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Adjusting Figure Caption Text Position
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Adjusting Figure Caption Text Position"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notebook to help answer [this questions on the Jupyter Discourse forum](https://discourse.jupyter.org/t/figure-caption-jupyter-notebook/3224/8)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note the vertical placement of the `plt.figtext()` is adjusted by altering the second value.\n",
"\n",
"The x-axis of bar graph with strings as a list for the categories seems to correspond to the axes coordinate system., see [here](https://matplotlib.org/1.5.0/users/transforms_tutorial.html#axes-coordinates).\n",
"\n",
">\"Here the point (0,0) is the bottom left of your axes or subplot, (0.5, 0.5) is the center, and (1.0, 1.0) is the top right. You can also refer to points outside the range, so (-0.1, 1.1) is to the left and above your axes. This coordinate system is extremely useful when placing text in your axes, because you often want a text bubble in a fixed, location, e.g., the upper left of the axes pane, and have that location remain fixed when you pan or zoom.\"\n",
"\n",
"\n",
"Watch then it is changed from `plt.figtext(0.5, -0.09...` to `plt.figtext(0.5, -0.21...` below.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.style.use('default')\n",
"# plot adapted from http://benalexkeen.com/bar-charts-in-matplotlib/\n",
"\n",
"x = ['Nuclear', 'Hydro', 'Gas', 'Oil', 'Coal', 'Biofuel']\n",
"energy = [5, 6, 15, 22, 24, 8]\n",
"\n",
"x_pos = [i for i, _ in enumerate(x)]\n",
"\n",
"plt.bar(x_pos, energy)\n",
"plt.xlabel(\"Energy Source\")\n",
"plt.ylabel(\"Energy Output (GJ)\")\n",
"plt.title(\"Energy output from various fuel sources\")\n",
"\n",
"plt.xticks(x_pos, x)\n",
"locs, labels = plt.xticks()\n",
"plt.setp(labels, rotation=90)\n",
"txt=\"Figure 3. Values collected by user4545 are plotted.\"\n",
"plt.figtext(0.5, -0.09, txt, wrap=True, horizontalalignment='center', fontsize=14);"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.style.use('default')\n",
"# plot adapted from http://benalexkeen.com/bar-charts-in-matplotlib/\n",
"\n",
"x = ['Nuclear', 'Hydro', 'Gas', 'Oil', 'Coal', 'Biofuel']\n",
"energy = [5, 6, 15, 22, 24, 8]\n",
"\n",
"x_pos = [i for i, _ in enumerate(x)]\n",
"\n",
"plt.bar(x_pos, energy)\n",
"plt.xlabel(\"Energy Source\")\n",
"plt.ylabel(\"Energy Output (GJ)\")\n",
"plt.title(\"Energy output from various fuel sources\")\n",
"\n",
"plt.xticks(x_pos, x)\n",
"locs, labels = plt.xticks()\n",
"plt.setp(labels, rotation=90)\n",
"txt=\"Figure 3. Values collected by user4545 are plotted.\"\n",
"plt.figtext(0.5, -0.21, txt, wrap=True, horizontalalignment='center', fontsize=14);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Works even with `plt.tight_layout()`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.style.use('default')\n",
"# plot adapted from http://benalexkeen.com/bar-charts-in-matplotlib/\n",
"\n",
"x = ['Nuclear', 'Hydro', 'Gas', 'Oil', 'Coal', 'Biofuel']\n",
"energy = [5, 6, 15, 22, 24, 8]\n",
"\n",
"x_pos = [i for i, _ in enumerate(x)]\n",
"\n",
"plt.bar(x_pos, energy)\n",
"plt.xlabel(\"Energy Source\")\n",
"plt.ylabel(\"Energy Output (GJ)\")\n",
"plt.title(\"Energy output from various fuel sources\")\n",
"\n",
"plt.xticks(x_pos, x)\n",
"locs, labels = plt.xticks()\n",
"plt.setp(labels, rotation=90)\n",
"txt=\"Figure 3. Values collected by user4545 are plotted.\"\n",
"plt.figtext(0.5, -0.08, txt, wrap=True, horizontalalignment='center', fontsize=14)\n",
"plt.tight_layout();"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.style.use('default')\n",
"# plot adapted from http://benalexkeen.com/bar-charts-in-matplotlib/\n",
"\n",
"x = ['Nuclear', 'Hydro', 'Gas', 'Oil', 'Coal', 'Biofuel']\n",
"energy = [5, 6, 15, 22, 24, 8]\n",
"\n",
"x_pos = [i for i, _ in enumerate(x)]\n",
"\n",
"plt.bar(x_pos, energy)\n",
"plt.xlabel(\"Energy Source\")\n",
"plt.ylabel(\"Energy Output (GJ)\")\n",
"plt.title(\"Energy output from various fuel sources\")\n",
"\n",
"plt.xticks(x_pos, x)\n",
"locs, labels = plt.xticks()\n",
"plt.setp(labels, rotation=90)\n",
"txt=\"Figure 3. Values collected by user4545 are plotted.\"\n",
"plt.figtext(0.5, -0.05, txt, wrap=True, horizontalalignment='center', fontsize=14)\n",
"plt.tight_layout();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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