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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>Examples</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
*
*//*! normalize.css v3.0.2 | MIT License | git.io/normalize */html{font-family:sans-serif;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%;font-size:10px;-webkit-tap-highlight-color:transparent}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,optgroup,strong{font-weight:700}dfn{font-style:italic}h1{font-size:2em;margin:.67em 0}mark{background:#ff0;color:#000}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sup{top:-.5em}sub{bottom:-.25em}img{border:0;vertical-align:middle}svg:not(:root){overflow:hidden}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}pre,textarea{overflow:auto}code,kbd,pre,samp{font-size:1em}button,input,optgroup,select,textarea{color:inherit;font:inherit;margin:0}button{overflow:visible}button,select{text-transform:none}button,html input[type=button],input[type=reset],input[type=submit]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}input{line-height:normal}input[type=checkbox],input[type=radio]{box-sizing:border-box;padding:0}input[type=number]::-webkit-inner-spin-button,input[type=number]::-webkit-outer-spin-button{height:auto}input[type=search]::-webkit-search-cancel-button,input[type=search]::-webkit-search-decoration{-webkit-appearance:none}table{border-collapse:collapse;border-spacing:0}td,th{padding:0}/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */@media print{*,:after,:before{background:0 0!important;color:#000!important;box-shadow:none!important;text-shadow:none!important}a,a:visited{text-decoration:underline}a[href]:after{content:" (" attr(href)")"}abbr[title]:after{content:" (" attr(title)")"}a[href^="javascript:"]:after,a[href^="#"]:after{content:""}blockquote,pre{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}img,tr{page-break-inside:avoid}img{max-width:100%!important}h2,h3,p{orphans:3;widows:3}h2,h3{page-break-after:avoid}select{background:#fff!important}.navbar{display:none}.btn>.caret,.dropup>.btn>.caret{border-top-color:#000!important}.label{border:1px solid #000}.table{border-collapse:collapse!important}.table td,.table th{background-color:#fff!important}.table-bordered td,.table-bordered th{border:1px solid #ddd!important}}@font-face{font-family:'Glyphicons 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<h2 id="Python-basics">Python basics<a class="anchor-link" href="#Python-basics">¶</a></h2>
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<div class="cell border-box-sizing code_cell rendered">
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">a</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">b</span><span class="o">=</span> <span class="mi">2</span>
<span class="k">print</span> <span class="n">a</span><span class="o">+</span><span class="n">b</span>
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<pre>3
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Import libraries </span>
<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">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">array</span> <span class="o">=</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">]</span>
<span class="n">array2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">array</span><span class="p">)</span>
<span class="k">print</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">array</span><span class="p">)</span>
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<pre>10
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Loops</span>
<span class="n">sum_result</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">ap</span> <span class="ow">in</span> <span class="n">array</span><span class="p">:</span>
<span class="n">sum_result</span> <span class="o">=</span> <span class="n">sum_result</span> <span class="o">+</span> <span class="n">ap</span>
<span class="k">print</span> <span class="n">sum_result</span>
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<pre>10
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Conditions</span>
<span class="n">boolean_mark</span> <span class="o">=</span> <span class="bp">True</span>
<span class="k">for</span> <span class="n">ap</span> <span class="ow">in</span> <span class="n">array</span><span class="p">:</span>
<span class="k">if</span> <span class="n">ap</span><span class="o">%</span><span class="k">2</span> == 0 and boolean_mark==True:
<span class="k">print</span> <span class="n">ap</span>
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<pre>2
4
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<h1 id="Read-Data">Read Data<a class="anchor-link" href="#Read-Data">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_table</span><span class="p">(</span><span class="s2">"ForClustering.txt"</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">data</span>
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<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>Partner</th>
<th>Coefficient of Variation</th>
<th>YTD Fundings</th>
<th>Risk</th>
<th>Profitability</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>Lenders Axis, LLC. - Eric Shasha</td>
<td>1.40</td>
<td>541248.0</td>
<td>2.90</td>
<td>1.65%</td>
</tr>
<tr>
<th>1</th>
<td>Diora Funding Solutions - Oscar Morales</td>
<td>1.32</td>
<td>167469.0</td>
<td>3.67</td>
<td>-2.13%</td>
</tr>
<tr>
<th>2</th>
<td>US Funding Service, Inc. - Richard Sommerer</td>
<td>1.28</td>
<td>1991428.0</td>
<td>2.23</td>
<td>1.19%</td>
</tr>
<tr>
<th>3</th>
<td>Express Business Funders Inc - Louis Santanelli</td>
<td>1.27</td>
<td>260471.0</td>
<td>2.67</td>
<td>0.00%</td>
</tr>
<tr>
<th>4</th>
<td>VDA Capital Group - Ilia Prikaztchikov</td>
<td>1.27</td>
<td>162705.0</td>
<td>3.67</td>
<td>0.00%</td>
</tr>
<tr>
<th>5</th>
<td>Flagship Merchant Services - Kevin Murphy</td>
<td>1.26</td>
<td>137500.0</td>
<td>2.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>6</th>
<td>Hunter Caroline Holdings - Cody Roth</td>
<td>1.25</td>
<td>132810.0</td>
<td>1.50</td>
<td>0.00%</td>
</tr>
<tr>
<th>7</th>
<td>Prosperous Future Consulting - Christopher Lie...</td>
<td>1.21</td>
<td>187645.0</td>
<td>1.75</td>
<td>0.00%</td>
</tr>
<tr>
<th>8</th>
<td>Upperline Capital, LLC. - Allen Graber</td>
<td>1.21</td>
<td>390000.0</td>
<td>3.29</td>
<td>0.00%</td>
</tr>
<tr>
<th>9</th>
<td>Oakwood Financial Services - Joseph Gastorf</td>
<td>1.17</td>
<td>2856028.0</td>
<td>3.27</td>
<td>-0.32%</td>
</tr>
<tr>
<th>10</th>
<td>Ascentium Capital - Dave Lyder</td>
<td>1.15</td>
<td>1502047.0</td>
<td>2.70</td>
<td>4.09%</td>
</tr>
<tr>
<th>11</th>
<td>Warriors Capital - George Katcharava</td>
<td>1.13</td>
<td>598352.0</td>
<td>3.00</td>
<td>-0.89%</td>
</tr>
<tr>
<th>12</th>
<td>First Premier Funding - Yuliana Tavarez</td>
<td>1.12</td>
<td>508157.0</td>
<td>2.88</td>
<td>0.00%</td>
</tr>
<tr>
<th>13</th>
<td>Sun Funding Solution - David Hang</td>
<td>1.10</td>
<td>627562.0</td>
<td>2.86</td>
<td>1.09%</td>
</tr>
<tr>
<th>14</th>
<td>Zip Capital Group LLC - Farid Karimi</td>
<td>1.10</td>
<td>937477.0</td>
<td>3.37</td>
<td>1.23%</td>
</tr>
<tr>
<th>15</th>
<td>Dimension Funding LLC</td>
<td>1.09</td>
<td>578099.0</td>
<td>2.50</td>
<td>10.56%</td>
</tr>
<tr>
<th>16</th>
<td>Merchant Money Company, LLC. - Everett Sands</td>
<td>1.09</td>
<td>1397472.0</td>
<td>2.75</td>
<td>0.00%</td>
</tr>
<tr>
<th>17</th>
<td>Ace Funding Source - Henry Gutman</td>
<td>1.07</td>
<td>312138.0</td>
<td>2.56</td>
<td>0.00%</td>
</tr>
<tr>
<th>18</th>
<td>J 3 Capital Solutions - James Williams</td>
<td>1.07</td>
<td>279191.0</td>
<td>1.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>19</th>
<td>Allfi, Inc. - Frank Shreyberg</td>
<td>1.07</td>
<td>1006674.0</td>
<td>3.00</td>
<td>0.24%</td>
</tr>
<tr>
<th>20</th>
<td>Merchants Advance Network, Inc. (First Data IS...</td>
<td>1.05</td>
<td>174504.0</td>
<td>3.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>21</th>
<td>Capital and Cash Partners - Joseph Volpe</td>
<td>1.05</td>
<td>2884684.0</td>
<td>2.68</td>
<td>0.43%</td>
</tr>
<tr>
<th>22</th>
<td>The Parla Group Inc. - AGUSTIN PARLA</td>
<td>1.05</td>
<td>500242.0</td>
<td>2.86</td>
<td>0.00%</td>
</tr>
<tr>
<th>23</th>
<td>DB Squared, Inc. - Kelly Bingham</td>
<td>1.03</td>
<td>508478.0</td>
<td>3.22</td>
<td>0.41%</td>
</tr>
<tr>
<th>24</th>
<td>World Wide Lending LLC - Evan Chaffari</td>
<td>1.03</td>
<td>132659.0</td>
<td>2.00</td>
<td>NaN</td>
</tr>
<tr>
<th>25</th>
<td>Business Capital LLC - Sean Pershin</td>
<td>1.01</td>
<td>352673.0</td>
<td>2.50</td>
<td>0.00%</td>
</tr>
<tr>
<th>26</th>
<td>MY Company Funding - Rachael Duelley - Rachael...</td>
<td>1.01</td>
<td>161535.0</td>
<td>3.29</td>
<td>NaN</td>
</tr>
<tr>
<th>27</th>
<td>BF Advance - Joseph Cohen</td>
<td>0.99</td>
<td>5833478.0</td>
<td>3.24</td>
<td>-0.33%</td>
</tr>
<tr>
<th>28</th>
<td>Liberty Capital Group - Adrian Dalsey</td>
<td>0.99</td>
<td>4068182.0</td>
<td>2.37</td>
<td>4.95%</td>
</tr>
<tr>
<th>29</th>
<td>Money Works Direct, Inc. - Daron Girimonti</td>
<td>0.95</td>
<td>3559888.0</td>
<td>3.05</td>
<td>0.41%</td>
</tr>
<tr>
<th>...</th>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
<td>...</td>
</tr>
<tr>
<th>259</th>
<td>Reliant Services Group LLC - Adam Stettner</td>
<td>0.31</td>
<td>31695818.0</td>
<td>2.84</td>
<td>2.66%</td>
</tr>
<tr>
<th>260</th>
<td>Orbit Merchant Services - Nadia Darragi</td>
<td>0.30</td>
<td>243456.0</td>
<td>3.67</td>
<td>0.97%</td>
</tr>
<tr>
<th>261</th>
<td>Business Quotes Today - Kari Agostino</td>
<td>0.30</td>
<td>414094.0</td>
<td>2.25</td>
<td>-0.70%</td>
</tr>
<tr>
<th>262</th>
<td>M Rachwalski, Inc - Maryellen Graham</td>
<td>0.29</td>
<td>166398.0</td>
<td>2.20</td>
<td>0.00%</td>
</tr>
<tr>
<th>263</th>
<td>National Business Capital Inc - Joseph Camberato</td>
<td>0.29</td>
<td>45894436.0</td>
<td>2.82</td>
<td>2.60%</td>
</tr>
<tr>
<th>264</th>
<td>Advantage Commercial Corp.</td>
<td>0.29</td>
<td>542070.0</td>
<td>3.33</td>
<td>NaN</td>
</tr>
<tr>
<th>265</th>
<td>AKF Inc - Eugene Khavinson</td>
<td>0.26</td>
<td>937028.0</td>
<td>2.67</td>
<td>-1.63%</td>
</tr>
<tr>
<th>266</th>
<td>SnapCap - Sean Clifford</td>
<td>0.26</td>
<td>6468674.0</td>
<td>2.29</td>
<td>0.00%</td>
</tr>
<tr>
<th>267</th>
<td>Edwyn Mercado - Edwyn Mercado</td>
<td>0.26</td>
<td>583057.0</td>
<td>3.00</td>
<td>-1.38%</td>
</tr>
<tr>
<th>268</th>
<td>Stratford Belmont LLC - Tim Lund</td>
<td>0.26</td>
<td>21172.0</td>
<td>4.50</td>
<td>0.00%</td>
</tr>
<tr>
<th>269</th>
<td>Lawrence Thorthon - Lawrence Thorton</td>
<td>0.25</td>
<td>182472.0</td>
<td>3.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>270</th>
<td>Price Funding Group, LLC. - Derek Lopez</td>
<td>0.25</td>
<td>743881.0</td>
<td>3.71</td>
<td>NaN</td>
</tr>
<tr>
<th>271</th>
<td>Open Bookings LLC - Eli Gold</td>
<td>0.24</td>
<td>339919.0</td>
<td>2.83</td>
<td>2.59%</td>
</tr>
<tr>
<th>272</th>
<td>Advance Funds Network, LLC - David Catton</td>
<td>0.24</td>
<td>244436.0</td>
<td>2.75</td>
<td>4.44%</td>
</tr>
<tr>
<th>273</th>
<td>Fundomate LLC - Sam Schapiro</td>
<td>0.23</td>
<td>303746.0</td>
<td>2.20</td>
<td>NaN</td>
</tr>
<tr>
<th>274</th>
<td>John Kim</td>
<td>0.23</td>
<td>736551.0</td>
<td>2.56</td>
<td>3.49%</td>
</tr>
<tr>
<th>275</th>
<td>National Funding, Inc.</td>
<td>0.22</td>
<td>36393943.0</td>
<td>3.18</td>
<td>-0.49%</td>
</tr>
<tr>
<th>276</th>
<td>M&G Enterprise Group Corp - Marilyn Alonso</td>
<td>0.22</td>
<td>487997.0</td>
<td>3.91</td>
<td>-0.20%</td>
</tr>
<tr>
<th>277</th>
<td>BHG</td>
<td>0.18</td>
<td>53187132.0</td>
<td>2.15</td>
<td>NaN</td>
</tr>
<tr>
<th>278</th>
<td>EZ Funding LLC - Tom Shaughnessy</td>
<td>0.18</td>
<td>720944.0</td>
<td>2.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>279</th>
<td>Hudson Capital Solutions - Joseph Gerstel</td>
<td>0.17</td>
<td>458504.0</td>
<td>2.40</td>
<td>1.01%</td>
</tr>
<tr>
<th>280</th>
<td>Elevated Business Funding LLC - Mario Nuno</td>
<td>0.14</td>
<td>312872.0</td>
<td>2.50</td>
<td>0.00%</td>
</tr>
<tr>
<th>281</th>
<td>Fast Capital Partners - Felix Komrash</td>
<td>0.14</td>
<td>21654.0</td>
<td>3.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>282</th>
<td>Square Capital Funding, Inc. - Martin Nowak</td>
<td>0.14</td>
<td>126738.0</td>
<td>4.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>283</th>
<td>Federal Business Funding - Christian Arcello</td>
<td>0.12</td>
<td>643507.0</td>
<td>3.00</td>
<td>0.04%</td>
</tr>
<tr>
<th>284</th>
<td>GVC Inc. DBA Allied Funding Group - Svetlana G...</td>
<td>0.11</td>
<td>379203.0</td>
<td>1.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>285</th>
<td>First One Management, LLC. - Jeff Reckling</td>
<td>0.11</td>
<td>419375.0</td>
<td>2.00</td>
<td>0.00%</td>
</tr>
<tr>
<th>286</th>
<td>Green OCEAN SOLUTIONS Inc - AJ Smith</td>
<td>0.09</td>
<td>328000.0</td>
<td>2.50</td>
<td>0.00%</td>
</tr>
<tr>
<th>287</th>
<td>Gable Holdings, LLC. - Weston Spicer</td>
<td>0.09</td>
<td>375000.0</td>
<td>2.50</td>
<td>NaN</td>
</tr>
<tr>
<th>288</th>
<td>Everlasting Capital Corporation - William Murphy</td>
<td>0.02</td>
<td>412588.0</td>
<td>3.25</td>
<td>0.00%</td>
</tr>
</tbody>
</table>
<p>289 rows × 5 columns</p>
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<h1 id="Clean-Data">Clean Data<a class="anchor-link" href="#Clean-Data">¶</a></h1>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Strings</span>
<span class="n">data</span><span class="p">[</span><span class="s1">'Profitability'</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">'Profitability'</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"%"</span><span class="p">,</span><span class="s1">''</span><span class="p">,</span> <span class="n">regex</span><span class="o">=</span><span class="bp">True</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">'float32'</span><span class="p">)</span>
<span class="c1"># Missings</span>
<span class="n">data</span><span class="p">[</span><span class="s1">'Profitability'</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="s1">'Profitability'</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">data_without_outliers</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span> <span class="n">data</span><span class="p">[</span><span class="s1">'Coefficient of Variation'</span><span class="p">]</span> <span class="o"><</span> <span class="mi">1</span> <span class="p">]</span>
<span class="n">data_without_outliers</span>
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<thead>
<tr style="text-align: right;">
<th></th>
<th>Partner</th>
<th>Coefficient of Variation</th>
<th>YTD Fundings</th>
<th>Risk</th>
<th>Profitability</th>
</tr>
</thead>
<tbody>
<tr>
<th>27</th>
<td>BF Advance - Joseph Cohen</td>
<td>0.99</td>
<td>5833478.0</td>
<td>3.24</td>
<td>-0.33</td>
</tr>
<tr>
<th>28</th>
<td>Liberty Capital Group - Adrian Dalsey</td>
<td>0.99</td>
<td>4068182.0</td>
<td>2.37</td>
<td>4.95</td>
</tr>
<tr>
<th>29</th>
<td>Money Works Direct, Inc. - Daron Girimonti</td>
<td>0.95</td>
<td>3559888.0</td>
<td>3.05</td>
<td>0.41</td>
</tr>
<tr>
<th>30</th>
<td>US Business Funding - Peter Ribeiro</td>
<td>0.94</td>
<td>928173.0</td>
<td>2.00</td>
<td>7.90</td>
</tr>
<tr>
<th>31</th>
<td>Fast Track Financial - Tim Myers</td>
<td>0.93</td>
<td>186132.0</td>
<td>3.00</td>
<td>0.00</td>
</tr>
<tr>
<th>32</th>
<td>MERCHANTS RX FUNDING LLC - Gary Galli</td>
<td>0.92</td>
<td>1007196.0</td>
<td>2.50</td>
<td>0.00</td>
</tr>
<tr>
<th>33</th>
<td>iCapital - Mark Campisi</td>
<td>0.91</td>
<td>1005397.0</td>
<td>2.50</td>
<td>0.69</td>
</tr>
<tr>
<th>34</th>
<td>Cast Capital Lending - Vadim Leybel</td>
<td>0.91</td>
<td>1423895.0</td>
<td>2.15</td>
<td>0.00</td>
</tr>
<tr>
<th>35</th>
<td>Provider Direct Network - Greggory Greene</td>
<td>0.90</td>
<td>8973478.0</td>
<td>1.96</td>
<td>1.73</td>
</tr>
<tr>
<th>36</th>
<td>Pivotal Payments - Frank Loschiavo</td>