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Data Analysis with Python 101/2
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"# Data Analysis with Python\n",
"## Pandas, Jupyter, and Friends\n",
"\n",
"Andreas Herten, 4 May 2017"
]
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"source": [
"<span style=\"font-size: 180%\"><em>»The data analyst's three foundations in Python«</em></span>\n",
"\n",
"Matplotlib • Pandas • Jupyter Notebook"
]
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"## Matplotlib"
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"source": [
"* Standard for plotting with Python\n",
"* Recently v. 2.0.0 released\n",
"* → https://matplotlib.org/index.html"
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"### Using the *global API*\n",
"\n",
"* Using the MATLAB-like interface\n",
"* Everything works through `plt.…`"
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"import matplotlib.pyplot as plt\n",
"x = range(10)\n",
"y = [i**2 for i in range(10)]"
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"source": [
"import numpy as np\n",
"x = np.arange(0, 100, 0.2)\n",
"y = np.sin(np.sqrt(x))\n",
"plt.plot(x, y, color=\"green\")\n",
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"source": [
"### Object API\n",
"\n",
"* Instead of operation on *global objects* with `plt`, rather use `Figure` and `Axis` (axes ≈ plots)\n",
"* Cleaner approach (*IMHO*)\n",
"* Used under the hood of *global API* by leveraging `plt.gca().…` (*get current axis*)"
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"source": [
"x = np.linspace(0, 2*np.pi, 400)\n",
"y = np.sin(x**2)"
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"execution_count": 6,
"metadata": {
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"outputs": [],
"source": [
"%matplotlib inline"
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