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@oddskool
Created June 25, 2014 15:48
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{
"worksheets": [
{
"cells": [
{
"metadata": {},
"cell_type": "code",
"input": "import pandas as pd\nimport numpy as np\nfrom pandas import Series, DataFrame, Panel\n",
"prompt_number": 3,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "%pylab inline",
"prompt_number": 6,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Populating the interactive namespace from numpy and matplotlib\n"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "with open('export.csv', 'r') as fh:\n print fh.readline() # headers\n print fh.readline() # first row",
"prompt_number": 7,
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "date\tCATEGORIZED_AS_PHISHING\tCATEGORIZED_AS_SPAM\tCONFIGURATION_ERROR\tINVALID_EMAIL_ADDRESS\tIP_CATEGORIZED_AS_SPAM\tNA\tRELAY_REJECTED_BY_POLICY\tSENDER_ADDRESS_REJECTED\tSERVICE_UNAVAILABLE\tUNKNOWN_ERROR\tUSER_OVER_QUOTA\n\n2014-04-01\t0\t0\t22\t14297\t0\t1572535\t0\t5433\t0\t190\t3021\n\n"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "import numpy as np\nfrom datetime import datetime\nimport matplotlib.pyplot as plt\nimport matplotlib.dates as mdates",
"prompt_number": 31,
"outputs": [],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "data = pd.read_csv('export.csv', sep='\\t', parse_dates=True, index_col=[0])\n#data.date.apply(lambda d: datetime.strptime(d, '%Y-%m-%d'))\ndel data['NA']\ndata.plot(figsize=(12, 10), colormap='jet')",
"prompt_number": 40,
"outputs": [
{
"output_type": "pyout",
"prompt_number": 40,
"metadata": {},
"text": "<matplotlib.axes.AxesSubplot at 0x10ae4f510>"
},
{
"output_type": "display_data",
"metadata": {},
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6668TGhp63/OoSEFBAevWrcPBwYGWLVuWef699+HYsWPk5eXx8ssvG/WvV68e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AW9FLQ0GHRdKpxBfci6Z6KaD1CbAXuPeJwFNyDC2aV8qRSaTfinTZe600GHg82BYK9wtiu/eSh+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\n8vq/FzwKSh9VVeHOp4bfj7EJo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P1+9Qd4wNfdra00flBAY+3ZNG0xady4sW+b4ilTKN9n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\nhBBCCCGEEEIIIYQQQgghRDT8fzzYZDWTa3P/AAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10ae87c10>"
}
],
"language": "python",
"trusted": true,
"collapsed": false
},
{
"metadata": {},
"cell_type": "code",
"input": "",
"outputs": [],
"language": "python",
"trusted": true,
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}
],
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}
],
"metadata": {
"name": "",
"signature": "sha256:a52612213481dbdc201fdb97f20c30e95db7efe947ecb7582cc74f7733ace458"
},
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}
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