Skip to content

Instantly share code, notes, and snippets.

@pmlandwehr
Created September 25, 2014 02:41
Show Gist options
  • Save pmlandwehr/3ab8366af8f23a8be80b to your computer and use it in GitHub Desktop.
Save pmlandwehr/3ab8366af8f23a8be80b to your computer and use it in GitHub Desktop.
IPython notebook transcription of Pandas Demo
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:a23d122ce4edc60be27e1c85184a1951a54ea24ce6eb64e476d625ce41a65c4e"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"About"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook is a transcription of the [pandas](http://pandas.pydata.org/) demo code at https://github.com/kwantera/pandas-demo. I've thrown in one or two extra cells based on my own particular likes & dislikes when using the library."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pylab as plt\n",
"import seaborn as sns"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"pd.Series Intro"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Create a single column data set with auto-filled index values"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ser = pd.Series(range(0, 10))\n",
"ser"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
"0 0\n",
"1 1\n",
"2 2\n",
"3 3\n",
"4 4\n",
"5 5\n",
"6 6\n",
"7 7\n",
"8 8\n",
"9 9\n",
"dtype: int64"
]
}
],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"The index is automatically created when not provided"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ser.index"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype='int64')"
]
}
],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Slice and dice the Series"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ser.ix[:5]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"0 0\n",
"1 1\n",
"2 2\n",
"3 3\n",
"4 4\n",
"5 5\n",
"dtype: int64"
]
}
],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Get the series as a numpy array"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ser.values"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"type(ser.values)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"numpy.ndarray"
]
}
],
"prompt_number": 6
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Generate a series with a custom index"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ser2 = pd.Series([1, 2, 3], index=['A', 'B', 'C'])\n",
"ser2"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"A 1\n",
"B 2\n",
"C 3\n",
"dtype: int64"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ser2.ix[['A', 'B']] # slice by index name"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
"A 1\n",
"B 2\n",
"dtype: int64"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ser2.ix[1:3] # slice by numerical index"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"B 2\n",
"C 3\n",
"dtype: int64"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ser2.ix['A':'C'] # more slices by index name"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"A 1\n",
"B 2\n",
"C 3\n",
"dtype: int64"
]
}
],
"prompt_number": 10
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"pd.DataFrame Intro"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Create a simple dataframe with auto-filled index values"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.DataFrame(np.arange(10))\n",
"df # note that the column now has an auto-generated name"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> 6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td> 8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td> 9</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
" 0\n",
"0 0\n",
"1 1\n",
"2 2\n",
"3 3\n",
"4 4\n",
"5 5\n",
"6 6\n",
"7 7\n",
"8 8\n",
"9 9"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.columns"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"Int64Index([0], dtype='int64')"
]
}
],
"prompt_number": 12
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Generate a dataframe using numpy's random functionality"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df2 = pd.DataFrame(np.random.rand(10, 2)) # 10 rows x 2 coluns of random numbers\n",
"df2"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.224912</td>\n",
" <td> 0.746802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 0.257621</td>\n",
" <td> 0.345226</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 0.563387</td>\n",
" <td> 0.807787</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 0.567005</td>\n",
" <td> 0.204352</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 0.543461</td>\n",
" <td> 0.300954</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> 0.818588</td>\n",
" <td> 0.174041</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> 0.802553</td>\n",
" <td> 0.031594</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> 0.753540</td>\n",
" <td> 0.817557</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td> 0.007997</td>\n",
" <td> 0.085311</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td> 0.988887</td>\n",
" <td> 0.191138</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
" 0 1\n",
"0 0.224912 0.746802\n",
"1 0.257621 0.345226\n",
"2 0.563387 0.807787\n",
"3 0.567005 0.204352\n",
"4 0.543461 0.300954\n",
"5 0.818588 0.174041\n",
"6 0.802553 0.031594\n",
"7 0.753540 0.817557\n",
"8 0.007997 0.085311\n",
"9 0.988887 0.191138"
]
}
],
"prompt_number": 13
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Slice and Dice the 2-column dataframe"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df2[0] # returns a pd.Series of the first column"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"0 0.224912\n",
"1 0.257621\n",
"2 0.563387\n",
"3 0.567005\n",
"4 0.543461\n",
"5 0.818588\n",
"6 0.802553\n",
"7 0.753540\n",
"8 0.007997\n",
"9 0.988887\n",
"Name: 0, dtype: float64"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df2[[0]] # returns a pd.DataFrame of first column"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.224912</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 0.257621</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 0.563387</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 0.567005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 0.543461</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> 0.818588</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> 0.802553</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> 0.753540</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td> 0.007997</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td> 0.988887</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
" 0\n",
"0 0.224912\n",
"1 0.257621\n",
"2 0.563387\n",
"3 0.567005\n",
"4 0.543461\n",
"5 0.818588\n",
"6 0.802553\n",
"7 0.753540\n",
"8 0.007997\n",
"9 0.988887"
]
}
],
"prompt_number": 15
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Create a dataframe using custom column names"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df3 = pd.DataFrame(np.random.rand(10, 2), columns=['C1', 'C2'])\n",
"df3"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>C1</th>\n",
" <th>C2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.163913</td>\n",
" <td> 0.485892</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 0.094585</td>\n",
" <td> 0.313120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 0.449340</td>\n",
" <td> 0.636481</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 0.064048</td>\n",
" <td> 0.537613</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 0.014746</td>\n",
" <td> 0.735193</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> 0.207744</td>\n",
" <td> 0.055283</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> 0.443126</td>\n",
" <td> 0.804456</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> 0.423197</td>\n",
" <td> 0.044072</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td> 0.082472</td>\n",
" <td> 0.047400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td> 0.986309</td>\n",
" <td> 0.519460</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
" C1 C2\n",
"0 0.163913 0.485892\n",
"1 0.094585 0.313120\n",
"2 0.449340 0.636481\n",
"3 0.064048 0.537613\n",
"4 0.014746 0.735193\n",
"5 0.207744 0.055283\n",
"6 0.443126 0.804456\n",
"7 0.423197 0.044072\n",
"8 0.082472 0.047400\n",
"9 0.986309 0.519460"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df3['C1']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"0 0.163913\n",
"1 0.094585\n",
"2 0.449340\n",
"3 0.064048\n",
"4 0.014746\n",
"5 0.207744\n",
"6 0.443126\n",
"7 0.423197\n",
"8 0.082472\n",
"9 0.986309\n",
"Name: C1, dtype: float64"
]
}
],
"prompt_number": 17
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Generate a dataframe from a dictionary"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data_dict = {'C1': {0: 1.5, 1: 1.0}, 'C2': {0: 1.1, 2:8.5}} # Note missing data\n",
"df4 = pd.DataFrame(data_dict)\n",
"df4 # note NaNs in place of \"missing\" data"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>C1</th>\n",
" <th>C2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 1.5</td>\n",
" <td> 1.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 1.0</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> NaN</td>\n",
" <td> 8.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": [
" C1 C2\n",
"0 1.5 1.1\n",
"1 1.0 NaN\n",
"2 NaN 8.5"
]
}
],
"prompt_number": 18
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Some basic functions on dataframes"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df4.sum() # defaults to summing down columns"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"C1 2.5\n",
"C2 9.6\n",
"dtype: float64"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df4.max() # These return pd.Series with the index values the column names in the original"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"C1 1.5\n",
"C2 8.5\n",
"dtype: float64"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df4.max().ix['C1']"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": [
"1.5"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df4.std()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": [
"C1 0.353553\n",
"C2 5.232590\n",
"dtype: float64"
]
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df4.min()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 23,
"text": [
"C1 1.0\n",
"C2 1.1\n",
"dtype: float64"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df4.dropna() # Remove all rows that contain NaN (can be fancier with parameters)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>C1</th>\n",
" <th>C2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 1.5</td>\n",
" <td> 1.1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": [
" C1 C2\n",
"0 1.5 1.1"
]
}
],
"prompt_number": 24
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Generate new columns derived from older columns"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df4['C3'] = df4['C1'] + df4['C2']\n",
"df4"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>C1</th>\n",
" <th>C2</th>\n",
" <th>C3</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 1.5</td>\n",
" <td> 1.1</td>\n",
" <td> 2.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 1.0</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> NaN</td>\n",
" <td> 8.5</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 25,
"text": [
" C1 C2 C3\n",
"0 1.5 1.1 2.6\n",
"1 1.0 NaN NaN\n",
"2 NaN 8.5 NaN"
]
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df4['C4'] = df4['C1'].fillna(0) + df4['C2'].fillna(0)\n",
"df4 # now we provide default values for NaN but these are temporary for the calculation"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>C1</th>\n",
" <th>C2</th>\n",
" <th>C3</th>\n",
" <th>C4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 1.5</td>\n",
" <td> 1.1</td>\n",
" <td> 2.6</td>\n",
" <td> 2.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 1.0</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> NaN</td>\n",
" <td> 8.5</td>\n",
" <td> NaN</td>\n",
" <td> 8.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": [
" C1 C2 C3 C4\n",
"0 1.5 1.1 2.6 2.6\n",
"1 1.0 NaN NaN 1.0\n",
"2 NaN 8.5 NaN 8.5"
]
}
],
"prompt_number": 26
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Fancier Slicing based upon logic operators"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df3"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>C1</th>\n",
" <th>C2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 0.163913</td>\n",
" <td> 0.485892</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 0.094585</td>\n",
" <td> 0.313120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 0.449340</td>\n",
" <td> 0.636481</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 0.064048</td>\n",
" <td> 0.537613</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 0.014746</td>\n",
" <td> 0.735193</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> 0.207744</td>\n",
" <td> 0.055283</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td> 0.443126</td>\n",
" <td> 0.804456</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> 0.423197</td>\n",
" <td> 0.044072</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td> 0.082472</td>\n",
" <td> 0.047400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td> 0.986309</td>\n",
" <td> 0.519460</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 27,
"text": [
" C1 C2\n",
"0 0.163913 0.485892\n",
"1 0.094585 0.313120\n",
"2 0.449340 0.636481\n",
"3 0.064048 0.537613\n",
"4 0.014746 0.735193\n",
"5 0.207744 0.055283\n",
"6 0.443126 0.804456\n",
"7 0.423197 0.044072\n",
"8 0.082472 0.047400\n",
"9 0.986309 0.519460"
]
}
],
"prompt_number": 27
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Print the elements of df3 in which C1 is more than twice as big as the value in C2"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df3.ix[(df3['C1'] - (2*df3['C2'])) > 0]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>C1</th>\n",
" <th>C2</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5</th>\n",
" <td> 0.207744</td>\n",
" <td> 0.055283</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td> 0.423197</td>\n",
" <td> 0.044072</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 28,
"text": [
" C1 C2\n",
"5 0.207744 0.055283\n",
"7 0.423197 0.044072"
]
}
],
"prompt_number": 28
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Group elements by something interesting and create separate dataframes"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Organize into even and odd index values\n",
"grps = df3.groupby(lambda x: x % 2 == 0)\n",
"grps.groups"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 29,
"text": [
"{False: [1, 3, 5, 7, 9], True: [0, 2, 4, 6, 8]}"
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i,j in grps:\n",
" print 'Group (is even) : {}'.format(i)\n",
" print 'Data : \\n{}'.format(j)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Group (is even) : False\n",
"Data : \n",
" C1 C2\n",
"1 0.094585 0.313120\n",
"3 0.064048 0.537613\n",
"5 0.207744 0.055283\n",
"7 0.423197 0.044072\n",
"9 0.986309 0.519460\n",
"Group (is even) : True\n",
"Data : \n",
" C1 C2\n",
"0 0.163913 0.485892\n",
"2 0.449340 0.636481\n",
"4 0.014746 0.735193\n",
"6 0.443126 0.804456\n",
"8 0.082472 0.047400\n"
]
}
],
"prompt_number": 30
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Importing"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Import a CSV file (Apple's Stock Data)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.read_csv('apple_stock.csv', parse_dates=['date'])\n",
"df.head() # Show the top rows"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2014-09-23</td>\n",
" <td> 102.64</td>\n",
" <td> 63255860</td>\n",
" <td> 100.60</td>\n",
" <td> 102.94</td>\n",
" <td> 100.5400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2014-09-22</td>\n",
" <td> 101.06</td>\n",
" <td> 52421660</td>\n",
" <td> 101.80</td>\n",
" <td> 102.14</td>\n",
" <td> 100.5800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2014-09-19</td>\n",
" <td> 100.96</td>\n",
" <td> 70747430</td>\n",
" <td> 102.29</td>\n",
" <td> 102.35</td>\n",
" <td> 100.8800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014-09-18</td>\n",
" <td> 101.79</td>\n",
" <td> 36971170</td>\n",
" <td> 101.93</td>\n",
" <td> 102.35</td>\n",
" <td> 101.5600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2014-09-17</td>\n",
" <td> 101.58</td>\n",
" <td> 60783090</td>\n",
" <td> 101.27</td>\n",
" <td> 101.80</td>\n",
" <td> 100.5922</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 31,
"text": [
" date close volume open high low\n",
"0 2014-09-23 102.64 63255860 100.60 102.94 100.5400\n",
"1 2014-09-22 101.06 52421660 101.80 102.14 100.5800\n",
"2 2014-09-19 100.96 70747430 102.29 102.35 100.8800\n",
"3 2014-09-18 101.79 36971170 101.93 102.35 101.5600\n",
"4 2014-09-17 101.58 60783090 101.27 101.80 100.5922"
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.tail() # Show only bottom rows"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>749</th>\n",
" <td>2011-09-29</td>\n",
" <td> 55.7957</td>\n",
" <td> 162647149</td>\n",
" <td> 57.4171</td>\n",
" <td> 57.4586</td>\n",
" <td> 55.1728</td>\n",
" </tr>\n",
" <tr>\n",
" <th>750</th>\n",
" <td>2011-09-28</td>\n",
" <td> 56.7157</td>\n",
" <td> 107310242</td>\n",
" <td> 57.1700</td>\n",
" <td> 57.6771</td>\n",
" <td> 56.6443</td>\n",
" </tr>\n",
" <tr>\n",
" <th>751</th>\n",
" <td>2011-09-27</td>\n",
" <td> 57.0371</td>\n",
" <td> 157716487</td>\n",
" <td> 58.3900</td>\n",
" <td> 58.4643</td>\n",
" <td> 56.8657</td>\n",
" </tr>\n",
" <tr>\n",
" <th>752</th>\n",
" <td>2011-09-26</td>\n",
" <td> 57.5957</td>\n",
" <td> 203032191</td>\n",
" <td> 57.1228</td>\n",
" <td> 57.7114</td>\n",
" <td> 55.9000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>753</th>\n",
" <td>2011-09-23</td>\n",
" <td> 57.7571</td>\n",
" <td> 136487861</td>\n",
" <td> 57.1828</td>\n",
" <td> 58.1057</td>\n",
" <td> 57.1214</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": [
" date close volume open high low\n",
"749 2011-09-29 55.7957 162647149 57.4171 57.4586 55.1728\n",
"750 2011-09-28 56.7157 107310242 57.1700 57.6771 56.6443\n",
"751 2011-09-27 57.0371 157716487 58.3900 58.4643 56.8657\n",
"752 2011-09-26 57.5957 203032191 57.1228 57.7114 55.9000\n",
"753 2011-09-23 57.7571 136487861 57.1828 58.1057 57.1214"
]
}
],
"prompt_number": 32
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Set the dates as a Datetime index to make a timeseries"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.read_csv('apple_stock.csv', parse_dates=['date'])\n",
"df.index # standard index"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 33,
"text": [
"Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, ...], dtype='int64')"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.set_index('date', inplace=True) # set 'date' as a new index, if inplace==False then return a new df\n",
"df.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-09-23</th>\n",
" <td> 102.64</td>\n",
" <td> 63255860</td>\n",
" <td> 100.60</td>\n",
" <td> 102.94</td>\n",
" <td> 100.5400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-22</th>\n",
" <td> 101.06</td>\n",
" <td> 52421660</td>\n",
" <td> 101.80</td>\n",
" <td> 102.14</td>\n",
" <td> 100.5800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-19</th>\n",
" <td> 100.96</td>\n",
" <td> 70747430</td>\n",
" <td> 102.29</td>\n",
" <td> 102.35</td>\n",
" <td> 100.8800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-18</th>\n",
" <td> 101.79</td>\n",
" <td> 36971170</td>\n",
" <td> 101.93</td>\n",
" <td> 102.35</td>\n",
" <td> 101.5600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-17</th>\n",
" <td> 101.58</td>\n",
" <td> 60783090</td>\n",
" <td> 101.27</td>\n",
" <td> 101.80</td>\n",
" <td> 100.5922</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 34,
"text": [
" close volume open high low\n",
"date \n",
"2014-09-23 102.64 63255860 100.60 102.94 100.5400\n",
"2014-09-22 101.06 52421660 101.80 102.14 100.5800\n",
"2014-09-19 100.96 70747430 102.29 102.35 100.8800\n",
"2014-09-18 101.79 36971170 101.93 102.35 101.5600\n",
"2014-09-17 101.58 60783090 101.27 101.80 100.5922"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.reset_index(inplace=True)\n",
"df.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2014-09-23</td>\n",
" <td> 102.64</td>\n",
" <td> 63255860</td>\n",
" <td> 100.60</td>\n",
" <td> 102.94</td>\n",
" <td> 100.5400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2014-09-22</td>\n",
" <td> 101.06</td>\n",
" <td> 52421660</td>\n",
" <td> 101.80</td>\n",
" <td> 102.14</td>\n",
" <td> 100.5800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2014-09-19</td>\n",
" <td> 100.96</td>\n",
" <td> 70747430</td>\n",
" <td> 102.29</td>\n",
" <td> 102.35</td>\n",
" <td> 100.8800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2014-09-18</td>\n",
" <td> 101.79</td>\n",
" <td> 36971170</td>\n",
" <td> 101.93</td>\n",
" <td> 102.35</td>\n",
" <td> 101.5600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2014-09-17</td>\n",
" <td> 101.58</td>\n",
" <td> 60783090</td>\n",
" <td> 101.27</td>\n",
" <td> 101.80</td>\n",
" <td> 100.5922</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 35,
"text": [
" date close volume open high low\n",
"0 2014-09-23 102.64 63255860 100.60 102.94 100.5400\n",
"1 2014-09-22 101.06 52421660 101.80 102.14 100.5800\n",
"2 2014-09-19 100.96 70747430 102.29 102.35 100.8800\n",
"3 2014-09-18 101.79 36971170 101.93 102.35 101.5600\n",
"4 2014-09-17 101.58 60783090 101.27 101.80 100.5922"
]
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df.set_index('date', inplace=True) # make 'date' the index again"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 36
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Plotting"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Setup"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.read_csv('ibm_stock.csv', parse_dates=['date'])\n",
"df.set_index('date', inplace=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 37
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Plot the opening price data over time"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.set_context('talk') # Seaborn function to set image size\n",
"df['open'].plot() # helper function that calls pylab\n",
"plt.title('Open Prices :: IBM')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Price (USD)')\n",
"plt.show() "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAHKCAYAAAB40UG3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x10b102510>"
]
}
],
"prompt_number": 38
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Plot Opening and Close price data over time"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df[['open', 'close']].plot() # helper function that calls pylab\n",
"plt.title('Close Prices :: IBM')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Price (USD)')\n",
"plt.show() # display the plot"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAHKCAYAAAB40UG3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x10a7d9790>"
]
}
],
"prompt_number": 39
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Plot the difference between open and close prices over time"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Create a column with the difference\n",
"df['open_close_diff'] = df['open'] - df['close']\n",
"# Plot it\n",
"df['open_close_diff'].plot() # helper function that calls pylab\n",
"plt.title('Open-Close Prices :: IBM')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Price (USD)')\n",
"plt.show() # display the plot"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAnwAAAHKCAYAAACZlpajAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSZKGkwZfkiRJkiRJw/n/+YJyKP6Yf8sAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10b564550>"
]
}
],
"prompt_number": 40
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Investigate the distribution of Open-Close prices"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['open_close_diff'].hist(bins=100)\n",
"plt.title('Distribution of Open-Close Prices :: IBM')\n",
"plt.xlabel('Difference (USD)')\n",
"plt.ylabel('Frequency (Count)')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAn8AAAHWCAYAAAAGte9AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBsTkT5IkaUC+A/B0viXLm4JlAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10b9d36d0>"
]
}
],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.kdeplot(df['open_close_diff'], shade=True) # Plot data mapped to a Gaussian Kernel\n",
"plt.title('Distribution of Open-Close Prices :: IBM')\n",
"plt.xlabel('Difference (USD)')\n",
"plt.ylabel('Frequency (Count)')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAooAAAHWCAYAAADw0KidAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nyKT+PzwznkIpKeZKAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10b509e10>"
]
}
],
"prompt_number": 42
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Let's incorporate a 12-day & 60-day Moving Average trend-line into the plot"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['10_d_mva'] = pd.rolling_mean(df['open'], 12)\n",
"df['60_d_mva'] = pd.rolling_mean(df['open'], 60)\n",
"df[['open', '10_d_mva', '60_d_mva']].plot() # helper function that calls pylab\n",
"plt.title('Prices :: IBM')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Price (USD)')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAHKCAYAAAB40UG3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJBXMMChJklSwN6tWmivPrBN5AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10c492f10>"
]
}
],
"prompt_number": 43
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Let's display the opening price and volume in the same figure, but their scales are quite different"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['volume'] = df['volume'].apply(float)\n",
"df[['open', 'volume']].plot(subplots=True)\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Price (USD)')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAn8AAAG/CAYAAAApTrHSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10c4ae510>"
]
}
],
"prompt_number": 44
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Let's visualize the differences day-to-day of the opening prices"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df['open'].diff().plot()\n",
"plt.title('Opening Price Difference :: IBM')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Price (USD)')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAHKCAYAAAB40UG3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x10c3185d0>"
]
}
],
"prompt_number": 45
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Comparison"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Grab the IBM and Microsoft Data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ibm = pd.read_csv('ibm_stock.csv', parse_dates=['date'])\n",
"ibm.set_index('date', inplace=True)\n",
"ibm.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-09-23</th>\n",
" <td> 191.62</td>\n",
" <td> 3300715</td>\n",
" <td> 192.75</td>\n",
" <td> 193.07</td>\n",
" <td> 191.52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-22</th>\n",
" <td> 193.11</td>\n",
" <td> 3288454</td>\n",
" <td> 193.72</td>\n",
" <td> 194.14</td>\n",
" <td> 192.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-19</th>\n",
" <td> 194.00</td>\n",
" <td> 8847306</td>\n",
" <td> 194.54</td>\n",
" <td> 195.00</td>\n",
" <td> 193.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-18</th>\n",
" <td> 193.75</td>\n",
" <td> 2963346</td>\n",
" <td> 192.79</td>\n",
" <td> 194.13</td>\n",
" <td> 192.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-17</th>\n",
" <td> 192.80</td>\n",
" <td> 3126159</td>\n",
" <td> 193.22</td>\n",
" <td> 193.64</td>\n",
" <td> 192.30</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 46,
"text": [
" close volume open high low\n",
"date \n",
"2014-09-23 191.62 3300715 192.75 193.07 191.52\n",
"2014-09-22 193.11 3288454 193.72 194.14 192.63\n",
"2014-09-19 194.00 8847306 194.54 195.00 193.19\n",
"2014-09-18 193.75 2963346 192.79 194.13 192.71\n",
"2014-09-17 192.80 3126159 193.22 193.64 192.30"
]
}
],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"msft = pd.read_csv('microsoft_stock.csv', parse_dates=['date'])\n",
"msft.set_index('date', inplace=True)\n",
"msft.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>close</th>\n",
" <th>volume</th>\n",
" <th>open</th>\n",
" <th>high</th>\n",
" <th>low</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-09-23</th>\n",
" <td> 46.56</td>\n",
" <td> 33386790</td>\n",
" <td> 46.85</td>\n",
" <td> 46.98</td>\n",
" <td> 46.47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-22</th>\n",
" <td> 47.06</td>\n",
" <td> 38655550</td>\n",
" <td> 47.30</td>\n",
" <td> 47.38</td>\n",
" <td> 46.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-19</th>\n",
" <td> 47.52</td>\n",
" <td> 202514100</td>\n",
" <td> 46.81</td>\n",
" <td> 47.57</td>\n",
" <td> 46.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-18</th>\n",
" <td> 46.68</td>\n",
" <td> 35493560</td>\n",
" <td> 46.59</td>\n",
" <td> 46.83</td>\n",
" <td> 46.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-17</th>\n",
" <td> 46.52</td>\n",
" <td> 38247550</td>\n",
" <td> 46.26</td>\n",
" <td> 46.69</td>\n",
" <td> 46.23</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 47,
"text": [
" close volume open high low\n",
"date \n",
"2014-09-23 46.56 33386790 46.85 46.98 46.47\n",
"2014-09-22 47.06 38655550 47.30 47.38 46.98\n",
"2014-09-19 47.52 202514100 46.81 47.57 46.60\n",
"2014-09-18 46.68 35493560 46.59 46.83 46.46\n",
"2014-09-17 46.52 38247550 46.26 46.69 46.23"
]
}
],
"prompt_number": 47
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.DataFrame()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 48
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Because the indexes are the same we can combine them"
]
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"First rename the columns or they'll conflict"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ibm.rename(columns=lambda x: 'ibm_'+x, inplace=True)\n",
"ibm.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ibm_close</th>\n",
" <th>ibm_volume</th>\n",
" <th>ibm_open</th>\n",
" <th>ibm_high</th>\n",
" <th>ibm_low</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-09-23</th>\n",
" <td> 191.62</td>\n",
" <td> 3300715</td>\n",
" <td> 192.75</td>\n",
" <td> 193.07</td>\n",
" <td> 191.52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-22</th>\n",
" <td> 193.11</td>\n",
" <td> 3288454</td>\n",
" <td> 193.72</td>\n",
" <td> 194.14</td>\n",
" <td> 192.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-19</th>\n",
" <td> 194.00</td>\n",
" <td> 8847306</td>\n",
" <td> 194.54</td>\n",
" <td> 195.00</td>\n",
" <td> 193.19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-18</th>\n",
" <td> 193.75</td>\n",
" <td> 2963346</td>\n",
" <td> 192.79</td>\n",
" <td> 194.13</td>\n",
" <td> 192.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-17</th>\n",
" <td> 192.80</td>\n",
" <td> 3126159</td>\n",
" <td> 193.22</td>\n",
" <td> 193.64</td>\n",
" <td> 192.30</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 49,
"text": [
" ibm_close ibm_volume ibm_open ibm_high ibm_low\n",
"date \n",
"2014-09-23 191.62 3300715 192.75 193.07 191.52\n",
"2014-09-22 193.11 3288454 193.72 194.14 192.63\n",
"2014-09-19 194.00 8847306 194.54 195.00 193.19\n",
"2014-09-18 193.75 2963346 192.79 194.13 192.71\n",
"2014-09-17 192.80 3126159 193.22 193.64 192.30"
]
}
],
"prompt_number": 49
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"msft.rename(columns=lambda x: 'msft_'+x, inplace=True)\n",
"msft.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>msft_close</th>\n",
" <th>msft_volume</th>\n",
" <th>msft_open</th>\n",
" <th>msft_high</th>\n",
" <th>msft_low</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-09-23</th>\n",
" <td> 46.56</td>\n",
" <td> 33386790</td>\n",
" <td> 46.85</td>\n",
" <td> 46.98</td>\n",
" <td> 46.47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-22</th>\n",
" <td> 47.06</td>\n",
" <td> 38655550</td>\n",
" <td> 47.30</td>\n",
" <td> 47.38</td>\n",
" <td> 46.98</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-19</th>\n",
" <td> 47.52</td>\n",
" <td> 202514100</td>\n",
" <td> 46.81</td>\n",
" <td> 47.57</td>\n",
" <td> 46.60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-18</th>\n",
" <td> 46.68</td>\n",
" <td> 35493560</td>\n",
" <td> 46.59</td>\n",
" <td> 46.83</td>\n",
" <td> 46.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-17</th>\n",
" <td> 46.52</td>\n",
" <td> 38247550</td>\n",
" <td> 46.26</td>\n",
" <td> 46.69</td>\n",
" <td> 46.23</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 50,
"text": [
" msft_close msft_volume msft_open msft_high msft_low\n",
"date \n",
"2014-09-23 46.56 33386790 46.85 46.98 46.47\n",
"2014-09-22 47.06 38655550 47.30 47.38 46.98\n",
"2014-09-19 47.52 202514100 46.81 47.57 46.60\n",
"2014-09-18 46.68 35493560 46.59 46.83 46.46\n",
"2014-09-17 46.52 38247550 46.26 46.69 46.23"
]
}
],
"prompt_number": 50
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Now combine them"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all = ibm.combine_first(msft)\n",
"all.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ibm_close</th>\n",
" <th>ibm_high</th>\n",
" <th>ibm_low</th>\n",
" <th>ibm_open</th>\n",
" <th>ibm_volume</th>\n",
" <th>msft_close</th>\n",
" <th>msft_high</th>\n",
" <th>msft_low</th>\n",
" <th>msft_open</th>\n",
" <th>msft_volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2014-09-23</th>\n",
" <td> 191.62</td>\n",
" <td> 193.07</td>\n",
" <td> 191.52</td>\n",
" <td> 192.75</td>\n",
" <td> 3300715</td>\n",
" <td> 46.56</td>\n",
" <td> 46.98</td>\n",
" <td> 46.47</td>\n",
" <td> 46.85</td>\n",
" <td> 33386790</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-22</th>\n",
" <td> 193.11</td>\n",
" <td> 194.14</td>\n",
" <td> 192.63</td>\n",
" <td> 193.72</td>\n",
" <td> 3288454</td>\n",
" <td> 47.06</td>\n",
" <td> 47.38</td>\n",
" <td> 46.98</td>\n",
" <td> 47.30</td>\n",
" <td> 38655550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-19</th>\n",
" <td> 194.00</td>\n",
" <td> 195.00</td>\n",
" <td> 193.19</td>\n",
" <td> 194.54</td>\n",
" <td> 8847306</td>\n",
" <td> 47.52</td>\n",
" <td> 47.57</td>\n",
" <td> 46.60</td>\n",
" <td> 46.81</td>\n",
" <td> 202514100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-18</th>\n",
" <td> 193.75</td>\n",
" <td> 194.13</td>\n",
" <td> 192.71</td>\n",
" <td> 192.79</td>\n",
" <td> 2963346</td>\n",
" <td> 46.68</td>\n",
" <td> 46.83</td>\n",
" <td> 46.46</td>\n",
" <td> 46.59</td>\n",
" <td> 35493560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09-17</th>\n",
" <td> 192.80</td>\n",
" <td> 193.64</td>\n",
" <td> 192.30</td>\n",
" <td> 193.22</td>\n",
" <td> 3126159</td>\n",
" <td> 46.52</td>\n",
" <td> 46.69</td>\n",
" <td> 46.23</td>\n",
" <td> 46.26</td>\n",
" <td> 38247550</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 51,
"text": [
" ibm_close ibm_high ibm_low ibm_open ibm_volume msft_close \\\n",
"date \n",
"2014-09-23 191.62 193.07 191.52 192.75 3300715 46.56 \n",
"2014-09-22 193.11 194.14 192.63 193.72 3288454 47.06 \n",
"2014-09-19 194.00 195.00 193.19 194.54 8847306 47.52 \n",
"2014-09-18 193.75 194.13 192.71 192.79 2963346 46.68 \n",
"2014-09-17 192.80 193.64 192.30 193.22 3126159 46.52 \n",
"\n",
" msft_high msft_low msft_open msft_volume \n",
"date \n",
"2014-09-23 46.98 46.47 46.85 33386790 \n",
"2014-09-22 47.38 46.98 47.30 38655550 \n",
"2014-09-19 47.57 46.60 46.81 202514100 \n",
"2014-09-18 46.83 46.46 46.59 35493560 \n",
"2014-09-17 46.69 46.23 46.26 38247550 "
]
}
],
"prompt_number": 51
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(Check out pd.merge() for another way to do this. More options, but probably consequently slower.)"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Now let's print the opening prices of Microsoft and IBM stock"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"all[['ibm_open', 'msft_open']].plot()\n",
"plt.title('IBM & MSFT Opening Prices')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Price (USD)')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAoMAAAHKCAYAAAB40UG3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIAiCIAiCGvNPeghTdAg3UDIAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10bf26110>"
]
}
],
"prompt_number": 52
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"And let's take a look at their pearson correlation coefficient"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print all[['ibm_open', 'msft_open']].corr()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
" ibm_open msft_open\n",
"ibm_open 1.000000 -0.233691\n",
"msft_open -0.233691 1.000000\n"
]
}
],
"prompt_number": 53
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Let's magnitude normalize them to make the plotting comparison more useful"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"(all[['ibm_open', 'msft_open']]/all[['ibm_open', 'msft_open']].max()).plot()\n",
"plt.title('IBM & MSFT Opening Prices')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('Price (USD)')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAn8AAAHKCAYAAAByoS2gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10bf20550>"
]
}
],
"prompt_number": 54
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment