{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Decomposition\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm\n", "import seaborn as sns\n", "\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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APDRGQBd3AKLvTC9WOmTCcZmOhwkGfJ6cLm5+Su8AAV3XfUACqANPAl+2v/55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\npESooIuIlAgVdBGREvEfINABCTwv6XkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "milk_prod = pd.read_csv('data/monthly-milk-production-pounds-p.csv', \n", " parse_dates = ['month'], \n", " index_col = 'month', \n", " infer_datetime_format = True)\n", "milk_prod.columns = ['volume']\n", "sns.tsplot(milk_prod.volume)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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z/O463E4LG0fYjDiv3MvppiCnGgMDGRnSPr+/j588dhiDAT7zjqWjlj8wGg1c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WPMyDpu+/L4osuetCem8ecO4PlXdrHw0edoboZPffxspk6MfzNtR0jjNoqrEmMaPqg3W/+7n6NV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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "res = sm.tsa.seasonal_decompose(milk_prod.volume)\n", "\n", "fig = res.plot()\n", "# fig.set_size_inches(12, 9)\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "month\n", "1962-01-01 NaN\n", "1962-02-01 NaN\n", "1962-03-01 NaN\n", "1962-04-01 NaN\n", "1962-05-01 NaN\n", "1962-06-01 NaN\n", "1962-07-01 616.691667\n", "1962-08-01 617.370833\n", "1962-09-01 618.133333\n", "1962-10-01 619.383333\n", "1962-11-01 620.712500\n", "1962-12-01 622.125000\n", "1963-01-01 623.741667\n", "1963-02-01 625.295833\n", "1963-03-01 626.666667\n", "1963-04-01 627.708333\n", "1963-05-01 628.620833\n", "1963-06-01 629.779167\n", "1963-07-01 631.579167\n", "1963-08-01 634.112500\n", "1963-09-01 636.929167\n", "1963-10-01 639.712500\n", "1963-11-01 642.212500\n", "1963-12-01 644.204167\n", "1964-01-01 645.787500\n", "1964-02-01 647.425000\n", "1964-03-01 649.212500\n", "1964-04-01 651.083333\n", "1964-05-01 653.295833\n", "1964-06-01 656.000000\n", " ... \n", "1972-07-01 852.279167\n", "1972-08-01 852.145833\n", "1972-09-01 851.929167\n", "1972-10-01 851.558333\n", "1972-11-01 851.308333\n", "1972-12-01 850.679167\n", "1973-01-01 849.683333\n", "1973-02-01 848.412500\n", "1973-03-01 846.616667\n", "1973-04-01 844.779167\n", "1973-05-01 843.745833\n", "1973-06-01 843.366667\n", "1973-07-01 843.529167\n", "1973-08-01 844.041667\n", "1973-09-01 844.512500\n", "1973-10-01 844.929167\n", "1973-11-01 845.591667\n", "1973-12-01 847.054167\n", "1974-01-01 849.129167\n", "1974-02-01 851.462500\n", "1974-03-01 854.004167\n", "1974-04-01 856.179167\n", "1974-05-01 857.591667\n", "1974-06-01 858.591667\n", "1974-07-01 NaN\n", "1974-08-01 NaN\n", "1974-09-01 NaN\n", "1974-10-01 NaN\n", "1974-11-01 NaN\n", "1974-12-01 NaN\n", "Name: volume, Length: 156, dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res.trend" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "?sm.tsa.seasonal_decompose" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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y7VMBsiNtz3g2yEinOzA4wV8IrJSFdLqjGFdHB52dLcW/29qapO/Q2dmCrvYm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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "%matplotlib inline\n", "trees = pd.read_csv('data/tree-rings.csv', parse_dates = ['year'], index_col = 'year', infer_datetime_format = True)\n", "trees.head()\n", "sns.tsplot(trees.rings)\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 1 }