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@pybokeh
Created July 14, 2014 00:51
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interative_plotting
{
"metadata": {
"name": "",
"signature": "sha256:1ba7e6d28f2007046940bd4713f732e276891130fb54ab20c5c7d28cc40f18b8"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"df = pd.read_csv('data/USGS_WindTurbine_201307_cleaned.csv')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from ggplot import *\n",
"from IPython.html.widgets import interact\n",
"\n",
"options = ['Blade Length','Rotor Diameter','Rotor Swept Area']\n",
"@interact\n",
"def scatter_turbine(values=options):\n",
" (ggplot(aes(x='Turbine MW', y=values), data=df) + \\\n",
" geom_point()).draw()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Hey my ggplot didn't render! Let me generate a seaborn plot:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import seaborn as sb\n",
"\n",
"options = ['Blade Length','Rotor Diameter','Rotor Swept Area']\n",
"@interact\n",
"def sbplot(values=options):\n",
" sb.regplot(x='Turbine MW', y=values, data=df)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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NiIgIuLm5KZgd2RqbTyIiIrKL4uJiJCYmIj8/X4oJgoCpU6di0aJF6Natm4LZkb2w+SQi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\n",
"text": [
"<matplotlib.figure.Figure at 0xaa3856ec>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### My seaborn plot rendered, but it is using ggplot style, not seaborn style. Let's try the ggplot code again:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from ggplot import *\n",
"from IPython.html.widgets import interact\n",
"\n",
"options = ['Blade Length','Rotor Diameter','Rotor Swept Area']\n",
"@interact\n",
"def scatter_turbine(values=options):\n",
" (ggplot(aes(x='Turbine MW', y=values), data=df) + \\\n",
" geom_point()).draw()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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zzTdyu92WZWlpadq7d68k6cQTT9SBAwciPx0ARJHP59PAgQMDZ7DeddddWr9+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\n",
"text": [
"<matplotlib.figure.Figure at 0xa89f9d0c>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Stange, my ggplot now renders, but only after I generated the seaborn plot first. Let me generate the same seaborn plot again and see what happens:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import seaborn as sb\n",
"\n",
"options = ['Blade Length','Rotor Diameter','Rotor Swept Area']\n",
"@interact\n",
"def sbplot(values=options):\n",
" sb.regplot(x='Turbine MW', y=values, data=df)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/home/pyb0k3h/venv/notebook/lib/python3.4/site-packages/matplotlib/font_manager.py:1236: UserWarning: findfont: Font family ['Arial'] not found. Falling back to Bitstream Vera Sans\n",
" (prop.get_family(), self.defaultFamily[fontext]))\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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yUob9zO62cAb7d7Yc45l5Ohsncj0GDXVrbWWYP6v7MPsTwC+MMY8RuKUtzJ8j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\n",
"text": [
"<matplotlib.figure.Figure at 0xa9cc6c4c>"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Now, the seaborn plot is rendered with its seaborn style now. But it didn't before. This is strange."
]
}
],
"metadata": {}
}
]
}
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