{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Module 9** \n",
"**ATMOS 5340: Environmental Programming and Statistics** \n",
"**John Horel and Derek Mallia** \n",
" \n",
"\n",
" \n",
"\n",
"> # Announcement: \n",
"> Your 6th programming assignment on 2D and map plotting will be due in 2 1/2 weeks.\n",
"\n",
"> # Today's Objective \n",
"> Introduction to 2D plotting with Python using the Matplotlib library \n",
"> Create simple 2D plots \n",
"> Adjust plotting elemements of 2D plots \n",
"> Working with different 2D plot types (contour, color-filled contour, & vector maps) \n",
"
\n",
"In addition to todays lecture, it is highly recommended that you review **Chapter 12 of the DeCaria text**\n",
"
\n",
"Before starting: Make sure that you open up a Jupyter notebook session using OnDemand so you can interactively follow along with today's lecture!\n",
"
\n",
"Today's juypter notebook lecture can be grabbed from my Atmos 5340 directory on CHPC:
\n",
"*/uufs/chpc.utah.edu/common/home/u0703457/public_html/dereks_homepage/Atmos_5340/scripts*\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Contour plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Contour plots are usually employed to display 2D data such as those from numerical weather prediction models. Usually, this data is provided to the contour plotting function as a 2D array. Contour plots are created using the pyplot.contour function `pyplot.contour()` or through the `axes.contour()` method. In reality, this is not that much different than creating a 1D plot... \n",
" \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we can make some plots, lets grab some sample data that we can play around with. Open up a linux terminal and copy the following files into your working directory. In addition, maybe it would be good to create a working directory specifically for todays lecture.\n",
"
\n",
"Copy the following files:\n",
" \n",
"*/uufs/chpc.utah.edu/common/home/u0703457/public_html/dereks_homepage/Atmos_5340/class_files/heights.npy*\n",
"*/uufs/chpc.utah.edu/common/home/u0703457/public_html/dereks_homepage/Atmos_5340/class_files/uandv.npz*\n",
" \n",
" \n",
"Once you do this, we should be ready to make some slick looking plots! First, lets import some libraries.\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"#Lets load our predefined python array object 'heights.npy'\n",
"z = np.load('../class_files/heights.npy')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[5799.26961438, 5796.136432 , 5792.98405688, ..., 5583.64448315,\n",
" 5580.70673617, 5577.75929487],\n",
" [5801.64740373, 5798.49072155, 5795.31146009, ..., 5586.08841747,\n",
" 5583.16165493, 5580.22348753],\n",
" [5803.96796342, 5800.78455427, 5797.57471426, ..., 5588.48420562,\n",
" 5585.56993598, 5582.64231603],\n",
" ...,\n",
" [5795.02591473, 5792.0258623 , 5789.02580231, ..., 5579.0260623 ,\n",
" 5576.02608681, 5573.0261075 ],\n",
" [5797.4931281 , 5794.49309031, 5791.49304708, ..., 5581.49323446,\n",
" 5578.49325212, 5575.49326703],\n",
" [5799.99985139, 5796.99982429, 5793.99979329, ..., 5583.99992766,\n",
" 5580.99994033, 5577.99995102]])"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"z"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"(101, 75)\n",
"Max value =5818.788996625898\n",
"Min value =5475.841476545013\n",
"Mean value =5656.427301628287\n"
]
}
],
"source": [
"#Lets look at our data quickly and see what we are working with!\n",
"print(type(z))\n",
"print(z.shape)\n",
"print('Max value ='+str(np.max(z)))\n",
"print('Min value ='+str(np.min(z)))\n",
"print('Mean value ='+str(np.mean(z)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks like we are working with a 2D numpy array with 101 rows and 75 columns. With values ranging between 5656.42 and 5818.78. Lets see what this data looks like visually using the `plt.contour()` function! In this example, the array will also be transposed before contouring as this data sets first dimension is for columns, and the second is for rows. This is opposite of how matplotlib interprets the ordering of rows vs. columns."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.contour(np.transpose(z))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If a single arguement is fed into the `plt.contour` function, the x and y axes are assumed as \n",
"being consecutive integers that span the length of our array `z` dimensions (0-100 & 0-74). \n",
"In most case, 2D data sets often contain information about our axes, else the data would be rather \n",
"useless. For the pruposes of this example, lets assume our array has a grid spacing of 10 km, \n",
"with the lower left corner of our being positioned at 0 km. \n"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"x = np.arange(0,z.shape[0])*10 #1D array of x values\n",
"y = np.arange(0,z.shape[1])*10 #1D array of y values"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Now lets plot up our data again... Also lets add some labels!\n",
"plt.contour(x,y,np.transpose(z))\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Neat! What do you think we are looking at?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 4th argument for `plt.contour()` can be used to specify the number of evenly spaced contours (which are automatically defined by matplotlib):"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.contour(x,y,np.transpose(z),2)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.contour(x,y,np.transpose(z),20)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While we just made some cool looking contour plots, we have only just scratched the surface on the 2D plotting options available when using matplotlib! For example:"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Lets add some labels to our contour lines, in addition \n",
"#to manually specifying the contours we want to plot, along \n",
"#with the color and contour line style.\n",
"\n",
"contour_l = plt.contour(x,y,np.transpose(z),\n",
" levels = range(5400,6000,60),\n",
" colors='black',linestyles='--')\n",
"plt.clabel(contour_l,fmt='%.0f',inline=True)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are other ways we can control contour plot labels \n",
">- `fontsize`: This is a point value for the size of contour labels\n",
">- `colors`: Specifies the color of our labels and is provided as a string.\n",
">- `inline_spacing`: Numerical value that specifies the number of pixels to leave blank surrounding in-line contour labels\n",
">- `rightside_up`: A boolean value that determines whether labels can be placed upside down. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What happens if we set inline to false? What happens if we don't specify a color? Play around with this for a few minutes and see what happens!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Matplotlib also has options for displaying data as an array of pixels with \n",
"different colors based on the value within the pixel. This is potentially a \n",
"good way to plot particurly noisey data sets, which exhibit extreme variability \n",
"(like anthroponenic emissions). Sometimes it takes a little trial and error to \n",
"determine the best method for plotting a specific data set!\n",
"
\n",
"In the example below is the same data we plotted above, but using the `plt.pcolormesh()`\n",
"function instead of `plt.contour()`: "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.pcolormesh(np.transpose(z[::5,::5]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For pcolormesh plots, you can also define the edges of gridcells by defining the edgecolor arguement:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.pcolormesh(np.transpose(z[::5,::5]),edgecolors = 'black')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Similar to a pcolormesh plot, we can also add colors to contour plots using \"color-filled contours\". To call color-filled contours, we simply evoke the `plt.contourf()` function, which should not to be confused the contour only function `plt.contour()` that we went overly earlier. An example of the `plt.contourf()` function in action can be seen below:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Now lets plot up our data again... Also lets add some labels!\n",
"plt.contourf(x,y,np.transpose(z))\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also change our color table that we are using (default) to something a bit more \n",
"exciting by using the cmap arguement within the `plt.contourf()` argument 'cmap':"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.gist_earth #Lets define a color map\n",
"plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"or..."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Oranges\n",
"plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Matplotlib even gives you the ability to overlay different plots on top of each other. \n",
"For example, what if I wanted both a contour and a color-filled contour map?"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Oranges\n",
"cf = plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"cl = plt.contour(x,y,np.transpose(z),15,colors='black')\n",
"plt.clabel(cl,fmt='%.0f',inline=True)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While a tad redundant in this case, we can also add a color bar...."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Oranges\n",
"cf = plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"cl = plt.contour(x,y,np.transpose(z),15,colors='black')\n",
"cb = plt.colorbar(cf)\n",
"cb.set_label('meters')\n",
"plt.clabel(cl,fmt='%.0f',inline=True)\n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looking pretty spiffy, right? 😎 👌 \n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we've gone over a bunch of plotting options, lets see what kind of contour maps \n",
"you can come up with! For the next 10 minutes, go ahead and play around our python numpy array \n",
"of Geopotential heights and show me what you can come up! Have your plot match your personality \n",
"and style! For example, my favorite color is green, so I would totally run with a green themed \n",
"contour plot. If you are brave, you could even come up with your own numpy array to show off!"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Greens\n",
"cf = plt.contourf(x,y,np.transpose(z),15,cmap = cmap)\n",
"cl = plt.contour(x,y,np.transpose(z),15,colors='darkgreen')\n",
"cb = plt.colorbar(cf)\n",
"cb.set_label('meters')\n",
"plt.clabel(cl,fmt='%.0f',inline=True) \n",
"plt.xlabel('km')\n",
"plt.ylabel('km')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"## Vector, wind barbs, and streamline maps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition to making contour maps, Python also has the ability to create two-dimensional \n",
"plots of vector quantities such as winds. Data representing a vector field can be plotted \n",
"using the `plt.quiver()` function. Unlike the `plt.contour()` function, we will need to supply \n",
"and x and y component to plot our vector field (technically, u and v components for wind). \n",
"
\n",
"The `plt.quiver(x,y,u,v,mag)` function has the following arguments:\n",
">- `x`: An array of x coordinates that represents the location of our vector.\n",
">- `y`: An array of y coordinates that represents the location of our vector.\n",
">- `u`: An array of the x-components of our vector field.\n",
">- `v`: An array of the y-components of our vector field.\n",
">- `mag`: Optional argument for defining the magnitude of our vector. If this is included, vectors are also plotted as colors that represent different magitudes. If this is omitted, vectors are plotted with the same color.\n",
">- `pivot`: denotes where the tail of the arrow is drawn relative to the data point and is provided as a string (`tip`,`middle`,`tail`).\n",
"
\n",
"\n",
"As a starting point lets load up some data!\n",
"
\n"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"#Read in our data. Will load gridded geopotential height data and wind data. \n",
"z = np.transpose(np.load('../class_files/heights.npy'))\n",
"V = np.load('../class_files/uandv.npz')\n",
"x = np.transpose(V['x'])\n",
"y = np.transpose(V['y'])\n",
"u = np.transpose(V['u'])\n",
"v = np.transpose(V['v'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" \n",
"Ok, lets try plotting up our wind data as a starting point....\n",
"
"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.quiver(x,y,u,v,pivot='middle')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks like a wind field! Lets play around with a few things, for example, \n",
"lets set something for the `mag` argument:\n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Streamlines:** Finally, we also have the streamline function `plt.streamplot()` at our disposal for plotting wind fields as stream lines. Like the `plt.barbs()` and `plt.quiver()` functions, we need arguments for both x and y- components of our vector:\n",
"
\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmap = plt.cm.Blues #Define a color map\n",
"wspd = np.sqrt(u**2 + v**2) #Compute our wind speed \n",
"#Make our plot...\n",
"cf_wspd = plt.contourf(x,y,wspd,10,cmap = cmap)\n",
"plt.streamplot(x,y,u,v,density=1,color='black')\n",
"cb = plt.colorbar(cf_wspd,orientation='horizontal')\n",
"cb.set_label('kts')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note how we also changed the position of the color bar to horizontal in this example..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
\n",
"## Aspect ratio"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we wrap up basic 2D plotting, its worth noting that the programmer \n",
"also has the ability to change the aspect ratio of plots. For example in the maps above,\n",
"our plots our longer in width than height since our axes run from 0 to 70 (y) and 0 to 100 (x). \n",
"Unsurprisingly, this results in a plot that is longer in width, and shorter in height. \n",
"Fortunately, we can control this behavior by using the axes.set_aspect() method, which \n",
"requires a single argument provided as a string:\n",
">- `auto`: Default setting\n",
">- `equal`: Forces x and y axes to have equal length when being physically plotted.\n",
">- `num`: Set as either an integer or floating number which represents the aspect ratio of\n",
" y/x\n",
"\n",
" \n",
"Lets looks at a few examples.."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"