553 lines
582 KiB
Plaintext
553 lines
582 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Matplotlib\n",
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"> **Matplotlib** is a multiplatform data visualization library built on NumPy arrays. \n",
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"> ```python\n",
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"import matplotlib.pyplot as plt\n",
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"%matplotlib inline\n",
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"```\n",
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"> \n",
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"> ```%matplotlib inline``` prints the figure in line of the codes inside the document. But it becomes default in the latest version of Jupyter. \n",
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"> To show the figure, one can enter ```plt.show()```. But this is not necessary in Jupyter. \n",
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"> Call any one of the styles using ```plt.style.use('classic')```\n",
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"> ```python\n",
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"import seaborn as sns\n",
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"```\n",
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"> provides more options for data visualization. \n",
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"> Matplotlib can generate high-quality output in a number formats, including PNG, JPG, EPS, SVG, PGF and PDF. \n",
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"\n",
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"> References: \n",
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"https://matplotlib.org/gallery.html \n",
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"https://matplotlib.org/3.1.0/gallery/style_sheets/style_sheets_reference.html\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"%matplotlib inline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"plt.style.use('default')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"x = np.linspace(0, 10, 100)\n",
|
||
"\n",
|
||
"# Create a plot figure OBJECT\n",
|
||
"fig = plt.figure() \n",
|
||
"\n",
|
||
"plt.plot(x, np.sin(x), '-')\n",
|
||
"\n",
|
||
"# Add a plot in the same figure\n",
|
||
"plt.plot(x, np.cos(x), '--')\n",
|
||
"\n",
|
||
"# Set labels and titles\n",
|
||
"plt.xlabel('X Axis: Between 0 to 10')\n",
|
||
"plt.ylabel('Y Axis Values')\n",
|
||
"plt.title('Sine Cosine Curves')\n",
|
||
"\n",
|
||
"# Save the figure\n",
|
||
"fig.savefig('my_figure.png')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[<matplotlib.lines.Line2D at 0x1bef60944e0>]"
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Create a plot figure\n",
|
||
"plt.figure() \n",
|
||
"\n",
|
||
"# Create the first of two panels \n",
|
||
"plt.subplot(2, 1, 1) # (rows, columns, panel number)\n",
|
||
"plt.plot(x, np.sin(x),color='blue')\n",
|
||
"\n",
|
||
"# Create the second panel \n",
|
||
"plt.subplot(2, 1, 2)\n",
|
||
"plt.plot(x, np.cos(x),color='red')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Activity 1\n",
|
||
"> 1. Generate a numpy array x \n",
|
||
"``` \n",
|
||
"array([0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. ])\n",
|
||
"``` \n",
|
||
"> 2. Generate a variable y which is the square of x. \n",
|
||
"> 3. Create a panel with 1x2 boxes. \n",
|
||
"> 4. In box 1, plots y against x (ie. y on y-axis and x on x-axis). \n",
|
||
"> 5. In box 2, plots x against y (ie. x on y-axis and y on x-axis). "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Object-Oriented Interface\n",
|
||
"> Treat the figure and axes as python objects. \n",
|
||
"> Apply methods to these objects. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5, 1.0, 'Set Title')"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Create Figure OBJECT(empty canvas)\n",
|
||
"fig = plt.figure()\n",
|
||
"\n",
|
||
"# Add set of axes to figure\n",
|
||
"axes = fig.add_axes([0.1, 0.1, 0.5, 0.5]) # left, bottom, width, height (range 0 to 1)\n",
|
||
"\n",
|
||
"# Plot on that set of axes\n",
|
||
"axes.plot(x, np.sin(x), 'b')\n",
|
||
"axes.set_xlabel('Set X Label') # Notice the use of set_ to begin methods\n",
|
||
"axes.set_ylabel('Set y Label')\n",
|
||
"axes.set_title('Set Title')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Text(0.5, 1.0, 'Small: Title')"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Creates blank canvas\n",
|
||
"fig = plt.figure()\n",
|
||
"\n",
|
||
"axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # Axes for Large Figure\n",
|
||
"axes2 = fig.add_axes([0.2, 0.2, 0.2, 0.2]) # Axes for Small Figure\n",
|
||
"\n",
|
||
"# Larger Figure Axes 1\n",
|
||
"axes1.plot(x, np.sin(x), 'b')\n",
|
||
"axes1.set_xlabel('Large: X label')\n",
|
||
"axes1.set_ylabel('Large: Y label')\n",
|
||
"axes1.set_title('Large: Title')\n",
|
||
"\n",
|
||
"# Insert Figure Axes 2\n",
|
||
"axes2.plot(x, np.cos(x), 'r')\n",
|
||
"axes2.set_xlabel('Small: X label')\n",
|
||
"axes2.set_ylabel('Small: X label')\n",
|
||
"axes2.set_title('Small: Title')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Create a grid of plots (2 here)\n",
|
||
"# Axes will be an array of two Axes objects\n",
|
||
"fig, axes = plt.subplots(2,1)\n",
|
||
"\n",
|
||
"# Call plot() method on the appropriate object\n",
|
||
"axes[0].plot(x, np.sin(x))\n",
|
||
"axes[1].plot(x, np.cos(x))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Activity 2\n",
|
||
"> 1. Generate a numpy array x \n",
|
||
"``` \n",
|
||
"array([0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5, 5. ])\n",
|
||
"``` \n",
|
||
"> 2. Generate a variable y which is the square of x. \n",
|
||
"> 3. Create a panel with 1x2 boxes using ```fig, axes = plt.subplots(1,2)```. \n",
|
||
"> 4. In box 1, plots y against x (ie. y on y-axis and x on x-axis). \n",
|
||
"> 5. In box 2, plots x against y (ie. x on y-axis and y on x-axis). \n",
|
||
"> 6. Name the x,y labels and titles for both boxes. "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 2400x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Subplots can provide single figure\n",
|
||
"fig, axes = plt.subplots(figsize=(12,3), dpi=200)\n",
|
||
"\n",
|
||
"axes.plot(x, np.sin(x), 'r')\n",
|
||
"axes.set_xlabel('x range')\n",
|
||
"axes.set_ylabel('y values')\n",
|
||
"axes.set_title('Sin Curve')\n",
|
||
"\n",
|
||
"fig.savefig(\"my_figure.png\", dpi=200)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Legend Locations\n",
|
||
"> Upper right corner: ```axes.legend(loc=1) ``` \n",
|
||
"> Upper left corner: ```axes.legend(loc=2)``` \n",
|
||
"> Lower left corner: ```axes.legend(loc=3)``` \n",
|
||
"> Lower right corner: ```axes.legend(loc=4)``` \n",
|
||
"> Optimal location: ```axes.legend(loc=0)``` "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.legend.Legend at 0x1bef64596a0>"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 400x300 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(4,3))\n",
|
||
"\n",
|
||
"axes = fig.add_axes([0,0,1,1])\n",
|
||
"\n",
|
||
"axes.plot(x, x**2, label=\"x**2\")\n",
|
||
"axes.plot(x, x**3, label=\"x**3\")\n",
|
||
"axes.legend(loc=0) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Line Color, Markers"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(figsize=(12,8))\n",
|
||
"\n",
|
||
"ax.plot(x, x+1, color=\"red\", linewidth=0.25)\n",
|
||
"ax.plot(x, x+2, color=\"red\", linewidth=0.50)\n",
|
||
"ax.plot(x, x+3, color=\"red\", linewidth=1.00)\n",
|
||
"ax.plot(x, x+4, color=\"red\", linewidth=2.00)\n",
|
||
"\n",
|
||
"# possible linestype options ‘-‘, ‘–’, ‘-.’, ‘:’, ‘steps’\n",
|
||
"ax.plot(x, x+5, color=\"green\", lw=3, linestyle='-')\n",
|
||
"ax.plot(x, x+6, color=\"green\", lw=3, ls='-.')\n",
|
||
"ax.plot(x, x+7, color=\"green\", lw=3, ls=':')\n",
|
||
"\n",
|
||
"# custom dash\n",
|
||
"line, = ax.plot(x, x+8, color=\"black\", lw=1.50)\n",
|
||
"line.set_dashes([5, 10, 15, 10]) # format: line length, space length, ...\n",
|
||
"\n",
|
||
"# possible marker symbols: marker = '+', 'o', '*', 's', ',', '.', '1', '2', '3', '4', ...\n",
|
||
"ax.plot(x, x+ 9, color=\"blue\", lw=3, ls='-', marker='+')\n",
|
||
"ax.plot(x, x+10, color=\"blue\", lw=3, ls='--', marker='o')\n",
|
||
"ax.plot(x, x+11, color=\"blue\", lw=3, ls='-', marker='s')\n",
|
||
"ax.plot(x, x+12, color=\"blue\", lw=3, ls='--', marker='1')\n",
|
||
"\n",
|
||
"# marker size and color\n",
|
||
"ax.plot(x, x+13, color=\"purple\", lw=1, ls='-', marker='o', markersize=2)\n",
|
||
"ax.plot(x, x+14, color=\"purple\", lw=1, ls='-', marker='o', markersize=4)\n",
|
||
"ax.plot(x, x+15, color=\"purple\", lw=1, ls='-', marker='o', markersize=8, markerfacecolor=\"red\")\n",
|
||
"ax.plot(x, x+16, color=\"purple\", lw=1, ls='-', marker='s', markersize=8, \n",
|
||
" markerfacecolor=\"yellow\", markeredgewidth=3, markeredgecolor=\"green\");"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Transparent\n",
|
||
"> ```alpha``` between 0 (transparent) and 1 (not transparent) "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[<matplotlib.lines.Line2D at 0x1bef6abeda0>]"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 400x300 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, ax = plt.subplots(figsize=(4,3))\n",
|
||
"\n",
|
||
"ax.plot(x, x+1, color=\"blue\", alpha=0.5) # half-transparant\n",
|
||
"ax.plot(x, x+2, color=\"#8B008B\") # RGB hex code\n",
|
||
"ax.plot(x, x+3, color=\"#FF8C00\") # RGB hex code "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Axes Format"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(-0.5, 10.5, -1.0993384025373631, 1.0996461858110391)"
|
||
]
|
||
},
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Create a plot figure\n",
|
||
"fig = plt.figure() \n",
|
||
"plt.plot(x, np.sin(x), '-')\n",
|
||
"plt.axis([-1, 11, -1.5, 1.5])\n",
|
||
"plt.axis('tight')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 1200x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
|
||
"\n",
|
||
"axes[0].plot(x, np.sin(x), x, np.cos(x))\n",
|
||
"axes[0].set_title(\"Default axes ranges\")\n",
|
||
"\n",
|
||
"axes[1].plot(x, np.sin(x), x, np.cos(x))\n",
|
||
"axes[1].set_ylim([-2, 2])\n",
|
||
"axes[1].set_xlim([3, 5])\n",
|
||
"axes[1].set_title(\"Custom axes range\");"
|
||
]
|
||
},
|
||
{
|
||
"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": "3.11.0"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|