{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Heatmap of Global Temperature Anomaly" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Global temperature anomaly (GTA, $^oC$) was downloaded from [NCDC](https://www.ncdc.noaa.gov/cag/global/time-series/globe/land_ocean/all/3/1958-2018). The data come from the Global Historical Climatology Network-Monthly (GHCN-M) data set and International Comprehensive Ocean-Atmosphere Data Set (ICOADS), which have data from 1880 to the present. These two datasets are blended into a single product to produce the combined global land and ocean temperature anomalies. The available time series of global-scale temperature anomalies are calculated with respect to the 20th-century average. \n", "\n", "The period from Jan/1958 to Mar/2018 was used in this notebook. The data are presented as Heatmap, which is a graphical representation of data where the individual values contained in a matrix are represented as colors. It is really useful to display a general view of numerical data, not to extract specific data point." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load all needed libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "matplotlib inline\n" ] } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "from matplotlib import pyplot as plt\n", "import calendar\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Read global temperature anomaly" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gta = pd.read_csv('data\\gta_1958_2018.csv', \n", " sep=\",\", \n", " skiprows=5,\n", " names = [\"Month\", \"GTA\"])\n", "gta['Month'] = pd.to_datetime(gta['Month'], format='%Y%m', errors='ignore')\n", "gta.set_index('Month', inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Convert to Year * Months" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MonthJanuaryFebruaryMarchAprilMayJuneJulyAugustSeptemberOctoberNovemberDecember
19580.290.210.120.110.100.060.060.050.020.040.090.15
19590.120.060.200.120.020.080.070.050.09-0.02-0.08-0.04
19600.000.18-0.21-0.10-0.090.070.030.040.060.03-0.050.22
19610.120.170.160.130.160.150.030.03-0.01-0.040.01-0.02
19620.130.170.120.070.060.060.090.050.060.080.070.08
\n", "
" ], "text/plain": [ "Month January February March April May June July August September \\\n", "1958 0.29 0.21 0.12 0.11 0.10 0.06 0.06 0.05 0.02 \n", "1959 0.12 0.06 0.20 0.12 0.02 0.08 0.07 0.05 0.09 \n", "1960 0.00 0.18 -0.21 -0.10 -0.09 0.07 0.03 0.04 0.06 \n", "1961 0.12 0.17 0.16 0.13 0.16 0.15 0.03 0.03 -0.01 \n", "1962 0.13 0.17 0.12 0.07 0.06 0.06 0.09 0.05 0.06 \n", "\n", "Month October November December \n", "1958 0.04 0.09 0.15 \n", "1959 -0.02 -0.08 -0.04 \n", "1960 0.03 -0.05 0.22 \n", "1961 -0.04 0.01 -0.02 \n", "1962 0.08 0.07 0.08 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gta = pd.pivot(gta.index.year, gta.index.month, gta['GTA']) \\\n", " .rename(columns=calendar.month_name.__getitem__)\n", "gta.index.name = None \n", "gta.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Visualize\n", "\n", "### 3.1 Heatmap" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def plot(returns,\n", " title=\"Global Temperature Anomaly ($^\\circ$C)\\n\",\n", " title_color=\"black\",\n", " title_size=14,\n", " annot_size=5,\n", " vmin = -1.0,\n", " vmax = 1.0,\n", " figsize=None,\n", " cmap='RdBu_r',\n", " cbar=True,\n", " square=False):\n", "\n", " if figsize is None:\n", " size = list(plt.gcf().get_size_inches())\n", " figsize = (size[0], size[0] // 2)\n", " plt.close()\n", " \n", " fig, ax = plt.subplots(figsize=figsize)\n", " ax = sns.heatmap(returns, ax=ax, annot=False, vmin=vmin, vmax=vmax, center=0,\n", " annot_kws={\"size\": annot_size},\n", " fmt=\"0.2f\", linewidths=0.5,\n", " square=square, cbar=cbar, cbar_kws={'fraction':0.10},\n", " cmap=cmap)\n", " ax.set_title(title, fontsize=title_size,\n", " color=title_color, fontweight=\"bold\")\n", "\n", " fig.subplots_adjust(hspace=0)\n", " plt.yticks(rotation=0)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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magtwV1Vtr6o9wO3AWc02jzfvu4AvAO8Ya+MlSdLkGChhOHiHQ5JpwDXAdU3V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\nQRC0JRyGIAiCIAja8v/NjV8gu15dDgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(gta, figsize=[8, 25])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Classic line plots" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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v8vPzKSwsBCAxMZHU1FQAJk6cSE5OznnbcjqdfP3rX2f37t04HA6ys88Mak6ZMoXExEQA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CfeKr0PlUbEUGpm5I038NXUIIoioiiyYdhBKXsxqKfTVrWLiMFESsiIqjyRjR90klkWT8lM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gta.plot(title=\"Global Temperature Anomaly ($^\\circ$C)\", figsize=[15, 7])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "The heatmap presents global temperature change in a visually appealing and straightforward way. The pace of change is immediately obvious, especially over the past few decades. However, it will become a little harder to check the heatmap when the data is getting longer and longer. At this time, an animation presentation seems more appealing and attractive. For example, Dr. Ed Hawkins’ global warming [spiral](http://www.climate-lab-book.ac.uk/2016/spiralling-global-temperatures/) shows the extent of global temperature increase from 1850 to the present.\n", "\n", "Global temperature rising is expected to have far-reaching, long-lasting and, in many cases, devastating consequences for planet Earth. Recently, a new [research](http://www.iiasa.ac.at/web/home/about/news/180516-byers-temperature-rise.html#.Wv_uKnZgcjk.linkedin) identifying climate vulnerability hotspots has found that the number of people affected by multiple climate change risks could double if the global temperature rises by 2°C, compared to a rise of 1.5°C." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "NOAA National Centers for Environmental information, Climate at a Glance: Global Time Series, published May 2018, retrieved on May 20, 2018 from http://www.ncdc.noaa.gov/cag/\n", "\n", "John D. Hunter. Matplotlib: A 2D Graphics Environment, Computing in Science & Engineering, 9, 90-95 (2007), DOI:10.1109/MCSE.2007.55\n", "\n", "Wes McKinney. Data Structures for Statistical Computing in Python, Proceedings of the 9th Python in Science Conference, 51-56 (2010)\n", "\n", "https://seaborn.pydata.org/index.html" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }