{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python: Plotting\n", "## Chapter 10 & 11 from the Alex DeCaria textbook\n", "\n", "Reading in and manipulating data is great, however, visualizing this data in some shape or form is often the end result for most programs! You have seen many basic plots already. This will just reinforce some basic plotting concepts.\n", "\n", "**Before starting:** Make sure that you open up a Jupyter notebook session using OnDemand and copy this file for your `atmos5340/module_7 subdirectory`!\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "# Basic plotting\n", "\n", "Before we can start plotting data, we must import the matplotlib plotting library. We will primarily be working with the `pyplot` submodule today. " ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "from datetime import datetime" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "#define the background \"face\" as a rgb color\n", "plt.rcParams['axes.facecolor'] = [0.95,.95,.95] #makes a light grey background to the axis face\n", "plt.rcParams['axes.labelsize'] = 14 #fontsize in pts\n", "plt.rcParams['axes.titlesize'] = 14 \n", "plt.rcParams['xtick.labelsize'] = 12 \n", "plt.rcParams['ytick.labelsize'] = 12 \n", "plt.rcParams['legend.fontsize'] = 12 \n", "plt.rcParams['legend.facecolor'] = 'w' \n", "plt.rcParams['savefig.transparent'] = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets create a dummy data set to initially work with before we start working with 'real' data. Using NumPy, create the following 1-D array:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.arange(0,100.5,0.5)\n", "y = 2.0*np.sqrt(x) \n", "plt.plot(x,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What happened? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once you call the function pyplot.show() is called, which can be shorthanded as `plt.show()`, no more changes can be made to our plot or its axes. You don't need the plot.show() in a jupyter notebook because by default figures are displayed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "A matplotlib plot generally consists of a `figure` object and an `axes` object. In the example above, these were automatically generated for us using the `plt.plot()` function. However, if we want to have more control of our plot, such as adding muliple axes, we will want to have more control over our plotting routines. Here, we will want to store our plot as a figure object by setting setting plt.figure() to a variable. Once a figure has been created, axes objects can be created and placed on our figure using `add_axes()` method for the figure object. You can then define the area on the page that the plot will be located.\n", "\n", "While there are many ways to plot without explicitly defining the figure and axes,\n", "it is better to get used to them as all useful high quality plots will require them\n", "\n", "For that reason, I encourage you to adopt \"Axes\" methods for plotting rather than \"pyplot\" methods\n", "\n", "Most of the time it doesn't matter but see Table 10.1 on page 139 for situations where it does" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5))\n", "print(type(fig))\n", "#in the above we are explicitly defining the size to be 5x5 inches\n", "#think of the plotting area as a canvas and in this case we are centering the plot\n", "# and ony using 50% of the display area in the x and y directions\n", "# the convention is where does the plot start in x and y and then width and height\n", "#what is seen in jupyter is not the same as it is when we actually save it\n", "ax = fig.add_axes([0.75,0.75,0.5,0.5])\n", "ax.plot(x,y,'green')\n", "plt.savefig('plot_1.png')\n", "#open the plot in a \"new browser tab\" to see how the image is on the \"page\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "We can also plot multiple lines/markers on a single plot just by calling the ax.plot() function multiple times before showing the figure. This is also introducing the concept of subplots even though in this case there is only one \"subplot\". Note that the fig and ax are defined together\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# evenly sampled time at 200ms intervals\n", "t = np.arange(0., 5., 0.2)\n", "fig = plt.figure(figsize=(5,10))\n", "#return the axis for the plot and create one if there isn't one already defined\n", "ax = plt.gca()\n", "ax.plot(t, t, color=\"red\", linestyle = \"--\",linewidth=2) \n", "ax.plot(t, t**2, color=\"blue\", marker = \"o\",linewidth=0)\n", "ax.plot(t, t**3, color=\"green\", marker = \"^\",linewidth=0)\n", "ax.plot(t, t**(5/2), color=\"orange\", linestyle = \"-\",linewidth=5/2)\n", "plt.savefig('plot_2.png')\n", "#open the plot in a \"new browser tab\" to see how the image is on the \"page\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "> I really nice quick guide on Python line and marker options can be found [here](https://towardsdatascience.com/all-your-matplotlib-questions-answered-420dd95cb4ff)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also, the figure below may be useful as it identifies plotting elements and the terminology used to name them. This could be helpful, especially when googling questions:
\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "To add labels to our figure we can use \"set\" for labels and titles \n", "(again there are simpler ways to do this, but better to learn a way that will work for all plots)\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig= plt.figure(figsize=(7,5))\n", "ax = plt.gca()\n", "ax.plot(t, t, color=\"red\", linestyle = \"--\",linewidth=2,label=\"Blimp\") \n", "ax.plot(t, t**2, color=\"blue\", marker = \"o\",linewidth=0,label=\"Propeller plane\")\n", "ax.plot(t, t**3, color=\"green\", marker = \"^\",linewidth=0,label=\"737\")\n", "ax.plot(t, t**(5/2), color=\"orange\", linestyle = \"-\",linewidth=5/2,label=\"Airbus\")\n", "ax.set(xlabel='Time [seconds]')\n", "ax.set(ylabel=('Velocity [m/s]'))\n", "ax.set(title='Whatever')\n", "ax.set(title='Aircraft velocities')\n", "ax.legend(loc=\"center left\")\n", "plt.savefig('plot_3.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Lets say we wanted to zoom in on the lower velocity values. How would we do this? Fortunately, maplotlib has a function for explicitly setting the y `ylim` and x `xlim` axis limits:" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#use the subplot format even though on;y 1 plot\n", "fig,ax = plt.subplots(1,1,figsize=(5,7))\n", "ax.plot(t, t, color=\"red\", linestyle = \"--\",linewidth=2,label=\"Blimp\") \n", "ax.plot(t, t**2, color=\"blue\", marker = \"o\",linewidth=0,label=\"Propeller plane\")\n", "ax.plot(t, t**3, color=\"green\", marker = \"^\",linewidth=0,label=\"737\")\n", "ax.plot(t, t**(5/2), color=\"orange\", linestyle = \"-\",linewidth=5/2,label=\"Airbus\")\n", "ax.set(xlabel='Time [seconds]')\n", "ax.set(ylabel=('Velocity [m/s]'))\n", "ax.set(title='Whatever')\n", "ax.set(title='Aircraft velocities')\n", "ax.legend(loc=\"upper left\")\n", "\n", "plt.ylim(0,20)\n", "plt.xlim(1,3)\n", "\n", "plt.savefig('plot_4.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "We've already used subplot but only for one plot. The first two arguments, `nrows`, `ncols`, defines the number of panels. These are usually inputed as integers. In the code snipit below, we tell matplotlib that we want 2 rows and 1 column, so a 'vertical' 2 panel plot. This function returns a figure and axes object. In this example, specific names are given to the two separate axes in the figure." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Define a function\n", "def f(t):\n", " return np.exp(-t) * np.cos(2*np.pi*t)\n", "\n", "#Create some data points...\n", "t1 = np.arange(0.0, 5.0, 0.1)\n", "t2 = np.arange(0.0, 5.0, 0.02)\n", "\n", "#Lets create a plot!\n", "#the constrained layout option makes the figure fit as much of the page as possible\n", "fig, ax1 = plt.subplots(1,1, constrained_layout=True)\n", "ax1.plot(t1, f(t1),color=\"blue\", marker = \"o\",linewidth=0)\n", "ax1.plot(t1, f(t1),color=\"black\", linestyle = \"-\")\n", "ax1.set_title('subplot 1')\n", "ax1.set_xlabel('distance (m)')\n", "ax1.set_ylabel('Damped oscillation')\n", "#this is a title that is at the top\n", "fig.suptitle('This is a somewhat long figure title', fontsize=16)\n", "\n", "#ax2.plot(t2, np.cos(2*np.pi*t2),color='red',linestyle = \"--\")\n", "#ax2.set_xlabel('time (s)')\n", "#ax2.set_title('subplot 2')\n", "#ax2.set_ylabel('Undamped')\n", "\n", "\n", "plt.savefig('plot_5.png') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You've seen and have the code for many examples of other types of plots:\n", "- bar plots\n", "- histograms\n", "- box and whiskers\n", "- time series\n", "- plotting text on a figure\n", "- drawing straight lines on a figure\n", "- plotting time strings\n", "- and much more\n", "\n", "Use the codes provided to see examples. And sorry for the repetition- there are always multiple\n", "ways to accomplish plotting (and python in general)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'v plotted wind direction using the scatter function, but let's generate\n", "a scatterplot, which will get used a bunch in Chapter 4. To introduce those\n", "let's get the data used in Chapter 2e again" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " STID Date Speed Direction Gust\n", "0 WBB 2020-05-01 00:00:00-06:00 2.1 254.8 2.6\n", "1 WBB 2020-05-01 00:01:00-06:00 2.6 258.5 3.2\n", "2 WBB 2020-05-01 00:02:00-06:00 2.5 258.6 3.2\n", "3 WBB 2020-05-01 00:03:00-06:00 2.1 253.7 2.9\n", "4 WBB 2020-05-01 00:04:00-06:00 0.6 280.5 1.3\n", "... ... ... ... ... ...\n", "44635 WBB 2020-05-31 23:55:00-06:00 5.3 152.0 6.4\n", "44636 WBB 2020-05-31 23:56:00-06:00 4.1 146.9 5.1\n", "44637 WBB 2020-05-31 23:57:00-06:00 3.6 164.6 6.7\n", "44638 WBB 2020-05-31 23:58:00-06:00 5.2 159.3 7.2\n", "44639 WBB 2020-05-31 23:59:00-06:00 6.2 155.7 8.5\n", "\n", "[44640 rows x 5 columns]\n" ] } ], "source": [ "#need to parse the date string\n", "#this will be really useful later for just about any time you mess with datestrings\n", "dateparse = lambda x: datetime.strptime(x, '%Y-%m-%dT%H:%M:%S%z')\n", "#there are times with no actual values (direction blank and wind speed and gust 0)\n", "#those will get changed to NaN by the read_csv function\n", "headers = ['STID','Date', 'Speed', 'Direction', 'Gust']\n", "dtypes = {'STID': 'str','Date': 'str', 'Speed': 'float', 'Direction': 'float', 'Gust': 'float'}\n", "\n", "df = pd.read_csv('../data/wbb_may_2020.txt', parse_dates=['Date'], date_parser=dateparse, \\\n", " names=headers,dtype = dtypes,na_filter=True,skiprows=8)\n", "pd.set_option('display.float_format', lambda x: '%.1f' % x)\n", "print(df)\n", "# times are local (MDT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", "**Scatterplots:** What is the relationship between wind speed and direction? Do we see higher wind gusts from certain directions? \n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, constrained_layout=True)\n", "ax.scatter(df.Speed,df.Direction, marker='o',s=.1)\n", "plt.xticks(fontsize=12)\n", "plt.yticks(fontsize=12)\n", "plt.xlabel('Wind Speed [m/s]',fontsize=14)\n", "plt.ylabel('Direction',fontsize=14)\n", "plt.xlim(0,df.Speed.max())\n", "plt.ylim(0,360.)\n", "plt.savefig('plot_6.png') \n", "# not sure that is super informative- the wind rose is a better way to handle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# making your figures ready for publication\n", "There are many functions that allow you to make a figure look better.\n", "Here are some. Once they are defined they apply to all subsequent figures\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "#define the background \"face\" as a rgb color\n", "plt.rcParams['axes.facecolor'] = [0.95,0.95,0.95] #makes a light grey background to the axis face\n", "plt.rcParams['axes.labelsize'] = 14 #fontsize in pts\n", "plt.rcParams['axes.titlesize'] = 14 \n", "plt.rcParams['xtick.labelsize'] = 12 \n", "plt.rcParams['ytick.labelsize'] = 12 \n", "plt.rcParams['legend.fontsize'] = 12 \n", "plt.rcParams['legend.facecolor'] = 'w' \n", "plt.rcParams['savefig.transparent'] = False" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig= plt.figure(figsize=(10,10))\n", "ax = plt.gca()\n", "ax.plot(t, t, color=\"red\", linestyle = \"--\",linewidth=2,label=\"Blimp\") \n", "ax.plot(t, t**2, color=\"blue\", marker = \"o\",linewidth=0,label=\"Propeller plane\")\n", "ax.plot(t, t**3, color=\"green\", marker = \"^\",linewidth=0,label=\"737\")\n", "ax.plot(t, t**(5/2), color=\"orange\", linestyle = \"-\",linewidth=5/2,label=\"Airbus\")\n", "ax.set(xlabel='Time [seconds]')\n", "ax.set(ylabel=('Velocity [m/s]'))\n", "ax.set(title='Whatever')\n", "ax.set(title='Aircraft velocities')\n", "ax.legend(loc=\"upper left\")\n", "plt.savefig('plot_7.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Handling colors and colormaps" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['magma', 'inferno', 'plasma', 'viridis', 'cividis', 'twilight', 'twilight_shifted', 'turbo', 'Blues', 'BrBG', 'BuGn', 'BuPu', 'CMRmap', 'GnBu', 'Greens', 'Greys', 'OrRd', 'Oranges', 'PRGn', 'PiYG', 'PuBu', 'PuBuGn', 'PuOr', 'PuRd', 'Purples', 'RdBu', 'RdGy', 'RdPu', 'RdYlBu', 'RdYlGn', 'Reds', 'Spectral', 'Wistia', 'YlGn', 'YlGnBu', 'YlOrBr', 'YlOrRd', 'afmhot', 'autumn', 'binary', 'bone', 'brg', 'bwr', 'cool', 'coolwarm', 'copper', 'cubehelix', 'flag', 'gist_earth', 'gist_gray', 'gist_heat', 'gist_ncar', 'gist_rainbow', 'gist_stern', 'gist_yarg', 'gnuplot', 'gnuplot2', 'gray', 'hot', 'hsv', 'jet', 'nipy_spectral', 'ocean', 'pink', 'prism', 'rainbow', 'seismic', 'spring', 'summer', 'terrain', 'winter', 'Accent', 'Dark2', 'Paired', 'Pastel1', 'Pastel2', 'Set1', 'Set2', 'Set3', 'tab10', 'tab20', 'tab20b', 'tab20c', 'magma_r', 'inferno_r', 'plasma_r', 'viridis_r', 'cividis_r', 'twilight_r', 'twilight_shifted_r', 'turbo_r', 'Blues_r', 'BrBG_r', 'BuGn_r', 'BuPu_r', 'CMRmap_r', 'GnBu_r', 'Greens_r', 'Greys_r', 'OrRd_r', 'Oranges_r', 'PRGn_r', 'PiYG_r', 'PuBu_r', 'PuBuGn_r', 'PuOr_r', 'PuRd_r', 'Purples_r', 'RdBu_r', 'RdGy_r', 'RdPu_r', 'RdYlBu_r', 'RdYlGn_r', 'Reds_r', 'Spectral_r', 'Wistia_r', 'YlGn_r', 'YlGnBu_r', 'YlOrBr_r', 'YlOrRd_r', 'afmhot_r', 'autumn_r', 'binary_r', 'bone_r', 'brg_r', 'bwr_r', 'cool_r', 'coolwarm_r', 'copper_r', 'cubehelix_r', 'flag_r', 'gist_earth_r', 'gist_gray_r', 'gist_heat_r', 'gist_ncar_r', 'gist_rainbow_r', 'gist_stern_r', 'gist_yarg_r', 'gnuplot_r', 'gnuplot2_r', 'gray_r', 'hot_r', 'hsv_r', 'jet_r', 'nipy_spectral_r', 'ocean_r', 'pink_r', 'prism_r', 'rainbow_r', 'seismic_r', 'spring_r', 'summer_r', 'terrain_r', 'winter_r', 'Accent_r', 'Dark2_r', 'Paired_r', 'Pastel1_r', 'Pastel2_r', 'Set1_r', 'Set2_r', 'Set3_r', 'tab10_r', 'tab20_r', 'tab20b_r', 'tab20c_r']\n", "bone\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf8AAABDCAYAAACSjgwEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAMj0lEQVR4nO3df2jU9R8H8Ofnsx+3tWM6MydrQwtJ1s0lRS4hsqBZ9kdiIBSTcptRlF5FoBWWRklGEWb2wxFGOFMYayZo4NkmRT8pE7L2x8BVMrFiNrZJx23e6/uH3o/P5z6fz/34fD7n9+7zfMC48d77/X693q+72+t2t9sUEREQERGRZ6hXOgEiIiLKLzZ/IiIij2HzJyIi8hg2fyIiIo9h8yciIvIYNn8iIiKPYfMnIiLymFI3Nw+Hw4hEIm6GICIiKkrl5eWoqKhwZW/Xmn84HEZlZaVb2xMRERW1uXPnYnh42JUHAK41f6Of+BVFuXx56dUGBQoQH9N9LWlc0c+JvVphOAem+yRixl7t0MdO3k9NXaeLaZpfRuc0Pi+gGJxTXz/FdH1qvqpFfok9EutiaWjnxF4hMj5v0jkvr013Ts0+FrVNzE2tU2pMk1oY7aePqWZwvcZvNqm1VnT7pJ7FKBZ0c5Jim8xJvs0a5ayPqc/HtMaqop+iiZWYkyZm/K5pcZtPzlt/uzM9k8l6fY0srk/NJRTz6zOpEOb7JMVMPnOay8TVaHU9mOUDzdmM7meqrp5qUszYbV412V81vN+mrjWNmTJuEDN+fPP7mepQTJjM1ewXr5M2plVNVEW/v/E64/wU03Pq54yPj6OhoQGRSKSwmn8yqzug1Tf82KV5Y7OYk0Hzt46ZrvlbNUPdnCyav7Yppj7ISY3pdPNPrW3689pt/ubnTMxNd85Mmn/SGZxs/slzrZpF2jlJ+5k1f8M55jHNH4zoz5b6ADpljQvNPyWmxZnMa2wQM6Mam5wzoxonxcwgVqJ+aWJa1hiasxndz4wb3eXpWTR/VR/TqeZvETN5nRMxrWtiHdN6bvYxjWucPqab+At/REREHsPmT0RE5DFs/kRERB7D5k9EROQxbP5EREQew+ZPRETkMWz+REREHsPmT0RE5DFs/kRERB7D5k9EROQxbP5EREQew+ZPRETkMWz+REREHsPmT0RE5DFs/kRERB7D5k9EROQxbP5EREQew+ZPRETkMWz+REREHlOajyAioh+xmp3Jjll8TTG5BEQufa4oqZeXP02MIT5w+UKS5prtI4m16eYoifwSMUWTsja/2Oeq8b7xRapFfok9EutiaWjnxB4nGp9XTamR6RyjM6TU1uj60K6PZaqNaVILo/30MVWjmLqx2ENlg1orun1Sz2IUC7o5SbFN5sTPrZljdpmaj2mNVUU/RRMrMSdNTDUpX4tYKXNiIU3PZLJeXyOL61NzCcX8+kwqhPk+STGTz5zmMnE1Wl0PZvlAczaj+5mqq6ea/L0MujkGa03PCfM55vsZxIwf3/x+pjoUEyZzNfvF66SNaVUTVdHvb7zOOD/F9Jz6OePj43CTa81fROD3+zE5OakZu3R50a2wRERERcHv9xv88OwM15q/oiiYnJzEmTNnUF1d7VYYSjI+Po6GhgbWPI9Y8/xjzfOPNc+/WM0Tz/o5y/Wn/aurq3ljyTPWPP9Y8/xjzfOPNS8e/IU/IiIij2HzJyIi8hjXmr/P58OWLVvg8/ncCkE6rHn+seb5x5rnH2uef27XXBG3fpWQiIiI/i/xaX8iIiKPYfMnIiLyGDZ/IiIij2HzJyIi8pism//k5CSefvpp1NXVoaKiAosXL8aBAwcyWvv3339j7dq1mD17Nq666iosXboUX3zxRdZJe02uNf/000/x0EMPYcGCBaisrMT8+fPR1taGoaGhPGRd2OzczpNt3rwZiqKgqanJhSyLi92af/bZZ1i2bBmqq6tRVVWFQCCArq4uFzMufHZqPjAwgNbWVsyZMwd+vx/Nzc3YuXMnLl7kn2+3MjExgY0bN2L58uW45pproCgKtm7dmvF6x/qoZKm1tVVmzpwpH3zwgfT398u6desEgOzbt89yXTgclqamJqmvr5fu7m45evSorFy5UkpLS+X48ePZpuEpudZ8yZIlcv/998uePXvk+PHjsnfvXmlsbBS/3y+nTp3KU/aFKdeaJ/v555/F5/NJbW2tBAIBF7MtDnZq/tprr4mqqvLEE0/I559/LseOHZNdu3bJO++8k4fMC1euNQ+FQqKqqtx5551y8OBBCYVCsmHDBgEgwWAwT9kXpuHhYZkxY4bccccd8Xpv2bIlo7VO9tGsmv/hw4cFgHzyySea8dbWVqmrq5Pp6WnTte+++64AkG+++SY+NjU1JTfeeKMsWbIkq6S9xE7N//rrr5SxkZERKSsrk87OTsdzLRZ2ah4zNTUlixcvlmAwKMuWLWPzT8NOzX/88UdRVVVef/11t9MsKnZq3tbWJj6fTyYnJzXjy5cvl+rqalfyLRbRaFSi0aiIiPzzzz9ZNX8n+2hWT/v39fXB7/dj9erVmvH29nacPXsW33//veXahQsXYunSpfGx0tJSrFmzBj/88ANGRkayScUz7NR8zpw5KWN1dXWor6/HmTNnHM+1WNipecz27dtx/vx5bNu2za00i4qdmu/atQs+nw8bNmxwO82iYqfmZWVlKC8vR2VlpWZ85syZqKiocCXfYpH8b4yz5WQfzar5nzp1Co2NjSgt1f4/oObm5vjXrdbG5hmt/fXXX7NJxTPs1NzI6dOn8ccffyAQCDiWY7GxW/PffvsNr776Kt5//334/X7X8iwmdmr+5ZdforGxEb29vVi4cCFKSkpQX1+P5557DpFIxNW8C5mdmj/++OOIRCIIBoM4e/YsxsbGsHfvXvT19WHjxo2u5u1lTvbRrJr/6OgoZs2alTIeGxsdHXVlrZc5Wbfp6Wl0dnbC7/fjmWeecSzHYmOn5tFoFB0dHXjggQdw3333uZZjsbFT85GREQwNDSEYDCIYDOLYsWNYu3Yt3nzzTbS3t7uWc6GzU/OWlhb09/ejr68P1157LWpqatDe3o5t27bh2WefdS1nr3OyH2T9L32tnq5I91SGnbVe5kTdRASdnZ346quv0Nvbi4aGBqfSK0q51vytt97C0NAQDh065EZaRS3XmkejUUxMTGD//v148MEHAQB33XUXLly4gB07duDll1/GggULHM+3GORa859++gmrVq1CS0sLdu/ejaqqKvT392Pz5s0Ih8N48cUX3UiX4Fwfzar5X3311YaPLM6fPw8Aho9InFjrZU7UTUSwbt06dHd34+OPP8bKlSsdz7OY5FrzP//8Ey+99BK2b9+O8vJyjI2NAbj0jEs0GsXY2Bh8Pl/K66Rk/3vLuXPncM8992jGV6xYgR07duDEiRNs/gbs1PzJJ59EbW0t+vr6UFJSAuDSAy5VVbF161a0tbXh+uuvdydxD3Oyj2b1tP+iRYswODiI6elpzfgvv/wCAJbvZV60aFF8XrZrvcxOzYFE4//oo4/w4YcfYs2aNa7lWixyrfnp06fx33//4amnnkJNTU384+uvv8bg4CBqamrw/PPPu55/IbJzOzd6DRS4dNsHAFXl3zIzYqfmJ0+exC233BJv/DG33norotEoBgcHnU+YnO2j2bw14MiRIwJADhw4oBm/995707415L333hMA8t1338XHpqamJBAISEtLSzZpeIqdmkejUens7BRFUaSrq8vtVItGrjX/999/ZWBgIOXjpptukvnz58vAwIAMDQ3l4wgFx87tfPfu3YbvTQ8Gg6Kqqvz++++u5Fzo7NT8uuuuk6amppQ5L7zwggCQkydPupJzscn2rX5O9tGc/shPTU2NdHV1SX9/vzz66KMCQLq7u+NzOjo6pKSkRHOnC4fDEggEpKGhQfbt2yehUEhWrVrFP/KTgVxrvn79egEgHR0d8u2332o+Tpw4cSWOUjByrbkRvs8/M7nWPBKJyM033ywzZsyQt99+W0KhkGzatElKSkpk/fr1V+IoBSPXmu/cuVMAyIoVK+TgwYNy9OhR2bRpk5SWlsrdd999JY5SUI4cOSI9PT2yZ88eASCrV6+Wnp4e6enpkQsXLoiI+3006+Y/MTEhwWBQ5s6dK+Xl5dLc3Cz79+/XzHnkkUcEgAwPD2vGz507Jw8//LDMmjVLKioq5LbbbpNQKJRtCp6Ta83nzZsnAAw/5s2bl99DFBg7t3M9Nv/M2Kn56OioPPbYY1JbWytlZWVyww03yBtvvCEXL17M4wkKj52a9/b2yu233y6zZ8+WqqoqCQQC8sorr6T84R9KZfW9OVZnt/uoInL5hTEiIiLyBP4mDBERkcew+RMREXkMmz8REZHHsPkTERF5DJs/ERGRx7D5ExEReQybPxERkcew+RMREXkMmz8REZHHsPkTERF5DJs/ERGRx/wPCkyLzDDPmc0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "brg\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "bwr\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "cool\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "coolwarm\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "copper\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "cubehelix\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "flag\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "gist_earth\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "gist_gray\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#colormaps- there are many!\n", "print(plt.colormaps())\n", "\n", "#function to plot one colormap\n", "def plot_colorMaps(cmap):\n", " import matplotlib as mpl\n", " fig, ax = plt.subplots(figsize=(6,0.3))\n", " col_map = plt.get_cmap(cmap)\n", " mpl.colorbar.ColorbarBase(ax, cmap=col_map, orientation = 'horizontal')\n", " plt.show()\n", " \n", "#loop over the first few. Try them all??\n", "for cmap_id in plt.colormaps()[40:50]:\n", " print(cmap_id)\n", " plot_colorMaps(cmap_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", "\n", "# Want more practice!?\n", "\n", "Check out the following webpages:
\n", "https://matplotlib.org/2.0.2/users/pyplot_tutorial.html
\n", "https://www.datacamp.com/community/tutorials/matplotlib-tutorial-python
\n", "https://pythonprogramming.net/matplotlib-python-3-basics-tutorial/
\n", "https://www.w3schools.com/PYTHON/matplotlib_intro.asp
\n", "https://www.johnny-lin.com/pyintro/ed01/free_pdfs/ch09.pdf
\n", "https://pandas.pydata.org/pandas-docs/stable/user_guide/visualization.html
\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 4 }