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A jupyter notebook demonstrating inset plots, subplots, and twin yaxis plots in Matplotlib.
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MPLSubplots.ipynb
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"import numpy as np\n",
"import matplotlib.pylab as plt\n",
"%config InlineBackend.figure_format='svg'\n",
"%matplotlib inline\n",
"plt.style.use('ggplot')"
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"## Table of Contents\n",
"\n",
"* Extracting Colors from Style Sheet\n",
"* Subplots\n",
"* Inset Plots\n",
"* Plots with twin yaxes"
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"Let us create a couple of simple functions over the range $0 \\leq x \\leq 2 \\pi$.\n",
"\n",
"\\begin{align*}\n",
"f(x) & = \\dfrac{1}{4} \\sin^2 x \\\\\n",
"g(x) & = x e^{-2x}\n",
"\\end{align*}"
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"x = np.linspace(0,2*np.pi)\n",
"fx = 0.25* np.sin(x)**2\n",
"gx = np.exp(-2*x) * x"
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"## Extracting Colors from Style Sheet"
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"One can extract the colors from the default color scheme from the style sheet being used (ggplot here).\n",
"\n",
"This way, I don't use gaudy reds and blues (classic scheme) when I want to specify a color."
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"[{'color': '#E24A33'},\n",
" {'color': '#348ABD'},\n",
" {'color': '#988ED5'},\n",
" {'color': '#777777'},\n",
" {'color': '#FBC15E'},\n",
" {'color': '#8EBA42'},\n",
" {'color': '#FFB5B8'}]"
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"list(plt.rcParams['axes.prop_cycle'])"
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"# extract two colors scheme from \n",
"c1=list(plt.rcParams['axes.prop_cycle'])[0]['color']\n",
"c2=list(plt.rcParams['axes.prop_cycle'])[1]['color']"
]
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"source": [
"In matplotlib 2.0, there is an [easier process](https://matplotlib.org/users/colors.html) to use default colors."
]
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"## Subplots"
]
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"source": [
"Using Matplotlib objects, we can exercise control over plot elements. Using the subplots class, we can easily manage standard layouts, figure size etc."
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"# Stack vertically\n",
"fig, ax = plt.subplots(nrows=2, ncols=1, sharex=True, figsize=(4,7))\n",
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"source": [
"Now let us stack the plots horizontally, adjust one of the axes a little, and use a common title on top."
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"fig, ax = plt.subplots(nrows=1, ncols=2, sharey=True)\n",
"\n",
"# plots\n",
"ax[0].plot(x, fx)\n",
"ax[1].plot(x, gx, c2)\n",
"\n",
"# labels\n",
"ax[0].set_ylabel('f(x)')\n",
"ax[0].set_xlabel('x')\n",
"ax[1].set_ylabel('g(x)')\n",
"ax[1].set_xlabel('x')\n",
"\n",
"# adjust right subfigure axes location\n",
"ax[1].yaxis.tick_right()\n",
"ax[1].yaxis.set_label_position(\"right\")\n",
"\n",
"# figure settings\n",
"fig.suptitle('These are some functions', fontsize=16)\n",
"fig.tight_layout()\n",
"fig.subplots_adjust(top=0.85) # tight_layout ignores overall titles (current bug)"
]
},
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"cell_type": "markdown",
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"deletable": true,
"editable": true
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"source": [
"## Inset Plots"
]
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