{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MatPlotLib Basics"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Draw a line graph"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"from scipy.stats import norm\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"x = np.arange(-3, 3, 0.01)\n",
"\n",
"plt.plot(x, norm.pdf(x))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mutiple Plots on One Graph"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x, norm.pdf(x))\n",
"plt.plot(x, norm.pdf(x, 1.0, 0.5))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Save it to a File"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"plt.plot(x, norm.pdf(x))\n",
"plt.plot(x, norm.pdf(x, 1.0, 0.5))\n",
"plt.savefig('MyPlot.png', format='png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Adjust the Axes"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axes = plt.axes()\n",
"axes.set_xlim([-5, 5])\n",
"axes.set_ylim([0, 1.0])\n",
"axes.set_xticks([-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5])\n",
"axes.set_yticks([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\n",
"plt.plot(x, norm.pdf(x))\n",
"plt.plot(x, norm.pdf(x, 1.0, 0.5))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Add a Grid"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axes = plt.axes()\n",
"axes.set_xlim([-5, 5])\n",
"axes.set_ylim([0, 1.0])\n",
"axes.set_xticks([-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5])\n",
"axes.set_yticks([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\n",
"axes.grid()\n",
"plt.plot(x, norm.pdf(x))\n",
"plt.plot(x, norm.pdf(x, 1.0, 0.5))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Change Line Types and Colors"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axes = plt.axes()\n",
"axes.set_xlim([-5, 5])\n",
"axes.set_ylim([0, 1.0])\n",
"axes.set_xticks([-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5])\n",
"axes.set_yticks([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\n",
"axes.grid()\n",
"plt.plot(x, norm.pdf(x), 'b-')\n",
"plt.plot(x, norm.pdf(x, 1.0, 0.5), 'r:')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Labeling Axes and Adding a Legend"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axes = plt.axes()\n",
"axes.set_xlim([-5, 5])\n",
"axes.set_ylim([0, 1.0])\n",
"axes.set_xticks([-5, -4, -3, -2, -1, 0, 1, 2, 3, 4, 5])\n",
"axes.set_yticks([0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0])\n",
"axes.grid()\n",
"plt.xlabel('Greebles')\n",
"plt.ylabel('Probability')\n",
"plt.plot(x, norm.pdf(x), 'b-')\n",
"plt.plot(x, norm.pdf(x, 1.0, 0.5), 'r:')\n",
"plt.legend(['Sneetches', 'Gacks'], loc=4)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pie Chart"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"values = [12, 55, 4, 32, 14]\n",
"colors = ['r', 'g', 'b', 'c', 'm']\n",
"explode = [0, 0, 0.2, 0, 0]\n",
"labels = ['India', 'United States', 'Russia', 'China', 'Europe']\n",
"plt.pie(values, colors= colors, labels=labels, explode = explode)\n",
"plt.title('Student Locations')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Bar Chart"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"values = [12, 55, 4, 32, 14]\n",
"colors = ['r', 'g', 'b', 'c', 'm']\n",
"plt.bar(range(0,5), values, color= colors)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scatter Plot"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pylab import randn\n",
"\n",
"X = randn(500)\n",
"Y = randn(500)\n",
"plt.scatter(X,Y)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Histogram"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"incomes = np.random.normal(27000, 15000, 10000)\n",
"plt.hist(incomes, 50)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Box & Whisker Plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Useful for visualizing the spread & skew of data.\n",
"\n",
"The red line represents the median of the data, and the box represents the bounds of the 1st and 3rd quartiles.\n",
"\n",
"So, half of the data exists within the box.\n",
"\n",
"The dotted-line \"whiskers\" indicate the range of the data - except for outliers, which are plotted outside the whiskers. Outliers are 1.5X or more the interquartile range.\n",
"\n",
"This example below creates uniformly distributed random numbers between -40 and 60, plus a few outliers above 100 and below -100:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"uniformSkewed = np.random.rand(100) * 100 - 40\n",
"high_outliers = np.random.rand(10) * 50 + 100\n",
"low_outliers = np.random.rand(10) * -50 - 100\n",
"data = np.concatenate((uniformSkewed, high_outliers, low_outliers))\n",
"plt.boxplot(data)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Activity"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Try creating a scatter plot representing random data on age vs. time spent watching TV. Label the axes."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:base] *",
"language": "python",
"name": "conda-base-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}