`). \n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "TS.plot_blockmaxima(rep=1)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `TS.plot_blockmaxima(rep=1, plot_type='hist')` method is used to plot the block maxima of a specific realization of the time series as a histogram. In this case, the method will plot the block maxima for the first realization (`rep=1`). \n", "\n", "By setting the `plot_type` parameter to `'hist'`, the block maxima are visualized in the form of a histogram, which helps in understanding the distribution of the block maxima values. This is useful for analyzing the frequency and range of extreme values within the time series.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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