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dveeden/MySQL Bugs.ipynb

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MySQL Bugs.ipynb
{
"metadata": {
"name": "",
"signature": "sha256:396796355a815df97f92512f967b8a322adb689c1635a97a2999c29850c43eba"
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"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On Dolphins, Panda's and Bugs\n",
"=============================\n",
"\n",
"Like any good OpenSource project the [MySQL Bugs website](http://bugs.mysql.com) is open for anyone to search through. This ofcourse doesn't include the security bugs. \n",
"\n",
"There is a second collection of bugs in the [My Oracle Support](https://support.oracle.com) and these bugs are only accesseble by customers with a support contract. Even when I have access to MOS I still prefer to use the community bugs site. For service requests etc. I would use MOS.\n",
"\n",
"The openness of the bugs database is one of the topic the [IOUG MySQL Council](http://www.ioug.org/mysql_council) discusses with Oracle.\n",
"\n",
"The bugs database has more to offer than just information about initial bugs:\n",
"\n",
" - [Bugs Statistics](http://bugs.mysql.com/bugstats.php): This has a big matrix with components and states, some per developer stats and some totals (Did you known the fastest bug closure was 9 seconds?).\n",
" - [Bugs Tide](http://bugs.mysql.com/tide.php) This gives you per month statistics.\n",
" \n",
"For both there are some filter option for version and whether to include feature requests.\n",
"\n",
"You might want to read [life cycle of a MySQL bug](http://mysqlentomologist.blogspot.nl/2013/01/life-cycle-of-mysql-bug.html) by Valeriy Kravchuk if you're not familiar with the different states of MySQL bugs.\n",
"\n",
"The bugs website offers search results not only in the HTML reports as shown on the website but also offers RSS and CSV format so it can be consumed by computer programs.\n",
"\n",
"To demostrate this I wrote this script. It fetches the CSV for my bugs and generates some graphs. As you might (or might not) notice this doesn't include my older bug reports as I have two different reporter-id's as I had different email accounts for my MySQL account and my My Oracle account before MySQL/Sun was merged with Oracle.\n",
"\n",
"This page is made with IPython Notebook, which is a tool which allows you to combine code, output, graphs and text.\n",
"You can also view this notebook [here](http://nbviewer.ipython.org/gist/dveeden/a02e0491f3ded42de716)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import requests\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from StringIO import StringIO\n",
"from datetime import datetime"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is the URL as found in the bugs website. Feel free to modify the parameters."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bugs_url = \"http://bugs.mysql.com/search-csv.php?status=all&severity=all&mine=9242646\""
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" 1. Fetch the data from the URL with the Requests library\n",
" 2. Convert the CSV data to a Pandas DataFrame (a DataFrame is a special kind of table)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bugs_req = requests.get(bugs_url)\n",
"csv_file = StringIO()\n",
"csv_file.write(bugs_req.text)\n",
"csv_file.seek(0)\n",
"bugsdf = pd.read_csv(csv_file)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's have a look at the data. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bugsdf.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>ID</th>\n",
" <th>Entered</th>\n",
" <th>Modified</th>\n",
" <th>Type</th>\n",
" <th>Status</th>\n",
" <th>Severity</th>\n",
" <th>Version</th>\n",
" <th>OS</th>\n",
" <th>Summary</th>\n",
" <th>Assign First</th>\n",
" <th>Assign Last</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 68132</td>\n",
" <td> 2013-01-21 13:53:28</td>\n",
" <td> 2013-03-26 16:14:20</td>\n",
" <td> Server: Docs</td>\n",
" <td> Closed</td>\n",
" <td> S3</td>\n",
" <td> 5.6, 5.5.29</td>\n",
" <td> Any</td>\n",
" <td> Documentation about verification with GnuPG is...</td>\n",
" <td> Philip</td>\n",
" <td> Olson</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 68199</td>\n",
" <td> 2013-01-28 08:23:59</td>\n",
" <td> 2013-05-13 13:10:00</td>\n",
" <td> bugs.mysql.com</td>\n",
" <td> Closed</td>\n",
" <td> S3</td>\n",
" <td> 5.7</td>\n",
" <td> Any</td>\n",
" <td> Month-by-month (tide) stats for 5.7 absent</td>\n",
" <td> Sveta</td>\n",
" <td> Smirnova</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 68200</td>\n",
" <td> 2013-01-28 08:54:53</td>\n",
" <td> 2013-03-10 16:03:34</td>\n",
" <td> Server: Privileges</td>\n",
" <td> Closed</td>\n",
" <td> S3</td>\n",
" <td> 5.6.9-rc</td>\n",
" <td> Any</td>\n",
" <td> Password logging doesn't work as documented</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 68536</td>\n",
" <td> 2013-03-01 10:29:46</td>\n",
" <td> 2013-07-31 13:24:26</td>\n",
" <td> MySQL Workbench</td>\n",
" <td> Closed</td>\n",
" <td> S3</td>\n",
" <td> 5.2.47</td>\n",
" <td> Any</td>\n",
" <td> Better support IPv6 addresses for new connections</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 68571</td>\n",
" <td> 2013-03-05 09:08:23</td>\n",
" <td> 2014-02-26 09:41:24</td>\n",
" <td> Monitoring: Advisors/Rules</td>\n",
" <td> Verified</td>\n",
" <td> S3</td>\n",
" <td> NaN</td>\n",
" <td> Microsoft Windows (Win7 SP1)</td>\n",
" <td> False positive for 32-binary check on win64</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
" ID Entered Modified \\\n",
"0 68132 2013-01-21 13:53:28 2013-03-26 16:14:20 \n",
"1 68199 2013-01-28 08:23:59 2013-05-13 13:10:00 \n",
"2 68200 2013-01-28 08:54:53 2013-03-10 16:03:34 \n",
"3 68536 2013-03-01 10:29:46 2013-07-31 13:24:26 \n",
"4 68571 2013-03-05 09:08:23 2014-02-26 09:41:24 \n",
"\n",
" Type Status Severity Version \\\n",
"0 Server: Docs Closed S3 5.6, 5.5.29 \n",
"1 bugs.mysql.com Closed S3 5.7 \n",
"2 Server: Privileges Closed S3 5.6.9-rc \n",
"3 MySQL Workbench Closed S3 5.2.47 \n",
"4 Monitoring: Advisors/Rules Verified S3 NaN \n",
"\n",
" OS \\\n",
"0 Any \n",
"1 Any \n",
"2 Any \n",
"3 Any \n",
"4 Microsoft Windows (Win7 SP1) \n",
"\n",
" Summary Assign First Assign Last \n",
"0 Documentation about verification with GnuPG is... Philip Olson \n",
"1 Month-by-month (tide) stats for 5.7 absent Sveta Smirnova \n",
"2 Password logging doesn't work as documented NaN NaN \n",
"3 Better support IPv6 addresses for new connections NaN NaN \n",
"4 False positive for 32-binary check on win64 NaN NaN "
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we have the data, let's make a horizontal barplot for the number of bugs per category (the Type column).\n",
"\n",
"We change the size of the figure as the default is too small to be readable."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(8,10), dpi=100)\n",
"bugsdf.Type.value_counts(ascending=True).plot(kind='barh')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.axes.AxesSubplot at 0x394de90>"
]
},
{
"metadata": {},
"output_type": "display_data",
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ffJBffvmFQYMGMXz48MvMgqpPbKf1linHorlzbJq/hkNvl1GHYmNjOXjwIE8/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\nRrAxIyIiItIINmZEREREGvE3OMOQ7pnosC8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x394d390>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Version column has a the text for the version. Let's grab the first three characters to get the major version of for the bug. This is not really perfect as it will only return 5.1 if the string is '5.1.30, 5.5.16', but it's good enough for now.\n",
"\n",
"The function will be mapped to the Version column of the dataframe. And we will save the result in a new column called major_version."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def getversion(inputver):\n",
" if isinstance(inputver, float):\n",
" return inputver\n",
" return inputver[:3]\n",
"bugsdf['major_version'] = bugsdf.Version.map(getversion)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Besides Pandas we can use matplotlib's pyplot, which is a bit like MATLAB.\n",
"\n",
"Let's create a heatmap for bug status and category"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"compstat = bugsdf.groupby('major_version').Type.value_counts().unstack().T\n",
"fig = plt.figure(figsize=(15,10), dpi=100)\n",
"plt.pcolor(compstat, vmin=0, vmax=5, cmap='Blues')\n",
"plt.yticks(np.arange(0.5, len(compstat.index), 1), compstat.index)\n",
"plt.xticks(np.arange(0.5, len(compstat.columns), 1), compstat.columns)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"([<matplotlib.axis.XTick at 0x3c067d0>,\n",
" <matplotlib.axis.XTick at 0x3d87410>,\n",
" <matplotlib.axis.XTick at 0x3f2d550>,\n",
" <matplotlib.axis.XTick at 0x3f2da50>,\n",
" <matplotlib.axis.XTick at 0x3f2df50>,\n",
" <matplotlib.axis.XTick at 0x3f15490>,\n",
" <matplotlib.axis.XTick at 0x3f15990>,\n",
" <matplotlib.axis.XTick at 0x3f15e90>,\n",
" <matplotlib.axis.XTick at 0x40983d0>,\n",
" <matplotlib.axis.XTick at 0x4098b10>,\n",
" <matplotlib.axis.XTick at 0x3d8f2d0>],\n",
" <a list of 11 Text xticklabel objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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85z85ceJEnTp/fg/PPPMMnTp1YuLEiTgcDgICAlizZg2vvPIKc+bM4ciRIyQn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\noBMRERERERHZATboRERERERERHbg3znVjuqIj2ZdAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x3a05bd0>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can create a heatmap which compares major versions and components."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(8,10), dpi=100)\n",
"plt.pcolor(compstat, vmin=0, vmax=10, cmap='Blues')\n",
"plt.yticks(np.arange(0.5, len(compstat.index), 1), compstat.index)\n",
"plt.xticks(np.arange(0.5, len(compstat.columns), 1), compstat.columns)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"([<matplotlib.axis.XTick at 0x3f15bd0>,\n",
" <matplotlib.axis.XTick at 0x3f176d0>,\n",
" <matplotlib.axis.XTick at 0x42bcad0>,\n",
" <matplotlib.axis.XTick at 0x42bcfd0>,\n",
" <matplotlib.axis.XTick at 0x4459d50>,\n",
" <matplotlib.axis.XTick at 0x4455710>,\n",
" <matplotlib.axis.XTick at 0x4451310>,\n",
" <matplotlib.axis.XTick at 0x42cdc50>,\n",
" <matplotlib.axis.XTick at 0x42c9810>,\n",
" <matplotlib.axis.XTick at 0x42c51d0>,\n",
" <matplotlib.axis.XTick at 0x42bdb10>],\n",
" <a list of 11 Text xticklabel objects>)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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3t3etDtr27dtZvHgxGzZsYP369Y5xhmHQpEkTPv74Y6ZPn87rr79+Ad8pERGRS5suR/7K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\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x40acb90>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we have the major version, let's filter on MySQL 5.6 and then graph the different values for the Status field."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bugsdf[bugsdf.major_version == '5.6'].Status.value_counts().plot(kind='bar')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.axes.AxesSubplot at 0x4451e10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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NN9yA7OxsfPzxx9iyZYvYd2YKu42Bxdx5551GdXV1g+cqKiqUvvtInaFDhxqG\nYTjuqDJs2DCZ5VAL6r5XdQYNGiSpErEGDhxobNq0yTh37pzx8ccfG3fffbfskoRo/P0SiZl1M4KD\ng5vcbDUoKAjXXnutpIo8t27dOowfPx7Dhg2z3A0VrMpKp47WZ6WLbtVns9nw4IMPolevXggICBB6\nQJjDuhnXXHMNjh49iu7duzueO3bsmLJ3ywaA/fv3IyUlBQkJCYiMjES/fv1w8803W+KGClZlxVNH\ngcsX3YqPj0dubq7SF92qr+7qgWYcFOYBxmbk5+cjMTERcXFx6Nq1K4qKirBlyxa88847Sv9jqqio\nQHp6OtavX4+SkhJMmTIFiYmJlrnDuVXs37/fcaebH374wXHqqFVuFJGUlNTkAGPdtmoX3fIWDusW\nlJSUID09HcXFxQgPD8e9996rdAzS2KlTp/DGG29g7dq1+P7772WXQ/VomoaTJ09C0zSMHDkSCQkJ\nCA0NlV0WScRh7YfKy8uxceNG/OUvf0FZWRkmT55smYu/W0l5eTl27dqF7du3Y+fOnTAMAzExMZa4\ngW779u0B1L6iPnfuHLp164aDBw9KrspzdW+nr1NSUiLsh6y6ASy5LCsrC4899hh69+6N3NxcvPrq\nq9i5cycHtY9q3bo17rjjDkRERCAiIgLV1dXYu3ev7LKEKC4uRnFxMU6fPo3Dhw8rfYE0oLafQ4cO\nYdiwYSgoKEBBQQG+/fZbxMfHC1uDr6z9iKZpmDZtGn796183uK0X+Z7XXnsN//rXv1BSUoLhw4dj\n1KhRGDp0aLMXrVKdyLdly/CPf/wDq1atwr59+xw31A4ICMCQIUMc9z71FIc1kQ+67rrrMHLkSEyd\nOhUxMTHK3/CiscTERNhsNhiGgeLiYoSGhuKjjz6SXZbHNm/ejHvuuceUfXNYE/mgiooKZGdn45NP\nPsGOHTtw0003YfTo0Rg9erTjuuSq2rdvH2bPno0ffvgBjz76KIYNG4a77rpL6Xcxdu3aFV26dMH7\n779v2p19OKyJFLBlyxYsWbIEOTk5qK6ull2O295//30sW7YMM2bMwI033ogTJ05g7dq1SE5OxgMP\nPCC7PLcVFhaiXbt2pl48jMOayAft2bMH2dnZyM7OxsGDBxEZGYn4+HgMHz4c4eHhsstz21133YWM\njIwGQ+3ChQu47777oOu6vMIE2bt3L1JTUxvc2eett94Ssm++g5HIB73wwguIj4/HwoULERUVpfQ7\nZ+sLCgofm4MBAAAB80lEQVRq8uozJCTEEnf1AWrf7DNnzhzHnX1EvpPRGl8hIosRdUdsX9Pc8FI5\n2qmvffv2mDp1qin7ZgxCRF5z4403Ii4ursnz27Ztw5kzZyRUJNbMmTNht9tx++23A6j94ZSQkCBk\n3xzWROQ1uq47Ttmrz2azISYmRlJV4jS+5gkg7lonHNZERCY5deoUOnToIGRf1jhqQUTkAxYuXIh2\n7do5DpqOHTtW2L45rImIBPnnP/+JoqIiPProozh48CBuvfVWYfvmsCYiEqR9+/Zo3bo1Lly4gB49\neuDEiRPC9s1hTUQkSKdOnbBu3ToEBwdj/vz5OHv2rLB98wAjEZEgNTU1KCoqQlhYGN5++23ExcWh\nb9++QvbNV9ZERAKsWbMG1dXVCA8Px9dff43AwEBhgxrgsCYi8tjixYuRkZGBiooKALVxSEZGBpKT\nk4WtwRiEiMhDAwYMwOeff97gGi6VlZUYPHgwvvjiCyFr8JU1EZGHgoODm1xsKygoSOgNtjmsiYg8\ndM011+Do0aMNnjt27JjQqyUyBiEi8lB+fj4SExMRFxeHrl27oqioCFu2bME777yDfv36CVmDw5qI\nSICSkhKkp6ejuLgY4eHhuPfee4XGIBzWREQKYGZNRKQADmsiIgVwWBMRKYDDmohIARzWREQK+H/0\nyLTH6jrvgQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x3a007d0>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or maybe check the status for all versions."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bugsdf.groupby('major_version').Status.value_counts().unstack().plot(kind='barh', stacked=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"<matplotlib.axes.AxesSubplot at 0x446f790>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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u3LmDr68vOp2Oo0ePEhISgp+fHz4+PixcuNDcqXhgRs8EZs6cyVtvvUXNmjUB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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x3bf9450>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's not really helpful, let's remove the Closed ones."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"bugsdf[bugsdf.Status != 'Closed'].groupby('major_version').Status.value_counts().unstack().plot(kind='bar', stacked=True)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"<matplotlib.axes.AxesSubplot at 0x4464650>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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5eqkDBw7QsGFDkpKSKr2+q0GHfp41ktt40rO2HSnWl4iIiCAlJYWtW7fSu3dv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\nhNCAFGshhNDA/wcQS3LsRbV6igAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x40cb790>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The Entered and Modified fields are not yet in a 'real' date format. So these must be coverted before we can use them."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bugsdf['Entered'] = pd.to_datetime(bugsdf.Entered)\n",
"bugsdf['Modified'] = pd.to_datetime(bugsdf.Modified)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Which are the oldest open bugs? \n",
"\n",
"The - before the bugsdf.Status.isin reverses the result, so it behave like 'is not in'."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bugsdf[-bugsdf.Status.isin(['Closed', 'Duplicate', 'Won\\'t fix', 'Can\\'t repeat'])].sort(columns='Entered')[:5]"
],
"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>ID</th>\n",
" <th>Entered</th>\n",
" <th>Modified</th>\n",
" <th>Type</th>\n",
" <th>Status</th>\n",
" <th>Severity</th>\n",
" <th>Version</th>\n",
" <th>OS</th>\n",
" <th>Summary</th>\n",
" <th>Assign First</th>\n",
" <th>Assign Last</th>\n",
" <th>major_version</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>4 </th>\n",
" <td> 68571</td>\n",
" <td>2013-03-05 09:08:23</td>\n",
" <td>2014-02-26 09:41:24</td>\n",
" <td> Monitoring: Advisors/Rules</td>\n",
" <td> Verified</td>\n",
" <td> S3</td>\n",
" <td> NaN</td>\n",
" <td> Microsoft Windows (Win7 SP1)</td>\n",
" <td> False positive for 32-binary check on win64</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 </th>\n",
" <td> 68574</td>\n",
" <td>2013-03-05 13:42:26</td>\n",
" <td>2014-02-23 11:25:48</td>\n",
" <td> Server: InnoDB</td>\n",
" <td> Verified</td>\n",
" <td> S3</td>\n",
" <td> 5.5.30, 5.6.16</td>\n",
" <td> Microsoft Windows (win7 sp1 ent)</td>\n",
" <td> No instrumentation for InnoDB files in P_S on ...</td>\n",
" <td> Marc</td>\n",
" <td> Alff</td>\n",
" <td> 5.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> 68925</td>\n",
" <td>2013-04-11 05:57:29</td>\n",
" <td>2013-04-11 06:15:40</td>\n",
" <td> Client</td>\n",
" <td> Verified</td>\n",
" <td> S3</td>\n",
" <td> 5.6.10, 5.5.29</td>\n",
" <td> Any</td>\n",
" <td> Compatibility issue with mysql history (\"\\040\"...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 5.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td> 69147</td>\n",
" <td>2013-05-05 10:07:16</td>\n",
" <td>2013-07-28 14:43:57</td>\n",
" <td> Server: I_S</td>\n",
" <td> Verified</td>\n",
" <td> S4</td>\n",
" <td> 5.7</td>\n",
" <td> Any</td>\n",
" <td> Variable defaults in information_schema</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 5.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td> 69223</td>\n",
" <td>2013-05-14 06:22:48</td>\n",
" <td>2013-06-24 20:03:16</td>\n",
" <td> Server: DDL</td>\n",
" <td> Verified</td>\n",
" <td> S4</td>\n",
" <td> 5.6.10</td>\n",
" <td> Any</td>\n",
" <td> Give a warning on CREATE TABLE without PRIMARY...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 5.6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
" ID Entered Modified Type \\\n",
"4 68571 2013-03-05 09:08:23 2014-02-26 09:41:24 Monitoring: Advisors/Rules \n",
"5 68574 2013-03-05 13:42:26 2014-02-23 11:25:48 Server: InnoDB \n",
"19 68925 2013-04-11 05:57:29 2013-04-11 06:15:40 Client \n",
"22 69147 2013-05-05 10:07:16 2013-07-28 14:43:57 Server: I_S \n",
"33 69223 2013-05-14 06:22:48 2013-06-24 20:03:16 Server: DDL \n",
"\n",
" Status Severity Version OS \\\n",
"4 Verified S3 NaN Microsoft Windows (Win7 SP1) \n",
"5 Verified S3 5.5.30, 5.6.16 Microsoft Windows (win7 sp1 ent) \n",
"19 Verified S3 5.6.10, 5.5.29 Any \n",
"22 Verified S4 5.7 Any \n",
"33 Verified S4 5.6.10 Any \n",
"\n",
" Summary Assign First \\\n",
"4 False positive for 32-binary check on win64 NaN \n",
"5 No instrumentation for InnoDB files in P_S on ... Marc \n",
"19 Compatibility issue with mysql history (\"\\040\"... NaN \n",
"22 Variable defaults in information_schema NaN \n",
"33 Give a warning on CREATE TABLE without PRIMARY... NaN \n",
"\n",
" Assign Last major_version \n",
"4 NaN NaN \n",
"5 Alff 5.5 \n",
"19 NaN 5.6 \n",
"22 NaN 5.7 \n",
"33 NaN 5.6 "
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's find bugs which are open and not modified in a some time."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bugsdf[-bugsdf.Status.isin(['Closed', 'Duplicate', 'Won\\'t fix', 'Can\\'t repeat'])] \\\n",
" [bugsdf.Modified < datetime(2013, 6, 1)] \\\n",
" [bugsdf.Modified > datetime(1970, 1, 1)] "
],
"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>ID</th>\n",
" <th>Entered</th>\n",
" <th>Modified</th>\n",
" <th>Type</th>\n",
" <th>Status</th>\n",
" <th>Severity</th>\n",
" <th>Version</th>\n",
" <th>OS</th>\n",
" <th>Summary</th>\n",
" <th>Assign First</th>\n",
" <th>Assign Last</th>\n",
" <th>major_version</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>19</th>\n",
" <td> 68925</td>\n",
" <td>2013-04-11 05:57:29</td>\n",
" <td>2013-04-11 06:15:40</td>\n",
" <td> Client</td>\n",
" <td> Verified</td>\n",
" <td> S3</td>\n",
" <td> 5.6.10, 5.5.29</td>\n",
" <td> Any</td>\n",
" <td> Compatibility issue with mysql history (\"\\040\"...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 5.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td> 69226</td>\n",
" <td>2013-05-14 10:31:09</td>\n",
" <td>2013-05-14 16:09:09</td>\n",
" <td> Server: Options</td>\n",
" <td> Verified</td>\n",
" <td> S3</td>\n",
" <td> 5.6.11</td>\n",
" <td> Any</td>\n",
" <td> Status variable for SSL/TLS implementation</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 5.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td> 69314</td>\n",
" <td>2013-05-24 21:33:48</td>\n",
" <td>2013-05-25 07:55:24</td>\n",
" <td> Server: Options</td>\n",
" <td> Verified</td>\n",
" <td> S3</td>\n",
" <td> 5.7.1</td>\n",
" <td> Any</td>\n",
" <td> ignore-db-dir option doesn't work for database...</td>\n",
" <td> NaN</td>\n",
" <td> NaN</td>\n",
" <td> 5.7</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
" ID Entered Modified Type Status \\\n",
"19 68925 2013-04-11 05:57:29 2013-04-11 06:15:40 Client Verified \n",
"35 69226 2013-05-14 10:31:09 2013-05-14 16:09:09 Server: Options Verified \n",
"36 69314 2013-05-24 21:33:48 2013-05-25 07:55:24 Server: Options Verified \n",
"\n",
" Severity Version OS \\\n",
"19 S3 5.6.10, 5.5.29 Any \n",
"35 S3 5.6.11 Any \n",
"36 S3 5.7.1 Any \n",
"\n",
" Summary Assign First \\\n",
"19 Compatibility issue with mysql history (\"\\040\"... NaN \n",
"35 Status variable for SSL/TLS implementation NaN \n",
"36 ignore-db-dir option doesn't work for database... NaN \n",
"\n",
" Assign Last major_version \n",
"19 NaN 5.6 \n",
"35 NaN 5.6 \n",
"36 NaN 5.7 "
]
}
],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Besides searching for bugs by reporter you can also use this to search on other conditions."
]
}
],
"metadata": {}
}
]
}
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