{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization showing the GISS Global Temperature anomoly distribution over time\n", "\n", "This notebook was used to generate the visualizations released as [SVS #4891](https://svs.gsfc.nasa.gov/4981) for the NASA's Scientific Visualization Studeo. Designed to be an updated version of an earlier SVS visualization from 2012: [SVS #3975](https://svs.gsfc.nasa.gov/3975)\n", "\n", "The visualization illustrated how the distributions of temperatures has changed over time. We use a Kernal Density Estimator(KDE) to estimate the distribution.\n", "\n", "[Mark SubbaRao](https://science.gsfc.nasa.gov/sed/bio/mark.u.subbarao)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#imports\n", "import netCDF4 as nc\n", "import numpy as np\n", "from scipy.stats.kde import gaussian_kde\n", "from scipy.stats import norm\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import gzip\n", "import requests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Acquisition\n", "The Data will be imported from the Goddard Institute of Space Studies here: https://data.giss.nasa.gov/gistemp/\n", "\n", "Gridded Monthly Temperature Anomaly Data\n", "Users interested in the entire gridded surface air temperature anomaly data may download netCDF files containing selected series on a regular 2°×2° grid or the basic SBBX binary files.\n", "\n", "Compressed NetCDF Files (regular 2°×2° grid)\n", "Surface air temperature (no ocean data), 250km smoothing (9 MB)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Download the gzipped datafile from GISS and load it into a netCDF Dataset\n", "GISTEMPfile = requests.get('https://data.giss.nasa.gov/pub/gistemp/gistemp250_GHCNv4.nc.gz')\n", "ds = nc.Dataset(\"dummy_path\", mode=\"r\", memory=gzip.decompress(GISTEMPfile.content))\n", "v = ds.variables['tempanomaly']" ] }, { "attachments": { "image-2.png": { "image/png": "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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### Save This image to disk!\n", "#### We will use it to as the colormap for the visualizations\n", "We will be using the embedded image below as our colormap. Same this image to disk as as ***gistemp_cmap.png***\n", "\n", "![image-2.png](attachment:image-2.png)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Make the colormap from the saved image\n", "from matplotlib.image import imread\n", "from matplotlib.colors import LinearSegmentedColormap\n", "\n", "img = imread('gistemp_cmap.png')\n", "# just pick one column for the colormap\n", "colors_from_img = img[3, :, :]\n", "giss_cmap = LinearSegmentedColormap.from_list('giss_cmap', colors_from_img, N=254)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make the Animated Graph\n", "\n", "The animated graph will morph between the calculated temperature anomaly distributions for each year. The distribution will be filled under the curve using the color map we created above. A" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# This code calculates the distributions that will be used to make the animation\n", "# \n", "tOffset = 71 # The number of years to skip since the data started in 1880, a value of 71 starts us in 1951\n", "timeStep = 1 # The step between calculated distributions in years\n", "timeBins= 1 # The amount of data to bin in years, usually the same as timeStep\n", "plotRange = (-5.,5.) # The range, in degrees Celcius, over which the PDFs will be calculates\n", "PDFs=[]\n", "startDates=[]\n", "def makePDFs():\n", " nTimeSteps = int ((v.shape[0] - 12 * tOffset) /(12 * timeStep))\n", " # The 2x2 degree patches civer different areas, here we create the weights to account for that\n", " lats = ds.variables['lat'][:].data\n", " lat_weights = np.broadcast_to(np.cos(np.deg2rad(lats)).reshape(1,-1,1), v.shape)\n", " masked_lat_weights = np.ma.array(data=lat_weights, mask=v[:].mask)\n", " for i in range(nTimeSteps):\n", " xx = np.linspace(plotRange[0],plotRange[1], 2048)\n", " indexMin = 12*(i*timeStep+tOffset)\n", " indexMax = 12*(i*timeStep+timeBins+tOffset)\n", " pdf = gaussian_kde(v[indexMin:indexMax,:,:].compressed(),\n", " weights=masked_lat_weights[indexMin:indexMax,:,:].compressed())\n", " PDFs.append(pdf(xx))\n", " startDates.append(1880 + indexMin/12.)\n", " PDFs.append(pdf(xx)) #One extra to hold last position\n", " startDates.append(1880 + indexMin/12.)\n", "makePDFs()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.5886334548557401" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set the resolution for the outputs\n", "resolutionDict = {\"HD\": 120, \"4k\": 240, \"8k\": 480, \"print\": 64, \"thm\": 20}\n", "resKey = '4k'\n", "# Find largest distribution value\n", "np.max(PDFs)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def GISSfig(plotTime, startDates, PDFs, timeStep=1., ymax = 0.6):\n", " from matplotlib.ticker import StrMethodFormatter\n", " plt.style.use('dark_background')\n", " fig= plt.figure (figsize=(16,9), dpi = resolutionDict[resKey])\n", " f,ax=plt.subplots(figsize=(16,9), dpi = resolutionDict[resKey])\n", " nPlot = int((plotTime-startDates[0])/timeStep)\n", " interpFrac = (plotTime-startDates[0])%timeStep\n", " plot=PDFs[nPlot]*(1-interpFrac) + interpFrac*PDFs[nPlot+1]\n", " res = giss_cmap((xx+2.)/4.) #This colormap is applied from -2 to 2 degrees in SVS visualizations\n", " for j in range(len(xx)-1):\n", " plt.fill_between(xx[j:j+2], np.zeros(2), plot[j:j+2], zorder=2, color=res[j])\n", " plt.plot(xx,plot,color='w',zorder=4)\n", " plt.plot(xx,PDFs[0],color=\"grey\",zorder=3)\n", " plt.ylim(0,ymax)\n", " plt.xlim(-5,5)\n", " plt.yticks(ticks=None)\n", " ax.yaxis.set_visible(False)\n", " plt.grid(True)\n", " plt.title(\"Land Temperature Anomaly Distribution\",fontsize=32)\n", " plt.text(.80, 0.85 , f'{int(plotTime)}', fontsize=24,horizontalalignment='center', verticalalignment='center', transform=ax.transAxes)\n", " plt.xlabel(u'Temperature Anomaly (°C)', fontsize=14)\n", " plt.gca().spines['left'].set_visible(False)\n", " plt.gca().spines['right'].set_visible(False)\n", " plt.gca().spines['top'].set_visible(False)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Set up the frames for the animation and save the figure\n", "nStartHold = 1 # Use a value larger than one to hold on the last frame\n", "nEndHold = 1 # Use a value larger than one to hold on the last frame in the animation\n", "nAnimationFrames = 1560 # Number of frames in the animation excluding holds\n", "nRepeat = np.ones(nAnimationFrames)\n", "nRepeat[0] = nStartHold\n", "nRepeat[-1] = nEndHold\n", "figTimes = np.linspace(1951, 2020.9, nAnimationFrames)\n", "nFrame = 0\n", "for i, time in enumerate(figTimes):\n", " GISSfig(time, startDates, PDFs)\n", " for n in range(int(nRepeat[i])):\n", " plt.savefig(\"GISSTempDist_4k_%03d.png\" % (nFrame), dpi = resolutionDict[resKey])\n", " plt.close()\n", " nFrame = nFrame + 1" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Exporting stills of the lastframe\n", "GISSfig(2020.0, startDates, curve, normalize=False)\n", "plt.savefig(\"GISTempDist_STILL.jpg\" , dpi=resolutionDict['8k'])\n", "plt.savefig(\"GISTempDist_print.jpg\", dpi=resolutionDict['print'])\n", "plt.savefig(\"GISTempDist_thm.png\", dpi=resolutionDict['thm'])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creation of the RidePlot\n", "\n", "A ridgeplot allows us to see the change over time in a single figure. Here we bin in 10 year increments to make a comfortble plot. The code to create this is adapted from The Glowing Python blog: https://glowingpython.blogspot.com/2020/03/ridgeline-plots-in-pure-matplotlib.html." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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HtHjuGgAAAADgLM7SAgAAAAAAAAAAQJJ0/fp1HTt2TCdPntTJkyd14sQJnTx5UpcvX9a1a9f+El9fXwUGBiowMFBBQUHKkSOHcuXKpVy5cilfvnwqUqSI4wNn3nvvPe3cuVOLFy92tA93lCVLFs2ePVshISG21D9x4oQOHDig/fv368CBAzp//rzi4+N15coVXbt2TYGBgQoODlbGjBmVL18+FSxYUEWKFFHRokUdGQ4xevRozZ8/XxcvXnT5tk3LmTOnvv/+ewUHBzvWw9mzZ7Vr1y7t2rVLcXFxunTpUnL8/f0VEhKikJAQhYWFKSIiQiVKlFChQoVs+Z2RJ08eTZ48WU2bNjVeG0Dq9OzZU6NHj3a6DZ06dUoHDx5UXFyc4uLidPz4cV25ckVXrlzR1atXlZiYqODg4L/83SpUqFBynBgcMGbMGO3cuVNr1qxx+bbdSf369TVo0CDjdZOSkhQXF6e9e/dq3759Onz4sC5fvqz4+HhdvnxZPj4+yc+JPHnyqHDhwipSpIhKlizp8ufDu+++q3nz5uno0aP/+nX33Xefvv/+ewUFBRnv4fLly9q3b19yTp06pfj4eMXHx+vq1avJr/tCQ0NVoECB5H113333Ge/l31SoUEEvvPACN8L7/95//32VL1/eltqJiYk6cOCAdu7cqd27d+vcuXO6ePGiLl26pBs3bihjxowKDQ1VSEiI8ubNq5IlS6pEiRLKkiWLLf38Fz8/P82YMUOVK1fW/v37HenBDgULFtTSpUuN3pg6Ja5du6b9+/cn/52Ni4vTxYsXdfXq1eTc+j0RHBys7Nmzq3Dhwsm/W+16z/pv6tatq9GjR+vZZ591+bbdSVBQkL799ltH31umZ+fOndOJEyeSj82dOHFCp06d+sfxuYSEBAUEBCQfo8uYMaNy586dfIyuaNGiyp07t6NryZo1q+bNm6fKlSvr8uXLjvYCIP0aOnSo6tSp43QbbqV58+ZuMVz+/PnzOnDggA4fPqy4uDgdO3Ys+f3klStXlJCQoAwZMvzjfXihQoVUuHBh+fv7u7zngQMHauvWrZo5c6bLtw331bVrV6P1oqKijNb7s/nz5+vMmTPGhgU3btxYuXPn1vHjx43US88KFSqk6dOn23K+7ObNmzp69KgOHDigAwcO6ODBg7p48WLycbzr168n/74NCQlRgQIFVKhQIRUtWlQFCxY03s9/8fHx0bhx41SmTJk0c6P2yZMnO34T/9OnT2vXrl2KjY3VkSNH7ngON3PmzCpWrJhKliypwoULO3bdh4+Pj7788kudOHFC0dHRjvTgbgYPHqwGDRoYr3v9+nXt379f+/bt0969e3X8+PHk3w9XrlxRQEBA8nmy/Pnzq0iRIoqIiHD57wd/f399/vnnqlq1qizL+tevbdSokUaOHGlLH6dPn04+h7R///7k62Hi4+N148YNZciQQRkzZlRYWFjycc77779foaGhtvRzJ71799bUqVO1bt06l27XE3G9HOx08+ZNTZgwQW+88Yaxmj169NDSpUuN1fMUJUqUUPXq1Y3VS0pK0oQJE4zVA9KDH3/8UTdu3LDlmFzVqlWN18SdffLJJ468378lKSlJx48fT76G4OTJkzp//rzOnTunS5cuKSEhQTdu3FBCQoL8/PySz4cGBAQoQ4YMypEjh7Jnz578v/nz51dYWJhj6wHu5KmnntKTTz7pdBtIA1555RU1bNjQltpJSUk6dOhQ8nHDM2fOJB8zvHr1qjJmzKiQkBCFhoYqd+7cKlGihEqUKKGcOXPa0s/d+OijjxQbG6sVK1Y41gMAuLOePXvqtddec7SH+Ph47d69W7t27dL+/fuTryO/dOmSLMtK/tsSEhKiQoUKqUSJEipevLij16v27dtXx44d0/Dhwx3rwZ1w7vr/pMVz1wAAAAAAZzEYCAAAAAAAAAAAIJ1JSEjQr7/+qs2bN2v37t2KjY1VbGys9u/fr5s3bxrZhp+fnyIiInT//ferZs2aqlOnjkqUKGGk9t3y9fXVxIkTVbJkyTQx8MUULy8vTZs2zeiFsNu3b9fSpUu1atUqrV69OsU3/8qSJYtq1KihBg0aqF27di77wFD27Nk1aNAg9e/f3yXbs9PUqVMVHh7u0m2eP39eP/30kxYuXKjFixfryJEj91zDz89PlStXVtOmTdW0aVOVK1fO2JCoJk2aqHfv3vr000+N1AOQes2aNdOYMWNcvt2kpCTFxMRo2bJl2rhxozZs2KC4uLgU1wsJCVH16tVVo0YNNW3aVBUqVDDY7Z0FBARo1qxZqlSpko4dO+aSbbqbHDlyaOrUqcYG8fz6669avHixVqxYoejoaF24cOGea4SGhqpGjRpq0qSJOnTooOzZsxvp7d9kypRJb7/9tiIjI+/4Nd7e3vr666+NDQeJj4/Xjz/+qJUrV2rlypXaunVrit5DFCtWTHXq1FG7du1Ut25dlwyHfOWVVzRhwgSdO3fO9m25s0aNGumZZ54xWvPXX3/VwoUL9cMPP2jt2rW6cePGPdfIkyePGjdurKZNm6pBgwbKnDmz0R7/TdasWTVjxgxVrVpVCQkJLtuuXUJDQ/XDDz8ob968Lt92XFycFi1apJiYGG3YsEHbt29XYmJiimp5e3urbNmyyccUmjRpYsuAs9vp06ePNm/erIkTJ7pke+5o1KhRioiIsKX2rl27FBMTk3zD2X379un06dPJH+qNj4+Xr69v8g2JQ0JClCNHDpUsWVKlSpVSqVKlVKZMGUcGR5l29uxZxcTEaMeOHX85Rnfq1Clj2wgLC1OpUqVUoUIF1alTR7Vq1TJ2E/i7VaJECb377rvq06ePS7cLAJJUrVo1vfzyy7bUPnPmjH755Rft3r07+abgcXFxycNl4+PjlZiYmHzDrJCQEGXKlEnFihVL/pt2//33K1++fLb0dyfly5fXt99+68hQna1bt2rJkiXasGGDNm7cqL1796a4VmBgoKpWraqaNWuqYcOGql69ukveW0rSpEmTtHv3bm3bts0l24N7y549u5o1a2as3rlz5zR37lxj9f4uISFB33zzjXr37m2knq+vrzp16sQNklIpKChI3333ndGb2MbExGj58uVavXq1Vq9erbNnz6aoTq5cuVSzZk01adJEbdq0UaZMmYz1+G9Kliypp59+Wp988olLtmen559/Xo899pjLt3vq1CktXrxYixYt0pIlS3Ty5Ml7ruHr66tKlSqpadOmatasmSpUqOCyv7fSH+dDvv32W1WoUCHdDyCrU6eOsRv5JSYmauXKlVq2bJlWrFihmJiYFB/TrV27tlq2bKmHH35YgYGBRvr7N5UrV1bnzp01adKkO37Nfffdp6lTpxobgnnixAn98MMPio6O1sqVK1M0YN7b21uVKlVSvXr19MQTT6h06dJGevuvbY4YMUK1a9e2fVueguvl4JTPP/9cr7/+urGbaLZs2VLZsmXT6dOnjdTzFD169DBab8mSJTp06JDRmkBad/nyZUVHR9sy9LR8+fIKCAjQ9evXjdfGX1WuXFmdOnVy2fZu3ryp2NhYrVy5UmvXrtX27du1c+dOXb161eh2smXLpmLFiqlo0aIqXry4KlWqpIoVKzIwCI4pXLiwRo0aZUvtixcvas2aNck32t+3b58OHTqkS5cu/WVw7Z/PT4WGhqpw4cLJ112ULl1aRYsWtaU/mFW+fHkNHjzYaM3Y2FgtXLhQCxcu1KpVq1L0Ozlbtmxq0KCBmjZtqsaNG7t0UJC/v7+mT5+u+++/P929LwKA/1KlShV9+OGHLt/ulStXtGLFCi1atEiLFi3Snj17UlQnIiJCTZo0UdOmTVW7dm2XnHf4s2HDhmnjxo366aefXLpdd8O5639KS+euAQAAAADuwSKEEEIIIYQQQgghhBBCiOcmf/78lmkHDhxwfF3kj1y9ejXVj+fZs2etWbNmWQMGDLBq1qxpBQYGOrKWnDlzWr1797aio6OtpKQkA8/UuzN+/HjHH8eUpnbt2kb3hY+Pj/Xaa68ZqbV//37rrbfeskqVKmXL2n18fKymTZtay5YtM9Lvf7l+/bpVpEgRxx/z1OSFF15wyb66ZfXq1VaHDh0sX19f42spUKCA9d5771lnzpwx0uvly5etAgUKWIMHDzZSz7Isa9KkSY4/5sTzYvI56KnPxeLFi1vnz583vh/uJDEx0Zo/f74VGRlpZcuWzda1RUREWEOGDLHi4uJcsra1a9da/v7+jj+m/5XIyEhja46Li7MkWXPnzk11rWPHjlkjRoywSpcubXzNvr6+VuvWra1NmzYZWPW/S0xMtMqWLXvHXt566y0j21m8eLHVqVMnKzg42Pj+ypcvnzVixAjrypUrRnr9N++//77jPxP3kkmTJhlb+5dffmllzJjR2O+o8+fPWx9++KFVtGhRW36GOnToYK1evdpIr3fr3XffdfwxT228vb2tH374waX7bffu3dbAgQP/9XeRiYSEhFiRkZEue4947do1q0qVKo4/pncTk+rXr281atTIaM3Tp09bY8eOtVq3bm3s9Zi/v7/VtGlTa/z48daxY8f+sr3atWsb38ft27c3si927dpljRs3zurcubMVERHh2HOmYsWK1nvvvWcdPnzYyLruRlJSklW9enXHf15SGtPH4PPnz+/4mtLCfnR6Pa5MejmmZfr1b2BgoLV3715jNRMSEqwff/zR6tWrl9Hj4qVKlbJee+01a/369X/Znh2PVc6cOV36+9+yLOvnn3+2nn76aStv3ry2Pn/Cw8OtAQMGWLGxsS5Z1759+6wsWbI4/nNDnM/zzz9v9Lk1btw423uuXLmy0Z5jY2MdfxxcGTuOd06YMMFIvW3btln/+9//rAIFCtiy9oCAAKtdu3bWxo0bjfT7X06fPm1lzpzZ8cc8NalZs6Z148YNl+wvy/rjvdcPP/xgNWvWzPLy8jK+nrx581rDhg2zfv/9d5etybIsKzo62pZz0nbF9Ova0NBQI8d1f/31V+vFF1+0cuXKZXzNmTNntvr27WsdP37cwKr/XVxc3B2ve/L29rZ+/vnnVG/jypUr1pdffmk1btzY8vb2Nr6/HnjgAWvmzJkG9sZ/a9GiheM/EykJ18ulnidfLyelvWMhpn/m+/fv7/iaXJmAgADr9OnTRvdh69atHV8X+WtMvte6xR1+/tNaBg4caPxxuuXBBx90fH23cuDAAWPrsuPcZWqyfPlyY2u7k6SkJGvJkiVWr169rJw5czq63qJFi1qPP/64NX78eGv//v0pXtOSJUscf+zsfCwHDx7s+HqcjMnXntHR0ZYka9WqVcZqWtYf1+w///zzVsWKFY29Ty1QoID1/PPPWytWrLASEhKSt7V8+XLj+9gkdz7XbvK5tHz5csvX19f69ddfjdSLj4+3JkyYYJUpU8aWtTdr1sz64YcfXPq+d86cOY4/5ncTk69z7fj5dOeY/FsXGRnp+Hpc8Rzh88Dp+2cuW7ZsLr8eZMuWLVb37t2tDBkyGF9PxowZrd69e1s7d+506Zp+//13Kzw83PHH04nnPOeu/11aOHdNCCGEEEIIIcRt4ngDhBBCCCGEEEIIIYQQQghJRRgMlLaT0hsdbN682Xr77betGjVq2HKTitQmf/781siRI62LFy8afvb+U1JSklWnTh3H15ySmB4MVKVKlVTfeGjLli1Whw4dXPq8qlWrlhUTE2NoL9zZzJkzHX/MU5oyZcoYuTHK3fjxxx+t8uXLu2RdQUFB1jPPPGPk5g7z5s1LczcOIZ6X9D4YKCwszNqzZ4/xfXA7J0+etIYNG2bly5fP5ev08/OzevToYe3bt8/2dX700UeOP67/FdMfNnriiSdSVePo0aNW3759rYCAAJesv3379rbfCO+HH3647bZr1qxpJSYmprhuUlKSNWvWLNuHfdzKfffdZ3355ZcG98w/Xb161ZHfCymN6RtIjho1KtV1zp8/b/Xv39/KmDGjS/ZBxYoVrSVLlqR+B9yFxMREq1atWo4/7qnJyJEjXbKvEhISrJkzZ1r169d3ZJ1VqlSx5s2bZ/s64+LirJCQEMcf1/+KSc2bN7d+++23VNdJSkqyZs+ebbVs2dLy8/Ozdf1eXl7Wo48+am3evNmyLPcaDHT58mVr3rx5Vu/evW37cHNq07BhQ2vx4sWpfszvxq5duzxisOXtwmAg99yPTq/HlUkvx7RMv/41NSg1NjbWev75511yA8OIiAgrKirKSkhIMP5Y+fv7u2z45vnz562PPvrIKlGihMufR15eXla7du2sLVu22L7OuXPnOv5zQ5yPqZvy3VKtWjWX9L1r1y6jfbvTzXvtjunjnS1btkx1nZUrV1pNmzZ16X54+OGHrd27d6d+J/wHTxv0/efkypXrH8Ns7ZKUlGRNmjTJKlSokEvWFhAQYHXr1s1l67Msy/rwww8df0zvNqZf16b2BmwbNmywHn74YZesPSgoyBo4cKB17do1Q3vg9l566aXbbv+1115LVd3Lly9bI0eOdNnNyytVqmStW7fO0F65vW3bttkyKMzucL1c6nny9XJS2jsWUr9+fWPrsSzL2r17t+NrcmVSe43A3x07dszy8fFxfF3kr2EwkGekZs2axh+nW3r37u34+m4lrQ4Gaty4sbF13c6lS5es999/32XvTVOSIkWKWE8//bQ1b968e3rfwmCgtB3Tg4GeeuopI7Xi4uKsgQMHWgULFrR9H+TJk8f66KOPrCtXrjAYyE2eS8uXL7cGDBiQ6jrx8fHWkCFDrLCwMJfsgyJFiljTpk0zsAfuTvfu3R1/3P8r6XlISWrDYKB7x+eB0+/PnLe3t/XTTz8ZW/t/iY6OtmrUqOGy9TVs2NDasGGDy9a3bt06j7nOkXPXf4Rz14QQQgghhBBCPCyON0AIIYQQQgghhBBCCCGEkFSEwUBpO/dyo4OtW7daL730kpU3b17H+77bZMqUyRo0aJAVHx9v/Hn8Z7/99pvtN6K1I6YHA6VmGMPhw4etRx55xLF94ePjY7322mu23kAmMTHRrT+QeqcEBARY27Zts22/3LJv3z6rVatWjqwxLCzMGjNmjJWQkJCqNWzcuNHQ3uDGASRlSc+DgXx8fFwy2OH8+fPWwIEDrQwZMrjFml9++WVbX+ckJia6/U03TX7Y6Ny5cykeFnft2jXr9ddfd9lAoD8nW7Zs1uzZs43th9spU6bMX7YZFBSUqtd+69atc9lAoL+nffv21rlz58ztnL/54IMPHP+5uNuYvIHk5s2bU/VaKikpyZo8ebLLboj49zzyyCNGb75zJwcPHrQyZcrk+GOfknTu3Nn2/WNZljV79mxHbvB+u9SoUcPavn27resdO3as4+v8r5gUHR2dqu9PSkqyZs6caZUuXdqRffHQQw9ZxYoVM173XgYDXbt2zZo9e7bVpk0bR153pDRly5a1FixYkKrH/24MHTrU8bWmJAwGcs/96PR6XJm0djPcO8Xk699169al+lhybGys9eSTTzpyM+lChQoZPx5vcv/eydWrV62RI0daWbJkcfz5JMnq1q2bkaHz/6Z9+/aOr5M4l0qVKhl9Pv32228u6/3VV1812vuECRMcfzxcFdPHO3///fcUf/+OHTusunXrOrYvgoKCrNGjR1tJSUnG9snfXbhwwSOG9v49Xl5e1sqVK23bL3/2yy+/WA888IAj68yYMaP13nvvWdevX3fJWtu1a+f4Y3s3Mfm6a9++fSn+3uPHj1tt27Z1ZB+ULVvW1uN2x44d+8dN+UqVKpWq9wBffvmllSNHDpfvK19fX2vYsGFWYmKiwT30V64aDGUyXC9nhqdeLyelzWMhpm9M6cmDn+41K1asMLrv3nrrLcfXRP4ZBgN5Rvz9/W27htedzsum1cFAixYtMrauP0tKSrLGjRvn2PUkKU2mTJmsTp06WfPnz//P5zWDgdJ2TL723LFjR6rPS8TFxVl9+vRx5Gb0OXPmtDp27Gi8rknufK7d5HNp9+7d1qVLl1JVY9asWY7trxo1alibN282szP+xeXLl62iRYs6/tj/W9LrkBITYTDQvePzwOn3Z27YsGHG1v1vDh8+bD322GOOrNHLy8vq3r17qs6t3otPP/3U8cfV1c95zl3/N089d00IIYQQQgghxO3ieAOEEEIIIYQQQgghhBBCCElFGAyUtvNfNzo4duyYNXz4cMduuGoq4eHh1rfffmv8ufxnPXv2dHyd9xrTg4FSIiEhwRo1apSVMWNGx/eHJKt69eq23shv9OjRjq/xXjN8+HDb9sctkydPtoKCghxfa/Xq1a0jR47Yvt67wY0DSEqSngcDvfvuu8bX/ndjx461smbN6vha/54CBQpYP/30k23r3rFjhyMfAr/b2HHzlnu1du1aq2TJko7vixEjRti2xqioqL9s64MPPkhRncuXL1svvPCCIze+/nNKlixpHT161PBe+sPZs2fd4nXN3cQVN+6+G6dOnbIaN27s+P7IkCGDNXXqVNvXO3HiRMfXeq8pW7asrUNULcuytmzZYlWtWtXxtf49fn5+1sCBA60bN27Ysu6kpCSrVq1ajq/z3+IutmzZYlWoUMHx/WFH7mYw0OrVq60ePXpYYWFhjvebmrRo0cLau3evbc+TS5cuueVr9v8Kg4Hccz86vR5XJi3eDPd2cZfXv5cuXbL69Onj+Psik+nVq5ft+23GjBlWeHi442v9e7Jly2ZNnz7dtnWfPHnSbQYhEdfn008/Nfp8GjRokMt6Dw8PN3pDnAsXLnjM8ZbUxh2Od165csV67bXX3OZG/61bt7auXLli23r79evn+BrvNc8884xt++OWGzduWP3793d8rZKs+++/3/iwg9v5/fffPeLvrju8ro2KinL8GEXGjBmtZcuW2bbGrl27Jm/L29vbiomJSVGdQ4cOWU2aNHH8edO2bVvbhmz9+OOPjq/vXsP1cuZ44vVyUto8FvL8888bW5NlWda0adMcX5MrEhERYXS/JSUlWQUKFHB8XeSfYTCQ52T9+vXGHyvLsqzo6GjH13YraXEwUHh4uC3DKA8dOuTojZ9NJUuWLNYLL7xgxcbG3nadDAZK27Hjut6UuHHjhvXGG2+49bWgKY1J7nyu3V2eSxcuXHBsWPSf4+3tbb3zzju23pzfsv4YnO70Wv8t6XVIiYkwGOje8Xng9PkzV6ZMGSshIcHYuu9k6tSpVnBwsOPrDQsLs+bPn2/7ei3Lcvtrh00/51OKc9eEEEIIIYQQQsg9x/EGCCGEEEIIIYQQQgghhBCSijAYKG3nTjc6iImJsZ588km3uWDSVB577DHr4sWLxp/Tt57Xvr6+jq/xXuL0YKDff//dqlevnuP74e8pVqyYdfDgQVvWfPHiRSs0NNTxNd5tChcubOsNwK9evWr16NHD8XX+OdmzZ7d1wMbd4sYBJCVJr4OBHnjgAVs/bHT48GGrYcOGjq/z3+Lt7W3rcKShQ4c6vsY7xekPG40ZM8by8fFxfD/cysCBA21Z540bN6xcuXJZkqwKFSqk6GYeBw4csO6//37H99GtFCxY0Dp06JANe8uyunfv7vj67ibucAPJdevWud3NvZ955hlbXwMnJSVZlSpVcnyddxsfHx9r06ZNtu2PhIQE6+2333b74w+1a9e2Tp48acs+2L17txUQEOD4Gu8Up12/ft0aMmSIxx1zuZfcaTDQtWvXrClTpqS5gUgZMmSwJk+ebNtzZtiwYY6v8V7DYCD33I9Or8eVSYs3w71d3OH177Jly6yCBQs6vi9MJl++fLadd7Esyzpz5oz1+OOPO77O/0rfvn1tGyY5ZcoUx9dHXJ+AgADr7NmzRp9Lrv79s3TpUqP9d+zY0fHHxRVx+njn/v37rbJlyzq+H/6eqlWrGv+Z+POaPWlgX65cuaxz587Zsi9uOXz4sFWtWjXH1/rnhISE2D7cwrIs6/PPP3d8rf8VJ1/XXrt2za1ucunv72/bDfq2bduWvJ1+/fqlqMaSJUscH6D05zRt2tS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HQm5fwwcASDSCgcrZc889dcQRR1T42nvvvV2PnzJlik488cQkVhif9PR03XLLLbrhhhvUuHH132RWlUmTJmno0KGaN29eQueNR9++ffXggw+qc+fOCZ131apVuvvuuzVy5MiEzpsojRs3VufOnSucx/vuu6/r8cuXL1fbtm2TWCHqugMPPFADBw7UWWedpSOOOCJp66xbt05PP/20XnzxRW3bti1p61TX4MGD9dhjj8X0POBk+vTpuu666zRjxoyEzZkIBx54oJ599ln17t07YXNu3rxZ9913n1544YXoi8vriNTUVN1xxx0aNmyYMjMzEzKnaZp6//33dfPNN2vNmjUJmRMAAAAAgN2Bx+NRgwYN1KhRIzVu3FiNGzd2fTs9Pb22yweA3UJhUUCFRQEVFwdUFAiW3A6qsDigouKgiouj7Xn5hcorKIp+5RcqL7+oJPinUPn55e4vKFJ+QXFsH4IBAACAmBAMVFVfgoGiwwkGqtQqgoGqGk4wUKUOts0EA8W2Tmkv++kJBoplPMFAsY8nGCi2OggG2vkcO3NEh2a6/MyOyspIcVVPVX5ZsF7//XSBioM7/5RXgoGqnodgoIoIBto+vxsEA5WOJxiofIXpmc3l9aW6WkeSLCuiYMFfklXVm+YJBnLXXh7BQGXzEwxUuYP9/AQDVVqGYKAq2wkGqlgGwUA7IBiopJY6FB5DMFCltQgGqnoumzoIBqrcTjBQZQQDuZu/Qt84g4FkSQdfM1SH3XCb+0Ulrfv5R3198bkyQ0HndUQwEBLDn52tzkNvU/t/XiqP0z/AuZD7x2LNePg+/T35qwRUBwAAAAAAgN2BNy1dKSUhQf6cHKVk5yglO1v+7NLbJT9XChQqf9ub6v61UADqr0gkouLiYtvwoMLCQhUUFKigoED5+fllt9185efnq7i4uLY3EwDqpN02GKh58+Y7hAC1bNkyrjnrcjBQv3799OKLL6p169ZJWyMcDuuZZ57R7bffrnDY5Qvfk2CvvfbSq6++qtNOOy2p60yfPl1DhgzRkiVLkrqOndIQoC5dupSdx/GG+hAMtHtq3LixhgwZogsuuEBdunSp0bU3bNigO+64Q6+//nqNrrszLVq00Ntvv52063kkEtFLL72km2++WcGg3Zuhks8wDN1zzz268847lZqkf6D57bffNGjQIC1cuDAp88fimGOO0VtvvRVTWFostm3bpltuuUWvvvpqUuYHAAAAAKCu8vv9ZaE9TZo0KbvtFO7TsGFD1x/0BQC7slAorFA4olA4rFAo+j0cjpTdHw7veF8oXPI9FFYkYu4wR7hcezgS2X670jql8+8wd6U6tof+RAN/CosCCgTdfiAXAAAA6hKCgarqSzBQdDjBQJVaRTBQVcMJBqrUwbaZYKDY1intZT89wUCxjCcYKPbxBAPFVgfBQDufo7IUv0eDeh2ont2q/36NcMTUmK/+0MTpK53rJBioynkIBqqIYKDt87tBMFDpeIKBSqWm7yF/SparNaTohwiHiv6WFSncWQ+CgVy1l0cwUNn8BANV7mA/P8FAlZYhGKjKdoKBKpZBMNAOCAYqqaUOhccQDFRpLYKBqp7Lpg6CgSq3EwxUGcFA7uav0DcBwUCS1O2hJ7X/Pwa7X1jS8vHj9N3N10gungMIBkIiNe5wsLr/32NqdsSRCZlv9XfTNOPh+7R5wdyEzAcAAAAAAADY8aakloQKlYYH5SglJ0cpOQ2iIUJ2t7MbKCUnp7Y3AcAuwjRN2+Agu68vvvhCmzdvru1NAICk2G2Cgbp3765evXqVhae0aNEi4WvUxWAgr9erJ554QkOHDq2xNX/88Uedc845WrVqVY2tWap3794aNWqUmjZtWiPrbd26VRdffLHGjRtXI+sdcsgh6tevX8JCgKpCMNDupVWrVnrsscfUv3//pAXDuDVp0iRdcMEFWr9+fa3VcMwxx2js2LFq3rx50tf66aefNGDAAK1evTrpa1WlQYMGeuedd9SvX7+kr7Vt2zZdeOGF+uijj5K+1s5cffXVevrpp5WSkpL0tV577TX961//qvXgJwAAAAAAYuXz+crCe0oDfip/r+q+7Ozs2i4dQD1XHAgqEAxFw2xCIYXCEQVDYYVCYQVD28NtgqGwQuGS+0KRsp9DoYiCJeNC5caVhe8Et48r7VsasBMM7jyQxzbUpyR4J+LwRm4AAAAg0QgGqqovwUDR4QQDVWoVwUBVDScYqFIH22aCgWJbp7SX/fQEA8UynmCg2McTDBRbHQQD7XyO8vbZK1vX/ONQtWia6aqGqqzZWKCX/zdPf63Nc1cnwUBVzkMwUEUEA22f3w2CgUrHEwwkSf6UHKWmN3Y1f6lw8XpFQltsehAM5K69PIKByuYnGKhyB/v5CQaqtAzBQFW2EwxUsQyCgXZAMFBJLXUoPIZgoEprEQxU9Vw2dRAMVLmdYKDKCAZyN3+FvgkKBjJ8Pp34ytvaq8cJ7heXNPeVZ/Xb8IcJBkLNMwwd8I/z1OW2e5TWZI+4p7NMU398+L5mDX9EhevWJqBAAAAAAAAAIDkMj0f+zCyl5DSIBgzl5Cg1p8H2gKGS8KBomFDlgKFspeQ0kMfvr+3NAFDHHX744fr9999ruwwASIrdJhho3LhxOuuss5K6Rl0LBkpLS9PYsWNrJPShspUrV+qEE07Q0qVLa2zNiy++WK+++qp8Pl+NrSlFXzR59dVX69VXX036Wk899ZRuvPHGpK5BMNDupV+/fho/fnxtl1Fm9erV6tu3r2bPnl3ja/fs2VOffPKJ0tLSamzN5cuX67jjjtPKlStrbE0pGgr0zTffqHPnzjW2pmmauvjii/XWW2/V2Jql/v3vf+u+++6r0TW/+OILnXnmmQqF3L5hDQAAAACAxElPT1fDhg3LvkoDfZyCfho0aFDbpQOoYyKRiAqLAioqDqqoOFB2uzSoJxAMKVB6OxBWcTCoYCB6f3HJ92Cw9Odg2c+lbdvHh8v6lPYvnSMUcvlhSwAAAAAkEQxUdV+CgaLDCQaq1CqCgaoaTjBQpQ62zQQDxbZOaS/76QkGimU8wUCxjycYKLY6CAba+Ryl308/tq36n7if69CYqkz7dbXe+XKxAqHtn+pKMFBV/QgGkggGqk47wUBVrEUwUCUV272+NKVl7BnT71KR0DaFi9c49CIYyF17eQQDlc1PMFDlDvbzEwxUaRmCgapsJxioYhkEA+2AYKCSWupQeAzBQJXWIhio6rls6iAYqHI7wUCVEQzkbv4KfRMUDCRJvsws9Xr3YzVqf5D7AiRNv+cWLX5vlG0fgoGQLCk5DdTpxlvUfsgl8iTgs47CRYWaO+IlzXnleYULCxJQIQAAAAAAAFD3+NIz5C8JCYqGCkVvlw8P2vntHPnSM2p7EwAk2X777VejuQYAUJNqNkEFNSYlJUWff/55rQUVtWrVSpMnT9bxxx+v5cuXJ329K664Qq+88krS16mKx+PRSy+9JMuyNGLEiFqpAagvWrRooSlTpqhPnz76+eefa2zd4447Th999FGNhgJJ0j777KOvv/5axx57rNatW1cja2ZmZmrChAk1GgokRa+V//3vf1VcXKwxY8bU2LrDhg2r8VAgSerbt6/GjBmjAQMGRF9cDwAAAACASx6PR1lZWcrKylKDBg0qBPy4/UpJSantzQCQZEXFJWE9RQEVlrtdVBxQYYXbgZLbwYq3iwIqDkSDfgqLAiouaS+7XTIvoTwAAAAAAAAAAOyoacN0XTXgYLVr06jacxQWh/XmZws1fV7NvIYYAODM8PiUltEsplAgM1KscPHaJFYFAAAAAED9Fy7I1+QrLlCfMZ8po3kL1+OOvO9R5a9ZrdVTv05idUDVgtu2avoDd2vR6FHqeu+Datnj+Ljm86Vn6PDrb9aB512gWU8+qj8+GO0cBggAAAAAAADsYsJFhQoXFapoffVeP+vx++XPzlFqTo782TllgUEpLm5HxzVI8BYBSLT8/PzaLgEAkoZgoHrqzTffjCkUqKioSOPHj9ekSZM0c+ZMLV++XNu2bZPH41GDBg3Utm1bde3aVX369FGvXr3k9/sd52zdurU++eQTdevWTUVFRfFsjq3TTjtNL7zwQkxjZs6cqY8++kjff/+9lixZok2bNikQCCgzM1OtWrXSQQcdpBNPPFEDBgxQs2bNHOfzeDx68cUXtWTJEk2ZMqWaWwJAkho1aqTx48ere/fu+vPPP5O+XsuWLTV27FhlZLhL/c3Ly9O4ceP02WefadasWVq3bp0KCwvVoEEDtW7dWl27dtU//vEPnXTSSfJ6vY7zHXDAARozZoxOOukkRSKReDfH0YgRI9StWzfX/b///nu9//77mj59uv78809t3bpVaWlpatq0qTp16qSePXtq4MCBaty4seNcXq9XI0eO1MKFCzV79ux4NsOVPn366LHHHnPd/++//9bo0aM1ZcoUzZ49W5s2bVI4HFajRo3Uvn17HX300Ro0aJAOPfRQV/OdddZZevDBB3XnnXdWdxMAAAAAAHVcamqq0tPTy74yMjKUkZGhrKwsZWdnl32V/9npdmZmZm1vFoBqCocjZYE6peE60QCfQLnbJfcXBVQUKAnoKQnwqRzKU3a7KKDiQLDCHJZl1fbmAgAAAAAAAACwWzr28Bb656ntlZ5W/bfj/PH3Vr3yv7nakFucwMoAAPExlJ6xpwzD43qEZYYVLFwtQ/z/LQAAAAAA8Spat0aTr7hAvd79WP6sbFdjPF6vjnvmVU0cfJY2z5+T5AqBquUuWaSJQ85R65591fXuB5Tduk1c82U021M9Hn1KB110uX5+5H6tnjY5QZUCAAAAAAAAuz4zFFJg8yYFNm+q1njD45E/M0v+HIcgoeyckp/L3x9t87j4XHYA1UcwEID6zJB2j1eejxs3TmeddVZS15gyZUpMYTzJMnToUD355JOu+gYCAT355JN64okntGXLFldjWrRooXvuuUeXX365q9CLd999V+eff76ruWP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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tOffset = 71 # The number of years to skip since the data started in 1880, a value of 71 starts us in 1951\n", "timeStep = 10 # The step between calculated distributions in years\n", "timeBins= 10 # The amount of data to bin in years, usually the same as timeStep\n", "plotRange = (-5.,5.) # The range, in degrees Celcius, over which the PDFs will be calculates\n", "PDFs=[]\n", "startDates=[]\n", "makePDFs()\n", "fig = plt.figure (figsize=(16,9), dpi=resolutionDict['8k'])\n", "nSkip =30 # Amount to skip from the top of the graph (in years)\n", "overlap = 0.9\n", "ys=[]\n", "labels = []\n", "for i in range(7):\n", " res = giss_cmap((xx+2.)/4.)\n", " y = 1. - (i-nSkip)*(1.0-overlap)\n", " ys.append(y)\n", " for j in range(len(xx)-1):\n", " plt.fill_between(xx[j:j+2], np.ones(2)*y, PDFs[i][j:j+2]+y, zorder=i+1, color=res[j])\n", " plt.plot(xx, PDFs[i]+y, c='w', zorder=i+1)\n", " labels.append(f'{1880 + tOffset + i*timeBins} - {1880 + tOffset + (i+1)*timeBins - 1}')\n", "plt.title(\"Land Temperature Anomaly Distribution\",fontsize=32)\n", "plt.xlabel(u'Temperature Anomaly (°C)', fontsize=14)\n", "\n", "plt.yticks(ys, labels, fontsize=14)\n", "plt.gca().spines['left'].set_visible(False)\n", "plt.gca().spines['right'].set_visible(False)\n", "plt.gca().spines['top'].set_visible(False)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fig.set_size_inches(16,9)\n", "fig.savefig(\"GISSTempRidgeline_STILL.png\" , dpi=resolutionDict['8k'])\n", "fig.savefig(\"GISSTempRidgeline_2160.png\" , dpi=resolutionDict['4k'])\n", "fig.savefig(\"GISSTempRidgeline_1080.png\" , dpi=resolutionDict['HD'])\n", "fig.savefig(\"GISSTempRidgeline_print.jpg\", dpi=resolutionDict['print'])\n", "fig.savefig(\"GISSTempRidgeline_thm.png\", dpi=resolutionDict['thm'])\n" ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }