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WebLogAnalysis-2016.html
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WebLogAnalysis-2016.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>WebLogAnalysis</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
/*!
*
* Twitter Bootstrap
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<h1 id="Web-Server-Log-Analysis">Web Server Log Analysis<a class="anchor-link" href="#Web-Server-Log-Analysis">¶</a></h1><h5 id="This-example-demonstrates-parsing-(including-incorrectly-formated-strings)-and-analysis-of-web-server-log-data-.">This example demonstrates parsing (including incorrectly formated strings) and analysis of web server log data .<a class="anchor-link" href="#This-example-demonstrates-parsing-(including-incorrectly-formated-strings)-and-analysis-of-web-server-log-data-.">¶</a></h5><p>The lines may look like</p>
<ul>
<li>local - - [24/Oct/1994:13:41:41 -0600] "GET index.html HTTP/1.0" 200 150</li>
<li>remote - - [27/Oct/1994:23:17:17 -0600] "GET index.html 200 3185</li>
<li>local - - [27/Oct/1994:15:28:10 -0600] "GET index.html Inch Nails HTTP/1.0" 404 -</li>
</ul>
<p>Out of 726739 log-lines, 723267 are parsed with protocol info, 1847 are parsed without protocol info, 1419 are of the "local index.html"-type and carry no useful information, and 206 lines are left unparsed till further decision.</p>
<h5 id="The-analysis-includes:">The analysis includes:<a class="anchor-link" href="#The-analysis-includes:">¶</a></h5><ol>
<li><p>Step-by-step parsing of log lines to arrive at final "production" parsing code</p>
</li>
<li><p>Exploratory data analysis and visualizations</p>
</li>
<li><p>Analysis of "notFound" (404) response codes and visualizations</p>
</li>
</ol>
<p>The data are taken from <a href="http://ita.ee.lbl.gov/html/contrib/Calgary-HTTP.html">here</a>. The code assumes that the file "calgary_access_log.gz" is downloaded, gunziped and put into "data" subdirectory.</p>
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<h1 id="1.-Parsing">1. Parsing<a class="anchor-link" href="#1.-Parsing">¶</a></h1>
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<p>We create "logFileRDD" of the file by reading it as a collection of lines. For a start we have a look at the first several lines</p>
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">os</span>
<span class="n">logFile</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="s1">'data'</span><span class="p">,</span> <span class="s1">'calgary_access_log'</span><span class="p">)</span>
<span class="n">logFileRDD</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">textFile</span><span class="p">(</span><span class="n">logFile</span><span class="p">,</span> <span class="mi">4</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>
<span class="n">logFileRDD</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
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<pre>[u'local - - [24/Oct/1994:13:41:41 -0600] "GET index.html HTTP/1.0" 200 150',
u'local - - [24/Oct/1994:13:41:41 -0600] "GET 1.gif HTTP/1.0" 200 1210',
u'local - - [24/Oct/1994:13:43:13 -0600] "GET index.html HTTP/1.0" 200 3185',
u'local - - [24/Oct/1994:13:43:14 -0600] "GET 2.gif HTTP/1.0" 200 2555',
u'local - - [24/Oct/1994:13:43:15 -0600] "GET 3.gif HTTP/1.0" 200 36403']</pre>
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<p>These lines comply to <a href="http://httpd.apache.org/docs/1.3/logs.html#common">Apache Common Log Format (CLF)</a>.
We briefly summarize the content of the fields</p>
<ol>
<li><p>IP address of the client ("local" in the example above)</p>
</li>
<li><p>RFC 1413 identity of the client (The "hyphen" in the output indicates that the requested piece of information is not available)</p>
</li>
<li><p>userid of the person requesting the document</p>
</li>
<li><p>time that the server finished processing the request</p>
</li>
<li><p>method used by the client in the request line ("GET")</p>
</li>
<li><p>resource requested by the client ("index.html" or various GIF files)</p>
</li>
<li><p>protocol used by the client (HTTP/1.0)</p>
</li>
<li><p>response code according to <a href="http://www.w3.org/Protocols/rfc2616/rfc2616-sec10.html">HTTP Specification</a> that the server sends back to the client (200 means OK, the request has succeded)</p>
</li>
<li><p>the size of the content returned to the client</p>
</li>
</ol>
<p>Let us parse each line of our RDD accordingly</p>
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<div class=" highlight hl-ipython2"><pre><span class="c1"># A regular expression pattern to extract fields from the log line</span>
<span class="n">APACHE_ACCESS_LOG_PATTERN</span> <span class="o">=</span> <span class="s1">'^(\S+) (\S+) (\S+) \[([\w:/]+\s[+\-]\d{4})\] "(\S+) (\S+) (\S+)" (\d{3}) (\S+)'</span>
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<div class=" highlight hl-ipython2"><pre><span class="c1"># check correct pattern for datetime - we neglect the time zone shift for the moment</span>
<span class="kn">import</span> <span class="nn">datetime</span>
<span class="n">stri</span> <span class="o">=</span> <span class="s2">"24/Oct/1994:13:41:41 -0600"</span>
<span class="n">dt</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="n">stri</span><span class="p">[:</span><span class="mi">20</span><span class="p">],</span> <span class="s2">"</span><span class="si">%d</span><span class="s2">/%b/%Y:%H:%M:%S"</span><span class="p">)</span>
<span class="k">print</span> <span class="n">dt</span>
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<pre>1994-10-24 13:41:41
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<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">re</span>
<span class="kn">from</span> <span class="nn">pyspark.sql</span> <span class="kn">import</span> <span class="n">Row</span>
<span class="k">def</span> <span class="nf">parseApacheLogLine</span><span class="p">(</span><span class="n">logline</span><span class="p">):</span>
<span class="sd">""" Parse a line in the Apache Common Log format</span>
<span class="sd"> Inputs:</span>
<span class="sd"> logline (str): a line of text in the Apache Common Log format</span>
<span class="sd"> Outputs:</span>
<span class="sd"> tuple: either a dictionary containing the parts of the Apache Access Log and 1,</span>
<span class="sd"> or the original invalid log line and 0</span>
<span class="sd"> """</span>
<span class="n">match</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="n">APACHE_ACCESS_LOG_PATTERN</span><span class="p">,</span> <span class="n">logline</span><span class="p">)</span>
<span class="k">if</span> <span class="n">match</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
<span class="k">return</span> <span class="p">(</span><span class="n">logline</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">size_field</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">9</span><span class="p">)</span>
<span class="k">if</span> <span class="n">size_field</span> <span class="o">==</span> <span class="s1">'-'</span><span class="p">:</span>
<span class="n">size</span> <span class="o">=</span> <span class="nb">long</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">size</span> <span class="o">=</span> <span class="nb">long</span><span class="p">(</span><span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">9</span><span class="p">))</span>
<span class="k">return</span> <span class="p">(</span><span class="n">Row</span><span class="p">(</span>
<span class="n">host</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span>
<span class="n">client_id</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">2</span><span class="p">),</span>
<span class="n">user_id</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">3</span><span class="p">),</span>
<span class="n">date_time</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">4</span><span class="p">)[:</span><span class="mi">20</span><span class="p">],</span> <span class="s2">"</span><span class="si">%d</span><span class="s2">/%b/%Y:%H:%M:%S"</span><span class="p">),</span> <span class="c1">#parse_apache_time(match.group(4)),</span>
<span class="n">method</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">5</span><span class="p">),</span> <span class="c1">#.toupper()</span>
<span class="n">request</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">6</span><span class="p">),</span>
<span class="n">protocol</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">7</span><span class="p">),</span>
<span class="n">response_code</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">8</span><span class="p">)),</span>
<span class="n">content_size</span> <span class="o">=</span> <span class="n">size</span>
<span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
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<p>We will keep track of correctly parsed and failed logs are returned those as two RDDs</p>
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">access_fail_logs</span><span class="p">(</span><span class="n">parsed_logs</span><span class="p">):</span>
<span class="sd">""" Read and parse log file, print a 20-sample of failed log-lines</span>
<span class="sd"> Inputs:</span>
<span class="sd"> parsed_logs (RDD): an RDD obtained via parseApacheLogLine(...)</span>
<span class="sd"> Outputs:</span>
<span class="sd"> tuple of RDDs: access_logs, failed_logs</span>
<span class="sd"> """</span>
<span class="n">access_logs</span> <span class="o">=</span> <span class="p">(</span><span class="n">parsed_logs</span>
<span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">s</span><span class="p">:</span> <span class="n">s</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span>
<span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">s</span><span class="p">:</span> <span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="o">.</span><span class="n">cache</span><span class="p">())</span>
<span class="n">failed_logs</span> <span class="o">=</span> <span class="p">(</span><span class="n">parsed_logs</span>
<span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">s</span><span class="p">:</span> <span class="n">s</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
<span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">s</span><span class="p">:</span> <span class="n">s</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="n">failed_logs_count</span> <span class="o">=</span> <span class="n">failed_logs</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="k">if</span> <span class="n">failed_logs_count</span> <span class="o">></span> <span class="mi">0</span><span class="p">:</span>
<span class="k">print</span> <span class="s1">'Number of invalid logline: </span><span class="si">%d</span><span class="s1">'</span> <span class="o">%</span> <span class="n">failed_logs</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">failed_logs</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">20</span><span class="p">):</span>
<span class="k">print</span> <span class="s1">'Invalid logline: </span><span class="si">%s</span><span class="s1">'</span> <span class="o">%</span> <span class="n">line</span>
<span class="k">print</span> <span class="s1">'Read </span><span class="si">%d</span><span class="s1"> lines, successfully parsed </span><span class="si">%d</span><span class="s1"> lines, failed to parse </span><span class="si">%d</span><span class="s1"> lines'</span> <span class="o">%</span> <span class="p">(</span><span class="n">parsed_logs</span><span class="o">.</span><span class="n">count</span><span class="p">(),</span> <span class="n">access_logs</span><span class="o">.</span><span class="n">count</span><span class="p">(),</span> <span class="n">failed_logs</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
<span class="k">return</span> <span class="n">access_logs</span><span class="p">,</span> <span class="n">failed_logs</span>
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<p>Now that our functions are ready let us start with parsing lines</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">parsedLogsRDD</span> <span class="o">=</span> <span class="n">logFileRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">parseApacheLogLine</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>
<span class="n">accessLogsRDD</span><span class="p">,</span> <span class="n">failedLogsRDD</span> <span class="o">=</span> <span class="n">access_fail_logs</span><span class="p">(</span><span class="n">parsedLogsRDD</span><span class="p">)</span>
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<pre>Number of invalid logline: 4459
Invalid logline: local 780 index.html
Invalid logline: local index.html
Invalid logline: remote - - [24/Oct/1994:17:18:19 -0600] "GET 155.gif" 200 2555
Invalid logline: remote - - [24/Oct/1994:17:18:55 -0600] "GET 156.gif" 200 36403
Invalid logline: remote - - [24/Oct/1994:17:19:02 -0600] "GET 157.gif" 200 441
Invalid logline: local index.html
Invalid logline: remote - - [27/Oct/1994:12:42:44 -0600] "GET 576.html tp:// HTTP/1.0" 404 -
Invalid logline: local - - [27/Oct/1994:15:28:10 -0600] "GET index.html Inch Nails HTTP/1.0" 404 -
Invalid logline: local - - [27/Oct/1994:15:29:14 -0600] "GET index.html Inch Nails HTTP/1.0" 404 -
Invalid logline: remote - - [27/Oct/1994:18:51:50 -0600] "GET index.html 200 3185
Invalid logline: remote - - [27/Oct/1994:23:17:17 -0600] "GET index.html 200 3185
Invalid logline: local - - [28/Oct/1994:00:23:22 -0600] "GET 619.html" 404 -
Invalid logline: local - - [28/Oct/1994:00:24:32 -0600] "GET 620.html" 404 -
Invalid logline: local - - [28/Oct/1994:00:25:18 -0600] "GET index.html 200 514
Invalid logline: local - - [28/Oct/1994:00:25:19 -0600] "GET 621.gif" 200 541
Invalid logline: local - - [28/Oct/1994:00:25:32 -0600] "GET 622.html" 200 1811
Invalid logline: local - - [28/Oct/1994:09:07:50 -0600] "GET" index.html -
Invalid logline: local - - [28/Oct/1994:09:08:28 -0600] "GET index.html 302 -
Invalid logline: local - - [28/Oct/1994:09:09:35 -0600] "GET index.html 200 3185
Invalid logline: local - - [28/Oct/1994:09:10:21 -0600] "GET 628.html" 200 1530
Read 726739 lines, successfully parsed 722280 lines, failed to parse 4459 lines
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<p>There are many lines that failed to parse. Some of them (like "local 780 index.html") seems to be not important for our analysis and can be dropped. Others contain useful unformation though. Before dealing with this issue, let us check if parsed results are meaningful.</p>
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<h3 id="Start-Data-Cleaning">Start Data Cleaning<a class="anchor-link" href="#Start-Data-Cleaning">¶</a></h3><p>How can we be sure that our parsing delivered meaningful results? Let us have a look at the unique values of the "method", "response code", and "protocol".</p>
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">distinct_methods_responsecodes_protocols</span><span class="p">(</span><span class="n">accessLogsRDD</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Prints distinct values for methods, response codes and protocols</span>
<span class="sd"> Inputs:</span>
<span class="sd"> accessLogsRDD </span>
<span class="sd"> """</span>
<span class="n">MethodsRDD</span> <span class="o">=</span> <span class="n">accessLogsRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">log</span><span class="p">:</span> <span class="n">log</span><span class="o">.</span><span class="n">method</span><span class="p">)</span>
<span class="n">uniqueMethodsRDD</span> <span class="o">=</span> <span class="n">MethodsRDD</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span>
<span class="k">print</span> <span class="s2">"Methods are"</span><span class="p">,</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">uniqueMethodsRDD</span><span class="o">.</span><span class="n">collect</span><span class="p">())</span>
<span class="n">ResponseCodesRDD</span> <span class="o">=</span> <span class="n">accessLogsRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">log</span><span class="p">:</span> <span class="n">log</span><span class="o">.</span><span class="n">response_code</span><span class="p">)</span>
<span class="n">uniqueResponseCodesRDD</span> <span class="o">=</span> <span class="n">ResponseCodesRDD</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span>
<span class="k">print</span> <span class="s2">"Response codes are"</span><span class="p">,</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">uniqueResponseCodesRDD</span><span class="o">.</span><span class="n">collect</span><span class="p">())</span>
<span class="n">ProtocolsRDD</span> <span class="o">=</span> <span class="n">accessLogsRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">log</span><span class="p">:</span> <span class="n">log</span><span class="o">.</span><span class="n">protocol</span><span class="p">)</span>
<span class="n">uniqueProtocolsRDD</span> <span class="o">=</span> <span class="n">ProtocolsRDD</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span>
<span class="k">print</span> <span class="s2">"Protocols are"</span><span class="p">,</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">uniqueProtocolsRDD</span><span class="o">.</span><span class="n">collect</span><span class="p">())</span>
<span class="c1">#return MethodsRDD, ResponseCodesRDD, ProtocolsRDD</span>
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">distinct_methods_responsecodes_protocols</span><span class="p">(</span><span class="n">accessLogsRDD</span><span class="p">):</span>
<span class="sd">"""</span>
<span class="sd"> Prints distinct values for methods, response codes and protocols</span>
<span class="sd"> Inputs:</span>
<span class="sd"> accessLogsRDD </span>
<span class="sd"> """</span>
<span class="n">MethodsRDD</span> <span class="o">=</span> <span class="n">accessLogsRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">log</span><span class="p">:</span> <span class="n">log</span><span class="o">.</span><span class="n">method</span><span class="p">)</span>
<span class="n">uniqueMethodsRDD</span> <span class="o">=</span> <span class="n">MethodsRDD</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span>
<span class="k">print</span> <span class="s2">"Methods are"</span><span class="p">,</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">uniqueMethodsRDD</span><span class="o">.</span><span class="n">collect</span><span class="p">())</span>
<span class="n">ResponseCodesRDD</span> <span class="o">=</span> <span class="n">accessLogsRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">log</span><span class="p">:</span> <span class="n">log</span><span class="o">.</span><span class="n">response_code</span><span class="p">)</span>
<span class="n">uniqueResponseCodesRDD</span> <span class="o">=</span> <span class="n">ResponseCodesRDD</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span>
<span class="k">print</span> <span class="s2">"Response codes are"</span><span class="p">,</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">uniqueResponseCodesRDD</span><span class="o">.</span><span class="n">collect</span><span class="p">())</span>
<span class="n">ProtocolsRDD</span> <span class="o">=</span> <span class="n">accessLogsRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">log</span><span class="p">:</span> <span class="n">log</span><span class="o">.</span><span class="n">protocol</span><span class="p">)</span>
<span class="n">uniqueProtocolsRDD</span> <span class="o">=</span> <span class="n">ProtocolsRDD</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span>
<span class="k">print</span> <span class="s2">"Protocols are"</span><span class="p">,</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">uniqueProtocolsRDD</span><span class="o">.</span><span class="n">collect</span><span class="p">())</span>
<span class="c1">#return MethodsRDD, ResponseCodesRDD, ProtocolsRDD</span>
<span class="n">distinct_methods_responsecodes_protocols</span><span class="p">(</span><span class="n">accessLogsRDD</span><span class="p">)</span>
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<pre>Methods are [u'GET', u'HEAD', u'POST']
Response codes are [200, 302, 304, 400, 401, 403, 404, 500, 501]
Protocols are [u'Bentley)</a>', u'Engines</a><br>', u'HTTP/0', u'HTTP/1.0', u'HTTP/V1.0', u'Parkhill</A><br>', u'Zhang</A>,']
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<p>All methods look reasonable</p>
<p>All response codes are as expected from correct parsing:</p>
<ul>
<li>200 OK</li>
<li>302 Found</li>
<li>304 Not Modified</li>
<li>400 Bad Request</li>
<li>401 Unauthorized</li>
<li>403 Forbidden</li>
<li>404 Not Found</li>
<li>500 Internal Server Error</li>
<li>501 Not Implemented</li>
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<p>For protocols some results definitely belong not to protocols but to the previous "request" field (so that "request" can consist of more than one word). Moreover, all valid protocols seems to be some variations of HTTP. Let us try to parse protocol as a field with "TP" letters in it and refine our regex accordingly</p>
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<div class=" highlight hl-ipython2"><pre><span class="c1"># This was originally '^(\S+) (\S+) (\S+) \[([\w:/]+\s[+\-]\d{4})\] "(\S+) (\S+)\s*(\S*)" (\d{3}) (\S+)'</span>
<span class="n">APACHE_ACCESS_LOG_PATTERN</span> <span class="o">=</span> <span class="s1">r'^(\S+) (\S+) (\S+) \[([\w:/]+\s[+\-]\d{4})\] "(\S+) (\S+.*) (\S+[Tt][Pp]\S*)" (\d{3}) (\S+)$'</span>
<span class="n">parsedLogsRDD1</span> <span class="o">=</span> <span class="n">logFileRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">parseApacheLogLine</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>
<span class="n">accessLogsRDD1</span><span class="p">,</span> <span class="n">failedLogsRDD1</span> <span class="o">=</span> <span class="n">access_fail_logs</span><span class="p">(</span><span class="n">parsedLogsRDD1</span><span class="p">)</span>
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<pre>Number of invalid logline: 3499
Invalid logline: local 780 index.html
Invalid logline: local index.html
Invalid logline: remote - - [24/Oct/1994:17:18:19 -0600] "GET 155.gif" 200 2555
Invalid logline: remote - - [24/Oct/1994:17:18:55 -0600] "GET 156.gif" 200 36403
Invalid logline: remote - - [24/Oct/1994:17:19:02 -0600] "GET 157.gif" 200 441
Invalid logline: local index.html
Invalid logline: remote - - [27/Oct/1994:18:51:50 -0600] "GET index.html 200 3185
Invalid logline: remote - - [27/Oct/1994:23:17:17 -0600] "GET index.html 200 3185
Invalid logline: local - - [28/Oct/1994:00:23:22 -0600] "GET 619.html" 404 -
Invalid logline: local - - [28/Oct/1994:00:24:32 -0600] "GET 620.html" 404 -
Invalid logline: local - - [28/Oct/1994:00:25:18 -0600] "GET index.html 200 514
Invalid logline: local - - [28/Oct/1994:00:25:19 -0600] "GET 621.gif" 200 541
Invalid logline: local - - [28/Oct/1994:00:25:32 -0600] "GET 622.html" 200 1811
Invalid logline: local - - [28/Oct/1994:09:07:50 -0600] "GET" index.html -
Invalid logline: local - - [28/Oct/1994:09:08:28 -0600] "GET index.html 302 -
Invalid logline: local - - [28/Oct/1994:09:09:35 -0600] "GET index.html 200 3185
Invalid logline: local - - [28/Oct/1994:09:10:21 -0600] "GET 628.html" 200 1530
Invalid logline: local - - [28/Oct/1994:09:10:55 -0600] "GET 629.html" 404 -
Invalid logline: local index.html
Invalid logline: remote - - [29/Oct/1994:12:37:21 -0600] "GET 746.html" 200 2830
Read 726739 lines, successfully parsed 723240 lines, failed to parse 3499 lines
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<p>Checking again that results are meaningful</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">distinct_methods_responsecodes_protocols</span><span class="p">(</span><span class="n">accessLogsRDD1</span><span class="p">)</span>
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<pre>Methods are [u'GET', u'HEAD', u'POST']
Response codes are [200, 302, 304, 400, 401, 403, 404, 500, 501]
Protocols are [u'HTTP/0', u'HTTP/1.0', u'HTTP/V1.0']
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<p>All the protocols above are one and the same protocol "HTTP/1.0", so we should adjust our "parseApacheLogLine" accordingly (or neglect this field since it carries no useful information). We will do this later. Now, as promised above, let us return to the "failed" lines. Some of them are without protocol but contain many other fields. We create new pattern to process only the previously failed lines</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">APACHE_ACCESS_LOG_PATTERN</span> <span class="o">=</span> <span class="s1">r'^(\S+) (\S+) (\S+) \[([\w:/]+\s[+\-]\d{4})\] "(\S+) (\S+.*)\s*(\S*)"* (\d{3}) (\S+)$'</span>
<span class="n">parsedLogsRDD2</span> <span class="o">=</span> <span class="n">failedLogsRDD1</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">parseApacheLogLine</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span> <span class="c1"># apply to previously failed lines</span>
<span class="n">accessLogsRDD2</span><span class="p">,</span> <span class="n">failedLogsRDD2</span> <span class="o">=</span> <span class="n">access_fail_logs</span><span class="p">(</span><span class="n">parsedLogsRDD2</span><span class="p">)</span>
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<pre>Number of invalid logline: 1652
Invalid logline: local 780 index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local - - [28/Oct/1994:09:07:50 -0600] "GET" index.html -
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: remote 200 329 index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local 579 index.html
Invalid logline: local index.html
Invalid logline: local index.html
Read 3499 lines, successfully parsed 1847 lines, failed to parse 1652 lines
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<p>Again we check that the results are reasonable</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">distinct_methods_responsecodes_protocols</span><span class="p">(</span><span class="n">accessLogsRDD2</span><span class="p">)</span>
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<pre>Methods are [u'GET', u'HEAD', u'get']
Response codes are [200, 302, 400, 404]
Protocols are [u'']
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<p>Methods are meaningful, we only need to adjust our "parseApacheLogLine" to be case insensitive. Responses are meaningful.</p>
<p>The most of failed lines look like "local index.html" and thus look irrelevant to our purpose. We consider dropping them. To be on the safe side, however, let us process what we can by using this "local index.html"-like two-word pattern and have a look at the rest</p>
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">parseHELine</span><span class="p">(</span><span class="n">logline</span><span class="p">):</span>
<span class="sd">""" Parse a "host-request" line in the format like 'local index.html'</span>
<span class="sd"> Inputs:</span>
<span class="sd"> logline (str): a line of text </span>
<span class="sd"> Outputs:</span>
<span class="sd"> tuple: either a dictionary containing (host, endpoint) and 1,</span>
<span class="sd"> or the original invalid log line and 0</span>
<span class="sd"> """</span>
<span class="n">match</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">search</span><span class="p">(</span><span class="s1">r'^(\S+)\s+(\S+)$'</span><span class="p">,</span> <span class="n">logline</span><span class="p">)</span>
<span class="k">if</span> <span class="n">match</span> <span class="ow">is</span> <span class="bp">None</span><span class="p">:</span>
<span class="k">return</span> <span class="p">(</span><span class="n">logline</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<span class="k">return</span> <span class="p">(</span><span class="n">Row</span><span class="p">(</span>
<span class="n">host</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">1</span><span class="p">),</span>
<span class="n">request</span> <span class="o">=</span> <span class="n">match</span><span class="o">.</span><span class="n">group</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
<span class="p">),</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">parsedLogsRDD3</span> <span class="o">=</span> <span class="n">failedLogsRDD2</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">parseHELine</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>
<span class="n">accessLogsRDD3</span><span class="p">,</span> <span class="n">failedLogsRDD3</span> <span class="o">=</span> <span class="n">access_fail_logs</span><span class="p">(</span><span class="n">parsedLogsRDD3</span><span class="p">)</span>
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<pre>Number of invalid logline: 233
Invalid logline: local 780 index.html
Invalid logline: local - - [28/Oct/1994:09:07:50 -0600] "GET" index.html -
Invalid logline: remote 200 329 index.html
Invalid logline: local 579 index.html
Invalid logline: remote 302 - index.html
Invalid logline: remote 304 0 index.html
Invalid logline: remote HTTP/1.0" 200 55124 index.html
Invalid logline: local HTTP/1.0" 302 - index.html
Invalid logline: remote HTTP/1.0" 200 506 index.html
Invalid logline: local HTTP/1.0" 200 9154 index.html
Invalid logline: remote 200 1619 index.html
Invalid logline: local HTTP/1.0" 200 732 index.html
Invalid logline: local - [16/Dec/1994:11:18:51 -0700] "GET / 1350.0" 200 3185
Invalid logline: local - [16/Dec/1994:11:19:04 -0700] "GET /info/people.html 1350.0" 200 593
Invalid logline: local - [16/Dec/1994:11:19:07 -0700] "GET /info/academic.html 1350.0" 200 819
Invalid logline: local - [16/Dec/1994:11:19:17 -0700] "GET /~eberly/home.html 1350.0" 200 167
Invalid logline: local - [16/Dec/1994:11:19:48 -0700] "GET /info/research_brochure/meet_the_faculty.html 1350.0" 200 1268
Invalid logline: local - [16/Dec/1994:11:19:55 -0700] "GET /info/research_brochure/bshouty.html 1350.0" 200 1469
Invalid logline: local - [16/Dec/1994:11:20:03 -0700] "GET /info/research_brochure/bshouty.gif 1350.0" 200 17188
Invalid logline: remote HTTP/1.0" 404 - index.html
Read 1652 lines, successfully parsed 1419 lines, failed to parse 233 lines
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<p>We found several nicely looking lines with "1350.0" at the protocol field. They are probably referring to the "TCP Port 1350". In this case we shoud go back to the protocol-specification step and change the pattern accordingly. As to the other lines, we decide to discard them.</p>
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<h3 id="Going-to-final-production-code">Going to final production code<a class="anchor-link" href="#Going-to-final-production-code">¶</a></h3><p>So, let us go back and redefine all steps starting from protocol identification</p>
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<div class=" highlight hl-ipython2"><pre><span class="c1"># This was originally APACHE_ACCESS_LOG_PATTERN = r'^(\S+) (\S+) (\S+) \[([\w:/]+\s[+\-]\d{4})\] "(\S+) (\S+.*) (\S+[Tt][Pp]\S*)" (\d{3}) (\S+)$'</span>
<span class="n">APACHE_ACCESS_LOG_PATTERN</span> <span class="o">=</span> <span class="s1">r'^(\S+) (\S+) (\S*)\s*\[([\w:/]+\s[+\-]\d{4})\] "(\S+) (\S+.*) (HTTP|1350)\S*" (\d{3}) (\S+)$'</span>
<span class="n">parsedLogsRDD1</span> <span class="o">=</span> <span class="n">logFileRDD</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">parseApacheLogLine</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>
<span class="n">accessLogsRDD1</span><span class="p">,</span> <span class="n">failedLogsRDD1</span> <span class="o">=</span> <span class="n">access_fail_logs</span><span class="p">(</span><span class="n">parsedLogsRDD1</span><span class="p">)</span>
<span class="n">distinct_methods_responsecodes_protocols</span><span class="p">(</span><span class="n">accessLogsRDD1</span><span class="p">)</span>
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<pre>Number of invalid logline: 3472
Invalid logline: local 780 index.html
Invalid logline: local index.html
Invalid logline: remote - - [24/Oct/1994:17:18:19 -0600] "GET 155.gif" 200 2555
Invalid logline: remote - - [24/Oct/1994:17:18:55 -0600] "GET 156.gif" 200 36403
Invalid logline: remote - - [24/Oct/1994:17:19:02 -0600] "GET 157.gif" 200 441
Invalid logline: local index.html
Invalid logline: remote - - [27/Oct/1994:18:51:50 -0600] "GET index.html 200 3185
Invalid logline: remote - - [27/Oct/1994:23:17:17 -0600] "GET index.html 200 3185
Invalid logline: local - - [28/Oct/1994:00:23:22 -0600] "GET 619.html" 404 -
Invalid logline: local - - [28/Oct/1994:00:24:32 -0600] "GET 620.html" 404 -
Invalid logline: local - - [28/Oct/1994:00:25:18 -0600] "GET index.html 200 514
Invalid logline: local - - [28/Oct/1994:00:25:19 -0600] "GET 621.gif" 200 541
Invalid logline: local - - [28/Oct/1994:00:25:32 -0600] "GET 622.html" 200 1811
Invalid logline: local - - [28/Oct/1994:09:07:50 -0600] "GET" index.html -
Invalid logline: local - - [28/Oct/1994:09:08:28 -0600] "GET index.html 302 -
Invalid logline: local - - [28/Oct/1994:09:09:35 -0600] "GET index.html 200 3185
Invalid logline: local - - [28/Oct/1994:09:10:21 -0600] "GET 628.html" 200 1530
Invalid logline: local - - [28/Oct/1994:09:10:55 -0600] "GET 629.html" 404 -
Invalid logline: local index.html
Invalid logline: remote - - [29/Oct/1994:12:37:21 -0600] "GET 746.html" 200 2830
Read 726739 lines, successfully parsed 723267 lines, failed to parse 3472 lines
Methods are [u'GET', u'HEAD', u'POST']
Response codes are [200, 302, 304, 400, 401, 403, 404, 500, 501]
Protocols are [u'1350', u'HTTP']
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<p>Now parsing records without protocol information</p>
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<div class=" highlight hl-ipython2"><pre><span class="n">APACHE_ACCESS_LOG_PATTERN</span> <span class="o">=</span> <span class="s1">r'^(\S+) (\S+) (\S+) \[([\w:/]+\s[+\-]\d{4})\] "(\S+) (\S+.*)\s*(\S*)"* (\d{3}) (\S+)$'</span>
<span class="n">parsedLogsRDD2</span> <span class="o">=</span> <span class="n">failedLogsRDD1</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">parseApacheLogLine</span><span class="p">)</span><span class="o">.</span><span class="n">cache</span><span class="p">()</span>
<span class="n">accessLogsRDD2</span><span class="p">,</span> <span class="n">failedLogsRDD2</span> <span class="o">=</span> <span class="n">access_fail_logs</span><span class="p">(</span><span class="n">parsedLogsRDD2</span><span class="p">)</span>
<span class="n">distinct_methods_responsecodes_protocols</span><span class="p">(</span><span class="n">accessLogsRDD2</span><span class="p">)</span>
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<pre>Number of invalid logline: 1625
Invalid logline: local 780 index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local - - [28/Oct/1994:09:07:50 -0600] "GET" index.html -
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: remote 200 329 index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local index.html
Invalid logline: local 579 index.html
Invalid logline: local index.html
Invalid logline: local index.html
Read 3472 lines, successfully parsed 1847 lines, failed to parse 1625 lines
Methods are [u'GET', u'HEAD', u'get']
Response codes are [200, 302, 400, 404]
Protocols are [u'']
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