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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>My Noteboo</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">
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<div class=" highlight hl-ipython2"><pre><span class="k">def</span> <span class="nf">set_hadoop_config</span><span class="p">(</span><span class="n">credentials</span><span class="p">):</span>
<span class="n">prefix</span> <span class="o">=</span> <span class="s">"fs.swift.service."</span> <span class="o">+</span> <span class="n">credentials</span><span class="p">[</span><span class="s">'name'</span><span class="p">]</span>
<span class="n">hconf</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">_jsc</span><span class="o">.</span><span class="n">hadoopConfiguration</span><span class="p">()</span>
<span class="n">hconf</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s">".auth.url"</span><span class="p">,</span> <span class="n">credentials</span><span class="p">[</span><span class="s">'auth_url'</span><span class="p">]</span><span class="o">+</span><span class="s">'/v2.0/tokens'</span><span class="p">)</span>
<span class="n">hconf</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s">".auth.endpoint.prefix"</span><span class="p">,</span> <span class="s">"endpoints"</span><span class="p">)</span>
<span class="n">hconf</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s">".tenant"</span><span class="p">,</span> <span class="n">credentials</span><span class="p">[</span><span class="s">'project_id'</span><span class="p">])</span>
<span class="n">hconf</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s">".username"</span><span class="p">,</span> <span class="n">credentials</span><span class="p">[</span><span class="s">'user_id'</span><span class="p">])</span>
<span class="n">hconf</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s">".password"</span><span class="p">,</span> <span class="n">credentials</span><span class="p">[</span><span class="s">'password'</span><span class="p">])</span>
<span class="n">hconf</span><span class="o">.</span><span class="n">setInt</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s">".http.port"</span><span class="p">,</span> <span class="mi">8080</span><span class="p">)</span>
<span class="n">hconf</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s">".region"</span><span class="p">,</span> <span class="n">credentials</span><span class="p">[</span><span class="s">'region'</span><span class="p">])</span>
<span class="n">hconf</span><span class="o">.</span><span class="n">setBoolean</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="s">".public"</span><span class="p">,</span> <span class="bp">True</span><span class="p">)</span>
<span class="n">credentials</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'name'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'sat'</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'auth_url'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'https://identity.open.softlayer.com'</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'project_id'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'768b985c87194b80a86118632e428598'</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'region'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'dallas'</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'user_id'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'a2b6952b7a8442e68aae6e834247ece3'</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'password'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'DmM9{2N92~4b1z)d'</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'username'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'user_599bf51d7b0485fa0f3ef055545267d6b1edeb95'</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'filename'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'sat2014.csv'</span>
<span class="n">credentials</span><span class="p">[</span><span class="s">'container'</span><span class="p">]</span> <span class="o">=</span> <span class="s">'notebooks'</span>
<span class="n">set_hadoop_config</span><span class="p">(</span><span class="n">credentials</span><span class="p">)</span>
<span class="n">sat</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="s">"swift://notebooks.sat/sat2014.csv"</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="s">"Total records in the sat14.csv dataset:"</span><span class="p">,</span> <span class="n">sat</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="k">print</span> <span class="s">"The first row in the sat2014.csv dataset:"</span><span class="p">,</span> <span class="n">sat</span><span class="o">.</span><span class="n">first</span><span class="p">()</span>
<span class="n">satParse</span> <span class="o">=</span> <span class="n">sat</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">line</span> <span class="p">:</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s">","</span><span class="p">))</span>
<span class="c">#get the School record of Calinfornia, filter the record that x[10] is not null</span>
<span class="n">satSchool</span> <span class="o">=</span> <span class="n">satParse</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">==</span> <span class="s">"S"</span> <span class="ow">and</span> <span class="n">x</span><span class="p">[</span><span class="mi">10</span><span class="p">]</span> <span class="o">!=</span> <span class="s">'*'</span> <span class="ow">and</span> <span class="n">x</span><span class="p">[</span><span class="mi">10</span><span class="p">]</span> <span class="o">!=</span> <span class="s">'NA'</span><span class="p">)</span>
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<pre>Total records in the sat14.csv dataset: 2479
The first row in the sat2014.csv dataset: CDS,RTYPE,SNAME,DNAME,CNAME,Enroll912,NumTstTakr,AvgScrRead,AvgScrMath,AvgScrWrite,NumGE1500,PctGE1500
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<div class=" highlight hl-ipython2"><pre><span class="c">#find the top 10 school who has the most student numbers whose SAT scores are higher than 1500</span>
<span class="n">scoreTop20</span><span class="o">=</span><span class="p">[]</span>
<span class="n">schoolTop20</span><span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">satSchool</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span> <span class="p">:</span> <span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">10</span><span class="p">]),</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span><span class="o">.</span><span class="n">top</span><span class="p">(</span><span class="mi">20</span><span class="p">):</span>
<span class="n">scoreTop20</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">schoolTop20</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="k">print</span> <span class="s">"School </span><span class="si">%s</span><span class="s"> has </span><span class="si">%s</span><span class="s"> Student whose Sat score higher than 1500"</span> <span class="o">%</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>School Lowell High has 876 Student whose Sat score higher than 1500
School Arcadia High has 846 Student whose Sat score higher than 1500
School Granada Hills Charter High has 772 Student whose Sat score higher than 1500
School Diamond Bar High has 698 Student whose Sat score higher than 1500
School Monta Vista High has 681 Student whose Sat score higher than 1500
School Troy High has 674 Student whose Sat score higher than 1500
School Dougherty Valley High has 617 Student whose Sat score higher than 1500
School Palos Verdes Peninsula High has 616 Student whose Sat score higher than 1500
School Walnut High has 596 Student whose Sat score higher than 1500
School Amador Valley High has 593 Student whose Sat score higher than 1500
School Mission San Jose High has 577 Student whose Sat score higher than 1500
School Davis Senior High has 572 Student whose Sat score higher than 1500
School Torrey Pines High has 556 Student whose Sat score higher than 1500
School Crescenta Valley High has 556 Student whose Sat score higher than 1500
School Fountain Valley High has 555 Student whose Sat score higher than 1500
School Lynbrook High has 539 Student whose Sat score higher than 1500
School Berkeley High has 523 Student whose Sat score higher than 1500
School Westview High has 509 Student whose Sat score higher than 1500
School California High has 503 Student whose Sat score higher than 1500
School Evergreen Valley High has 502 Student whose Sat score higher than 1500
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<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="n">N</span> <span class="o">=</span> <span class="mi">20</span>
<span class="n">index</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">N</span><span class="p">)</span>
<span class="n">bar_width</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">index</span><span class="p">,</span> <span class="n">scoreTop20</span><span class="p">,</span> <span class="n">bar_width</span><span class="p">,</span>
<span class="n">color</span><span class="o">=</span><span class="s">'b'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">'School'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">'Number Students'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s">'20 school with the highest numbers of students whose SAT scores are higher than 1500'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">index</span> <span class="o">+</span> <span class="n">bar_width</span><span class="p">,</span> <span class="n">schoolTop20</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython2"><pre><span class="c">#find the top 10 school who has the most percent of student numbers whose SAT scores are higher than 1500</span>
<span class="n">scoreTop20</span><span class="o">=</span><span class="p">[]</span>
<span class="n">schoolTop20</span><span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">satSchool</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span> <span class="p">:</span> <span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">11</span><span class="p">]),</span> <span class="n">x</span><span class="p">[</span><span class="mi">2</span><span class="p">]))</span><span class="o">.</span><span class="n">top</span><span class="p">(</span><span class="mi">20</span><span class="p">):</span>
<span class="n">scoreTop20</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">schoolTop20</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="k">print</span> <span class="s">"School </span><span class="si">%s</span><span class="s"> has </span><span class="si">%s</span><span class="s"> percent of students whose Sat score higher than 1500"</span> <span class="o">%</span> <span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>School "Math has 437.0 percent of students whose Sat score higher than 1500
School "Crenshaw Science has 382.0 percent of students whose Sat score higher than 1500
School Whitney (Gretchen) High has 98.09 percent of students whose Sat score higher than 1500
School Oxford Academy has 98.08 percent of students whose Sat score higher than 1500
School Monta Vista High has 95.24 percent of students whose Sat score higher than 1500
School Piedmont High has 93.75 percent of students whose Sat score higher than 1500
School Lynbrook High has 93.74 percent of students whose Sat score higher than 1500
School Pacific Collegiate Charter has 93.4 percent of students whose Sat score higher than 1500
School Northwood High has 93.36 percent of students whose Sat score higher than 1500
School Mission San Jose High has 93.06 percent of students whose Sat score higher than 1500
School Canyon Crest Academy has 92.28 percent of students whose Sat score higher than 1500
School Henry M. Gunn High has 92.14 percent of students whose Sat score higher than 1500
School Palo Alto High has 91.79 percent of students whose Sat score higher than 1500
School Saratoga High has 91.06 percent of students whose Sat score higher than 1500
School Miramonte High has 89.77 percent of students whose Sat score higher than 1500
School San Marino High has 89.59 percent of students whose Sat score higher than 1500
School University High has 89.02 percent of students whose Sat score higher than 1500
School Troy High has 87.31 percent of students whose Sat score higher than 1500
School Torrey Pines High has 87.28 percent of students whose Sat score higher than 1500
School Campolindo High has 87.21 percent of students whose Sat score higher than 1500
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<div class=" highlight hl-ipython2"><pre><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="n">N</span> <span class="o">=</span> <span class="mi">20</span>
<span class="n">index</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">N</span><span class="p">)</span>
<span class="n">bar_width</span> <span class="o">=</span> <span class="mf">0.5</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">index</span><span class="p">,</span> <span class="n">scoreTop20</span><span class="p">,</span> <span class="n">bar_width</span><span class="p">,</span>
<span class="n">color</span><span class="o">=</span><span class="s">'b'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">'School'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">'Percent'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s">'20 school with the highest percentage of students whose SAT scores are higher than 1500'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">index</span> <span class="o">+</span> <span class="n">bar_width</span><span class="p">,</span> <span class="n">schoolTop20</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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