tag:blogger.com,1999:blog-22700849655278854862026-10-23T12:45:56.191+05:30All about Data Mining, Predictive Modelling, Descriptive Analysis, Risk Analytics, Marketing Analytics, CRM Analytics, Social Media Analytics, HR Analytics and Big Data Analytics ...Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.comBlogger11125tag:blogger.com,1999:blog-2270084965527885486.post-17383703306107938372015-03-14T21:00:00.001+05:302015-03-14T21:00:48.692+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <br /> <a href="http://practicalbusinessanalytics.blogspot.com/2015/01/predictive-modeling-case-studycustomer.html?spref=bl">Practical Business Analytics Using SAS: A Hands-on Guide: (L101)Predictive Modeling Case Study:Customer rete...</a>: Case Study: L101 -Fiber bits Business Objective: “Fiber Bits” is an internet service provider company. They are in the market from las...<br /> <br /> <br /> <a href="http://practicalbusinessanalytics.blogspot.com/2015/02/testing-of-hypothesis-th-101-peer.html?spref=bl">Practical Business Analytics Using SAS: A Hands-on Guide: (TH101)Peer Comparison case study - Testing of Hyp...</a>: Business Problem &nbsp; &nbsp; &nbsp;This is a peer comparison project. Suppose that you are working for Samsunge in customer experience management...<br /> <br /> <br /> <a href="http://practicalbusinessanalytics.blogspot.com/2015/01/t101-time-series-analysis-and.html?spref=bl">Practical Business Analytics Using SAS: A Hands-on Guide: (T101) Time Series Analysis and Forecasting Case s...</a>: Case Study: T101 Business objective: Analyze the historical stock prices. Build a model on the stock prices. Forecast the future val...<br /> <br /> <br /> <br /></div> Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com22tag:blogger.com,1999:blog-2270084965527885486.post-64663042373636801072015-03-14T20:50:00.001+05:302015-03-14T20:57:51.031+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <a href="http://practicalbusinessanalytics.blogspot.com/2015/03/vision-test-snellen-chart-boxjenkins.html?spref=bl">Practical Business Analytics Using SAS: A Hands-on Guide: Understanding ARIMA Using an Eyesight Measurement ...</a>:&nbsp;<span style="background-color: white; color: #666666; font-family: Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;">I’ll use an analogy related to eyesight measurement</span><span style="background-color: white; color: #666666; font-family: Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;">&nbsp;and prescription eyeglasses as an example to explain a serious concept. Nowadays there is a lot complicated equipment to measure human eyesight. It is relatively easy to accurately measure eyesight and get the right prescription for eyeglasses. But a few decades back, before today’s sophisticated and computerized eye testing machines, doctors accomplished this task manually. Today, almost everyone who has visited an eye doctor may easily recognize the picture presented in the Figure 12-12. It is known as a Snellen chart (though this name is not as common as the chart itself).....</span><br /> <br /> <div class="separator" style="clear: both; text-align: center;"> <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh4_RLx_-IZAxMvSoH4jhyphenhyphenmHzDQSH8fKYJ6DjSeM478iLch-60HmKlPSykunEVGSLl0lJgKhmQJsilGL5aRJ5KyorAWX4MSZonVEFqJHr9ssT6v1wZIDXtpw9VA4OzXH_8x3_1GS_9gsMiE/s1600/Eyesight.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEh4_RLx_-IZAxMvSoH4jhyphenhyphenmHzDQSH8fKYJ6DjSeM478iLch-60HmKlPSykunEVGSLl0lJgKhmQJsilGL5aRJ5KyorAWX4MSZonVEFqJHr9ssT6v1wZIDXtpw9VA4OzXH_8x3_1GS_9gsMiE/s1600/Eyesight.png" height="400" width="320" /></a></div> <span style="background-color: white; color: #666666; font-family: Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><br /></span> <span style="background-color: white; color: #666666; font-family: Verdana, sans-serif;"><span style="font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><a href="http://practicalbusinessanalytics.blogspot.in/2015/03/vision-test-snellen-chart-boxjenkins.html">http://practicalbusinessanalytics.blogspot.in/2015/03/vision-test-snellen-chart-boxjenkins.html</a></span></span><br /> <br /> <span style="background-color: white; color: #666666; font-family: Verdana, sans-serif;"><span style="font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><br /></span></span> <span style="background-color: white; color: #666666; font-family: Verdana, sans-serif;"><span style="font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><br /></span></span> <span style="background-color: white; color: #666666; font-family: Verdana, sans-serif;"><span style="font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><br /></span></span> <span style="background-color: white; color: #666666; font-family: Verdana, sans-serif;"><span style="font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><br /></span></span> <span style="background-color: white; color: #666666; font-family: Verdana, sans-serif;"><span style="font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><br /></span></span> <span style="background-color: white; color: #666666; font-family: Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><br /></span></div> Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com14tag:blogger.com,1999:blog-2270084965527885486.post-12456167961055238722015-03-13T14:36:00.001+05:302015-03-13T14:38:21.470+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <a href="http://practicalbusinessanalytics.blogspot.com/2015/02/what-is-dispersion-extract-from-book.html?spref=bl">Practical Business Analytics Using SAS: A Hands-on Guide: What is Dispersion? An extract from the book "Prac...</a>:<br /> <br /> <h2 style="background-color: white; font-family: 'Trebuchet MS', Trebuchet, Verdana, sans-serif; font-size: 11px; font-stretch: normal; margin: 0px 0px 1em; position: relative;"> <span style="font-size: medium;">What is Dispersion</span></h2> <span style="background-color: white; color: #666666; font-family: 'Trebuchet MS', Trebuchet, Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;">Dispersion is the variation in data—the non uniformity or inconsistency in the values of a variable. The measures of dispersion indicate nothing about the middle value of the data. Rather, they give you an idea about the spread in the data. Dispersion can be measured using Range, Variance and Standard Deviation.</span><br /> <br /> <h3 style="background-color: white; color: #666666; font-family: 'Trebuchet MS', Trebuchet, Verdana, sans-serif; margin: 0px; position: relative;"> Anderson Wants to Cross a River&nbsp;</h3> <span style="background-color: white; color: #666666; font-family: 'Trebuchet MS', Trebuchet, Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;">Mr. Anderson, who can’t swim, wants to cross a small waterway. He asked a neighbor to describe the depth of that river, and the neighbor said its depth is 4 feet on average. Mr. Anderson is happy and starts to cross it. His happiness does not last long. The reason is that although the average is 4 feet, the depth at some places might have been 7 feet, which is more than Mr. Anderson’s height. If he had inquired about the deviation from average depth or the inconsistency of depth at various points, or at least the range of depth(minimum and maximum depeth) apart from the average depth of the river, it would have saved Mr. Anderson from drowning.</span><br /> <br /> <div class="separator" style="background-color: white; clear: both; color: #666666; font-family: 'Trebuchet MS', Trebuchet, Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px; text-align: center;"> <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgJ7hsoAhbEgj28sigJHGLfq7cfVJB4QCisnzCPPP5CyQcKeTWj7g2eSafXVDW_COQ6kvi3uDR2V8hYgHhgrLk6J3yXGF5jNIORSRsyQJipbm0TFv8qEQ2Pj4gn9E20fbwPm7PMX1e3XleL/s1600/flo-waits-for-boat-gambia-river-3jpg-copy.jpg" imageanchor="1" style="color: #888888; margin-left: 1em; margin-right: 1em; text-decoration: none;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgJ7hsoAhbEgj28sigJHGLfq7cfVJB4QCisnzCPPP5CyQcKeTWj7g2eSafXVDW_COQ6kvi3uDR2V8hYgHhgrLk6J3yXGF5jNIORSRsyQJipbm0TFv8qEQ2Pj4gn9E20fbwPm7PMX1e3XleL/s1600/flo-waits-for-boat-gambia-river-3jpg-copy.jpg" height="265" style="-webkit-box-shadow: rgba(0, 0, 0, 0.0980392) 1px 1px 5px; background-attachment: initial; background-clip: initial; background-image: initial; background-origin: initial; background-position: initial; background-repeat: initial; background-size: initial; border: 1px solid rgb(238, 238, 238); box-shadow: rgba(0, 0, 0, 0.0980392) 1px 1px 5px; padding: 5px; position: relative;" width="400" /></a></div> <br style="background-color: white; color: #666666; font-family: 'Trebuchet MS', Trebuchet, Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;" /> <span style="background-color: white; color: #666666; font-family: 'Trebuchet MS', Trebuchet, Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;">Therefore, merely knowing the average or the center value may not be sufficient in all cases. The deviation from center (or the dispersion) or the spread of a variable is also important. Given next are a few measures of dispersion.</span><br /> <div> <span style="background-color: white; color: #666666; font-family: 'Trebuchet MS', Trebuchet, Verdana, sans-serif; font-size: 13.1999998092651px; line-height: 18.4799995422363px;"><br /></span></div> <br /></div> Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com18tag:blogger.com,1999:blog-2270084965527885486.post-1515098899217283402014-05-29T13:51:00.000+05:302014-05-29T14:05:33.092+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <br /> <b><br /></b> <b>285 Data Analyst Roles and&nbsp; Job titles</b><br /> <br /> <div class="separator" style="clear: both; text-align: center;"> <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhz1gy9ZtPy2E82KrvfWWwB-hcKiaBBIKxS93IsmteyLqv6SgiYqsJFkflrH8k7r2HBxIWhiAXQzPfSFd10tx08RKYMll9RldeJBlyYBNK95mN1BXA1JUHPThO7y-tu8u_MFNaeQvGE52jV/s1600/dataanalyst_venkat_blog.jpg" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhz1gy9ZtPy2E82KrvfWWwB-hcKiaBBIKxS93IsmteyLqv6SgiYqsJFkflrH8k7r2HBxIWhiAXQzPfSFd10tx08RKYMll9RldeJBlyYBNK95mN1BXA1JUHPThO7y-tu8u_MFNaeQvGE52jV/s1600/dataanalyst_venkat_blog.jpg" height="300" width="400" /></a></div> <br /> <br /> <table border="0" cellpadding="0" cellspacing="0" style="width: 424px;"><colgroup><col style="width: 48pt;" width="64"></col> <col style="mso-width-alt: 13165; mso-width-source: userset; width: 270pt;" width="360"></col> </colgroup><tbody> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #ED7D31; border-bottom: 1.0pt solid black; border-left: none; border-right: none; border-top: 1.0pt solid black; color: white; font-family: Century; font-size: 11.0pt; font-weight: 700; height: 15.0pt; mso-pattern: #ED7D31 none; text-decoration: none; text-line-through: none; text-underline-style: none; width: 48pt;" width="64">Sr No<span style="mso-spacerun: yes;">&nbsp;</span></td> <td class="xl68" style="background: #ED7D31; border-bottom: 1.0pt solid black; border-left: none; border-right: none; border-top: 1.0pt solid black; color: white; font-family: Century; font-size: 11.0pt; font-weight: 700; mso-pattern: #ED7D31 none; text-decoration: none; text-line-through: none; text-underline-style: none; width: 270pt;" width="360">Title</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">1</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Actuarial Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">2</td> <td class="xl68">Advanced Analytics Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">3</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Advanced Analytics Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">4</td> <td class="xl68">Advanced Analytics Leader</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">5</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Advisory Solutions Architect</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">6</td> <td class="xl68">Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">7</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Analytical Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">8</td> <td class="xl68">Analytical CRM Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">9</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Analytics Lead</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">10</td> <td class="xl68">Analytics Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">11</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Application Architect</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">12</td> <td class="xl68">Applications Development Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">13</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Applied Analytics Lead Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">14</td> <td class="xl68">Assistant General Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">15</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Assistant Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">16</td> <td class="xl68">Assistant Professor of Statistics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">17</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Assistant Vice President</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">18</td> <td class="xl68">Associate Director</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">19</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Bank Product Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">20</td> <td class="xl68">Bank Program Coordinator</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">21</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Biostatistician<span style="mso-spacerun: yes;">&nbsp;</span></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">22</td> <td class="xl68">Business Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">23</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Business Analytics Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">24</td> <td class="xl68">Business Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">25</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Business Development Executive</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">26</td> <td class="xl68">Business Development Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">27</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Business Intelligence Analyst - Digital Marketing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">28</td> <td class="xl68">Business Intelligence Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">29</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Business Process Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">30</td> <td class="xl68">Care Delivery Data &amp; Analytics Tech Lead</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">31</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">CEO</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">32</td> <td class="xl68">Chief Engineer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">33</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Chief Information Officer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="height: 15.0pt;">34</td> <td class="xl68">Chief of Staff</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">35</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Chief Scientist and VP of Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">36</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Computer Support Specialist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">37</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">38</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Consulting Actuary</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">39</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Coordinator Forecast Global</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">40</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Corporate Director of Product Management</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">41</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Credit analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">42</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Credit Card Marketing Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">43</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Credit Portfolio Mgt</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">44</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Credit Risk Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">45</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Credit Risk Dept Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">46</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">CRM Campaign Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">47</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">CRM Developer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">48</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">CRM Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">49</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">CTO</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">50</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Data Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">51</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Data Management Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">52</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Data Mining Statistician</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">53</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Data Scientist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">54</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Database Marketing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">55</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Decision Scientist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">56</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Development Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">57</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Dir of Adv Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">58</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Corporate Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">59</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Risk Management</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">60</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Business Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">61</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Business Intelligence</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">62</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Database Marketing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">63</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Decision Science Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">64</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Marketing Systems Support</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">65</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Advanced Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">66</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Analytic Services</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">67</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Analytical Consulting Services</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">68</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Analytical Training</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">69</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Business Development</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">70</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Business Intelligence, Marketing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">71</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Corporate Relations</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">72</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Credit And Data Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">73</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Database Marketing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">74</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Informatics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">75</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Institutional Research</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">76</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Marketing Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">77</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Medical Informatics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">78</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Online Operations</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">79</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Research &amp; Planning</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">80</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Strategic Partners</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">81</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Customer Intelligence</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">82</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Global Marketing &amp; Sales Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">83</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Product Solutions</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">84</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Director of Strategy and Planning</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">85</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Editor in Chief, AllAnalytics.com</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">86</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Editorial Director</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">87</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Energy Efficiency Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">88</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Engineer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">89</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Engineering Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">90</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Enterprise Architect, Exploration and Land</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">91</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Epidemiologist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">92</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Evaluation &amp; Planning Professional</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">93</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Executive Director</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">94</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Executive Director &amp; Chief Economist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">95</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Executive Director Gaming Analysis</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">96</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Executive Director of Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">97</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Executive Director of Business Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">98</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Exploration Geologist, Global New Ventures</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">99</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Finance Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">100</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Financial Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">101</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Football Business Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">102</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Forecast Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">103</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Forecasting and Customer Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">104</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Forecasting Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">105</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Fuel Analytics Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">106</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Gaming Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">107</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">General Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">108</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Geologist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">109</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">GIS / Data Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">110</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Global Business Development Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">111</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Global Director of Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">112</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Global Product Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">113</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Graduate Student</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">114</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Head of Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">115</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Healthcare Evaluation Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">116</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Healthcare Informatics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">117</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Industrial Engineer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">118</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Insurance Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">119</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">IT Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">120</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">IT Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">121</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">IT Director</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">122</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">IT Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">123</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">IT Specialist - Data Science</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">124</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">IT Team Lead</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">125</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Lead Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">126</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Lead Business Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">127</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Lead Data Architect</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">128</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Lead Programmer Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">129</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Lead Risk Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">130</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Lead Technical Analyst (SAS Administrator)</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">131</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Lease Statistical Risk Modeler</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">132</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Business Analysis and Forecasting</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">133</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Business Systems</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">134</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Global Pricing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">135</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Advanced Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">136</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Business Intelligence Competency Center</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">137</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Consumer Intelligence<span style="mso-spacerun: yes;">&nbsp;</span></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">138</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of CRM Reporting and Analysis</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">139</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Florist Relations</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">140</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Marketing Support</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">141</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Business Intelligence</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">142</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Corporate Relations</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">143</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Data Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">144</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Operations Research</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">145</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Clinical Quality Informatics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">146</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Credit Risk</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">147</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Database Solutions, Pricing Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">148</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Manager of Economic Modeling</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">149</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Managing Partner</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">150</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Managing Director</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">151</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Managing Vice President</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">152</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Market Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">153</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Market Research Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">154</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Marketing Director</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">155</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Marketing Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">156</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Marketing Science Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">157</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Marketing Science Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">158</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Member Engagement Analytics - Advisor</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">159</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Methodologist, Clinical Quality Informatics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">160</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">National Advanced Analytics Lead</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">161</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Operations Research Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">162</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">P&amp;C Underwriting Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">163</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Partner</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">164</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Platform Administrator</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">165</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">PMO Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">166</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Predictive Analytics Specialist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">167</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Predictive Modeling Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">168</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">President</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">169</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Pricing Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">170</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Principal Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">171</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Principal Consultant - Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">172</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Principal Modeler</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">173</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Principal Quality and Diagnostics Engineer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">174</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Principal Statistical Modeler</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">175</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Principal Statistician</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">176</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Professor</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">177</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Program Coordinator</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">178</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Program Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">179</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Programmer Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">180</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Project Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">181</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Quality Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">182</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Quantitative Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">183</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Quantitative Operation Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">184</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Reporting &amp; Analytics Lead<span style="mso-spacerun: yes;">&nbsp;</span></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">185</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Reporting Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">186</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Reporting and Forecasting Unit Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">187</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Research Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">188</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Research Assistant Professor</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">189</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Research Director</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">190</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Research Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">191</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Research Operations Coordinator</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">192</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Research Scientist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">193</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Risk Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">194</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Risk Management Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">195</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">SAS Business Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">196</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Scorecard Modeling Specialist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">197</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Analyst Florist Relations</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">198</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Analytic Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">199</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Business Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">200</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">201</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Consultant Business Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">202</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Consultant Business Programs</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">203</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Credit Risk Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">204</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Data Analysis Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">205</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Data Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">206</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Database Marketing Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">207</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Decision Architect</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">208</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Director</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">209</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Director of Analytics and Data Quality</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">210</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Infrastructure Engineer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">211</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior IT Specialist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">212</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">213</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager - Risk Models</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">214</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Marketing Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">215</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Marketing Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">216</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Marketing Research Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">217</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Marketing Research Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">218</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Modeling Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">219</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Performance Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">220</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Performance Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">221</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Predictive Modeler</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">222</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Project Manager/Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">223</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Research Fellow</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">224</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Research Specialist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">225</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Risk Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">226</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Six Sigma Black Belt</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">227</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Statistical Analysis Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">228</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Statistical Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">229</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Statistician</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">230</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Statistics Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">231</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Supervision Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">232</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Technical Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">233</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Technical Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">234</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior VP</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">235</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Software Engineer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">236</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior CRM Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">237</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Fraud Strategy Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">238</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Healthcare Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">239</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager - Strategic Planning</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">240</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager Biostatistical Programming</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">241</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager Commercial Strategy and Insights</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">242</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager Field Marketing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">243</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager, Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">244</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager, Modeling and Optimization</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">245</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Manager, Statistical Modeling and Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">246</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Market Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">247</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Mathematical Modeler</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">248</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Senior Quantitative Risk Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">249</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Staff Planning &amp; Analysis Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">250</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Statistical Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">251</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Statistical Consultant</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">252</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Statistical Modeler/Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">253</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Statistical Modeling Senior Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">254</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Statistical Research Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">255</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Statistical Specialist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">256</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Statistician</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">257</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Statistics Modeler</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">258</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Strategic Alliance Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">259</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Strategic Business Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">260</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Strategic Marketing Fellow</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">261</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Strategic Relationship Manager</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">262</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Student</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">263</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Superintendent</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">264</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Supervising Predictive Analytic Specialist</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">265</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">SVP Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">266</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">SVP Customer Intelligence</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">267</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">SVP Indirect Sales</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">268</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Systems Architect</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">269</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Systems Engineer</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">270</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Team Manager Property &amp; Casualty Claims</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">271</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Technical Architect</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">272</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Portfolio Analytics and Risk</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">273</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Strategic Pricing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">274</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Advanced Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">275</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Risk Management</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">276</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Analytics and Information</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">277</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Customer Insights, Reporting &amp; Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">278</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Business and Data Analytics</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">279</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Finance</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">280</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of CRM</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">281</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Product and Services Marketing</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">282</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Vice President of Strategic Integration and Alliances</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">283</td> <td class="xl68" style="background: #D9D9D9; border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Warranty Expense Management</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; text-decoration: none; text-line-through: none; text-underline-style: none;">284</td> <td class="xl68" style="border: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; text-decoration: none; text-line-through: none; text-underline-style: none;">Web Analyst</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background: #D9D9D9; border-bottom: 1.0pt solid black; border-left: none; border-right: none; border-top: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; height: 15.0pt; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">285</td> <td class="xl68" style="background: #D9D9D9; border-bottom: 1.0pt solid black; border-left: none; border-right: none; border-top: none; color: black; font-family: Century; font-size: 11.0pt; font-weight: 400; mso-pattern: #D9D9D9 none; text-decoration: none; text-line-through: none; text-underline-style: none;">Web Designer</td> </tr> </tbody></table> <br /> <br /> Credits: <br /> Thank you Shika Dubey &amp; SAS institute</div> Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com20tag:blogger.com,1999:blog-2270084965527885486.post-89365701788493436002014-05-29T09:30:00.001+05:302014-05-29T09:31:08.608+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <br /></div> <iframe src="http://www.slideshare.net/slideshow/embed_code/28743301" width="427" height="356" frameborder="0" marginwidth="0" marginheight="0" scrolling="no" style="border:1px solid #CCC; border-width:1px 1px 0; margin-bottom:5px; max-width: 100%;" allowfullscreen> </iframe> <div style="margin-bottom:5px"> <strong> <a href="https://www.slideshare.net/21_venkat/basics-of-bigdata" title="A data analyst view of Bigdata " target="_blank">A data analyst view of Bigdata </a> </strong> from <strong><a href="http://www.slideshare.net/21_venkat" target="_blank">Venkat Reddy</a></strong> </div> <strong><a href="http://www.slideshare.net/21_venkat/basics-of-bigdata" target="_blank">Download from here</a></strong> Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com27tag:blogger.com,1999:blog-2270084965527885486.post-74996302355801847472013-04-16T15:10:00.002+05:302013-04-16T15:10:17.437+05:30<iframe allowfullscreen="" frameborder="0" height="511" marginheight="0" marginwidth="0" mozallowfullscreen="" scrolling="no" src="http://www.slideshare.net/slideshow/embed_code/18914262" style="border-width: 1px 1px 0; border: 1px solid #CCC; margin-bottom: 5px;" webkitallowfullscreen="" width="479"> </iframe> <br /> <div style="margin-bottom: 5px;"> <strong> <a href="http://www.slideshare.net/21_venkat/data-analyst-interview-guide" target="_blank" title="Data Analyst - Interview Guide">Data Analyst - Interview Guide</a> </strong> from <strong><a href="http://www.slideshare.net/21_venkat" target="_blank">Venkat Reddy</a></strong> </div> Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com16tag:blogger.com,1999:blog-2270084965527885486.post-76575169572254930912013-04-10T21:20:00.000+05:302018-09-04T14:55:40.673+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <h2> <br />List of Analytics Companies in India</h2> <br /> <table border="0" cellpadding="0" cellspacing="0" style="border-collapse: collapse; width: 483px;"> <colgroup><col style="mso-width-alt: 2011; mso-width-source: userset; width: 41pt;" width="55"></col> <col style="mso-width-alt: 9362; mso-width-source: userset; width: 192pt;" width="256"></col> <col span="2" style="mso-width-alt: 3145; mso-width-source: userset; width: 65pt;" width="86"></col> </colgroup><tbody> <tr height="20" style="height: 15.0pt;"> <td class="xl66" height="20" style="background-color: #a4c2f4; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 1.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: none solid solid none; color: #44546a; font-family: Calibri; font-size: 11pt; font-weight: 700; height: 15pt; text-underline-style: none; width: 41pt;" width="55">Sr No</td> <td class="xl66" style="background-color: #a4c2f4; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 1.5pt; border-left-color: white; border-left-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: none solid solid; color: #44546a; font-family: Calibri; font-size: 11pt; font-weight: 700; text-underline-style: none; width: 192pt;" width="256">Company Name</td> <td class="xl66" style="background-color: #a4c2f4; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 1.5pt; border-left-color: white; border-left-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: none solid solid; color: #44546a; font-family: Calibri; font-size: 11pt; font-weight: 700; text-underline-style: none; width: 65pt;" width="86">Location-1</td> <td class="xl66" style="background-color: #a4c2f4; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 1.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: none none solid solid; color: #44546a; font-family: Calibri; font-size: 11pt; font-weight: 700; text-underline-style: none; width: 65pt;" width="86">Location-2</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">1</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">24/7, Inc</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">2</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Absolutdata</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">3</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Accenture</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">4</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Actiknow consulting Delhi</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Delhi</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">5</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Airtel</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">6</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Amazon</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">7</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Amba Research</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">8</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Ameriprise</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">9</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Amex(American Express)</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">10</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Analytics eye</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">11</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Analytics Quotient</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">12</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">ANZ</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">13</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">AOL</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">14</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Bank of America</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">15</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Barclays Bank</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Noida</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">16</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Bharatmatrimony.com</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">17</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Boston Analytics</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgoan</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">18</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Brainmatics</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">19</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Bravo Lucy</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">20</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">BRIDGEi2i Analytics Solutions</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">21</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Calimere</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">22</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Capital One</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl68" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; color: red; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">23</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Caterpillar</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">24</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">CaterPillar(In House Analytics)</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">25</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Citibank</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">26</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Citibank</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">27</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Cognizant</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">28</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Cognizant</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="17" style="height: 12.75pt; mso-height-source: userset;"> <td class="xl67" height="17" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 12.75pt; text-underline-style: none; width: 41pt;" width="55">29</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Copalpartners</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">30</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Cytel Softwares</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Pune</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Cambridge</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">31</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Decidyn</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">32</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Dell</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">33</td> <td class="xl69" style="background-color: white; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Deloitte</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">34</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Denuosource</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">35</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Dexterity</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">36</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Diamond Management consultants.</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">37</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Dun &amp; Bradstreet</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">38</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Dunnhumby</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">39</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Ebay</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">40</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Ekcelon</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">41</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Equifax</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">42</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Fair Isaac India</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">43</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Fidelity</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">44</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">First Order Analytics.</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">45</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Ford Business Service Center Pvt. Ltd.</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">46</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Fractal Analytics</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">47</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">GE Money</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">48</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">General Mills</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">49</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">General Mills</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">50</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Genpact</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">51</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Global Analytics</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">52</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Global Analytics Inc.</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">53</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Global Data</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">54</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">GlobalData</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">55</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">HDFC Bank</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="40" style="height: 30.0pt;"> <td class="xl67" height="40" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 30pt; text-underline-style: none; width: 41pt;" width="55">56</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Hewitt Associates(Now Aon-HR analytics)</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Delhi/NCR</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">57</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">HP</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">58</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">HSBC</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Kolkata</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">59</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">IBM</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">60</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">ICICI Bank</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">61</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">ICICI Securities</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">62</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">ICON</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">63</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Idea</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">64</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Indegene</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">65</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Inductis (An EXL Company)</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">66</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Infosys</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">67</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Intouch Analytics</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">68</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Ipsos</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">69</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Irevena</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">70</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Jigyasa Analytics</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">71</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">John Deere(Inhouse Analytics)</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Pune</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">72</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">JPMorgan Chase</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">73</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Kairoleaf</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">74</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Kiesquare Analytics</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">75</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Knowledge Foundry</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">76</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Koncept Analytics</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">77</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Latentview Analytics</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">78</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Lehmann Brothers (Nomura)</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">79</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Madison Business Analytics</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">80</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Market Equations</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">81</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Marketics-(Now WNS)</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Delhi</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">82</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">MarketRX(Now cognizant)</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">83</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Mathema Analytics Gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">84</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Meritus Global</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">85</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Microsoft</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">86</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Modelytics</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">87</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Mu-Sigma</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">88</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Netpositive</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">89</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Nielsen</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Vadodara</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">90</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Nokia Networks</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">91</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Novartis inc</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Hyderabad</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">92</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">PharmARC Analytic Solution.</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">93</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">pipalresearch</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">New Delhi</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">94</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Prudential</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">95</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Quattro</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">chennai</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">96</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">RBS</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">97</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">RCI</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">98</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Redpill Solutions (IBM Daksh)</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">99</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Redpill Solutions(Now IBM)</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">100</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">RMSI</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Noida</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">101</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">RSG Media Systems</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">102</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">SBI-GE</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">103</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Scope international</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">104</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">SmartAnalyst</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">105</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Standard Chartered Bank</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">106</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Swiss Re</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">107</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Symphony Services</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">108</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Target Corp</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">109</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Tata Strategic Management</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">110</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">TCS</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">111</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Tcs-e-serve</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">112</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">TEG Analytics Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">113</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Tesco</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">114</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">The Smart Cube</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Noida</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">115</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">TransOrg</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">116</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Transunion</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">117</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Trendwise Analytics</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">118</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Vodafone Telecommunications</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Chennai</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">119</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Wipro</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">120</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">WNS</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Bangalore</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">121</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">Yes Bank</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border: 0.5pt solid white; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Mumbai</td> <td class="xl67" style="background-color: #f8cbad; background-position: initial initial; background-repeat: initial initial; border-bottom-color: white; border-bottom-width: 0.5pt; border-left-color: white; border-left-width: 0.5pt; border-style: solid none solid solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86"></td> </tr> <tr height="20" style="height: 15.0pt;"> <td class="xl67" height="20" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid none none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; height: 15pt; text-underline-style: none; width: 41pt;" width="55">122</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-left-color: white; border-left-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 192pt;" width="256">ZS Associates</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-left-color: white; border-left-width: 0.5pt; border-right-color: white; border-right-width: 0.5pt; border-style: solid solid none; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Pune</td> <td class="xl67" style="background-color: #fce4d6; background-position: initial initial; background-repeat: initial initial; border-left-color: white; border-left-width: 0.5pt; border-style: solid none none solid; border-top-color: white; border-top-width: 0.5pt; font-family: Calibri; font-size: 11pt; text-underline-style: none; width: 65pt;" width="86">Gurgaon</td> </tr> </tbody></table> <br /> <br /> <span style="font-size: large;">Additional Analytics related MNCs, consultancies, recruiting firms and L&amp;D companies</span><br /> <br /> <table border="0" cellpadding="0" cellspacing="0" style="border-collapse: collapse; width: 494px;"> <colgroup><col style="mso-width-alt: 17578; mso-width-source: userset; width: 371pt;" width="494"></col> </colgroup><tbody> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="height: 14.4pt; width: 371pt;" width="494">[24]7</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">3D Hive</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">3i Infotech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">4 Ur Service</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">6d Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">6figr.com | KitnaDetiHai.in</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">9Staffing</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">A J Education NeXt</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">A.T. Kearney</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aarch</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ABB Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ABC Consultants</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Abridgesolutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Absolutdata Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Academistic</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Accenture</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Accenture Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Accenture in India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Accenture Software for P&amp;C Insurance</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Accolo Technology and Consultancy Services Inc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ACG Worldwide</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Acrowit Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Actively looking for Software Engineer job opportunities.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aditi Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ADMA-OPCO</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Adobe</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Affine Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Affine Analytics Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Agile Enterprise Solutions Inc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Agile Force Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Agoda</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AIG</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aimplus Staffing Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Airtel</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AksaTech Solution Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aktechsolutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ALC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Alchemy Infotech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Alcheringa</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Alcheringa,IIT Guwahati</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Alliance Square</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Allianz Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Allstate</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Allstate India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ALTEN Calsoft Labs - Product Engineering Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Alumni Association, IIT, Kanpur</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Amazon</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Amazon Development Centre India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Amber Road Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ameex Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">American Express</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">American Express (Allegis Global Solutions)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Amitysoft Technologies Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">An Executive Search Firm</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Analytics Human Capital Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Analytics.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">analyticstechtalk.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AnalytixLabs</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Analyttica Datalab Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Analyztec</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">anand</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Anandathirtha Vidyalaya</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Andhra Loyol College</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Andhra loyola college</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Andhra University</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Anheuser-Busch InBev</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Anmol Technologies Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ansi ByteCode LLP.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Antuit</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">any university in india</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ANZ</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aon</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aon Hewitt</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Apex HR Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Applied Research Works, Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AppMomos</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Apps Factory</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Apress</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Apress (US)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aptivaa</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ARA Resources Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aranca</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Armentum</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ARSEN Management Consultants</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aspire Systems</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Asterbyte Software Systems PVT.LTD</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Asterion Consulting Ltd (P)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ASTRA CONSULTANTS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Astra HR Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Astrid Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AT&amp;T</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Atos</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aufait Technologies Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aujas</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Autumn Worldwide</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Avalon Solution</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AVIN Systems Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aviso Inc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Aviyos Insights</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Avohi</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AxiomRC Recruitment Consultants</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Axis Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Axis Risk Consulting Services Private Limited, A Genpact Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AXISCADES</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">AXISCADES AEROSPACE &amp; TECHNOLOGIES</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ayushi Infotech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Babyoye.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bajaj Auto Finance</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Baker Hughes</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bank of America</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Barclays</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Barclays Investment Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Barclays Shared Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Baryons Software Solutions Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bear Staffing Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BEML LIMITED</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BFC Group Holdings</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">bharatzkitchen</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bilateral Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Biocon</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BISP Solutions Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BizTech Eventmedia India Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BizTech Eventmedia India Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bizzi &amp; Partners Development LLC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Black Turtle</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bleuming Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Blue Mindz</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bluelotus Technologies Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BoiTHEK Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bonanza Human Resource Solutions Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Boston Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Brennan IT</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BRIDGEi2i Analytics Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bridgetree</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Bright Shaft</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Brillio</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">British High Commission</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Brocade</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Brownie Heaven India (P) Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BSS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Burgeon A Linked Resources Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Business Fundamental Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BuyForMe India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BuzzHire</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">BXB Digital, Brambles</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">C I</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">C1X AdTech Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cairn India Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Capgemini</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Capgemini America Inc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CAPGEMINI INDIA</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Capital One</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Careator Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">career net technologies pvt ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CareerDrivers</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CareerForce Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Carvana</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cashbloom</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CASUGOL</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Catalyst Consulting Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Caterpillar</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Caterpillar Logistics Services India Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cbs Ventures</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">C-DOT</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Central Bank of Oman</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Centre for Artificial Intelligence and Robotics (CAIR), DRDO</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CEO Serve</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cerner Corporation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CGI</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Chegg Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Chegg.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cisco</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cisco Systems</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cisco Systems, San Jose</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Citi</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Citibank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Citibank N.A.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Citibank Singapore Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Citicorp Services India Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Citicorp Services India Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Citigroup - Advanced Analytical Solutions, Global Decision Management</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Citigroup - Global Decision Management</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Clarinet Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Clarity Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Clarus Analytics Pty Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Clearly</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cloud Social Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cloudera</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CloudOnHire</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CoArtha Technosolutions Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cognizant</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cognizant Technology Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Collabera</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Collabera TACT</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Colossal Software Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Compagnie Louis brouillard</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Compass Group UK &amp; Ireland</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CONFIDENCIAL</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Confidential</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Confidential&nbsp;</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Confidential IT Pvt Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ConnectentityLLC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Conscript</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">consultancy</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Copal Amba (A Moody's Analytics Company)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cortex Consultants LLC (Cortex Consulting Private Limited)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cotiviti</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Coupa Software</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Covenant Consultants</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CREATE NTU HUJ BGU program&nbsp; School of Materials Science and Engineering NTU</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Credit Suisse</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CreditVidya</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CRIF</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CRISIL Global Research &amp; Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CriticalRiver Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cuddle.ai</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cuemath</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CustoLogix Solutions (India) Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CVS Health</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CXO Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">CybOrg Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cydorg Technologies Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Cytel</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DAMAC Properties</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dark Data Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DataKind</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Datamatics Global Services Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DataScienceLab, India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DataStrats</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Datum Recruitment Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DaVita India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DayBox Technologies Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DBS Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DBS Bank, Singapore</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Decision Resources Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dell</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dell EMC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dell Global Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dell Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Deloitte</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Deloitte India (Offices of the US)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Deloitte Ireland</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Deloitte Singapore</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dentsu</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dentsu Aegis Network</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Department of Business Economics, University of Delhi</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Department of Land Resource Management, Ministry of Rural Development</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Department of Planning and Environment</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Destar Technologies Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Deutsche Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Diebold Nixdorf</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Digital Catapult</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DigitalForce India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Digitially Insight pvt ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DLF</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DnI Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DNV GL</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DreamNotion Innovations</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DreamOrbit Softech Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dreamtech Press</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Dun &amp; Bradstreet India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">dunnhumby</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">dunzo.in</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">DXC Technology</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EAC SOLUTIONS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">eBay</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EBS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Edelweiss Financial Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">edi5 Technologies Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Edista Testing Institute</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Edmunds.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Education Above All Foundation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Edupro.Training</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EduRamp Learning Services Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Edureka</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Edvancer Eduventures Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Edvista Services Pvt Ltd; (AcadGild)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Eli Global</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Elite Realty Infratech Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Elixir Human Capital Solutions - A Quantum Leap Initiative</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Elucit Software Services Pvt Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EMC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Emirates NBD</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">emokshallc.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">eMudhra Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EnCloudEn</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Encore Capital Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Endeavour Software Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Enigma Global Resoucing India (EnigmaGR)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Entappia</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Epoch Technology &amp; Consulting Services (ETCS)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EpyDoc Ltd, The Forcive Creator</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Equifax</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Equilateral Consultants</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Equiniti India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ericsson</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ETI Dynamics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ETT CareerMove</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">European Banking Authority</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Evalueserve</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Every Shine Auto Wheels Honda</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ewyn services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ExaLotus Consulting Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Excel Prodigy Training &amp; Consultancy Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Excelsoft Technologies Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Executive Search Firm</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Executive Talent Search India Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EXL</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EXL Service- Decision Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EXL Service Holdings Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EXL Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EXL Services Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Expedia, Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ExxonMobil</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EY</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">EY,FSRM</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Facebook</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Factspan Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fasken Training and Consultancy Services LLP</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">FastVisa US</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Feelance</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">FICO</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">FICO®</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fidelity Investments</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fidelity National Information Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fiind Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">FinGurus</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fintech Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">First American Financial Corporation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">First Gulf Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">FIS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fishbowl Marketing Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Flipkart</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Flipkart.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Flock Software</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Florida International University</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">FMCG Trading Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Focue Softek</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fortune Promoseven / McCann</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fox (Film, TV and Sports)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fractal Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Franklin Templeton Investments</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Freelance</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Freelance - Contract - Part-Time - Independent</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Freelance / Independant</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Freelancer</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Freshdesk</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">fresher</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">FTD Infocom Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Fullerton India Credit Company Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Futures First</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">fxcompared.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GATE IIT</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Gateway Analytics Network</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GE</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GE Capital</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GE Digital</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GE Healthcare</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GE Power</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GE Renewable Energy</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GENPACT</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GENPACT LLC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Gensuite LLC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Geo Target Labs</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Georgia Institute of Technology</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GEP Worldwide</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GESBI Card</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Getin IT Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Getyourjob Recruitment Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GGS Information Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Gi Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GK HR Consulting India Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Global Data Analytics Inc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Global Institute of Stem Cell Therapy &amp; Research (GIOSTAR)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GlobalData</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GlobalData Plc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GlobalLogic</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GlobCon Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Gobol-Powered by Attero</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Golden Red Consulting Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Goldman Sachs</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Google</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Gormet food pakistan</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Grofers</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Grroups.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">GSK R&amp;D Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">H&amp;R Block</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HackerEarth</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Han Digital Solution</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hansa Research Group Pvt Ltd.,</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HARDCASTLE RESTAURANTS PRIVATE LIMITED</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HARIETCHNOLOGIES MARATHAHALLI</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HARMAN Connected Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HARMAN International India Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hartford HealthCare</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HCL Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HDFC Life</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Health Integrity, LLC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hellmann Worldwide Logistics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hero FinCorp.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hewlett Packard Enterprise</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hewlett Packard GmbH</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hewlett-Packard</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hexaconcepts</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hexaware Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hexaware UK</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">hike messenger</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hindusthan National Glass &amp; Industries Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hiring Ideas</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Honeywell</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Horigine Consulting Pvt. LTD.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hotstar</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Housejoy</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Howrah AHAR Society</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HP</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HP Inc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HP Inc India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HR Interface Corporate Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HSBC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HSBC Bangalore</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HSBC Business Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HSBC EDPI</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HSBC Global Service Center Kolkata</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HSBC HDPI</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HSBC Retail Banking and Wealth Management</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Huawei</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">HURON</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Hwelett Packard Enterprise</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IARA HR SERVICES PVT LTD</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IBM</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IBM Global Business Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IBM Global Services, India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IBM India Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ICAR-National Institute of Veteranary Epidemiology and Dieses Informatics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">iCert Global</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ICRISAT</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ICRISAT- International Crops Research Institute for the Semi-Arid-Tropics.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ICSA (India) Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IDC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IDFC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Igniwa</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IIHT Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">iimse</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IISASTR.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IIT Kharagpur</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IKYA Human Capital Solutions - A Division of Quess Corp Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IKYA Human Capital Solutions (A division of Quess Corp Ltd.)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Impact Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">impress.ai</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">iNautix Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">INC Research</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indecomm Global Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Independent</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">India Mortgage Guarantee Corporation Pvt. Ltd (IMGC)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">INDIABULLS HOUSING FINANCE LIMITED</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indian institute of Management Raipur (Archived)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indian Institute of Management, Bangalore</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indian Institute of Technology&nbsp; Delhi</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indian Institute of Technology, Bombay</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indian Institute of Technology, Kharagpur</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indian Institute of Technology, Roorkee</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indian Overseas Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indian Pharmacopoeia Commission</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">INDIAN RAILWAYS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Indicus Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Inductis</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IndusInd Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Infinite Computer Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Infinity Fast</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Inflexion Analytics(formerly Mindshack Technologies)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Inflexon Point</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Infogain (Blue Star Infotech America, a subsidiary of Infogain)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Infor</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Informatica</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Infosys</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ing Vysya Bank is now Kotak Mahindra Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Innoplexus</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Innov4Sight Health and Biomedical Systems Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Innovation Labs of Data Science Group @ [24]7</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Instahyre</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Institute Of Chemical Technology</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Institute of Management Technology</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Intel Corporation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Interactive Avenues</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Interactive Creation Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">International school</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">International School Of Engineering</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">International School of Engineering (INSOFE)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Intuit India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Invati-Insights</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IQR Consulting Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Iris Software Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Iron Mountain</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IT Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IT Hunter Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IT Sculptors</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ITC Infotech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ITC Limited,</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ITCompany Consultoria em Informática Ltda</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">itonlinetrainings</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">iTriangle Infotech Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">IT-SCIENT</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ivangel Sales And Services Pvt Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">J.P. Morgan</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Jawaharlal Nehru University</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">JDA Software</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Job Vision India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">John Wiley and Sons</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Josh Technology Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">JP Morgan Chase</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">JPMorgan Chase</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">JPMorgan Chase &amp; Co.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Juniper Networks</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Kaggle</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Kaizen Analytix</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Kaizen Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Kantar Millward Brown</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Karuna IT Services Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Karvy Analytics Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Karvy Growth Hub</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">KCC Technologies Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">KDK Nagpur Polytechnic Nagpur</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Kelley Blue Book</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">KenApps</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Kinara Capital</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Kitabiworm</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Knex Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Knovation - Knowledge to Innovation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Knowlarity - Cloud Communications</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Koenig Solutions Ltd. Freelance consultant</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">KPIT Cummins Infosys</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">KPMG</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">KPMG India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Kratoes</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">KredX India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Lala Lajpat Rai Hall of Residence</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LatentView Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LCIPL</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Leading Dubai based Bank and Financial Organization</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Leading Executive Search Firm</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LeadSquared</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Learn Biz Simulation&nbsp;</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LearnEZ</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LearnFromGuru</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Lendingkart Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LexisNexis Risk Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LG CNS India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Life Educare Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LinkedIn</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LitMass Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">L'Oréal</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Los Alamos National Laboratory</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">LR Career and Talent Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Lufthansa</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">M&amp;T</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">M. H. Alshaya Co.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ma Foi Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Madras Medical Mission</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Maersk Line</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Magic 9 Media and Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Magnitude Software</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mancer Consulting Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Manipal Global Education Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ManpowerGroup</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ManpowerGroup India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Manthan Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Market Quotient</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MarketsandMarkets</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Marlabs Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MasterCard</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mavin Infotech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">mCarbon</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">McKinsey &amp; Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mechanism Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Media freelancer and MM</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Meenakshi Constructions India Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Megalith, IIT Kharagpur</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Megaputer Intelligence Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mercer</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Merck Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Meritus Intelytics Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MetLife</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MetLife GOSC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MetricStream</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MeTripping</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Metropolitan Utilities District</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MFL</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Michael Page</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Michigan Technological University</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Microsoft</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Microsoft Training Associate</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Microsoft, Deloitte, Bayercrop</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Millward Brown</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mind Grid Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mind Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mindtree</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mindtree Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mine Site Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mistral Solutions Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MNC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MNR Solutions Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MNS GLOBAL RESEARCH</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mondial Services (India) Pvt Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Moody's Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Moody's Analytics Knowledge Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Moolchand Medcity ( Moolchand Hospital )</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Morgan Stanley</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Morningstar</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Moschip</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mother Dairy Fruit &amp; Vegetable Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Motlay Innovations Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mount Talent Consulting Pvt Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mount Talent Consulting Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mounttalent Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MS Hall, IIT Kharagpur</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MSCI Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MSX International</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MSys-Clogeny</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Multiple openings</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Muraai Information Technology</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MUST Research Club</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">My Home</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">mycricketleague.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mylan Laboratories Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">MySmartPrice.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Mystifly Consulting (India) Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">na</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Narayana Health</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Naresh i Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">NASSCOM</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">National Stock Exchange of India Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Naval Architecture and Ocean Engineering Society</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Neal Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Nehru Hall of Residence, IIT Kharagpur</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Neo Prism Solutions LLC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ness Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Netcore Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Neustar, Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Next Knock Consulting Services Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">NHS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Nielsen</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">NIIT Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">NIIT University</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">NIL labs</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Nirogam.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">No-Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Nomura</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">NONE</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Northern Trust</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Northern Trust Corporation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Novartis</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Novartis Oncology</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">NovoTree Minds Consulting Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Nuevora</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">NYC Department of Education</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ohio University</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Oklahoma State University</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">OneDirect - CX Management Firm</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ontario Telemedicine Network (OTN)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Opensource</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">OpenText</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Optif consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Optimal Solutions Integration</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Optum Global Solution a UHG Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Optym</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Oracle</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Oracle Financial Software Services Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Oracle India Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Orcapod</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Orchid Sports Academy</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Ordertrainings.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">osttalent</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">OTSI - Object Technology Solutions Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Outline Systems</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Overcart</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">OYO Rooms</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Palmeto Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PassiveReferral.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Pathways School NOIDA</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PAYBACK</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Paymence.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Paythru Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Pearson VUE</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Peepal Talent Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Pegasi Communications</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Pentation Analytics Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">People Management Consultancy</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">People Nest Management Consultants</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Peppy Learning Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PERFICIENT</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Philips</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Philips Lighting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Phoenix Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PHYTEC Embedded Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Pioneer Soft SPPS Systems Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PL.S</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Placement and training Cell, MNIT Jaipur</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PLACON HR Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Positive Synergy Recruitment Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PPWW</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PRAISIA PRIVATE LIMITED</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PricewaterhouseCoopers - Service Delivery Center (PwC SDC)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Principal Financial Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PriorityONE Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Private Sector</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PRM Fincon Services Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">proarch (pro•ark)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Product Management</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Profisor Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">prometheus</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Prospecta Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">prwatech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PSCMR College of Engineering</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PTC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PURPLESALTMEDIA&nbsp;</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PwC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">PwC India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Pylon Management Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Qualitree Inc.,</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Quality Group Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Quess Corp Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">QUEST Alliance</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Quintiles</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">QuintilesIMS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Raconteur Media</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RAGE Frameworks Inc. ( A Genpact Company)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rajaram Kamat's CFA Classes</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rajat Glass House</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rang Technologies Inc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RapidStart Pte Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RecRoots</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Recruise India Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Recruitment Firm</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rectitude HR Solutions &amp; Management Services Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rediff.com India Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RedSeer Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rehob Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Relevance Lab</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Reliance Jio</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Reliance Retail</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Relief India Trust</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rely-On Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rensselaer Polytechnic Institute</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rentalkart</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Republic Wireless</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Reserve Bank of India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Resilinc Corporation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Resonance</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RGF Management Search India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rinalytics Advisors</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rio Learning &amp; Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RISING STARS MOBILE INDIA PVT LTD(FOXCONN)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Riversand Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RM PRO Technology Sdn Bhd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RMS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Robert Bosch India Private Limited(RBEI)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Roofpik</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rotomaker Studio</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Royal Futures Consultants India Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">RR Donnelley</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Rubicon Project</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">S &amp; R Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">S.P.E.E.D Consulting Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Saaki and Argus Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Saaki, Argus &amp; Averil Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SAB Weblabs Pvt.Ltd (Tedlance)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SABIC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sadbhav Engineering Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Saltmines Technologies Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Saltside</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sampoorna Computer People Hyderabad</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sankheki Analytics &amp; Research</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sanmina</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SAP</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SAP Labs</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SAP Labs India Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SapientNitro</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SapientRazorfish</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SAS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sasol</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Satin Solutions, LLC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SBI Card</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SBI Cards - GE Capital</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">School of Economics, University of Hyderabad&nbsp;</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">School of Informatics &amp; IT, Temasek Polytechnic, Singapore</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Scientific Games</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sciformix</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SciLifeLab</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Scope International</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Scribble Data</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SeaChange International</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">searchjob.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sears Holdings Corporation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sharobi Technologies India Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Shell</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Shiksha Infotech Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Shopsense Fynd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Shorthand Translation Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SHRIRAM NEW HORIZONS INDIA LIMITED</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SHRPAS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Siddique Consultancy Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Siemens PLM Software</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sigmoid</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Simplilearn</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Singapore Airlines</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Singapore Economic Development Board (EDB)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SITA</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Skillwise Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SKKU</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SlicePay</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sling Media</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SMERA Ratings Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Snapfish</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Social Responsibility Team (SoRT)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Societe Generale</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Software Technology parks of india</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sogeti</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sol Primero</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Span Outsourcing Pvt Ltd.,</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SpectraMedix</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Spire Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Spire Technologies &amp; Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Splitting Atoms</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Spring Fest</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SpringPeople Software Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Staff HR Consultant</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Staffing Firm</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Standard Chartered Bank</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Staples</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Star India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Start-up (stealth mode)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Startup in Financial Analytics area</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Startups</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Statinfer</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">StatInfer Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Statinfer Software Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Statinfer Software Solutions LLP</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Statistics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">STC Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Steag Energy Services (India) Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Stealth Mode</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Steam Power Station, NPGCL (GENCO-III), Faisalabad</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Strategic Forays Consultancy Services Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Stratscient Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Stratum Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Strivex Consulting P Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Success Pact Consulting Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SuccessFactors</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sun Dental Labs</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sunrise Systems, Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Sutherland Global Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Swiggy</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Swiss Re</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Symantec</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Symphony EYC</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Symphony Health</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Symphony Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Symphony Teleca</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Synapse Educare pvt ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Synchrony Financial</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Synechron</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">SynergyWin Solutions India Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Syniverse</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Synophic Systems Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Syntel</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tableau Software</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Talent Socio</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TalentAhead</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Target</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Task Staffing Solutions Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tata Consultancy Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tata Consultancy Services limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tata Elxsi</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TATA Motors Finance Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TATA MOTORS LTD JAMSHEDPUR</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tata Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tata Teleservices Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TataIQ</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tatras Data</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TCG Digital</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TCS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">tcs e serve</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TCS eServe</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TCS e-Serve Ltd.(formerly Citigroup Global Services)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TE Connectivity</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TeamLease Skills University | Putting India to Work</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tech Mahindra</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tech Mahindra (formerly Mahindra Satyam)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tech Process solution Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TechBanx</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TechMahindra</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Technology dance society,IIT KGP</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Technology Mindz</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tecnova</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TekFriday Processing Solutions Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Temenos + Agility</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tesco Bengaluru</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Textual Anlytics Solutions pvt ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Thampy Digital</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">The Brilliant@ Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">The Coca-Cola Company</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">The Edge Partnership - The Edge in Asia</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">The Finder India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">The Nielsen Company (BD) Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Think&lt;!&gt;Script</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Third Quotient</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Thomas Innovation</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Thomson Reuters</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ThoughtWorks</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tiger Capital</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Time Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Timetric</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Timken Center of Excellence</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TJS Solution Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TNS Sofres</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TransUnion CIBIL Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tranz-Ventionz</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Travelex</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tredence Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Trendwise Analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Trendwise Software Solutions LLP</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Tritium Consulting</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Triumph Data</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">TryLikes</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">U3 Infotech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">UangTeman.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">UBS</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Umana HR Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">UNIFY TECHNOLOGIES PVT LTD</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Unilectric</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Unilever</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">United Pharma Technologies Inc</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">UnitedHealth Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Universitätsmedizin Göttingen</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Université Laval</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">University of Arizona</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">University of Massachusetts Amherst</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">University of North Carolina at Chapel Hill</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">UST Global</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Value Labs</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ValueFirst Digital Media Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ValueLabs</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vamsoft technology and consultancy private limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Veda Semantics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vermeg</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">vespa analytics</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vilner Goldwater</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vinsys IT Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vipany Management Consulting Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Virtusa</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Visa</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Viscomtech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vistaar Financial Services Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Visual IQ, Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">VM</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">VMware</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vodafone</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Volkswagen Group Sales India Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Volkswagen IT Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Voxomos Systems Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vserv Digital</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Vumero Institute</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Wadi.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Wake Technical Community College</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Walmart eCommerce</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Warwick Business School – University of Warwick</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Way.com, Inc.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">WebEngage</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Wells Fargo</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Westpac Group</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Whatfix (Quicko Technosoft Labs Pvt Ltd.)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">WHF</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">White Ocean Expert Consulting&nbsp; (WOEC)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Widasconcepts India Private Limited</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Willis Towers Watson</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Winome Technology Pvt Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Wipro</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Wipro Infrastructure Engineering</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Wipro Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">WNS - Research &amp; Analytics (Marketics)</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">WNS Global Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">WowMakers</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">www.hub4tech.com , Hub4tech Portal Services Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">www.mywritingmaster.in</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">www.workoid.in</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Xcede</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Xebia India</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">XL Catlin</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Xosio Business Services</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">XY Associates Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Y T</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">YantraLive.com</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Yavya Technologies Pvt. Ltd.</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Yoda Learning Solutions</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Yokogawa</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Zacks Research Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Zarantech</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Zebi Data India Pvt. Ltd</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ZeMoSo Technologies</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ZestMoney</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">zettafox</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Zillion.io</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Znatta.in</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">ZoomRx</td> </tr> <tr height="19" style="height: 14.4pt;"> <td class="xl65" height="19" style="border-top: none; height: 14.4pt;">Zyme</td> </tr> </tbody></table> <span style="font-family: &quot;georgia&quot; , &quot;times new roman&quot; , serif;"><b></b></span><br /> <ul style="background-color: #cccccc; color: #555555; font-family: Verdana, Tahoma, arial, sans-serif; font-size: 11px; line-height: 17.90625px; margin: 5px 20px; outline: 0px; padding: 0px 20px;"><div class="msg_body" style="margin: 0px; outline: 0px; padding: 0px;"> <ul style="margin: 5px 20px; outline: 0px; padding: 0px 20px;"> </ul> </div> </ul> <br /></div> Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com212tag:blogger.com,1999:blog-2270084965527885486.post-61084782282805486772012-06-04T14:01:00.000+05:302012-06-07T11:45:57.021+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <br /> <h2 style="text-align: center;"> <b style="text-align: left;"><span style="color: #666666; font-family: 'Trebuchet MS', sans-serif;">What the FISH is Model Building?</span></b></h2> <div style="text-align: left;"> <b><span style="color: #666666; font-family: 'Trebuchet MS', sans-serif;"><br /></span></b></div> <span style="color: #0b5394; font-family: 'Trebuchet MS', sans-serif;">Model building is like driving a car by looking at the rear view mirror all the time, hoping that the road in front of us will be same as the road travelled so far.&nbsp;</span><br /> <div class="MsoNormal" style="text-align: center;"> <span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></div> <div class="MsoNormal" style="text-align: center;"> </div> <div class="MsoNormal" style="text-align: left;"> <span style="font-family: 'Trebuchet MS', sans-serif;"><b>Definition 1.1</b>: Model Building: Predicting the probability of a future event using historical data&nbsp;</span></div> <div class="MsoNormal" style="text-align: left;"> </div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><b>Example 1.1: (RGV ki aag)</b><o:p></o:p></span></div> <div class="MsoNormal"> </div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></div> <div class="MsoNormal" style="text-align: left;"> <span style="font-family: 'Trebuchet MS', sans-serif;">Few months back, I forced my friend Suresh to come to a movie on the day of its release. I thought it will be a good movie coz I know about the director, he made some really good movies in the past. &nbsp;Unfortunately that movie was a disaster. Again after two weeks, I insisted him for another movie and I bought tickets myself, this time ;). Well disappointingly…. this was a tragedy too.</span><br /> <span style="font-family: 'Trebuchet MS', sans-serif; line-height: 115%;"><br /></span><br /> <span style="font-family: 'Trebuchet MS', sans-serif;"><span style="line-height: 115%;">Next month, I am going to ask him for another movie…what will be his response? Can you predict the probability of suersh’s YES/NO? &nbsp;How do you know the probability of Suresh saying yes to my proposal? You know what; you just built&nbsp;</span>a model (Predicting the probability of a future event using historical data)</span></div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><o:p></o:p></span></div> <div class="MsoNormal"> <span style="line-height: 115%;"><span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></span></div> <div class="MsoNormal"> </div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><b>Definition 1.2</b>:Model Building: Predicting the probability of a future event by assigning appropriate weight to all the important factors/variables in historical data<o:p></o:p></span></div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></div> <div class="MsoNormal"> </div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><b><u>Example 1. 2:(<a href="http://en.wikipedia.org/wiki/John_Cena" target="_blank">John Cena</a> V.S&nbsp; <a href="https://sites.google.com/site/venkatreddyblog/" target="_blank">Venkat Reddy</a>)</u></b><o:p></o:p></span></div> <div class="MsoNormal"> <b><u><span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></u></b></div> <div class="MsoNormal"> </div> <table border="0" cellpadding="0" cellspacing="0" class="MsoNormalTable" style="border-collapse: collapse; margin-left: 0.1in; width: 558px;"> <tbody> <tr style="height: .9pt; mso-yfti-firstrow: yes; mso-yfti-irow: 0;"> <td style="background: #4F81BD; border-bottom: solid white 3.0pt; border: solid white 1.0pt; height: .9pt; padding: .05in .1in .05in .1in; width: 148.5pt;" valign="top" width="198"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Metrics</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #4F81BD; border-bottom: solid white 3.0pt; border-left: none; border-right: solid white 1.0pt; border-top: solid white 1.0pt; height: .9pt; mso-border-left-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 130.5pt;" valign="top" width="174"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">John Cena</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #4F81BD; border-bottom: solid white 3.0pt; border-left: none; border-right: solid white 1.0pt; border-top: solid white 1.0pt; height: .9pt; mso-border-left-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 139.5pt;" valign="top" width="186"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Venkat Reddy</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> </tr> <tr style="height: 13.65pt; mso-yfti-irow: 1;"> <td style="background: #D0D8E8; border-top: none; border: solid white 1.0pt; height: 13.65pt; mso-border-top-alt: solid white 3.0pt; padding: .05in .1in .05in .1in; width: 148.5pt;" valign="top" width="198"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Weight</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #D0D8E8; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: 13.65pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 3.0pt; padding: .05in .1in .05in .1in; width: 130.5pt;" valign="top" width="174"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">242 lbs</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #D0D8E8; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: 13.65pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 3.0pt; padding: .05in .1in .05in .1in; width: 139.5pt;" valign="top" width="186"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">133 lbs</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> </tr> <tr style="height: 8.0pt; mso-yfti-irow: 2;"> <td style="background: #E9EDF4; border-top: none; border: solid white 1.0pt; height: 8.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 148.5pt;" valign="top" width="198"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Height</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #E9EDF4; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: 8.0pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 130.5pt;" valign="top" width="174"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">6' 1"</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #E9EDF4; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: 8.0pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 139.5pt;" valign="top" width="186"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">5' 8"</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> </tr> <tr style="height: .9pt; mso-yfti-irow: 3;"> <td style="background: #D0D8E8; border-top: none; border: solid white 1.0pt; height: .9pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 148.5pt;" valign="top" width="198"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Age</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #D0D8E8; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 130.5pt;" valign="top" width="174"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">34 Years</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #D0D8E8; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 139.5pt;" valign="top" width="186"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">26 years</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> </tr> <tr style="height: .9pt; mso-yfti-irow: 4;"> <td style="background: #E9EDF4; border-top: none; border: solid white 1.0pt; height: .9pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 148.5pt;" valign="top" width="198"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Occupation</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #E9EDF4; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 130.5pt;" valign="top" width="174"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Wrestler</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #E9EDF4; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 139.5pt;" valign="top" width="186"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Data Analyst</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> </tr> <tr style="height: .9pt; mso-yfti-irow: 5;"> <td style="background: #D0D8E8; border-top: none; border: solid white 1.0pt; height: .9pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 148.5pt;" valign="top" width="198"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Time spent in Gym</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #D0D8E8; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 130.5pt;" valign="top" width="174"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">&gt; 20 Hours per week</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #D0D8E8; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 139.5pt;" valign="top" width="186"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">&nbsp;&lt; 20 minutes per week</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> </tr> <tr style="height: .9pt; mso-yfti-irow: 6;"> <td style="background: #E9EDF4; border-top: none; border: solid white 1.0pt; height: .9pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 148.5pt;" valign="top" width="198"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Time spent in front of computer</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #E9EDF4; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 130.5pt;" valign="top" width="174"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">&lt; 2 hours per week</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #E9EDF4; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 139.5pt;" valign="top" width="186"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">&gt; 60 hours per week</span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> </tr> <tr style="height: .9pt; mso-yfti-irow: 7; mso-yfti-lastrow: yes;"> <td style="background: #D0D8E8; border-top: none; border: solid white 1.0pt; height: .9pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 148.5pt;" valign="top" width="198"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Programing Skills</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #D0D8E8; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 130.5pt;" valign="top" width="174"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">None</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> <td style="background: #D0D8E8; border-bottom: solid white 1.0pt; border-left: none; border-right: solid white 1.0pt; border-top: none; height: .9pt; mso-border-left-alt: solid white 1.0pt; mso-border-top-alt: solid white 1.0pt; padding: .05in .1in .05in .1in; width: 139.5pt;" valign="top" width="186"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">C++, SAS, SPSS, R </span></b><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;"><o:p></o:p></span></div> </td> </tr> </tbody></table> <br /> <div class="MsoNormal"> <b style="font-family: 'Trebuchet MS', sans-serif;">Wrestling match between them</b><span style="font-family: 'Trebuchet MS', sans-serif;">: What is the probability of Venkat winning the match?</span></div> <div class="paragraph" style="margin-bottom: .0001pt; margin: 0in; tab-stops: 0in; vertical-align: baseline;"> </div> <div class="paragraph" style="margin: 0in 0in 0.0001pt; vertical-align: baseline;"> </div> <div class="paragraph" style="margin-bottom: .0001pt; margin: 0in; tab-stops: 0in; vertical-align: baseline;"> </div> <div class="MsoNormal"> <span class="textrun"><span style="font-family: 'Trebuchet MS', sans-serif;"><b>A data mining challenge between them</b>: What is the probability that Venkat will finish first?</span></span></div> <div class="MsoNormal"> <span class="textrun"><span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></span></div> <div class="MsoNormal"> <span class="textrun" style="font-family: 'Trebuchet MS', sans-serif;">When it comes to wrestling, height, weight &amp; time spent in the gym matter the most, programing skills doesn’t matter. But in data mining, statistical and other soft skills are important. It doesn’t matter how much your body weighs. (</span><span style="font-family: 'Trebuchet MS', sans-serif;">Model Building: Predicting the probability of a future event by assigning appropriate weight to all the important factors/variables in historical data)</span></div> <div class="MsoNormal"> <b style="font-family: 'Trebuchet MS', sans-serif;"><u><br /></u></b></div> <div class="MsoNormal"> <b style="font-family: 'Trebuchet MS', sans-serif;"><u>Example 1.3:&nbsp;</u></b><span style="font-family: 'Trebuchet MS', sans-serif;">Below is the Win vs Loss record of horses after grilling the historical data of a particular horse racing tack</span></div> <div class="MsoNormal"> </div> <ul style="text-align: left;"> <li><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">Long legs</b><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">: 75% - A horse with relatively long legs won 75% of the times)</span></li> <li><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">Breed A(</b><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;"><span style="background-color: white; font-size: 8.5pt; line-height: 115%;">Paint)</span></b><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">: 45%, </span><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">Breed B(</b><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;"><span style="background-color: white; font-size: 8.5pt; line-height: 115%;">Morgan)</span></b><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">: 25 %&nbsp; </span><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">others </b><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">: 30%</span></li> <li><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">T/L (Tummy to length) ratio </b><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">&lt;1/2 :75 %&nbsp; - Horses with tummy to length ratio &lt;1/2 have won 75% of times</span></li> <li><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">Gender</b><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">: Male -65%</span></li> <li><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">Head size</b><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">: Small 30%, Medium 45% Large 25%</span></li> <li><b style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">Country</b><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">: Africa -65%</span></li> </ul> <span style="font-family: 'Trebuchet MS', sans-serif;">Now, given the historical data,</span><span style="font-family: 'Trebuchet MS', sans-serif; font-size: 32pt; line-height: 115%;"> </span><span style="font-family: 'Trebuchet MS', sans-serif;">which one of these two horses would you bet on?</span><br /> <div class="MsoNormal"> </div> <table border="1" cellpadding="0" cellspacing="0" class="MsoTableMediumShading2Accent1" style="border-collapse: collapse; border: none; margin-left: 27.9pt; mso-border-bottom-alt: solid windowtext 2.25pt; mso-border-top-alt: solid windowtext 2.25pt; mso-padding-alt: 0in 5.4pt 0in 5.4pt; mso-yfti-tbllook: 1184;"> <tbody> <tr style="height: 18.75pt; mso-yfti-firstrow: yes; mso-yfti-irow: -1;"> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 18.75pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 128.0pt;" valign="top" width="171"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">&nbsp;</span></b><b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Horse Name<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 18.75pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Jigga<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 18.75pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Rodeo<o:p></o:p></span></b></div> </td> </tr> <tr style="height: 15.75pt; mso-yfti-irow: 0;"> <td style="background: #4F81BD; border: none; height: 15.75pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 128.0pt;" valign="top" width="171"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Length of legs<o:p></o:p></span></b></div> </td> <td style="background: #D8D8D8; border: none; height: 15.75pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">150 cm<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 15.75pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">110 cm<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.75pt; mso-yfti-irow: 1;"> <td style="background: #4F81BD; border: none; height: 15.75pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 128.0pt;" valign="top" width="171"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Breed<o:p></o:p></span></b></div> </td> <td style="border: none; height: 15.75pt; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">A<o:p></o:p></span></div> </td> <td style="border: none; height: 15.75pt; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">F<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.75pt; mso-yfti-irow: 2;"> <td style="background: #4F81BD; border: none; height: 15.75pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 128.0pt;" valign="top" width="171"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">T/L ratio<o:p></o:p></span></b></div> </td> <td style="background: #D8D8D8; border: none; height: 15.75pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.3<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 15.75pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.6<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.75pt; mso-yfti-irow: 3;"> <td style="background: #4F81BD; border: none; height: 15.75pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 128.0pt;" valign="top" width="171"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Gender<o:p></o:p></span></b></div> </td> <td style="border: none; height: 15.75pt; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Male<o:p></o:p></span></div> </td> <td style="border: none; height: 15.75pt; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Female<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.75pt; mso-yfti-irow: 4;"> <td style="background: #4F81BD; border: none; height: 15.75pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 128.0pt;" valign="top" width="171"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Head size<o:p></o:p></span></b></div> </td> <td style="background: #D8D8D8; border: none; height: 15.75pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Large<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 15.75pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Small<o:p></o:p></span></div> </td> </tr> <tr style="height: 4.0pt; mso-yfti-irow: 5; mso-yfti-lastrow: yes;"> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border: none; height: 4.0pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 128.0pt;" valign="top" width="171"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Country<o:p></o:p></span></b></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 4.0pt; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">India<o:p></o:p></span></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 4.0pt; padding: 0in 5.4pt 0in 5.4pt; width: 145.7pt;" valign="top" width="194"><div class="MsoNormal" style="margin: 0in 0in 0.0001pt -9.9pt; text-indent: 9.9pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">India<o:p></o:p></span></div> </td> </tr> </tbody></table> <br /> <br /> <div class="MsoNormal" style="margin-left: .5in; mso-list: l0 level1 lfo1; tab-stops: list .5in; text-indent: -.25in;"> </div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;">Obviously, everyone’s bet is on Jigga.&nbsp;<o:p></o:p></span></div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></div> <div class="MsoNormal"> </div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;">Given the historical data,<span style="font-size: 10pt; line-height: 115%;"> </span>How do you pick the best horse or top 3 horses from below list?</span></div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></div> <div class="MsoNormal"> </div> <table border="1" cellpadding="0" cellspacing="0" class="MsoTableMediumShading2Accent1" style="border-collapse: collapse; border: none; margin-left: 23.4pt; width: 590px;"> <tbody> <tr style="height: 11.25pt; mso-yfti-firstrow: yes; mso-yfti-irow: -1;"> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 69.0pt;" width="92"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <br /></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 8pt;">Horse-1<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 8pt;">Horse-2<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 8pt;">Horse-3<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 8pt;">Horse-4<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 8pt;">Horse-5<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 8pt;">Horse-6<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 8pt;">Horse-7<o:p></o:p></span></b></div> </td> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border-left: none; border-right: none; border-top: solid windowtext 2.25pt; height: 11.25pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 8pt;">Horse-8<o:p></o:p></span></b></div> </td> </tr> <tr style="height: 16.5pt; mso-yfti-irow: 0;"> <td style="background: #4F81BD; border: none; height: 16.5pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 69.0pt;" width="92"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Length of legs<o:p></o:p></span></b></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">109<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">114<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">134<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">130<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">149<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">120<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">104<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">117<o:p></o:p></span></div> </td> </tr> <tr style="height: 16.5pt; mso-yfti-irow: 1;"> <td style="background: #4F81BD; border: none; height: 16.5pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 69.0pt;" width="92"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Breed<o:p></o:p></span></b></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">C<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">A<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">B<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">A<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">F<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">K<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">L<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">B<o:p></o:p></span></div> </td> </tr> <tr style="height: 16.5pt; mso-yfti-irow: 2;"> <td style="background: #4F81BD; border: none; height: 16.5pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 69.0pt;" width="92"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">T/L ratio<o:p></o:p></span></b></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.1<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.8<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.5<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">1<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.3<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.3<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.3<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">0.6<o:p></o:p></span></div> </td> </tr> <tr style="height: 16.5pt; mso-yfti-irow: 3;"> <td style="background: #4F81BD; border: none; height: 16.5pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 69.0pt;" width="92"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Gender<o:p></o:p></span></b></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Male<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Female<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Male<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Female<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Male<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Female<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Male<o:p></o:p></span></div> </td> <td style="border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Female<o:p></o:p></span></div> </td> </tr> <tr style="height: 16.5pt; mso-yfti-irow: 4;"> <td style="background: #4F81BD; border: none; height: 16.5pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 69.0pt;" width="92"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Head size<o:p></o:p></span></b></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">L<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">S<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">M<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">M<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">L<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">L<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">S<o:p></o:p></span></div> </td> <td style="background: #D8D8D8; border: none; height: 16.5pt; mso-background-themecolor: background1; mso-background-themeshade: 216; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">M<o:p></o:p></span></div> </td> </tr> <tr style="height: 16.5pt; mso-yfti-irow: 5; mso-yfti-lastrow: yes;"> <td style="background: #4F81BD; border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; mso-background-themecolor: accent1; padding: 0in 5.4pt 0in 5.4pt; width: 69.0pt;" width="92"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b><span style="color: white; font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Country<o:p></o:p></span></b></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Africa<o:p></o:p></span></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">India<o:p></o:p></span></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Aus<o:p></o:p></span></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">NZ<o:p></o:p></span></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Africa<o:p></o:p></span></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">Africa<o:p></o:p></span></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">India<o:p></o:p></span></div> </td> <td style="border-bottom: solid windowtext 2.25pt; border: none; height: 16.5pt; padding: 0in 5.4pt 0in 5.4pt; width: 46.65pt;" width="62"><div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <span style="font-family: 'Trebuchet MS', sans-serif; font-size: 10pt;">India<o:p></o:p></span></div> </td> </tr> </tbody></table> <br /> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></div> <div class="MsoNormal"> </div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;">We have historical data across all attributes (height, weight, gender, breed, age, win/loss percentage etc.,). Given a horse and its characteristics (realizations of above metrics), our objective is to predict its probability of winning the race.<o:p></o:p></span></div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;"><br /></span></div> <div class="MsoNormal"> <b><span style="font-family: 'Trebuchet MS', sans-serif;"><span style="color: #38761d;">Here is the approach</span><o:p></o:p></span></b></div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;">Scrutinize the historical data to identify common characteristics in winning horses, assign weights to each of these characteristics/attributes based on their importance, in simple words solve below equation<o:p></o:p></span></div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;">Probability of winning = W1(Att1)+W2(Att2)+W3(Att3)+W4(Att4)+…….+wk(Attk)<o:p></o:p></span></div> <div class="MsoNormal"> <span style="font-family: 'Trebuchet MS', sans-serif;">This is nothing but a model; we calculate these weights using some optimization techniques (regression in general). <o:p></o:p></span></div> <div class="MsoNormal"> <span style="color: #274e13; font-family: 'Trebuchet MS', sans-serif;"><br /></span></div> <div class="MsoNormal"> <b><span style="font-family: 'Trebuchet MS', sans-serif;"><span style="color: #38761d;">Here are some main steps in model building. </span><span style="color: #274e13;"><o:p></o:p></span></span></b></div> <div class="paragraph" style="margin-left: .25in;"> </div> <div class="paragraph" style="margin-left: .25in;"> </div> <div class="paragraph" style="margin-left: .25in;"> </div> <ul style="text-align: left;"> <li><span style="font-family: 'Trebuchet MS', sans-serif;">Horses from Europe never won a race so never bet on them (<span style="color: red;">Exclusions</span>)</span></li> <li><span style="font-family: 'Trebuchet MS', sans-serif;">I would never bet on a ‘Breed-B, Female horse from Australia’ (<span style="color: red;">objective function</span> /<span style="color: red;">Bad definition</span>)</span></li> <li><span style="font-family: 'Trebuchet MS', sans-serif;">Asian horses behave entirely different from African horses (<span style="color: red;">Segmentation</span>)</span></li> <li><span style="font-family: 'Trebuchet MS', sans-serif;">Why not consider length of the tail?(<span style="color: red;">Variable selection techniques</span>)</span></li> <li><span style="font-family: 'Trebuchet MS', sans-serif;">I think length of legs should be given more weight no…the breed no…the country ….(<span style="color: red;">Fitting regression line</span>)</span></li> <li><span style="font-family: 'Trebuchet MS', sans-serif;">I am betting on these three good horses, they got maximum score. Are they going to win? (<span style="color: red;">Validation</span>)</span></li> </ul> <span style="font-family: 'Trebuchet MS', sans-serif;"><b><br /></b></span><em style="font-family: 'Trebuchet MS', sans-serif;"><span style="background-color: white; font-style: normal;">My Future</span></em><span class="apple-converted-space" style="font-family: 'Trebuchet MS', sans-serif;"><span style="background-color: white; color: #222222;"><span style="text-align: -webkit-auto;">&nbsp;</span></span><span style="background-color: white; color: #222222;">posts will cover each of these in detail</span></span><br /> <div> <span style="background-color: #fefdfa; color: #333333; font-family: 'Trebuchet MS', sans-serif; line-height: 14px;"><br /></span></div> <div> <span style="color: #333333; font-family: 'Trebuchet MS', sans-serif;"><span style="line-height: 14px;"><u><br /></u></span></span></div> <div> <span style="color: #333333; font-family: 'Trebuchet MS', sans-serif;"><span style="line-height: 14px;"><br /></span></span></div> <div> <span style="background-color: #fefdfa; color: #333333; font-family: 'Trebuchet MS', sans-serif; line-height: 14px;"><br /></span></div> <div> <span style="background-color: #fefdfa; color: #333333; font-family: 'Trebuchet MS', sans-serif; line-height: 14px;">I wish to thank my</span><span style="background-color: #fefdfa; color: #333333; font-family: 'Trebuchet MS', sans-serif; line-height: 18px;">&nbsp;analytics guru</span><span style="color: #222222; font-family: 'Trebuchet MS', sans-serif;"><b>&nbsp;</b><a href="http://www.youtube.com/user/gopalprasadmalakar12?feature=watch" target="_blank">Gopal Prasad Malakar</a></span></div> <div> <br /></div> <div> <span style="color: #999999; font-family: 'Trebuchet MS', sans-serif;">-Venkat Reddy</span></div> <div> <span style="color: #999999; font-family: 'Trebuchet MS', sans-serif;">Trendwise Analytics</span></div> <div> <br /></div> <div> <a href="http://venkatreddyiitb.blogspot.in/2012/04/advanced-crm-analytics.html" style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;" target="_blank">&lt;&lt;Advanced CRM Analytics</a><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;</span><span style="color: purple; font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">&nbsp; &nbsp;</span><span style="color: purple; font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">Variable Selection Techniques&gt;&gt;</span><span style="color: purple; font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">&nbsp;</span><span style="font-family: 'Trebuchet MS', sans-serif; text-indent: -0.25in;">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;&nbsp;</span></div> <div> <div> <div class="paragraph" style="margin-left: .25in;"> </div> <div class="paragraph" style="margin-left: .25in;"> <span style="font-family: 'Trebuchet MS', sans-serif;"><o:p></o:p></span></div> <span style="font-family: 'Trebuchet MS', sans-serif;">&nbsp;&nbsp;</span></div> </div> </div>Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com9tag:blogger.com,1999:blog-2270084965527885486.post-68573196041159858152012-04-10T15:10:00.003+05:302012-04-11T00:40:05.003+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <span style="font-family: 'Trebuchet MS',sans-serif;">Recently, I did some research (web mining) on CRM analytics. To my surprise, I found that almost 95% of the websites are talking about Info cubes, OLAP cubes, CRM reports, C-SAT scores, sales reports, sales dashboards, marketing dashboards, sales charts blah blah blah…. Well, I feel CRM analytics is not all about creating glittery BI dashboards.</span><br /> <div style="font-family: &quot;Trebuchet MS&quot;,sans-serif;"> <br /> <div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <o:p></o:p></div> <b>What else can we do apart from regular BI reporting and basic averages tracking?</b><br /> <div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <o:p></o:p></div> <div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <br /></div> <div class="MsoListParagraph" style="margin-bottom: 0.0001pt; margin-left: 0.25in; margin-right: 0in; margin-top: 0in; text-indent: -0.25in;"> <b><span style="color: red;">1.<span style="font-family: 'Times New Roman'; font-size: 7pt; font-weight: normal;">&nbsp;&nbsp; </span></span></b><b><span style="color: red;">Market basket analysis/Affinity analysis/Association rules<o:p></o:p></span></b></div> <ul type="disc"> <li class="MsoNormal">Use historical data &amp; relevant statistical measures to quantify association between products and build association rules accordingly. These rules are use for Up-Selling and Cross-Selling.<o:p></o:p></li> <li class="MsoNormal">Eg rule : A + B + C --&gt;E + F (This rule states that if products A, B, and C are chosen, products E and F are proposed. Products E and F are only proposed if all three products are selected)<o:p></o:p></li> <li class="MsoNormal">Statistical techniques<o:p></o:p></li> <ul type="circle"> <li class="MsoNormal">Cross tabulation , Multiple Response tables<o:p></o:p></li> <li class="MsoNormal">Correlation coefficient, regression, odds ratio etc.,<o:p></o:p></li> <li class="MsoNormal">Chi-square test of independence, concordance and discordance tables<o:p></o:p></li> <li class="MsoNormal">Sequence Analysis, Link Analysis etc.,<o:p></o:p></li> <li class="MsoNormal">Bayes and Conditional probabilities&nbsp;<o:p></o:p></li> </ul> </ul> <div class="MsoListParagraph" style="margin-bottom: 0.0001pt; margin-left: 0.25in; margin-right: 0in; margin-top: 0in; text-indent: -0.25in;"> <span style="color: red;">2.<span style="font-family: 'Times New Roman'; font-size: 7pt;">&nbsp;&nbsp;&nbsp; </span></span><b><span style="color: red;">Customer segmentation &amp; profiling</span></b><span style="color: red;">:<o:p></o:p></span></div> <div class="MsoNormal" style="margin-bottom: 0.0001pt;"> Customer segmentation will help us in Target marketing, loyalty &amp; retention programs, Up selling/Cross-Selling etc.,<o:p></o:p></div> <ul type="disc"> <li class="MsoNormal">Identifying homogeneous customer segments that are similar in specific ways relevant to marketing such as<o:p></o:p></li> <ul type="circle"> <li class="MsoNormal">Demographics(Age, Gender, Education, Income, Home ownership, etc.)<o:p></o:p></li> <li class="MsoNormal">Psychographics(Lifestyle, Attitude, Beliefs, Personality, Buying motives, etc.)<o:p></o:p></li> <li class="MsoNormal">Brand Loyalty(Geography, State, ZIP, City size, Rural vs. Urban, etc.)&nbsp;<o:p></o:p></li> </ul> <li class="MsoNormal">Statistical methods used: <o:p></o:p></li> <ul type="circle"> <li class="MsoNormal">Cluster Analysis(K-means clustering, Hierarchical clustering),<o:p></o:p></li> <li class="MsoNormal">CHAID, CART etc., <o:p></o:p></li> <li class="MsoNormal">Logistical Regression &amp; Discriminant Analysis<o:p></o:p></li> </ul> </ul> <div class="MsoListParagraph" style="margin-bottom: 0.0001pt; margin-left: 0.25in; margin-right: 0in; margin-top: 0in; text-indent: -0.25in;"> <b><span style="color: red;">3.<span style="font-family: 'Times New Roman'; font-size: 7pt; font-weight: normal;">&nbsp;&nbsp; </span></span></b><b><span style="color: red;">Customer lifetime value analysis (Customer scorecard building)<o:p></o:p></span></b></div> <div class="MsoNormal"> <span style="line-height: 115%;">Build predictive models based on customer profile data and historical behaviors to assess how likely a customer is to exhibit a specific behavior in the future in order to improve&nbsp;sales<o:p></o:p></span></div> <div class="MsoNormal"> <span style="line-height: 115%;">Score card takes customer profile variables (like Age, Gender, Education, Income, Home ownership, Lifestyle, Attitude, Beliefs, Personality, Buying motives, Brand Loyalty, Geography, State, ZIP, City size, Rural vs. Urban, spending patterns etc.) as input and gives a simple score that indicates customer value to company.<o:p></o:p></span></div> <ul type="disc"> <li class="MsoNormal">Statistical methods used: <o:p></o:p></li> <ul type="circle"> <li class="MsoNormal">Logistic &amp; liner regression model building<o:p></o:p></li> <li class="MsoNormal">Weight of evidence &amp; information value<o:p></o:p></li> <li class="MsoNormal">Trees and segmentation<o:p></o:p></li> </ul> </ul> <div class="MsoListParagraph" style="margin-bottom: 0.0001pt; margin-left: 0.25in; margin-right: 0in; margin-top: 0in; text-indent: -0.25in;"> <b><span style="color: red;">4.<span style="font-family: 'Times New Roman'; font-size: 7pt; font-weight: normal;">&nbsp;&nbsp; </span></span></b><b><span style="color: red;">Customer Satisfaction analysis &amp; drivers of customer satisfaction<o:p></o:p></span></b></div> <ul type="disc"> <li class="MsoNormal">Survey Analysis: Analysis of customer response data to find the overall C-SAT and satisfaction by various cuts<o:p></o:p></li> <li class="MsoNormal">Analysis of C-SAT time series data, calculation of control limits, seasonality &amp; trends etc.,<o:p></o:p></li> <li class="MsoNormal">Calculation of net promoter score &amp; C-SAT peer comparison<o:p></o:p></li> <li class="MsoNormal">Identification of&nbsp; most impacting factors on customer satisfaction<o:p></o:p></li> </ul> <div class="MsoListParagraph" style="margin-bottom: 0.0001pt; margin-left: 0.25in; margin-right: 0in; margin-top: 0in; text-indent: -0.25in;"> <b><span style="color: red;">5.<span style="font-family: 'Times New Roman'; font-size: 7pt; font-weight: normal;">&nbsp;&nbsp; </span></span></b><b><span style="color: red;">Text mining<o:p></o:p></span></b></div> <ul type="disc"> <li class="MsoNormal">Analysis of customer verbatim data to define overall customer satisfaction<o:p></o:p></li> <li class="MsoNormal">Effective algorithms to identify positive, negative &amp; neutral comments<o:p></o:p></li> <li class="MsoNormal">Summarization of overall comments into main themes (most frequent topics) and their positive &amp; negative frequencies <o:p></o:p></li> </ul> <div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <br /></div> <div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <b>Conclusion:</b> There are several other advanced analytics techniques. Above five are most generic ones &amp; they can be applied in any business. <o:p></o:p></div> <div class="MsoNormal" style="margin-bottom: 0.0001pt;"> <br /> <br /></div> </div> <div style="text-align: left;"> <span style="font-family: Arial,Helvetica,sans-serif;"><span style="line-height: 115%;">I wish to thank my</span> CRM guru <a href="https://plus.google.com/u/0/105583949167482430907/about">Mukul Biswas</a>&nbsp;</span></div> <div style="text-align: left;"> <br /></div> <br /> <br /> <br /> <br /></div>Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com13tag:blogger.com,1999:blog-2270084965527885486.post-16693996897967480142012-04-07T12:16:00.000+05:302012-04-07T12:28:07.649+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <br /> <link href="Matter_files/filelist.xml" rel="File-List"></link> <link href="Matter_files/editdata.mso" rel="Edit-Time-Data"></link> <link href="Matter_files/themedata.thmx" rel="themeData"></link> <link href="Matter_files/colorschememapping.xml" rel="colorSchemeMapping"></link> <style> Don't trust outliers - demonstration of how few outliers can screw your final model. <!-- /* Font Definitions */ @font-face {font-family:Wingdings; 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mso-list-type:hybrid; mso-list-template-ids:-389097140 67698689 67698691 67698693 67698689 67698691 67698693 67698689 67698691 67698693;} @list l8:level1 {mso-level-number-format:bullet; mso-level-text:\F0B7; mso-level-tab-stop:none; mso-level-number-position:left; text-indent:-.25in; font-family:Symbol;} ol {margin-bottom:0in;} ul {margin-bottom:0in;} --> </style> <br /> <div class="WordSection1"> <div align="center" class="MsoNormal" style="line-height: normal; text-align: center;"> <u><span style="color: #4f81bd; font-size: 16pt;"></span></u><u><span style="color: #4f81bd; font-size: 16pt;"><b style="font-family: Georgia,&quot;Times New Roman&quot;,serif;">Don't trust out<i style="color: red;">lie</i>rs</b><br /><o:p></o:p></span></u></div> <div class="MsoNormal" style="line-height: normal;"> <span style="font-size: 12pt;">Outlier, missing value treatment is indispensable in model building. In this post I am going to demonstrate how few outliers can screw your final model<b style="mso-bidi-font-weight: normal;">.&nbsp; <o:p></o:p></b></span></div> <div class="MsoNormal" style="line-height: normal;"> <span style="font-size: 12pt;">I will prove my point in less than 10 strait simple points<o:p></o:p></span></div> <div class="MsoNormal" style="line-height: normal;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">1) &nbsp;&nbsp;<span class="SpellE"><span class="GramE">out·</span>li·er</span><i> - </i></span></b><b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">/</span></b><b style="mso-bidi-font-weight: normal;"><span style="font-family: &quot;Arial&quot;,&quot;sans-serif&quot;; font-size: 12pt;">ˈ</span></b><span class="SpellE"><b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">out</span></b><b style="mso-bidi-font-weight: normal;"><span style="font-family: &quot;Arial&quot;,&quot;sans-serif&quot;; font-size: 12pt;">ˌ</span></b><b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">lī</span></b><b style="mso-bidi-font-weight: normal;"><span style="font-family: &quot;Arial Unicode MS&quot;,&quot;sans-serif&quot;; font-size: 12pt;">ə</span></b><b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">r</span></b></span><b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">/</span></b><b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">&nbsp; (Noun)</span></b><span style="font-size: 12pt;"><o:p></o:p></span></div> <div class="MsoListParagraphCxSpFirst" style="line-height: normal; mso-list: l7 level1 lfo3; text-indent: -.25in;"> 1.<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span><b>Outlier </b>is<b> </b>an observation that is numerically distant from the rest of the data.</div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l7 level1 lfo3; text-indent: -.25in;"> 2.<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span><span style="font-size: 12pt;">A person or thing situated away or detached from the main body or system.</span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l7 level1 lfo3; text-indent: -.25in;"> 3.<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span><span style="font-size: 12pt;">A person or thing excluded from a group; an outsider.</span></div> <div class="MsoListParagraphCxSpLast" style="line-height: normal;"> <br /></div> <table border="0" cellpadding="0" class="MsoNormalTable" style="mso-cellspacing: 1.5pt; mso-yfti-tbllook: 1184;"> <tbody> <tr style="mso-yfti-firstrow: yes; mso-yfti-irow: 0; mso-yfti-lastrow: yes;"> <td style="padding: 3.75pt .75pt 3.75pt .75pt;" valign="top"><br /></td> <td style="padding: 3.75pt .75pt 3.75pt .75pt;" valign="top"><br /></td> </tr> </tbody></table> <div class="MsoNormal" style="line-height: normal;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">2) Sample Datasets <o:p></o:p></span></b></div> <div class="MsoNormal" style="line-height: normal;"> <span style="font-size: 12pt;">Below two data sets have 34 observations each. I am going to build two regression models (Y on X).<o:p></o:p></span></div> <div align="center"> <table border="1" cellpadding="0" cellspacing="0" class="MsoTableLightGridAccent2" style="border-collapse: collapse; border: medium none; width: 363px;"> <tbody> <tr style="height: 15.0pt; mso-yfti-firstrow: yes; mso-yfti-irow: -1;"> <td colspan="2" nowrap="nowrap" style="border-bottom: solid #C0504D 2.25pt; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 126.9pt;" valign="top" width="169"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 5; text-align: center;"> <b><span style="color: black;">Dataset-1<o:p></o:p></span></b></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 2.25pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: solid #C0504D 1.0pt; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td colspan="2" nowrap="nowrap" style="border-bottom: solid #C0504D 2.25pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: solid #C0504D 1.0pt; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 126.8pt;" valign="top" width="169"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 1; text-align: center;"> <b><span style="color: black;">Dataset-2<o:p></o:p></span></b></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 0;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">X<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">Y<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">X<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">Y<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 1;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">3409<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2593<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3409<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2593<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 2;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">2130<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3872<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2130<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3872<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 3;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">237<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5773<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2139<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3864<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 4;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">3973<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2037<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3973<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2037<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 5;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">393<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5617<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">393<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5617<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 6;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">3726<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2281<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3726<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2281<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 7;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">1211<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">4794<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">1211<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">4794<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 8;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">3987<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2014<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3987<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2014<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 9;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">3329<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2680<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3329<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2680<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 10;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">4285<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">1721<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4285<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">1721<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 11;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">3565<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2439<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3565<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2439<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 12;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">3863<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2146<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3863<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2146<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 13;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">1920<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">4083<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">1920<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">4083<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 14;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">2573<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3431<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2573<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3431<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 15;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">2951<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3051<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2951<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3051<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 16;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">1284<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4725<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">1284<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4725<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 17;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">2639<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3371<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2639<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3371<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 18;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">3150<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2851<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3150<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2851<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 19;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">620<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5381<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">620<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5381<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 20;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">3703<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2303<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3703<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2303<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 21;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">3700<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2305<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3700<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2305<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 22;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">1135<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4874<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">1135<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4874<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 23;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">2139<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3864<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5100<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">45000<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 24;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">3145<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2857<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3145<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2857<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 25;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">561<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5449<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">561<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5449<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 26;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">4191<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">1814<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4191<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">1814<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 27;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">631<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5375<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">631<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">5375<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 28;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">1325<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4683<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">1325<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4683<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 29;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">2399<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3606<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2399<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3606<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 30;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">2881<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3121<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">2881<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">3121<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 31;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">3687<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2323<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">3687<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2323<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 32;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">1610<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4395<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">1610<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">4395<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 33;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black;">1999<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">4002<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">1999<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">4002<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 34; mso-yfti-lastrow: yes;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 59.5pt;" valign="top" width="79"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <span style="color: black;">564<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 67.4pt;" valign="top" width="90"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">5444<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 18.7pt;" valign="top" width="25"><br /></td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">564<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <span style="color: black;">5444<o:p></o:p></span></div> </td> </tr> </tbody></table> </div> <div class="MsoNormal" style="line-height: normal;"> <span style="font-size: 12pt;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <o:p></o:p></span></div> <div class="MsoNormal" style="line-height: normal;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">3) Regression Lines<o:p></o:p></span></b></div> <div class="MsoListParagraphCxSpFirst" style="line-height: normal; mso-list: l2 level1 lfo4; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Data Set1: Regression line: Y = (-1) X + 6006.9, Inference - <span style="color: red;">Y decreases when X creases.</span><o:p></o:p></span></div> <div class="MsoListParagraphCxSpLast" style="line-height: normal; mso-list: l2 level1 lfo4; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Data Set2: Regression line: Y = (1) X +2137.8, Inference -<span style="color: red;"> Y increases when X creases</span><o:p></o:p></span></div> <div class="MsoNormal" style="line-height: normal;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">4) Lines in action (Do you smell a Rat?)<o:p></o:p></span></b></div> <div class="separator" style="clear: both; text-align: center;"> <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiFTN2rWpktMts00XgwVjLjfqWpEHbKorKTSVLZxLOK45z9mo-VF0HcKQc15iOL7yD4-6lndUp4FzwNMKyoT90Cd3y44fNiMqG_Cfgm4K-aNvK-rnT899iZo92LMhyfRLR8UNGI9gldYsQy/s1600/image002.gif" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><br /></a></div> <div class="separator" style="clear: both; text-align: center;"> <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg6fEPve6n-3Ft_eUuYDfD7XcyAMvOGM6G6cXbMlgocoKk5lvkB6rgYeGl-yWur499hfuY4d8V1Zq7lagapZ_Y61sTVwzQtvHZ0yI1kdkmifXbCiNf7oWtpHHPra7Z9cXihWY2PRHMO681g/s1600/image001.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="225" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEg6fEPve6n-3Ft_eUuYDfD7XcyAMvOGM6G6cXbMlgocoKk5lvkB6rgYeGl-yWur499hfuY4d8V1Zq7lagapZ_Y61sTVwzQtvHZ0yI1kdkmifXbCiNf7oWtpHHPra7Z9cXihWY2PRHMO681g/s320/image001.png" width="320" /></a></div> <div class="separator" style="clear: both; text-align: center;"> </div> <div class="separator" style="clear: both; text-align: center;"> <a href="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgQCqbv7gtkkbKzz8wjmYbK2KfqiDbZaYv9-pesUp2HV0Ntyoeh6HzX8askcTyEA1B8KgevcsLZp2TcPmIIsIlzNmfPElqk1rhxQ1WqOYgaZfAhyphenhyphenjGVNAFtzjsDsyg3P1K3xFM9xO133epo/s1600/image003.png" imageanchor="1" style="margin-left: 1em; margin-right: 1em;"><img border="0" height="216" src="https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgQCqbv7gtkkbKzz8wjmYbK2KfqiDbZaYv9-pesUp2HV0Ntyoeh6HzX8askcTyEA1B8KgevcsLZp2TcPmIIsIlzNmfPElqk1rhxQ1WqOYgaZfAhyphenhyphenjGVNAFtzjsDsyg3P1K3xFM9xO133epo/s320/image003.png" width="320" /></a></div> <div class="MsoNormal" style="line-height: normal;"> <br /></div> <div class="MsoNormal" style="line-height: normal;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">5) Observations: <o:p></o:p></span></b></div> <div class="MsoListParagraphCxSpFirst" style="line-height: normal; mso-list: l0 level1 lfo5; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Yes, there is one outlier. <o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l0 level1 lfo5; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">This is just one data point. How can this one data <span class="SpellE">poit</span> change the whole regression line? <o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l0 level1 lfo5; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">In fact, Dataset -1 and Dataset-2 are same, except one data point.<o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l0 level1 lfo5; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Yes, this outlier almost inversed the relation between X &amp; Y<o:p></o:p></span></div> <div class="MsoListParagraphCxSpLast" style="line-height: normal;"> <br /></div> <div class="MsoNormal" style="line-height: normal;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">6) What to do now?&nbsp; (Outlier treatment)<o:p></o:p></span></b></div> <div class="MsoListParagraphCxSpFirst" style="line-height: normal; mso-list: l3 level1 lfo7; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">There is no standard method for treating outliers; it depends on the % of outliers in the data. <o:p></o:p></span></div> <div class="MsoListParagraphCxSpLast" style="line-height: normal; mso-list: l3 level1 lfo7; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Flooring and Capping are the most widely used methods. Sometimes we replace the outlier observation with the mean or median, sometimes we bin the variables to find the most suitable estimate for outlier(I will write about missing value and outlier treatment in my next blog) <o:p></o:p></span></div> <div class="MsoNormal" style="line-height: normal;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">7) The outlier: s</span></b><span style="font-size: 12pt;">o here is the outlier observation, <b style="mso-bidi-font-weight: normal;"><o:p></o:p></b></span></div> <div align="center"> <table border="1" cellpadding="0" cellspacing="0" class="MsoTableLightGridAccent2" style="border-collapse: collapse; border: medium none; width: 363px;"> <tbody> <tr style="height: 15.0pt; mso-yfti-firstrow: yes; mso-yfti-irow: -1;"> <td nowrap="nowrap" style="border-bottom: solid #C0504D 2.25pt; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 5; text-align: center;"> <span style="color: black; font-family: &quot;Cambria&quot;,&quot;serif&quot;;">1135<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 2.25pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: solid #C0504D 1.0pt; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 1; text-align: center;"> <span style="color: black; font-family: &quot;Cambria&quot;,&quot;serif&quot;;">4874<o:p></o:p></span></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 0;"> <td nowrap="nowrap" style="background: #EFD3D2; border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <b><span style="color: black; font-family: &quot;Cambria&quot;,&quot;serif&quot;;">5100<o:p></o:p></span></b></div> </td> <td nowrap="nowrap" style="background: #EFD3D2; border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-background-themecolor: accent2; mso-background-themetint: 63; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 64; text-align: center;"> <b style="mso-bidi-font-weight: normal;"><span style="color: black;">45000<o:p></o:p></span></b></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 1; mso-yfti-lastrow: yes;"> <td nowrap="nowrap" style="border-top: none; border: solid #C0504D 1.0pt; height: 15.0pt; mso-border-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 71.15pt;" valign="top" width="95"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <span style="color: black; font-family: &quot;Cambria&quot;,&quot;serif&quot;;">3145<o:p></o:p></span></div> </td> <td nowrap="nowrap" style="border-bottom: solid #C0504D 1.0pt; border-left: none; border-right: solid #C0504D 1.0pt; border-top: none; height: 15.0pt; mso-border-bottom-themecolor: accent2; mso-border-left-alt: solid #C0504D 1.0pt; mso-border-left-themecolor: accent2; mso-border-right-themecolor: accent2; mso-border-top-alt: solid #C0504D 1.0pt; mso-border-top-themecolor: accent2; padding: 0in 5.4pt 0in 5.4pt; width: 55.65pt;" valign="top" width="74"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 128; text-align: center;"> <span style="color: black;">2857<o:p></o:p></span></div> </td> </tr> </tbody></table> </div> <div class="MsoListParagraphCxSpFirst" style="line-height: normal; mso-list: l5 level1 lfo8; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">We can replace this outlier with mean of the rest of the observations, which is 3500<o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l5 level1 lfo8; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Or Replace it with overall median, which is 3401<o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l5 level1 lfo8; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Or replace it with Max of the rest of the observations, which is 5617<o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l5 level1 lfo8; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">We can also look for 4500-5500 range in X, replace the outlier with the mean or median of this bin<o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal;"> <br /></div> <div class="MsoListParagraphCxSpLast" style="line-height: normal; margin-left: 0in; mso-add-space: auto;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">8) Regression Lines after outlier treatment<o:p></o:p></span></b></div> <div align="center"> <table border="1" cellpadding="0" cellspacing="0" class="MsoTableMediumShading1Accent6" style="border-collapse: collapse; border: medium none; width: 206px;"> <tbody> <tr style="height: 18.75pt; mso-yfti-firstrow: yes; mso-yfti-irow: -1;"> <td nowrap="nowrap" style="background: #F79646; border: solid #F9B074 1.0pt; height: 18.75pt; mso-background-themecolor: accent6; mso-border-themecolor: accent6; mso-border-themetint: 191; padding: 0in 5.4pt 0in 5.4pt; width: 2.15in;" valign="top" width="206"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 5; text-align: center;"> <b><span style="color: black;">y = -0.8871x + 5787.4 <o:p></o:p></span></b></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 0;"> <td style="background: #FDE4D0; border-top: none; border: solid #F9B074 1.0pt; height: 15.0pt; mso-background-themecolor: accent6; mso-background-themetint: 63; mso-border-themecolor: accent6; mso-border-themetint: 191; mso-border-top-alt: solid #F9B074 1.0pt; mso-border-top-themecolor: accent6; mso-border-top-themetint: 191; padding: 0in 5.4pt 0in 5.4pt; width: 2.15in;" valign="top" width="206"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 68; text-align: center;"> <b><span style="color: black;">y = -0.7866x + 5593<o:p></o:p></span></b></div> </td> </tr> <tr style="height: 15.0pt; mso-yfti-irow: 1; mso-yfti-lastrow: yes;"> <td nowrap="nowrap" style="border-top: none; border: solid #F9B074 1.0pt; height: 15.0pt; mso-border-themecolor: accent6; mso-border-themetint: 191; mso-border-top-alt: solid #F9B074 1.0pt; mso-border-top-themecolor: accent6; mso-border-top-themetint: 191; padding: 0in 5.4pt 0in 5.4pt; width: 2.15in;" valign="top" width="206"><div align="center" class="MsoNormal" style="line-height: normal; margin-bottom: .0001pt; margin-bottom: 0in; mso-yfti-cnfc: 132; text-align: center;"> <b><span style="color: black;">y = -0.8828x + 5779<o:p></o:p></span></b></div> </td> </tr> </tbody></table> </div> <div class="MsoListParagraphCxSpFirst" style="line-height: normal; margin-left: 0in; mso-add-space: auto;"> <br /></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; margin-left: 0in; mso-add-space: auto;"> <span style="font-size: 12pt;">None of the lines show a positive coefficient. <o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; margin-left: 0in; mso-add-space: auto;"> <br /></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; margin-left: 0in; mso-add-space: auto;"> <b style="mso-bidi-font-weight: normal;"><span style="font-size: 12pt;">9) Concluding remarks<o:p></o:p></span></b></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l6 level1 lfo9; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Just by looking at the data we will not get the complete idea about outliers, missing values and default data entries<o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l6 level1 lfo9; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">A scatter plot or frequency plot is crucial before starting the model building <o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l6 level1 lfo9; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Before building model one should take care of Outliers, missing values, <span class="SpellE">multicolliniearity</span>, <span class="SpellE">heteroscedasticity</span>, normality assumption tests etc.,<o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; mso-list: l6 level1 lfo9; text-indent: -.25in;"> <span style="font-family: Symbol; font-size: 12pt;">·<span style="font: 7pt &quot;Times New Roman&quot;;">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span><span style="font-size: 12pt;">Last but not the least <span class="GramE">don’t</span> just blindly interpret the regression coefficients in isolation (like I did above).<o:p></o:p></span></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal;"> <br /></div> <div class="MsoListParagraphCxSpMiddle" style="line-height: normal; margin-left: .25in; mso-add-space: auto;"> <br /></div> <div class="MsoListParagraphCxSpLast" style="line-height: normal; margin-left: .25in; mso-add-space: auto;"> <br /></div> </div> </div>Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com5tag:blogger.com,1999:blog-2270084965527885486.post-23672734579138168762012-03-27T19:05:00.013+05:302012-04-12T09:02:32.778+05:30<div dir="ltr" style="text-align: left;" trbidi="on"> <div dir="ltr" style="text-align: left;" trbidi="on"> <div class="MsoNormal" style="font-size: 100%; font-style: normal; font-variant: normal; font-weight: normal; line-height: normal;"> <b><u>Data : </u></b>User comments, Free text, Blog information, Reviews, Responses, Questions, Complaints, Complements, Tweets, Face book comments<o:p></o:p><br /> <br /></div> <div class="MsoNormal"> </div> <div class="MsoNormal" style="font-size: 100%; font-style: normal; font-variant: normal; font-weight: normal; line-height: normal;"> <b><u>Analysis<o:p></o:p></u></b><br /> <b><u><br /></u></b></div> <div class="MsoNormal"> </div> <div class="MsoNormal" style="font-size: 100%; font-style: normal; font-variant: normal; font-weight: normal; line-height: normal;"> <u><b>1.</b> </u><b><u>Key Performance Indicators <o:p></o:p></u></b><br /> <b><u><br /></u></b></div> <div class="MsoNormal"> </div> <div class="MsoNormal" style="font-size: 100%; font-style: normal; font-variant: normal; font-weight: normal; line-height: normal;"> <b>Key Metrics Reporting:<o:p></o:p></b></div> <div class="MsoNormal" style="font-size: 100%; font-style: normal; font-variant: normal; font-weight: normal; line-height: normal;"> Reports on number of comments, mentions, posts, blog posts, tweets, likes, fans, followers, replies, reviews, shares, time interval between posts across demographics parameters like location, age, gender and many more.<o:p></o:p><br /> <b style="font-size: 100%;"><br /></b><br /> <b style="font-size: 100%;">Key Metrics Analysis</b></div> <div class="MsoNormal"> </div> <ul style="font-style: normal; font-variant: normal; font-weight: normal; line-height: normal;"> <li style="font-size: 100%;"><span style="font-size: 100%; text-indent: -0.25in;"><span style="font-size: 7pt;"> </span></span><span style="font-size: 100%; text-indent: -0.25in;">Time series analysis of above metrics &amp; forecasting near future numbers</span></li> <li style="font-size: 100%;"><span style="font-size: 100%; text-indent: -0.25in;"><span style="font-size: 7pt;"> </span></span><span style="font-size: 100%; text-indent: -0.25in;">Top influencing nodes (websites or individuals) &amp; their trends</span></li> <li style="font-size: 100%;"><span style="font-size: 100%; text-indent: -0.25in;">Identification of Hotspot-1: I</span><span style="font-size: 100%; text-indent: -0.25in;">n terms of demographics, which area has maximum buzz</span></li> <li><span style="font-size: 100%; text-indent: -0.25in;">Identification of Hotspot-2: In terms of time, what is the maximum buzz hour</span></li> <li><span style="font-size: 100%; text-indent: -0.25in;"><span style="font-size: 7pt;"> </span></span><span style="font-size: 100%; text-indent: -0.25in;">Analysis on real-time data: Dynamic creation of alerts based on buzz, influencers, sentiment metrics</span><span style="font-size: 9px; text-indent: -0.25in;">. </span><span style="font-size: 100%; text-indent: -0.25in;">For example, a sudden increase in negative sentiment, long gap between two comments, latest influencers can be alerted.</span></li> </ul> <div class="MsoListParagraph" style="margin-left: 0in;"> <b><u>2. Text Analyzer &amp; Sentiment Analysis</u></b></div> <div class="MsoListParagraph" style="margin-left: 0in;"> </div> <ul> <li>Use a Verbatim tool or an API that takes text comments as input and Decides the polarity (+ve or -ve) of the comment, Reports top N websites with +ve and -ve comments, Gives the frequency of keywords &amp; Gives overall sentiment &amp; sentiment across various cuts</li> <li>Driver Analysis: Identification top impacting drivers of satisfaction (sentiment) based on textual comments.E.g.: What are top drivers of satisfaction? (Lifestyle, Attitude, Beliefs, Personality, Buying motives, Age, Gender, Education, Income, Geography, State, ZIP, City size, Rural vs. Urban, etc)</li> <li>Identification of Themes: Divide entire comments into finite clusters which are homogeneous among them and heterogeneous compared to others. Each cluster gives a theme of discussion</li> </ul> <b><u>3. Ranking Nodes (websites) in the Order of Importance: </u></b><br /> <div class="MsoListParagraph" style="margin-left: 0in;"> <span style="text-indent: -0.25in;">Identification of most impacting websites/individuals (with respect to our brand) by scoring them based on below mentioned indicators</span></div> <div class="MsoListParagraph" style="margin-left: 0in;"> </div> <div class="MsoNormal"> </div> <ul> <li>Websites reach: Numbers of subscribers, fans, followers, readers, members etc.</li> <li>Buzz created by website (with respect to our brand): comments, likes, shares, replies, reviews, etc.</li> <li>Web site &amp; followers characteristics: Website type, followers Age group, Geographie</li> </ul> <span style="text-indent: -0.25in;"><b><u>4. Segmentation:</u></b> Dividing the entire population (users mentioned about our product), into independent groups based on</span><span style="text-indent: -0.25in;"> </span><span style="text-indent: -0.25in;">Sentiments (People who are most satisfied &amp; least satisfied and their characteristics) &amp; Buzz created (Top influencers segment &amp; their behaviors)</span><br /> <br /> <div class="MsoNormal"> <span style="text-indent: -0.25in;"><b><u>5. Competition or Peer comparison</u></b>: </span><span style="line-height: 115%;">Analyze social media data of the competing products to find Weak links, strong points, Most frequent comparisons, Emerging competitors &amp; their demographics etc.</span></div> <div class="MsoNormal"> <span style="line-height: 115%;"><o:p></o:p></span></div> <div class="MsoNormal"> </div> <div style="text-indent: -24px;"> <br /></div> <div style="text-indent: -24px;"> <br /></div> <div class="MsoListParagraph" style="margin-left: 0.25in; text-indent: -0.25in;"> <o:p></o:p></div> <div> <b><span style="font-size: 12pt; line-height: 115%;">-Venkat Reddy</span></b></div> <div> <b><span style="font-size: 12pt; line-height: 115%;">Trendwsie Analytics</span></b></div> <div> <a href="http://www.trendwiseanalytics.com/" target="”_blank”">http://www.trendwiseanalytics.com/</a> </div> <div> <u><b><span style="font-size: 12pt; line-height: 115%;"><br /></span></b></u></div> <div> <div class="MsoNormal"> <b><u><span style="color: red; font-size: 16pt; line-height: 115%;">Tags<o:p></o:p></span></u></b></div> <div class="MsoListParagraph"> <span style="color: red;">KPI’s for Social Media Analysis, Metrics and Methods used in Social Media Analytics, Social Media Metrics, Social Media Reports Social Media Analysis &amp; Reporting, Analysis of Social Media Data <o:p></o:p></span></div> </div> <div class="MsoListParagraph" style="font-family: Georgia, serif; margin-left: 0in;"> <b><span style="font-size: 12pt; line-height: 115%;"><o:p></o:p></span></b></div> <o:p></o:p><br /> <div style="font-family: Georgia, serif;"> </div> <div class="MsoNormal" style="font-family: Georgia, serif;"> <o:p></o:p></div> <div class="MsoNormal" style="font-family: Georgia, serif;"> <o:p></o:p></div> <div style="font-family: Georgia, serif;"> </div> <div class="MsoListParagraph" style="font-family: Georgia, serif; margin-left: 0in;"> </div> <div class="MsoListParagraph" style="font-family: Georgia, serif; margin-left: 0.25in; text-indent: -0.25in;"> <o:p></o:p></div> <div style="font-family: Georgia, serif;"> </div> <div class="MsoListParagraph" style="font-family: Georgia, serif; margin-left: 0in;"> </div> <div class="MsoListParagraph" style="font-family: Georgia, serif; text-indent: -0.25in;"> <o:p></o:p></div> <div style="font-family: Georgia, serif;"> </div> <div style="font-family: Georgia, serif;"> </div> <div style="font-family: Georgia, serif;"> </div> <div style="font-family: Georgia, serif;"> </div> <div style="font-family: Georgia, serif;"> </div> </div> <script type="text/javascript"> var _gaq = _gaq || []; _gaq.push(['_setAccount', 'UA-30401669-1']); _gaq.push(['_trackPageview']); (function() { var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true; ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js'; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s); })(); </script></div>Anonymoushttp://www.blogger.com/profile/09021208170470973273noreply@blogger.com23