{ "metadata": { "name": "", "signature": "sha256:4dcac17430f8456d8b357f87e754eeda54837fbcd49ef8901953fec4b2dcab52" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dates and Times" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Basics\n", "* strftime\n", "* strptime\n", "* timedelta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basics" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from datetime import datetime, date, time" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "year = 2015\n", "month = 1\n", "day = 20\n", "hour = 7\n", "minute = 28\n", "second = 15" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "dt = datetime(year, month, day, hour, minute, second)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "dt.hour, dt.minute, dt.second" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "(7, 28, 15)" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extract the equivalent date object:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dt.date()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "datetime.date(2015, 1, 20)" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extract the equivalent time object:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dt.time()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "datetime.time(7, 28, 15)" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "When aggregating or grouping time series data, it is sometimes useful to replace fields of a series of datetimes such as zeroing out the minute and second fields:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dt.replace(minute=0, second=0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "datetime.datetime(2015, 1, 20, 7, 0)" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## strftime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Format a datetime string:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dt.strftime('%m/%d/%Y %H:%M')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "'01/20/2015 07:28'" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## strptime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convert a string into a datetime object:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "datetime.strptime('20150120', '%Y%m%d')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "datetime.datetime(2015, 1, 20, 0, 0)" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## timedelta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the current datetime:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dt_now = datetime.now()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Subtract two datetime fields to create a timedelta:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "delta = dt_now - dt\n", "delta" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "datetime.timedelta(6, 40171, 885211)" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add a datetime and a timedelta to get a new datetime:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dt + delta" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "datetime.datetime(2015, 1, 26, 18, 37, 46, 885211)" ] } ], "prompt_number": 12 } ], "metadata": {} } ] }