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AstronomicalData/07_plot.ipynb
2020-12-29 14:11:29 -05:00

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{
"cells": [
{
"cell_type": "raw",
"metadata": {},
"source": [
"---\n",
"title: \"Visualization\"\n",
"teaching: 3000\n",
"exercises: 0\n",
"questions:\n",
"\n",
"- \"How do we make a compelling visualization that tells a story?\"\n",
"\n",
"objectives:\n",
"\n",
"- \"Design a figure that tells a compelling story.\"\n",
"\n",
"- \"Use Matplotlib features to customize the appearance of figures.\"\n",
"\n",
"- \"Generate a figure with multiple subplots.\"\n",
"\n",
"keypoints:\n",
"\n",
"- \"The most effective figures focus on telling a single story clearly and compellingly.\"\n",
"\n",
"- \"Consider using annotations to guide the readers attention to the most important elements of a figure.\"\n",
"\n",
"- \"The default Matplotlib style generates good quality figures, but there are several ways you can override the defaults.\"\n",
"\n",
"- \"If you find yourself making the same customizations on several projects, you might want to create your own style sheet.\"\n",
"\n",
"---\n",
"\n",
"{% include links.md %}\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualization\n",
"\n",
"This is the seventh in a series of notebooks related to astronomy data.\n",
"\n",
"As a continuing example, we will replicate part of the analysis in a recent paper, \"[Off the beaten path: Gaia reveals GD-1 stars outside of the main stream](https://arxiv.org/abs/1805.00425)\" by Adrian M. Price-Whelan and Ana Bonaca.\n",
"\n",
"In the previous notebook we selected photometry data from Pan-STARRS and used it to identify stars we think are likely to be in GD-1\n",
"\n",
"In this notebook, we'll take the results from previous lessons and use them to make a figure that tells a compelling scientific story."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Outline\n",
"\n",
"Here are the steps in this notebook:\n",
"\n",
"1. Starting with the figure from the previous notebook, we'll add annotations to present the results more clearly.\n",
"\n",
"2. The we'll see several ways to customize figures to make them more appealing and effective.\n",
"\n",
"3. Finally, we'll see how to make a figure with multiple panels or subplots.\n",
"\n",
"After completing this lesson, you should be able to\n",
"\n",
"* Design a figure that tells a compelling story.\n",
"\n",
"* Use Matplotlib features to customize the appearance of figures.\n",
"\n",
"* Generate a figure with multiple subplots."
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": [
"remove-cell"
]
},
"source": [
"## Installing libraries\n",
"\n",
"If you are running this notebook on Colab, you can run the following cell to install the libraries we'll use.\n",
"\n",
"If you are running this notebook on your own computer, you might have to install these libraries yourself. See the instructions in the preface."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"tags": [
"remove-cell"
]
},
"outputs": [],
"source": [
"# If we're running on Colab, install libraries\n",
"\n",
"import sys\n",
"IN_COLAB = 'google.colab' in sys.modules\n",
"\n",
"if IN_COLAB:\n",
" !pip install wget"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Making Figures That Tell a Story\n",
"\n",
"So far the figure we've made have been \"quick and dirty\". Mostly we have used Matplotlib's default style, although we have adjusted a few parameters, like `markersize` and `alpha`, to improve legibility.\n",
"\n",
"Now that the analysis is done, it's time to think more about:\n",
"\n",
"1. Making professional-looking figures that are ready for publication, and\n",
"\n",
"2. Making figures that communicate a scientific result clearly and compellingly.\n",
"\n",
"Not necessarily in that order."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start by reviewing Figure 1 from the original paper. We've seen the individual panels, but now let's look at the whole thing, along with the caption:\n",
"\n",
"<img width=\"500\" src=\"https://github.com/datacarpentry/astronomy-python/raw/gh-pages/fig/gd1-5.png\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise\n",
"\n",
"Think about the following questions:\n",
"\n",
"1. What is the primary scientific result of this work?\n",
"\n",
"2. What story is this figure telling?\n",
"\n",
"3. In the design of this figure, can you identify 1-2 choices the authors made that you think are effective? Think about big-picture elements, like the number of panels and how they are arranged, as well as details like the choice of typeface.\n",
"\n",
"4. Can you identify 1-2 elements that could be improved, or that you might have done differently?"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Solution\n",
"\n",
"# Some topics that might come up in this discussion:\n",
"\n",
"# 1. The primary result is that the multiple stages of selection \n",
"# make it possible to separate likely candidates from the \n",
"# background more effectively than in previous work, which makes \n",
"# it possible to see the structure of GD-1 in \"unprecedented detail\".\n",
"\n",
"# 2. The figure documents the selection process as a sequence of \n",
"# steps. Reading right-to-left, top-to-bottom, we see selection \n",
"# based on proper motion, the results of the first selection, \n",
"# selection based on color and magnitude, and the results of the \n",
"# second selection. So this figure documents the methodology and \n",
"# presents the primary result.\n",
"\n",
"# 3. It's mostly black and white, with minimal use of color, so \n",
"# it will work well in print. The annotations in the bottom \n",
"# left panel guide the reader to the most important results. \n",
"# It contains enough technical detail for a professional audience, \n",
"# but most of it is also comprehensible to a more general audience. \n",
"# The two left panels have the same dimensions and their axes are \n",
"# aligned.\n",
"\n",
"# 4. Since the panels represent a sequence, it might be better to \n",
"# arrange them left-to-right. The placement and size of the axis \n",
"# labels could be tweaked. The entire figure could be a little \n",
"# bigger to match the width and proportion of the caption. \n",
"# The top left panel has unnused white space (but that leaves \n",
"# space for the annotations in the bottom left)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting GD-1\n",
"\n",
"Let's start with the panel in the lower left. The following cell reloads the data."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from wget import download\n",
"\n",
"filename = 'gd1_merged.hdf5'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"selected2 = pd.read_hdf(filename, 'selected2')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"def plot_second_selection(df):\n",
" x = df['phi1']\n",
" y = df['phi2']\n",
"\n",
" plt.plot(x, y, 'ko', markersize=0.7, alpha=0.9)\n",
"\n",
" plt.xlabel('$\\phi_1$ [deg]')\n",
" plt.ylabel('$\\phi_2$ [deg]')\n",
" plt.title('Proper motion + photometry selection', fontsize='medium')\n",
"\n",
" plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here's what it looks like."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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zsmqX+SrD0GSzz1qpMnARkWsCPg8cknp+CPA54GDga3nLGcZ00kknhZlZkXbv3h1zc3Oxe/fukXqvIszNzcXhhx8ec3NzfXuPVm2S9/3rZezatStX+6bL3b17d8zOzsbs7Gxl+qXMitpnev2sZK0/jM8fsCWyYrGsmZkLwp3Ak1LPD6J2ZynALXnLGcbkoM3MijaIwGQY75UlfdDKcwAr8iDXTVn9OvCmy5ibm4slS5bEkiVLhtYvo6SofabXz8qwP2t1RQRtfwFsBd6VTFuAC4BFwBV5yxnG5KDNLFsnX5RVy/a0048z8n4ZdhCUPpD1clDr9b17UfTBuNtM26h9jsqm2/btNOvabz0HbbUyOAk4F3g7sLyTdYc5OWgzy9bJgawsZ6BFGbXtaabxINbNdrfKtHVykOz1vXuxa9euWLt2bezatWuogdMo7nejEIiWrV+KyLQJWAVckDw/Bjg57/rDnBy0mWUrY6atzO9TtoNTnvo0HozSwUsRmh3sOhmiHES7FpUt7FXZ9qEilC3g6UbZ+qWIoO0jwIdT17E9Fbgp7/rDnBy0mVVHmQ8Aeeo2yC//buqTtU4vdW62buNF+63Kn52djSVLlsTs7GzH799NPct2gK46t2fxigjatiZ/b0nNuzXv+sOcHLSZlUOeLE+rA8CwDw7dZLaGXZ9W69Svy5qeno7Jyclc2bL0a+lruloNm7Zrk3rQNjMz0/f+Ldu1S2ZZigjabgCemAreJst+12h9ctBm1r1O7hZsdyBcu3ZtSIq1a9d2VY+1a9dmBhe91L2T5epaBZ9VCgrqd0AuXrw41q5d2zJb1mzd+t2TrZZtNyxab6uZmZmOMm693Niwdu3aoWR0h33iYdVQRNB2OjADfBe4CPg68Nq86w9zctBm1p28gVLeA2GzYCdvBmtycjIzuGhXr3YH5k6zY/Xgc3p6umm9B5lx6/Y6tXZ3QLYKQNtl2vJobKNOh0nr68/Ozua+Vq7dNg3y2rp+GEZQ6EC0eEXdPfo84Oxken4n6+Ys/+VJMHg38GcZrwtYl7x+G3BinnIdtPXGH8jR0knmbHZ2dl+g1Cpz1Gt2Kc/F8p1kzerBRN76pMvOEwDt3LkzVq9eHRs2bOg4u9QPeTOY3Q49N/ZPUduWNaTayc9opPfTrH5oDOra7Q+DCLTz3qDRbRtnndz0e1/spt2qeFwZZJ27DtqA81pN7dbPOyVDr/cAvwA8CbgVOLZhmVcC1ybB24uAG/KU7aCtN2W+MHwUdHqgaly31+xGY1n1oGVycnK/DEazC8t7va4q4vEgbefOnTE3NxfT09P7gpB25Te2X+OwXdb7tap/ngAoK8OTFbjW6zYzMxMzMzMdByO9DNdmlZGVyWoX+GSV1e13Qp7gpHE/a/XZaNxvmmXa6tvWKhOc7qtB/5eDrP2p20Ao6xrFbrLUnSjye6jMBlnnXoK2+o/pXgl8E7g4mb4BfKLd+nkn4MXA51PP3wm8s2GZjwF/kHr+deDp7cp20Nabsp0RlaE+RdYhK8jIW4dOr/Gqr5dV9/oBvf6F3/gFn14vfZDp5jqzdFBYP8gsXbo0Vq9eHZOTkzEzM7MvCJmdnY3FixfH9PR00yxQuv3SB/qdO3fG2rVrY8OGDftd6D4zM7OvzMbrqLq5WSK9Tem/9TZdtGhRLFq0qGUg2bhNvR4cssrICtrq8zZs2NA28GuXUW33ucgK/NPBYqsAPCtblg6wGwPxmZmZmJ6e3u932Vpl2up1awzsWgWa7TJ3jdvTrH3q89P7Yjcnc1nBX738Ir8rilCG7/FOVSLTFo8HSHPAoannhwKfy7t+jvJPSweBwBuBv2pY5mrg11LPv5DnR34dtI2WMpyhFVmHbjNtc3Nz+wKdIn5zK+sOvmYHp/QBd3JyMqanp3PXP33WX3/PxYsX7wvYGoPF2dnZWLRoUSxevDjzwF4/QF9wwQWxZs2a/dqiflA/9dRT9wVphx9+eExPT+8rc3p6uuefm0hvU2Omsp692bhx474gor5Os5/eqAebvfRr3iG3dLDeWJ/GOrbb75tlY+vSmbF22dx6fevtlz6ZqAcmMzMzsWbNmn3ZsfTvsC1atCgkxerVq3MFl8329axtbgzwsjKuWVnfdu3X+Blslf3M2p76SU7WZ7Fq2bAqBnVFKiJouws4KPX8IOCuvOvnKP+1GUHbhxqWuSYjaDupSXlnUvtXW1uOOeaYPjRpNYzijt/JNuVdttN2SgcOw7pLMOvsuZftqB9Id+zYsd81bPUgJyuwycoQNL6WdfBIt12r4cPGIav6QX/x4sX7Za3SB+n0zQG7du2K1atXx2GHHRarV6/et207d+5s2X/dtGNWUJs+iDe2UdZ7NMv2tOu7Tve9rPrlaYd2gWBjwNJ4PWR6mLJdNjctfYJSHwptHPJMZ+JmZ2djw4YNccYZZ8RTnvKUA/bbToKRVttc/8zMzMxk/nDvrl279mVzszJtzZ7Xt63ZDRaN0u+ZFfh2+/3U6+egF0WfGFftOFhE0HZ+cp3Zhclw6bbG4cteJg+P9q7VQWCYWaksg/oQ5d3+btqpXUBTpMYz6XQQ0y4r0Kqt05mA+nacccYZ+4KfdMCRHqJsLDNr2K3ZUE1WPdMH+HT5jZmG+nKNmb16tm3NmjWxZs2aAwLZepBQz+bl3R/yHjTzlFVv36xhyLpWAVRWud3+w/IivxealZVu93pgVR/2bnYNWjNZJyjNrmdL16fZ3ah5s5Dt1snaT9LLtbsbtlXbdXNDRt7PZi/afZ+UMdAq63GwlaLuHj2R2v8ePRc4oZN1c5S9ALgXeGbqRoQXNCzzmw03ItyYp+xxCdo6PWA3U8SHpVUZWV/ARdUtT2agk+Xy1KUxoOm03nnqmM7ALFmyJBYuXBgLFy484D2ztqtZNm7nzp0xPT0dGzZs2BcILlmyJC644IJYtGhRzMzM7Ffu2rVr92U70pmFZgeYZoFXnno2C5ry7FdLly7NzOA0ey2rnMYhuayDat79pTEQS99k0U15jfVsle3t5/6fp+6N2553uC/P+7QKeJoFMK20O7A3nlhk1alRqxs/2tWvqECj6KCtVb3KmtEqa71aKSRo6/eU3B36jeQu0vOTeWcBZyWPRe1fad0DbM9zPVuMUdBW1I5ZxJdFqzKaZUuKqFs/M2vN5AlC27VH42v1Yb2lS5fuF7jVM21r1qzZ7zqvVtvZeKCpv9/q1av3Cx7SmYtmQdjq1asD2G8Isl1b5t0vmx3M8q6fta1Z5TdmKxuXTQfIzcrLEzA0k3WjQ6/7Y7MD8zA+D60UefAs+kCc54SwiB93ztvWRW3foNtplA1y23u5e3RrEcsMcxqXoK2VTg6c7dLyecrKc/bdzVl3p5m2VuV0ez1Q1nv1Uq+s1+oX0GddRN2s/s1+9qFxuXSmLb18+mDS7MDSy++ndavog9zc3Ny+OzqzhhYbs0N5+6yTujaW1eu+2MkwYLM6jPKBuEwB0Ki39Sgb1MlNRG9B20+o/ZBts2k78G/tyhnm5KCt2DPuotLtwz6gpLc1z4G61fpF6+YX7pv9vlg3QU+Zzs77UZe8v8fV6Xs3Lp9n/SL2o3EKBLrZ1kEebHvV6QmeDU5VMm3PyDEd1a6cYU79Dtp67chB7Ah5s2PNsjLp9Yq+RqKdxi/cfpw1p4fEermrrNv3b/ZanmuVmmXOmi3ba1anm22q0kEzrdd651nfB+LOdJvNrEobt9q+YX6OqtSGRRj29lbimrZ+Tf0O2gbxxT4IWfXImldE1qSTjFbj+2VlyIoI4PJmX5rVq1N5vpybBZF5hjKbvWe3P+Sbd+ix22u9yqgKJ2TjZtTbtKyZtrIcpwZl2NvroK2P+vXFPugPaNb7FV2HdsFIp9cTFfnB6jTg6DWLUnSmLW+g2e0P+Q7y4mkza2+Qn7dx+2wPe3sdtFXQsCP9PLq95qdZMNLpMGWRH6xOg7NBXa9UBt2087C/9MxG3Sh8v/h7IpuDtgqqws5c1JdGYzA3rP8y0KpuvQwHl2E7Bm0UDihmw5L3OuSqf7/4eyJbs6BNtdfyk7QSeB3w4YjYJunMiLiso0IGbPny5bFly5ZhV2Mk7dmzh/n5eaamppiYmOi6nE2bNrFq1SrWr1/PypUrC6yhDUtR+4bZOBqX70R/T2STdHNELD9gfhdB20bgD4E/B2aB0yLirYXUsk8ctJXfI488wrp16zjnnHNYuHDhsKtjZjZUDmbGW7Og7QldlLUjInZGxB8DpwIv7Ll2NvY2b97MpZdeyubNm4ddFTMbkj179rBp0yb27Nkz7KoM3cTEBCtXrnTAZvvpKGiT9CTgi/XnEfFnwN8WXSkbP1NTU6xfv56pqalhV8V64IOu9WJ+fp5Vq1YxPz8/7KqYlVLuoE3SucD3gA9IulPS2wAi4kP9qpyND59VjgYfdK0XPnkza61t0Cbpg5LOAM4Fnh8RRwK/Dhwr6T39rqCZVYcPutYLn7zVOGNdjFFsxzyZti8BzwaWAv8iaSvwfuAe4PWSlvSvemZWJT7omvWuyhnrMgVKVW7HZtoGbRGxMSIuAK4HXg2sAD4F7AWeBsxLuruvtTQzs4Er0wF4nFQ5Y12mQKnK7dhMJzcinA2sBy4GTgCOA7ZHxPHAscVXzYrmL2Az60SZDsDjpMoZ6zIFSlVux2ZyB20R8U3gV4F/AA4GbgNek7y2uy+1s0L5C9jMOlGmA7BVwzADpazExKglKzr6yY+I2B0R10TERRHxoYj4Qb8qZsXzF7CZdWIUMxU2urISE6OWrOjmx3ULJ+n9ku6SdJukjc1ubpB0n6TtkrZJ8r846JC/gM0Mqpt9qGq9bTCyEhN5khVV2q9KEbQBm4DjIuKXgW8A72yx7Esj4visf+9gZmbtVTX7UNV6F6VKwcUwZCUm8iQrqrRflSJoi4i5iNibPL0eOGqY9TEzG2VVvVSiqvUuSpWCiyqp0n7V8T+M7zdJ/wT8fUSsz3jtW8APgAA+FhGX5SnT/zDezMyqblz+ify4bGcrRf7D+G4rcJ2k2zOmV6eWOZ/a779d0aSYUyLiROAVwNmSfr3F+50paYukLTt27Ch0W8zMzPqtcTh0XK5L7jWjOMrDyAML2iJiRUQclzF9FkDSm4DfAk6PJum/iHgg+fsgsBE4ucX7XRYRyyNi+eTkZPEbZGZm1kejNhyaN5jqdbhy1NotrRTXtEl6OfCnwKsi4pEmyyySdGj9MXAqcPvgammjfPZiZlY2WcFLlb+H8wZTvWYUq3SNWqdKEbQBfwUcCmxKfs7jowCSjpA0myzzc8BXJd0K3AhcExGfG051x1M/z16q/EVkZtYPWcFLlbNIgwqmRnkYuXQ3IvSDb0QoRj8vDt20aROrVq1i/fr1rFy5stCyzaw/fMH44LnNx8PQb0Sw6uvn2csop7PNRlWVsz5VNcpZJGvPmTYzM+uKsz5m/eFMm5mZFWpUsz6dXGPr63EHb5zb3EGbmZlZSifDvh4iHrxxbnMPj5qZmaV0MuzrIeLBK7rNy9iHHh41MzPLoZNh31EdIi6zotu8Spk7B21mZmY2tqr06wUO2szM2hjnC5/NRl2VsqUO2szM2qjS8IlVh08GrFMO2szM2qjS8IlVh08GrFMO2szM2qjS8IlVxyBPBnrN6jkrWA4O2szMBswHQIPBngz0mtVzVrAcHLSZmQ2YD4A2aL1m9XyJQDn4x3XNzAasjD/maWbl4R/XNTPAQ3Nl4GvkbFj8+W+uCm3joM1szHhozqzc+hk8+PPfXBXaxkGb2ZgZpWtTqnBmnFa1+g6K22V//QweRunzX7QqtE0pgjZJF0r6rqRtyfTKJsu9XNLXJd0t6c8GXU+zUTBKQ3NVODNOq1p9B8Xtsr9+Bg+j9PkvWhXaphQ3Iki6EHg4Ij7QYpknAt8AVgL3AzcBfxARX2tXvm9EMBtNVbugv2r1LUq77R7XdjFrZhRuRDgZuDsi7o2I3cDfAa8ecp3MbIiqcGacVrX6FqVdJm1c28XKrYzD9mUK2t4m6TZJl0t6asbrRwLfST2/P5lnZmYlVoVrhcwalXHYfmBBm6TrJN2eMb0a+AjwLOB44HvAxVlFZMxrOrYr6UxJWyRt2bFjRxGbYGZmXXAmrXzKmEUqmzKebAwsaIuIFRFxXMb02Yj4j4h4LCJ+Bnyc2lBoo/uBo1PPjwIeaPF+l0XE8ohYPjk5WezGmJmZVVgZs0hlU8aTjVIMj0p6eurpa4DbMxa7CXiOpGdKehLwemBmEPUzMzMbJWXMIll7pQjagPdJ2i7pNuClwB8BSDpC0ixAROwF3gZ8HrgTuCoi7hhWhc3MrHMeliuHMmaRrL0Fw64AQES8scn8B4BXpp7PArODqpeZmRWrPiy3fv16Vq5cOezqmFVKWTJtZmY2BjwsZ9a9UmTazMxsPNSH5cysc860mZmZmVWAgzYzMzOzCnDQZmZmZlYBDtrMzMzMKsBBm5mZmVkFOGgzMzMzqwAHbWZmZmYV4KDNzMzMrAIctJmZmZlVgCJi2HXoO0k7gG/nXHwp8FAfq2O9cx+Vm/un/NxH5eb+KbdB9M8zImKyceZYBG2dkLQlIpYPux7WnPuo3Nw/5ec+Kjf3T7kNs388PGpmZmZWAQ7azMzMzCrAQduBLht2Bawt91G5uX/Kz31Ubu6fchta//iaNjMzM7MKcKbNzMzMrAIctCUk/b2kbcl0n6RtqdfeKeluSV+X9F+GWM2xJum/J31wh6T3pea7f0pA0oWSvpv6HL0y9Zr7qCQk/bGkkLQ0Nc/9UwKS3iPptuTzMyfpiNRr7qMhk/R+SXclfbRR0pLUawPpHw+PZpB0MfDDiHi3pGOB/wucDBwBXAc8NyIeG2Ydx42klwLnA78ZEY9KOjwiHnT/lIekC4GHI+IDDfPdRyUh6WjgE8DzgJMi4iH3T3lIekpE/Ch5fA5wbESc5T4qB0mnAv8cEXsl/SVARPzpIPvHmbYGkgS8jloHALwa+LuIeDQivgXcTa1jbLDeArw3Ih4FiIgHk/nun/JzH5XHpcCfAOmzdfdPSdQDtsQiHu8n91EJRMRcROxNnl4PHJU8Hlj/OGg70EuA/4iIbybPjwS+k3r9/mSeDdZzgZdIukHSlyS9MJnv/imXtyVDB5dLemoyz31UApJeBXw3Im5teMn9UyKSLpL0HeB04IJktvuofFYD1yaPB9Y/C/pRaFlJug74+YyXzo+IzyaP/4DHs2wAyljeY8p90Kp/qO2rTwVeBLwQuErSL+D+Gag2ffQR4D3U2v89wMXUvtjcRwPSpn/+J3Bq1moZ89w/fdLuOBQR5wPnS3on8DbgXbiPBiZPnCDpfGAvcEV9tYzl+9I/YxW0RcSKVq9LWgD8LnBSavb9wNGp50cBDxRfO2vVP5LeAmyI2kWYN0r6GbX//+b+GaB2n6E6SR8Hrk6euo8GpFn/SPol4JnArbUrQDgK2CrpZNw/A5X3MwRcCVxDLWhzHw1IjjjhTcBvAb8Rj98UMLD+8fDo/lYAd0XE/al5M8DrJR0k6ZnAc4Abh1K78fYZ4GUAkp4LPInaP+x1/5SEpKennr4GuD157D4asojYHhGHR8SyiFhG7SBzYkT8O+6f0pD0nNTTVwF3JY/dRyUg6eXAnwKviohHUi8NrH/GKtOWw+vZf2iUiLhD0lXA16ilQ8/2HTtDcTlwuaTbgd3Am5KzHPdPebxP0vHUhgXuA/4b+DNUdu6fUnmvpF8EfgZ8GzgL3Ecl8lfAQcCmJGN9fUScNcj+8U9+mJmZmVWAh0fNzMzMKsBBm5mZmVkFOGgzMzMzqwAHbWZmZmYV4KDNzMzMrAIctJmZmZlVgIM2MzMzswpw0GZmY0fS70pal3PZZZJ+Imlbk9cvlPTHXdbjYEnbJO2WtLSbMsxsfDhoM7NxdAKwtYPl74mI44uuRET8JCnX/0fSzNryv7Eys7GR/N/aDwMvAr4vaUlEfLCLcs4HzgC+A+wAbk7mrwLOofa/cW8A3hoRj0n6C+D0ZPmHgJsj4gO9b5GZjRNn2sxsLEg6CLgKOI9aoPUi4AJJT+6wnJOo/Z/iE4DfBV6YzH8+8PvAKUn27DHgdEnLgd9LLb+8iO0xs/HjTJuZjYuVwK3UhiJ/FBH/LumnwLMknQcsjojTcpTzEmBjRDwCIGkmmf8bwEnATck/kz4YeBB4GvDZiPhJsvw/FbhNZjZGnGkzs3FxPLAd+BXgNkmHAz+OiDsi4r92WFZkzBPwqYg4Ppl+MSIuTOabmfXMQZuZjYsfAc8Dfhm4DVhD7fq2Tn0ZeE1y5+ehwG8n878AnJYEg0h6mqRnAF8FflvSkyUdAvxmj9thZmPKw6NmNi7WAxupXVf2A+DvgA91WkhEbJX098A24NvAV5L5X5P058CcpCcAe4CzI+L6ZAj11mT5LcAPe98cMxs3isjK8puZjSZJtwIvi4jvJ88PAy6ids3bJyJibcPyy4CrI+K4Ht7zkIh4WNJCapm6MyNia+r1+4DlEfFQt+9hZqPPmTYzGxvJHaSH1gM2gOTxWS1WewxYLGlbD7/VdpmkY4EnU7vubWtSn4OBfwUmgJ91WbaZjQln2szMzMwqwDcimJmZmVWAgzYzMzOzCnDQZmZmZlYBDtrMzMzMKsBBm5mZmVkFOGgzMzMzqwAHbWZmZmYV4KDNzMzMrAL+P2RY0Ngetnr/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x180 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10,2.5))\n",
"plot_second_selection(selected2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Annotations\n",
"\n",
"The figure in the paper uses three other features to present the results more clearly and compellingly:\n",
"\n",
"* A vertical dashed line to distinguish the previously undetected region of GD-1,\n",
"\n",
"* A label that identifies the new region, and\n",
"\n",
"* Several annotations that combine text and arrows to identify features of GD-1."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise\n",
"\n",
"Choose any or all of these features and add them to the figure:\n",
"\n",
"* To draw vertical lines, see [`plt.vlines`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.vlines.html) and [`plt.axvline`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.axvline.html#matplotlib.pyplot.axvline).\n",
"\n",
"* To add text, see [`plt.text`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.text.html).\n",
"\n",
"* To add an annotation with text and an arrow, see [plt.annotate]().\n",
"\n",
"And here is some [additional information about text and arrows](https://matplotlib.org/3.3.1/tutorials/text/annotations.html#plotting-guide-annotation)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# Solution\n",
"\n",
"# plt.axvline(-55, ls='--', color='gray', \n",
"# alpha=0.4, dashes=(6,4), lw=2)\n",
"# plt.text(-60, 5.5, 'Previously\\nundetected', \n",
"# fontsize='small', ha='right', va='top');\n",
"\n",
"# arrowprops=dict(color='gray', shrink=0.05, width=1.5, \n",
"# headwidth=6, headlength=8, alpha=0.4)\n",
"\n",
"# plt.annotate('Spur', xy=(-33, 2), xytext=(-35, 5.5),\n",
"# arrowprops=arrowprops,\n",
"# fontsize='small')\n",
"\n",
"# plt.annotate('Gap', xy=(-22, -1), xytext=(-25, -5.5),\n",
"# arrowprops=arrowprops,\n",
"# fontsize='small')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Customization\n",
"\n",
"Matplotlib provides a default style that determines things like the colors of lines, the placement of labels and ticks on the axes, and many other properties.\n",
"\n",
"There are several ways to override these defaults and customize your figures:\n",
"\n",
"* To customize only the current figure, you can call functions like `tick_params`, which we'll demonstrate below.\n",
"\n",
"* To customize all figures in a notebook, you use `rcParams`.\n",
"\n",
"* To override more than a few defaults at the same time, you can use a style sheet."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As a simple example, notice that Matplotlib puts ticks on the outside of the figures by default, and only on the left and bottom sides of the axes.\n",
"\n",
"To change this behavior, you can use `gca()` to get the current axes and `tick_params` to change the settings.\n",
"\n",
"Here's how you can put the ticks on the inside of the figure:\n",
"\n",
"```\n",
"plt.gca().tick_params(direction='in')\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise\n",
"\n",
"Read the documentation of [`tick_params`](https://matplotlib.org/3.1.1/api/_as_gen/matplotlib.axes.Axes.tick_params.html) and use it to put ticks on the top and right sides of the axes."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# Solution\n",
"\n",
"# plt.gca().tick_params(top=True, right=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## rcParams\n",
"\n",
"If you want to make a customization that applies to all figures in a notebook, you can use `rcParams`.\n",
"\n",
"Here's an example that reads the current font size from `rcParams`:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10.0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.rcParams['font.size']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And sets it to a new value:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['font.size'] = 14"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As an exercise, plot the previous figure again, and see what font sizes have changed. Look up any other element of `rcParams`, change its value, and check the effect on the figure."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you find yourself making the same customizations in several notebooks, you can put changes to `rcParams` in a `matplotlibrc` file, [which you can read about here](https://matplotlib.org/3.3.1/tutorials/introductory/customizing.html#customizing-with-matplotlibrc-files)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Style sheets\n",
"\n",
"The `matplotlibrc` file is read when you import Matplotlib, so it is not easy to switch from one set of options to another.\n",
"\n",
"The solution to this problem is style sheets, [which you can read about here](https://matplotlib.org/3.1.1/tutorials/introductory/customizing.html).\n",
"\n",
"Matplotlib provides a set of predefined style sheets, or you can make your own.\n",
"\n",
"The following cell displays a list of style sheets installed on your system."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Solarize_Light2',\n",
" '_classic_test_patch',\n",
" 'bmh',\n",
" 'classic',\n",
" 'dark_background',\n",
" 'fast',\n",
" 'fivethirtyeight',\n",
" 'ggplot',\n",
" 'grayscale',\n",
" 'seaborn',\n",
" 'seaborn-bright',\n",
" 'seaborn-colorblind',\n",
" 'seaborn-dark',\n",
" 'seaborn-dark-palette',\n",
" 'seaborn-darkgrid',\n",
" 'seaborn-deep',\n",
" 'seaborn-muted',\n",
" 'seaborn-notebook',\n",
" 'seaborn-paper',\n",
" 'seaborn-pastel',\n",
" 'seaborn-poster',\n",
" 'seaborn-talk',\n",
" 'seaborn-ticks',\n",
" 'seaborn-white',\n",
" 'seaborn-whitegrid',\n",
" 'tableau-colorblind10']"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.style.available"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that `seaborn-paper`, `seaborn-talk` and `seaborn-poster` are particularly intended to prepare versions of a figure with text sizes and other features that work well in papers, talks, and posters.\n",
"\n",
"To use any of these style sheets, run `plt.style.use` like this:\n",
"\n",
"```\n",
"plt.style.use('fivethirtyeight')\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The style sheet you choose will affect the appearance of all figures you plot after calling `use`, unless you override any of the options or call `use` again."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As an exercise, choose one of the styles on the list and select it by calling `use`. Then go back and plot one of the figures above and see what effect it has."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you can't find a style sheet that's exactly what you want, you can make your own. This repository includes a style sheet called `az-paper-twocol.mplstyle`, with customizations chosen by Azalee Bostroem for publication in astronomy journals.\n",
"\n",
"The following cell downloads the style sheet."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"from wget import download\n",
"\n",
"filename = 'az-paper-twocol.mplstyle'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can use it like this:\n",
"\n",
"```\n",
"plt.style.use('./az-paper-twocol.mplstyle')\n",
"```\n",
"\n",
"The prefix `./` tells Matplotlib to look for the file in the current directory."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As an alternative, you can install a style sheet for your own use by putting it in your configuration directory. To find out where that is, you can run the following command:\n",
"\n",
"```\n",
"import matplotlib as mpl\n",
"\n",
"mpl.get_configdir()\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## LaTeX fonts\n",
"\n",
"When you include mathematical expressions in titles, labels, and annotations, Matplotlib uses [`mathtext`](https://matplotlib.org/3.1.0/tutorials/text/mathtext.html) to typeset them. `mathtext` uses the same syntax as LaTeX, but it provides only a subset of its features.\n",
"\n",
"If you need features that are not provided by `mathtext`, or you prefer the way LaTeX typesets mathematical expressions, you can customize Matplotlib to use LaTeX.\n",
"\n",
"In `matplotlibrc` or in a style sheet, you can add the following line:\n",
"\n",
"```\n",
"text.usetex : true\n",
"```\n",
"\n",
"Or in a notebook you can run the following code.\n",
"\n",
"```\n",
"plt.rcParams['text.usetex'] = True\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['text.usetex'] = True"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you go back and draw the figure again, you should see the difference.\n",
"\n",
"If you get an error message like\n",
"\n",
"```\n",
"LaTeX Error: File `type1cm.sty' not found.\n",
"```\n",
"\n",
"You might have to install a package that contains the fonts LaTeX needs. On some systems, the packages `texlive-latex-extra` or `cm-super` might be what you need. [See here for more help with this](https://stackoverflow.com/questions/11354149/python-unable-to-render-tex-in-matplotlib).\n",
"\n",
"In case you are curious, `cm` stands for [Computer Modern](https://en.wikipedia.org/wiki/Computer_Modern), the font LaTeX uses to typeset math."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multiple panels\n",
"\n",
"So far we've been working with one figure at a time, but the figure we are replicating contains multiple panels, also known as \"subplots\".\n",
"\n",
"Confusingly, Matplotlib provides *three* functions for making figures like this: `subplot`, `subplots`, and `subplot2grid`.\n",
"\n",
"* [`subplot`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.subplot.html) is simple and similar to MATLAB, so if you are familiar with that interface, you might like `subplot`\n",
"\n",
"* [`subplots`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.subplots.html) is more object-oriented, which some people prefer.\n",
"\n",
"* [`subplot2grid`](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.subplot2grid.html) is most convenient if you want to control the relative sizes of the subplots. \n",
"\n",
"So we'll use `subplot2grid`.\n",
"\n",
"All of these functions are easier to use if we put the code that generates each panel in a function."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Upper right\n",
"\n",
"To make the panel in the upper right, we have to reload `centerline_df`."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"filename = 'gd1_dataframe.hdf5'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"centerline_df = pd.read_hdf(filename, 'centerline_df')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And define the coordinates of the rectangle we selected."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"pm1_min = -8.9\n",
"pm1_max = -6.9\n",
"pm2_min = -2.2\n",
"pm2_max = 1.0\n",
"\n",
"pm1_rect = [pm1_min, pm1_min, pm1_max, pm1_max]\n",
"pm2_rect = [pm2_min, pm2_max, pm2_max, pm2_min]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To plot this rectangle, we'll use a feature we have not seen before: `Polygon`, which is provided by Matplotlib.\n",
"\n",
"To create a `Polygon`, we have to put the coordinates in an array with `x` values in the first column and `y` values in the second column. "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-8.9, -2.2],\n",
" [-8.9, 1. ],\n",
" [-6.9, 1. ],\n",
" [-6.9, -2.2]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"\n",
"vertices = np.transpose([pm1_rect, pm2_rect])\n",
"vertices"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following function takes a `DataFrame` as a parameter, plots the proper motion for each star, and adds a shaded `Polygon` to show the region we selected."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib.patches import Polygon\n",
"\n",
"def plot_proper_motion(df):\n",
" pm1 = df['pm_phi1']\n",
" pm2 = df['pm_phi2']\n",
"\n",
" plt.plot(pm1, pm2, 'ko', markersize=0.3, alpha=0.3)\n",
" \n",
" poly = Polygon(vertices, closed=True, \n",
" facecolor='C1', alpha=0.4)\n",
" plt.gca().add_patch(poly)\n",
" \n",
" plt.xlabel('$\\mu_{\\phi_1} [\\mathrm{mas~yr}^{-1}]$')\n",
" plt.ylabel('$\\mu_{\\phi_2} [\\mathrm{mas~yr}^{-1}]$')\n",
"\n",
" plt.xlim(-12, 8)\n",
" plt.ylim(-10, 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice that `add_patch` is like `invert_yaxis`; in order to call it, we have to use `gca` to get the current axes.\n",
"\n",
"Here's what the new version of the figure looks like. We've changed the labels on the axes to be consistent with the paper."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['text.usetex'] = False\n",
"plt.style.use('default')\n",
"\n",
"plot_proper_motion(centerline_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Upper left\n",
"\n",
"Now let's work on the panel in the upper left. We have to reload `candidates`."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"filename = 'gd1_candidates.hdf5'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"filename = 'gd1_candidates.hdf5'\n",
"\n",
"candidate_df = pd.read_hdf(filename, 'candidate_df')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's a function that takes a `DataFrame` of candidate stars and plots their positions in GD-1 coordindates. "
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def plot_first_selection(df):\n",
" x = df['phi1']\n",
" y = df['phi2']\n",
"\n",
" plt.plot(x, y, 'ko', markersize=0.3, alpha=0.3)\n",
"\n",
" plt.xlabel('$\\phi_1$ [deg]')\n",
" plt.ylabel('$\\phi_2$ [deg]')\n",
" plt.title('Proper motion selection', fontsize='medium')\n",
"\n",
" plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here's what it looks like."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_first_selection(candidate_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Lower right\n",
"\n",
"For the figure in the lower right, we need to reload the merged `DataFrame`, which contains data from Gaia and photometry data from Pan-STARRS."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"filename = 'gd1_merged.hdf5'\n",
"\n",
"merged = pd.read_hdf(filename, 'merged')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the previous notebook, here's the function that plots the color-magnitude diagram."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"def plot_cmd(table):\n",
" \"\"\"Plot a color magnitude diagram.\n",
" \n",
" table: Table or DataFrame with photometry data\n",
" \"\"\"\n",
" y = table['g_mean_psf_mag']\n",
" x = table['g_mean_psf_mag'] - table['i_mean_psf_mag']\n",
"\n",
" plt.plot(x, y, 'ko', markersize=0.3, alpha=0.3)\n",
"\n",
" plt.xlim([0, 1.5])\n",
" plt.ylim([14, 22])\n",
" plt.gca().invert_yaxis()\n",
"\n",
" plt.ylabel('$Magnitude (g)$')\n",
" plt.xlabel('$Color (g-i)$')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here's what it looks like."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_cmd(merged)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following cell downloads an HDF file that contains the polygon we used to select starts in the color-magnitude diagram, if it doesn't already exist."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"filename = 'gd1_polygon.hdf5'\n",
"path = 'https://github.com/AllenDowney/AstronomicalData/raw/main/data/'\n",
"\n",
"if not os.path.exists(filename):\n",
" print(download(path+filename))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And here's how we read it back."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>color_loop</th>\n",
" <th>mag_loop</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.632171</td>\n",
" <td>21.411746</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.610238</td>\n",
" <td>21.322466</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.588449</td>\n",
" <td>21.233380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.566924</td>\n",
" <td>21.144427</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.545461</td>\n",
" <td>21.054549</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" color_loop mag_loop\n",
"0 0.632171 21.411746\n",
"1 0.610238 21.322466\n",
"2 0.588449 21.233380\n",
"3 0.566924 21.144427\n",
"4 0.545461 21.054549"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loop_df = pd.read_hdf(filename, 'loop_df')\n",
"loop_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise\n",
"\n",
"Add a few lines to `plot_cmd` to show the polygon we selected as a shaded area. \n",
"\n",
"Hint: pass `coords` as an argument to `Polygon` and plot it using `add_patch`."
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"# Solution\n",
"\n",
"# poly = Polygon(loop_df, closed=True, \n",
"# facecolor='C1', alpha=0.4)\n",
"# plt.gca().add_patch(poly)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Subplots\n",
"\n",
"Now we're ready to put it all together. To make a figure with four subplots, we'll use `subplot2grid`, [which requires two arguments](https://matplotlib.org/3.3.1/api/_as_gen/matplotlib.pyplot.subplot2grid.html):\n",
"\n",
"* `shape`, which is a tuple with the number of rows and columns in the grid, and\n",
"\n",
"* `loc`, which is a tuple identifying the location in the grid we're about to fill.\n",
"\n",
"In this example, `shape` is `(2, 2)` to create two rows and two columns.\n",
"\n",
"For the first panel, `loc` is `(0, 0)`, which indicates row 0 and column 0, which is the upper-left panel.\n",
"\n",
"Here's how we use it to draw the four panels."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"shape = (2, 2)\n",
"plt.subplot2grid(shape, (0, 0))\n",
"plot_first_selection(candidate_df)\n",
"\n",
"plt.subplot2grid(shape, (0, 1))\n",
"plot_proper_motion(centerline_df)\n",
"\n",
"plt.subplot2grid(shape, (1, 0))\n",
"plot_second_selection(selected2)\n",
"\n",
"plt.subplot2grid(shape, (1, 1))\n",
"plot_cmd(merged)\n",
"poly = Polygon(loop_df, closed=True, \n",
" facecolor='C1', alpha=0.4)\n",
"plt.gca().add_patch(poly)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use [`plt.tight_layout`](https://matplotlib.org/3.3.1/tutorials/intermediate/tight_layout_guide.html) at the end, which adjusts the sizes of the panels to make sure the titles and axis labels don't overlap.\n",
"\n",
"As an exercise, see what happens if you leave out `tight_layout`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Adjusting proportions\n",
"\n",
"In the previous figure, the panels are all the same size. To get a better view of GD-1, we'd like to stretch the panels on the left and compress the ones on the right.\n",
"\n",
"To do that, we'll use the `colspan` argument to make a panel that spans multiple columns in the grid.\n",
"\n",
"In the following example, `shape` is `(2, 4)`, which means 2 rows and 4 columns.\n",
"\n",
"The panels on the left span three columns, so they are three times wider than the panels on the right.\n",
"\n",
"At the same time, we use `figsize` to adjust the aspect ratio of the whole figure."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x450 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9, 4.5))\n",
"\n",
"shape = (2, 4)\n",
"plt.subplot2grid(shape, (0, 0), colspan=3)\n",
"plot_first_selection(candidate_df)\n",
"\n",
"plt.subplot2grid(shape, (0, 3))\n",
"plot_proper_motion(centerline_df)\n",
"\n",
"plt.subplot2grid(shape, (1, 0), colspan=3)\n",
"plot_second_selection(selected2)\n",
"\n",
"plt.subplot2grid(shape, (1, 3))\n",
"plot_cmd(merged)\n",
"poly = Polygon(loop_df, closed=True, \n",
" facecolor='C1', alpha=0.4)\n",
"plt.gca().add_patch(poly)\n",
"\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is looking more and more like the figure in the paper."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise\n",
"\n",
"In this example, the ratio of the widths of the panels is 3:1. How would you adjust it if you wanted the ratio to be 3:2?"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# Solution\n",
"\n",
"# plt.figure(figsize=(9, 4.5))\n",
"\n",
"# shape = (2, 5) # CHANGED\n",
"# plt.subplot2grid(shape, (0, 0), colspan=3)\n",
"# plot_first_selection(candidate_df)\n",
"\n",
"# plt.subplot2grid(shape, (0, 3), colspan=2) # CHANGED\n",
"# plot_proper_motion(centerline_df)\n",
"\n",
"# plt.subplot2grid(shape, (1, 0), colspan=3)\n",
"# plot_second_selection(selected2)\n",
"\n",
"# plt.subplot2grid(shape, (1, 3), colspan=2) # CHANGED\n",
"# plot_cmd(merged)\n",
"# poly = Polygon(coords, closed=True, \n",
"# facecolor='C1', alpha=0.4)\n",
"# plt.gca().add_patch(poly)\n",
"\n",
"# plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"In this notebook, we reverse-engineered the figure we've been replicating, identifying elements that seem effective and others that could be improved.\n",
"\n",
"We explored features Matplotlib provides for adding annotations to figures -- including text, lines, arrows, and polygons -- and several ways to customize the appearance of figures. And we learned how to create figures that contain multiple panels."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Best practices\n",
"\n",
"* The most effective figures focus on telling a single story clearly and compellingly.\n",
"\n",
"* Consider using annotations to guide the readers attention to the most important elements of a figure.\n",
"\n",
"* The default Matplotlib style generates good quality figures, but there are several ways you can override the defaults.\n",
"\n",
"* If you find yourself making the same customizations on several projects, you might want to create your own style sheet."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"celltoolbar": "Tags",
"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": 2
}