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final_project_report.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>final_project_report</title>
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<h1 id="OpenStreeMap-data-wrangling-using-Python-and-SQL">OpenStreeMap data wrangling using Python and SQL<a class="anchor-link" href="#OpenStreeMap-data-wrangling-using-Python-and-SQL">¶</a></h1>
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<h3 id="Selected-area-to-study">Selected area to study<a class="anchor-link" href="#Selected-area-to-study">¶</a></h3><h4 id="Milladgeville-GA,-United-States">Milladgeville GA, United States<a class="anchor-link" href="#Milladgeville-GA,-United-States">¶</a></h4><p><a href="https://www.openstreetmap.org/search?query=milledgeville%20GA#map=12/33.0800/-83.2321">https://www.openstreetmap.org/search?query=milledgeville%20GA#map=12/33.0800/-83.2321</a></p>
<p>I have selected the area of Milledgeville, GA to use in this study. This is the area I recently moved in. From this project I hope to understand the area better, so, it will help to ease my day to day life in the area while improving my programming skills.</p>
<p>Using <a href="http://mapzen.com">mapzen.com</a>, I have downloaded the data of Milledgeville and surrounding area. The uncompressed size of the dataset is 294 mb.</p>
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<h3 id="Exploring-the-dataset-and,-looking-for-errors-and-problems-in-the-data">Exploring the dataset and, looking for errors and problems in the data<a class="anchor-link" href="#Exploring-the-dataset-and,-looking-for-errors-and-problems-in-the-data">¶</a></h3><p>To get a peek of data a small part of data set was examined (size 25 mb). In the sample dataset, following main and sub nodes were observed: bounds, node, tag, way, nd, relation, osm and member.</p>
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<p>When examining the sample dataset, it is observed that most of the data was entered in proper way. In other words, there are less errors in the data. However, there are a few discrepancies in the street type data as in the following example.</p>
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<li>Morris Stevens Rd</li>
<li>Montpelier Ave</li>
<li>Turtle Shoals Rd NE</li>
<li>US 41 (GA)</li>
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<p>As above, in some street names, the street type is shortened. These type non standard entries need to be cleaned to get unified street types throughout the dataset.I leave out the last one (US 41 (GA)) as it is, because, it is probably the best way to define that type of streets.</p>
<p>To convert the different street types to a standard way, the following dictionary was generated.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">mapping</span> <span class="o">=</span> <span class="p">{</span> <span class="s2">"St"</span><span class="p">:</span> <span class="s2">"Street"</span><span class="p">,</span>
<span class="s2">"St."</span> <span class="p">:</span> <span class="s2">"Street"</span><span class="p">,</span>
<span class="s2">"Ave"</span> <span class="p">:</span> <span class="s2">"Avenue"</span><span class="p">,</span>
<span class="s2">"Rd."</span> <span class="p">:</span> <span class="s2">"Road"</span><span class="p">,</span>
<span class="s2">"Rd"</span> <span class="p">:</span> <span class="s2">"Road"</span><span class="p">,</span>
<span class="s2">"NE"</span> <span class="p">:</span> <span class="s2">"North East"</span><span class="p">,</span>
<span class="s2">"SE"</span> <span class="p">:</span> <span class="s2">"South East"</span><span class="p">,</span>
<span class="s2">"NW"</span> <span class="p">:</span> <span class="s2">"North West"</span><span class="p">,</span>
<span class="s2">"SW"</span> <span class="p">:</span> <span class="s2">"South West"</span><span class="p">,</span>
<span class="s2">"E"</span> <span class="p">:</span> <span class="s2">"East"</span><span class="p">,</span>
<span class="s2">"S"</span> <span class="p">:</span> <span class="s2">"South"</span><span class="p">,</span>
<span class="s2">"W"</span> <span class="p">:</span> <span class="s2">"West"</span><span class="p">,</span>
<span class="s2">"N"</span> <span class="p">:</span> <span class="s2">"North"</span>
<span class="p">}</span>
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<p>The above dictionary was created based on the sample dataset, however, it should be updated for complete dataset.</p>
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<p>To get discrepancies for the whole dataset if any, the function "audit_street_type2" was modified as follows. In this function, if the street types are different than the "expected" street type list (expected = ["Street", "Avenue", "Boulevard", "Drive", "Court", "Place", "Square", "Lane", "Road", "Trail", "Parkway", "Commons"]), the discrepant types are collected into the dictionary street_types2. So, the collected discrepancy list can be used to correct the errors later on.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">audit_street_type2</span><span class="p">(</span><span class="n">street_types2</span><span class="p">,</span> <span class="n">street_name</span><span class="p">):</span>
<span class="c1">## Split the street names</span>
<span class="n">street_splts</span> <span class="o">=</span> <span class="n">street_name</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
<span class="c1">## Get the last name of the streets. Generally it is the street type</span>
<span class="n">str_type</span> <span class="o">=</span> <span class="n">street_splts</span><span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">street_splts</span><span class="p">)</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="k">if</span> <span class="n">str_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">expected</span> <span class="ow">and</span> <span class="n">str_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">mapping</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
<span class="c1">## Get unique data only</span>
<span class="n">street_types2</span><span class="p">[</span><span class="n">str_type</span><span class="p">]</span> <span class="o">=</span> <span class="n">street_name</span>
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<h3 id="Cleaning-and-updating-the-dataset">Cleaning and updating the dataset<a class="anchor-link" href="#Cleaning-and-updating-the-dataset">¶</a></h3>
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<p>Once updated the "mapping" dictionary, the standardizing of street types can be done as in following function.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">update_street_name</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">mapping</span><span class="p">):</span>
<span class="n">nme</span> <span class="o">=</span> <span class="nb">str</span><span class="p">()</span>
<span class="n">splitted_name</span> <span class="o">=</span> <span class="n">name</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
<span class="c1">#print(splitted_name)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">nam</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">splitted_name</span><span class="p">):</span>
<span class="k">if</span> <span class="n">nam</span> <span class="ow">in</span> <span class="n">mapping</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
<span class="n">splitted_name</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">mapping</span><span class="p">[</span><span class="n">nam</span><span class="p">]</span>
<span class="k">for</span> <span class="n">nm</span> <span class="ow">in</span> <span class="n">splitted_name</span><span class="p">:</span>
<span class="n">nme</span> <span class="o">+=</span> <span class="n">nm</span><span class="o">+</span><span class="s1">' '</span>
<span class="n">name</span> <span class="o">=</span> <span class="n">nme</span><span class="o">.</span><span class="n">rstrip</span><span class="p">()</span>
<span class="k">return</span> <span class="n">name</span>
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<p>By implementing the Python program with above developed methodologies, all the encountered errors for the sample data set were addressed and exported the cleaned data into .csv format. The developed program was used to run the entire dataset.</p>
<p>For the whole dataset, following additional discrepancies were observed that could not find in the sample dataset.</p>
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<p>For the road types,</p>
<ul>
<li>Holiday Cir</li>
<li>Earnest Biles Dr</li>
<li>Tommy Stalnaker Dr</li>
<li>I-475 Industrial Blvd</li>
<li>Watson Blvd</li>
<li>Industrial Highway</li>
<li>Pearl Stephens Way</li>
</ul>
<p>and for the zip codes.</p>
<ul>
<li>Macon GA 31217</li>
</ul>
<p>After fixing these discrepancies, following updated list and dictionary were obtained for the street types. With the corrected data, the .csv files were generated for entire dataset. The generated .csv files are nodes.csv, node_tags.csv, ways.csv, way_tags.csv and way_nodes.csv.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">expected</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"Street"</span><span class="p">,</span> <span class="s2">"Avenue"</span><span class="p">,</span> <span class="s2">"Boulevard"</span><span class="p">,</span> <span class="s2">"Drive"</span><span class="p">,</span> <span class="s2">"Court"</span><span class="p">,</span> <span class="s2">"Place"</span><span class="p">,</span> <span class="s2">"Square"</span><span class="p">,</span> <span class="s2">"Lane"</span><span class="p">,</span> <span class="s2">"Road"</span><span class="p">,</span>
<span class="s2">"Trail"</span><span class="p">,</span> <span class="s2">"Parkway"</span><span class="p">,</span> <span class="s2">"Commons"</span><span class="p">,</span> <span class="s2">"Highway"</span><span class="p">,</span> <span class="s2">"Circle"</span><span class="p">,</span> <span class="s2">"Way"</span><span class="p">]</span>
<span class="n">mapping</span> <span class="o">=</span> <span class="p">{</span> <span class="s2">"St"</span><span class="p">:</span> <span class="s2">"Street"</span><span class="p">,</span>
<span class="s2">"St."</span> <span class="p">:</span> <span class="s2">"Street"</span><span class="p">,</span>
<span class="s2">"Ave"</span> <span class="p">:</span> <span class="s2">"Avenue"</span><span class="p">,</span>
<span class="s2">"Rd."</span> <span class="p">:</span> <span class="s2">"Road"</span><span class="p">,</span>
<span class="s2">"Rd"</span> <span class="p">:</span> <span class="s2">"Road"</span><span class="p">,</span>
<span class="s2">"NE"</span> <span class="p">:</span> <span class="s2">"North East"</span><span class="p">,</span>
<span class="s2">"SE"</span> <span class="p">:</span> <span class="s2">"South East"</span><span class="p">,</span>
<span class="s2">"NW"</span> <span class="p">:</span> <span class="s2">"North West"</span><span class="p">,</span>
<span class="s2">"SW"</span> <span class="p">:</span> <span class="s2">"South West"</span><span class="p">,</span>
<span class="s2">"E"</span> <span class="p">:</span> <span class="s2">"East"</span><span class="p">,</span>
<span class="s2">"S"</span> <span class="p">:</span> <span class="s2">"South"</span><span class="p">,</span>
<span class="s2">"W"</span> <span class="p">:</span> <span class="s2">"West"</span><span class="p">,</span>
<span class="s2">"N"</span> <span class="p">:</span> <span class="s2">"North"</span><span class="p">,</span>
<span class="s2">"Cir"</span> <span class="p">:</span> <span class="s2">"Circle"</span><span class="p">,</span>
<span class="s2">"Dr"</span> <span class="p">:</span> <span class="s2">"Drive"</span><span class="p">,</span>
<span class="s2">"Blvd"</span><span class="p">:</span> <span class="s2">"Boulevard"</span>
<span class="p">}</span>
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<h3 id="Analysing-data-with-SQL-codes">Analysing data with SQL codes<a class="anchor-link" href="#Analysing-data-with-SQL-codes">¶</a></h3>
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<p>Since, the data is in .csv formats now, it is possible to import .csv file to database. Therefore, the data analyzing part carried out using SQL codes, hereafter. I used MySQL Workbench to run the required quarries.</p>
<p>Data in .csv files can be important to the database using following example SQL codes.</p>
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<h5 id="Create-a-fresh-table-vith-empty-column">Create a fresh table vith empty column<a class="anchor-link" href="#Create-a-fresh-table-vith-empty-column">¶</a></h5>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">CREATE</span> <span class="n">TABLE</span> <span class="n">nodes</span> <span class="p">(</span>
<span class="n">changeset</span> <span class="n">INT</span> <span class="n">NOT</span> <span class="n">NULL</span><span class="p">,</span>
<span class="n">nod_id</span> <span class="n">DOUBLE</span> <span class="n">NOT</span> <span class="n">NULL</span><span class="p">,</span>
<span class="n">user_nm</span> <span class="n">VARCHAR</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span> <span class="n">NOT</span> <span class="n">NULL</span><span class="p">,</span>
<span class="n">uid</span> <span class="n">INT</span> <span class="n">NOT</span> <span class="n">NULL</span><span class="p">,</span>
<span class="n">lon</span> <span class="n">DECIMAL</span><span class="p">(</span><span class="mi">30</span><span class="p">,</span> <span class="mi">26</span><span class="p">)</span> <span class="n">NOT</span> <span class="n">NULL</span><span class="p">,</span>
<span class="n">lat</span> <span class="n">DECIMAL</span><span class="p">(</span><span class="mi">30</span><span class="p">,</span> <span class="mi">26</span><span class="p">)</span> <span class="n">NOT</span> <span class="n">NULL</span><span class="p">,</span>
<span class="n">PRIMARY</span> <span class="n">KEY</span> <span class="p">(</span><span class="n">nod_id</span><span class="p">)</span>
<span class="p">);</span>
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<h5 id="Load-the-data-to-the-table-from-a-.csv-file">Load the data to the table from a .csv file<a class="anchor-link" href="#Load-the-data-to-the-table-from-a-.csv-file">¶</a></h5>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">LOAD</span> <span class="n">DATA</span> <span class="n">LOCAL</span> <span class="n">INFILE</span> <span class="s1">'F:/Final_project/nodes.csv'</span>
<span class="n">INTO</span> <span class="n">TABLE</span> <span class="n">nodes</span>
<span class="n">FIELDS</span> <span class="n">TERMINATED</span> <span class="n">BY</span> <span class="s1">','</span>
<span class="n">LINES</span> <span class="n">TERMINATED</span> <span class="n">BY</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span>
<span class="n">IGNORE</span> <span class="mi">1</span> <span class="n">ROWS</span><span class="p">;</span>
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<h5 id="Number-of-nodes-and-way-nodes">Number of nodes and way nodes<a class="anchor-link" href="#Number-of-nodes-and-way-nodes">¶</a></h5>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Number of nodes</span>
<span class="n">SELECT</span> <span class="n">COUNT</span><span class="p">(</span><span class="n">user_nm</span><span class="p">)</span> <span class="n">AS</span> <span class="n">way_count</span>
<span class="n">FROM</span> <span class="n">nodes</span><span class="p">;</span>
<span class="c1">## Number of way nodes</span>
<span class="n">SELECT</span> <span class="n">COUNT</span><span class="p">(</span><span class="n">user_nm</span><span class="p">)</span> <span class="n">AS</span> <span class="n">way_count</span>
<span class="n">FROM</span> <span class="n">ways</span><span class="p">;</span>
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<p>There are 1538489 nodes and 83571 way nodes.</p>
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<h5 id="Available-elementary-schools">Available elementary schools<a class="anchor-link" href="#Available-elementary-schools">¶</a></h5><p>I am interested in the names of elementary schools in the area. therefore, the following quarry extracts the names of elementary schools in the area.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1">## Select elementary schools in the area</span>
<span class="n">SELECT</span> <span class="n">v</span> <span class="n">AS</span> <span class="n">Elemtry_School</span>
<span class="n">FROM</span> <span class="n">node_tags</span>
<span class="n">WHERE</span> <span class="n">k</span> <span class="o">=</span> <span class="s1">'name'</span> <span class="n">AND</span> <span class="n">v</span> <span class="n">LIKE</span> <span class="s1">'</span><span class="si">%E</span><span class="s1">lementary School%'</span>
<span class="n">ORDER</span> <span class="n">BY</span> <span class="n">Elemtry_School</span><span class="p">;</span>
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<th>Elementary Schools</th>
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<td>Banks-Stephens Elementary School</td>
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<td>Butler-Baker Elementary School</td>
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<td>Byron Elementary School</td>
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<td>Centerville Elementary School</td>
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<td>Davis Elementary School (Historical)</td>
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<td>Eagle Springs Elementary School</td>
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<td>Gray Elementary School</td>
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<td>Jeffersonville Elementary School</td>
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<td>Jessie Rice Elementary School</td>
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<td>Midway Elementary School</td>
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<td>Miller Elementary School</td>
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<td>Northside Elementary School</td>
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<td>Old Gray Elementary School</td>
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<td>Pearl Stephens Elementary School</td>
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<td>Porter Elementary School</td>
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<td>Springdale Elementary School</td>
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<td>W T Morgan Elementary School</td>
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<td>Walter P Jones Elementary School</td>
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<td>Wilkinson County Elementary School</td>
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<h5 id="First-20-contributors-who-has-put-effort-in-this-dataset">First 20 contributors who has put effort in this dataset<a class="anchor-link" href="#First-20-contributors-who-has-put-effort-in-this-dataset">¶</a></h5>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">CREATE</span> <span class="n">TABLE</span> <span class="n">user_summary</span> <span class="n">AS</span>
<span class="n">SELECT</span> <span class="n">user_nm</span><span class="p">,</span> <span class="n">SUM</span><span class="p">(</span><span class="n">usr_cunt</span><span class="p">)</span> <span class="n">AS</span> <span class="n">user_count</span>
<span class="n">FROM</span> <span class="p">(</span><span class="n">SELECT</span> <span class="n">user_nm</span><span class="p">,</span><span class="n">COUNT</span><span class="p">(</span><span class="n">user_nm</span><span class="p">)</span> <span class="n">AS</span> <span class="n">usr_cunt</span>
<span class="n">FROM</span> <span class="n">ways</span>
<span class="n">GROUP</span> <span class="n">BY</span> <span class="n">user_nm</span>
<span class="n">UNION</span> <span class="n">ALL</span>
<span class="n">SELECT</span> <span class="n">user_nm</span><span class="p">,</span> <span class="n">COUNT</span><span class="p">(</span><span class="n">user_nm</span><span class="p">)</span> <span class="n">AS</span> <span class="n">usr_cunt</span>
<span class="n">FROM</span> <span class="n">nodes</span>
<span class="n">GROUP</span> <span class="n">BY</span> <span class="n">user_nm</span><span class="p">)</span> <span class="n">ways_nodes</span>
<span class="n">GROUP</span> <span class="n">BY</span> <span class="n">user_nm</span>
<span class="n">ORDER</span> <span class="n">BY</span> <span class="n">user_count</span> <span class="n">DESC</span><span class="p">;</span>
<span class="n">SELECT</span> <span class="n">user_nm</span><span class="p">,</span> <span class="n">user_count</span><span class="p">,</span> <span class="p">(</span><span class="n">user_count</span><span class="o">/</span><span class="n">tot</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span> <span class="n">AS</span> <span class="n">percentage</span>
<span class="n">FROM</span> <span class="n">user_summary</span>
<span class="n">CROSS</span> <span class="n">JOIN</span> <span class="p">(</span><span class="n">SELECT</span> <span class="n">SUM</span><span class="p">(</span><span class="n">user_count</span><span class="p">)</span> <span class="n">AS</span> <span class="n">tot</span>
<span class="n">FROM</span> <span class="n">user_summary</span><span class="p">)</span> <span class="n">total</span>
<span class="n">LIMIT</span> <span class="mi">20</span><span class="p">;</span>
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<th>User name</th>
<th>User count</th>
<th>Percentage</th>
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<td>Liber</td>
<td>986938</td>
<td>60.8447</td>
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<td>macon_cfa</td>
<td>259995</td>
<td>16.0287</td>
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<td>woodpeck_fixbot</td>
<td>132242</td>
<td>8.1527</td>
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<td>ROJordan</td>
<td>38790</td>
<td>2.3914</td>
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<td>"Chris Lawrence"</td>
<td>24939</td>
<td>1.5375</td>
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<td>maxerickson</td>
<td>22088</td>
<td>1.3617</td>
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<td>mapmeld</td>
<td>19209</td>
<td>1.1842</td>
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<td>mwebb97</td>
<td>17569</td>
<td>1.0831</td>
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<td>maven149</td>
<td>11431</td>
<td>0.7047</td>
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<td>ediyes</td>
<td>9813</td>
<td>0.6050</td>
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<td>"Jack the Ripper"</td>
<td>7009</td>
<td>0.4321</td>
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<td>DKNOTT</td>
<td>6586</td>
<td>0.4060</td>
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<td>EdLoach</td>
<td>6169</td>
<td>0.3803</td>
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<td>bot-mode</td>
<td>5694</td>
<td>0.3510</td>
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<td>ELadner</td>
<td>5650</td>
<td>0.3483</td>
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<td>jacobbraeutigam</td>
<td>4943</td>
<td>0.3047</td>
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<td>DaveHansenTiger</td>
<td>3977</td>
<td>0.2452</td>
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<td>samely</td>
<td>3247</td>
<td>0.2002</td>
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<td>Kirbert</td>
<td>2987</td>
<td>0.1841</td>
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<td>Kla_Ger</td>
<td>2916</td>
<td>0.1798</td>
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<li>Based on above data the user 'Liber' has the main contributor with about 61 % of data entry. Followed by 'macon_cfa' with 16 % contribution. </li>
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<h5 id="Number-of-unique-users">Number of unique users<a class="anchor-link" href="#Number-of-unique-users">¶</a></h5>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">SELECT</span> <span class="n">COUNT</span><span class="p">(</span><span class="n">username</span><span class="p">)</span> <span class="n">AS</span> <span class="n">usercount</span>
<span class="n">FROM</span> <span class="p">(</span><span class="n">SELECT</span> <span class="n">DISTINCT</span><span class="p">(</span><span class="n">user_nm</span><span class="p">)</span> <span class="n">AS</span> <span class="n">username</span>
<span class="n">FROM</span> <span class="n">user_summary</span><span class="p">)</span> <span class="n">usecont</span><span class="p">;</span>
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<p>Number of unique users are 331.</p>
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<h5 id="Top-10-zip-codes">Top 10 zip codes<a class="anchor-link" href="#Top-10-zip-codes">¶</a></h5><p>The dataset contains the information about following main zipcodes.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">SELECT</span> <span class="n">v</span><span class="p">,</span> <span class="n">COUNT</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="n">AS</span> <span class="n">zipcodes</span>
<span class="n">FROM</span> <span class="p">(</span><span class="n">SELECT</span> <span class="n">v</span>
<span class="n">FROM</span> <span class="n">node_tags</span>
<span class="n">WHERE</span> <span class="n">k</span> <span class="n">LIKE</span> <span class="s1">'%post%'</span>
<span class="n">UNION</span> <span class="n">ALL</span>
<span class="n">SELECT</span> <span class="n">v</span>
<span class="n">FROM</span> <span class="n">way_tags</span>
<span class="n">WHERE</span> <span class="n">k</span> <span class="n">LIKE</span> <span class="s1">'%post%'</span><span class="p">)</span> <span class="n">zipcds</span>
<span class="n">GROUP</span> <span class="n">BY</span> <span class="n">v</span>
<span class="n">ORDER</span> <span class="n">BY</span> <span class="n">zipcodes</span> <span class="n">DESC</span>
<span class="n">LIMIT</span> <span class="mi">10</span><span class="p">;</span>
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<th>Zip code</th>
<th>Count</th>
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<td>31210</td>
<td>17</td>
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<td>31201</td>
<td>13</td>
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<td>31216</td>
<td>12</td>
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<td>31061</td>
<td>12</td>
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<td>31206</td>
<td>10</td>
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<td>31093</td>
<td>10</td>
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<td>31029</td>
<td>7</td>
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<td>31032</td>
<td>7</td>
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<td>31088</td>
<td>5</td>
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<td>31217</td>
<td>5</td>
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<h4 id="Size-of-the-data-files">Size of the data files<a class="anchor-link" href="#Size-of-the-data-files">¶</a></h4>
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<th>File name</th>
<th>Size</th>
<th>Type</th>
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<td>Milledgeville_GA.osm</td>
<td>294 mb</td>
<td>xml</td>
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<td>nodes.csv</td>
<td>83.5 mb</td>
<td>csv</td>
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<td>node_tags.csv</td>
<td>1.3 mb</td>
<td>csv</td>
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<td>ways.csv</td>
<td>2.9 mb</td>
<td>csv</td>
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<td>way_tags.csv</td>
<td>12.6 mb</td>
<td>csv</td>
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<td>way_nodes.csv</td>
<td>30.2 mb</td>
<td>csv</td>
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<td>milledgeville_dbs</td>
<td>230 mb</td>
<td>MySQL database files folder</td>
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<h3 id="Additional-improvements">Additional improvements<a class="anchor-link" href="#Additional-improvements">¶</a></h3>
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