{ "metadata": { "name": "", "signature": "sha256:e5387372529b3db054de83c3a319e9e7f9b9785b0a00eafe34878df882ace5d9" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "!head '../data/paris_weather.dat'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "# Searching for GHCND series nr FR000007150\r\n", "# coordinates: 48.82N, 2.34E, 75.0m; GHCN-D station code: FR000007150 PARIS-14E_PARC_MONTSOURIS France\r\n", "# WMO station 7156\r\n", "# TMAX GHCN-D V2.0 data with QC in [Celsius] \r\n", "# The non-U.S. data cannot be redistributed within or outside of the U.S. for any commercial activities.\r\n", " 1900 1 1 10.10\r\n", " 1900 1 2 12.00\r\n", " 1900 1 3 9.30\r\n", " 1900 1 4 8.30\r\n", " 1900 1 5 6.00\r\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "temperatures = np.loadtxt('../data/paris_weather.dat', \n", " dtype=[('year', 'i8'),\n", " ('month', 'i8'),\n", " ('day', 'i8'),\n", " ('temp', 'f8')])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "from goodies import as_table" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "as_table(temperatures)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
yearmonthdaytemp
19001110.1
19001212.0
1900139.3
1900148.3
1900156.0
1900163.3
1900176.1
1900188.5
1900199.3
19001107.4
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(temperatures['temp'])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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GJ8w3uh5E9Jhb+Zp26DNQ04iK4qYfTZjtDcNCy54qJRr+W2WLw72dLl2C35tP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\n5MrO6a/P9WJoWroeOyoNjso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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "import datetime\n", "dates = [datetime.date(year,month,day) for year, month, day, T in temperatures]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "major = mdates.YearLocator()\n", "minor = mdates.MonthLocator()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(dates, temperatures['temp'])\n", "plt.xlabel('year')\n", "plt.ylabel('max day temperature')\n", "plt.xlim(datetime.datetime(2009,1,1), datetime.datetime(2014,1,1))\n", "ax = plt.gca()\n", "ax.xaxis.set_major_locator(major)\n", "ax.xaxis.set_minor_locator(minor)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/o4mIbG0YHbIUSPSfa5S2R5+AnAJGbr8dWLbM+89KSBARetQ36FEvHldd5f17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\nKPW2Fd6siTQWGktEnhmy5aEXiIcfBg4eNP5bKKO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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "from statsmodels.nonparametric.smoothers_lowess import lowess\n", "plt.plot(dates, temperatures['temp'])\n", "x = np.array(dates, dtype=np.datetime64)\n", "smoothed_temp = lowess(temperatures['temp'], x, \n", " return_sorted=False,\n", " frac=0.003,\n", " delta=10)\n", "plt.plot(dates, smoothed_temp, color='r', lw=2)\n", "plt.xlabel('year')\n", "plt.ylabel('max day temperature')\n", "plt.xlim(datetime.datetime(2009,1,1), datetime.datetime(2014,1,1))\n", "ax = plt.gca()\n", "ax.xaxis.set_major_locator(major)\n", "ax.xaxis.set_minor_locator(minor)\n", "plt.text(0.58, 0.05, 'Data source: KNMI Climate Explorer', \n", " transform=ax.transAxes, size=8)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Y35JpDGEqo6hPPL0bxzOUb2g9bxQbiCKZSg7Prb2vKlXgWJU7eYTvMWNkAhPp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\nJoFzNVpTTXGx6USJWvYo+uz/0ZTLeHOGj588AKGhxvXMCwt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