Campbell et al v. Facebook Inc.

Filing 184

EXHIBITS re 181 Administrative Motion to Seal Documents Accompanying Class Certification Briefs and Evidentiary Objections filed by Facebook Inc.. (Attachments: # 1 Exhibit 53 (Redacted), # 2 Exhibit 54 (Unredacted), # 3 Exhibit 55 (Redacted), # 4 Exhibit 56 (Unredacted), # 5 Exhibit 57 (Redacted), # 6 Exhibit 58 (Unredacted), # 7 Exhibit 59 (Redacted), # 8 Exhibit 60 (Unredacted), # 9 Exhibit 61 (Redacted), # 10 Exhibit 62 (Unredacted), # 11 Exhibit 63 (Redacted), # 12 Exhibit 64 (Unredacted), # 13 Exhibit 65 (Redacted), # 14 Exhibit 66 (Unredacted), # 15 Exhibit 67 (Redacted), # 16 Exhibit 68 (Unredacted), # 17 Exhibit 69 (Redacted), # 18 Exhibit 70 (Unredacted), # 19 Exhibit 71 (Redacted), # 20 Exhibit 72 (Unredacted), # 21 Exhibit 73 (Redacted), # 22 Proof of Service)(Related document(s) 181 ) (Chorba, Christopher) (Filed on 3/28/2016) Modified on 3/29/2016 (kcS, COURT STAFF).

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EXHIBIT 12 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 UNITED STATES DISTRICT COURT 2 NORTHERN DISTRICT OF CALIFORNIA 3 OAKLAND DIVISION 4 5 MATTHEW CAMPBELL, MICHAEL HURLEY, ) 6 and DAVID SHADPOUR, 7 ) Plaintiffs, ) 8 9 10 ) Case No. vs. FACEBOOK, INC., 11 12 ) C 13-05996 PJH ) Defendant. ) _________________________________ ) 13 14 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY 15 SOURCE CODE 16 17 VIDEOTAPED DEPOSITION OF BENJAMIN GOLDBERG, PH.D. 18 Palo Alto, California 19 February 2, 2016 20 21 22 Reported by: 23 KELLI COMBS, CSR No. 7705 24 Job No. 2224913 25 Pages 1 - 201 Page 1 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 "There was substantial, 2 inherent variability based on the 3 evolution of features and the 4 software over time." 5 What do you mean by "substantial" there? 6 A 11:56:44AM 11:56:56AM Meaning that it's simply not possible to 7 conclude that all messages in the Facebook system 8 were handled the same and resulted in the same 9 processes being performed and provided the same 10 experience to the users, and -- and that the users 11 interacted the same way with the Messaging system. 12 Q 11:57:22AM Well, you say: 13 "It's simply not possible to 14 conclude that all messages in the 15 Facebook system were handled the 16 same." 17 But what do you mean by "substantial" in 18 the context of this paragraph? 19 20 21 11:57:51AM MR. JESSEN: Objection; asked and answered. 11:58:05AM THE WITNESS: I don't know how to quantify 22 that for you other than "substantial" meaning not 23 "insubstantial"; that it is the case that there was 24 sufficient variability that one cannot conclude that 25 the system worked the same way for -- for everybody, 11:58:33AM Page 80 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 and that there would be lots of people for whom the 2 Messaging operated in a way other than what 3 Dr. Goldbeck has claimed to be in violation of the 4 statutes. 5 BY MR. RUDOLPH: 6 7 Q 11:58:36AM 11:58:59AM Other than defining "substantial" as meaning not "insubstantial," can you quantify it? 8 A I don't have numbers to give you for that. 9 Q Okay. 10 A Because I don't -- I don't have access to Why not? 11 statistics regarding, for example, database 12 failures, race conditions. 11:59:22AM 13 14 I'm not sure anybody -- (Reporter clarification.) THE WITNESS: Race, R-A-C-E, conditions, 15 corruption of data, and it's not true that -- I'm 16 not -- sorry. 17 statistics on -- on that in the system, the size and 18 complexity of Facebook's. 19 11:59:40AM It's not clear to me that anybody has My understanding is that no statistics 20 were kept on, for example, the number of users who 21 typed a URL and then deleted the preview or typed 22 the URL without hitting a space so that no preview 23 was generated. 24 tremendous variation among the way that users use 25 the system and the way the system behaved for which 11:59:57AM There's -- there's going to be 12:00:23PM Page 81 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 2 no statistics are gathered. Q 12:00:27PM You say you didn't have access to 3 statistics regarding, for example, database 4 failures, race conditions, corruption of data. 5 Did you ask for access to those 6 statistics? 7 A 12:00:45PM The -- the declarations actually talk 8 about that these kinds of grounds for variability 9 are not, in fact, tracked within Facebook and that 10 11 there's no way to -- to generate the statistics. Q 12:01:06PM Are you saying that in the declarations, 12 one of the declarants states that there are no 13 statistics on database failures? 14 15 MR. JESSEN: Objection; documents speak for themselves. 16 THE WITNESS: 12:01:33PM No. What I said was that 17 the -- one of the Facebook's declarants talked about 18 at least one source of variability for which 19 Facebook had no way of gathering statistics or did 20 not gather statistics. 21 BY MR. RUDOLPH: 22 23 Q 12:01:50PM And I'm asking specifically about database failures. 24 A I don't recall. 25 Q Okay. 12:01:58PM Page 82 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 What about race conditions? 2 MR. JESSEN: 3 4 12:01:58PM What's your question? BY MR. RUDOLPH: Q Do any of the declarants discuss whether 5 or not Facebook has any statistics on things like 6 race conditions? 7 A I don't recall. 12:02:08PM I know one of the 8 declarants discusses race conditions. 9 recall exactly what he says. 10 Q I don't Do any of the declarants discuss whether 11 or not Facebook has statistics on database 12 corruption? 13 A I don't recall. 14 Q 12:02:23PM Did you look at any internal studies or 15 statistics related to race conditions? 16 A I did not. 17 Q Did you ask for those? 18 A No. 19 Q And for data corruption? 20 A I did not. 21 Q And for database failures? 22 A I did not. 23 Q 12:02:55PM And did you speak to anyone at Facebook to 24 25 12:03:07PM determine the rate of these problems? A No. 12:03:25PM Page 83 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 2 Q 12:03:28PM the rate of these implementation issues? 3 4 Did you do anything at all to ascertain MR. JESSEN: Object to the form. Asked and answered. 5 THE WITNESS: No. My experience in 6 teaching and doing research in the area of 7 distributed and parallel computing is con- -- a 8 substantial rate of variability, and these kinds of 9 12:03:38PM failures is consistent with my experience. 10 11 BY MR. RUDOLPH: Q 12 12:04:02PM Okay. You can't quantify what you mean by 13 "substantial"? 1 percent of the time, 5 percent of 14 the time, 10 percent of the time? 15 MR. JESSEN: 16 THE WITNESS: 17 Correct. 12:04:13PM I do not have a number for you. 18 Object to the form. BY MR. RUDOLPH: 19 20 Q Is there a number below which you would say the variability is not substantial? 21 MR. JESSEN: 22 Are you just talking about the 23 12:04:22PM parenthetical or the other parts of that sentence? 24 MR. RUDOLPH: 25 MR. JESSEN: Objection. No. It's unclear, because you've 12:04:35PM Page 84 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 been talking about race conditions, data corruption, 2 but that's not the whole sentence, so... 3 MR. RUDOLPH: Well, fair enough. 4 variability related to race conditions, data 6 corruption or database failures. 7 THE WITNESS: Right -- right now, I'm -- I'm -- I'm asking about 5 12:04:36PM 8 And just restate the question. 9 12:04:44PM BY MR. RUDOLPH: 10 Q Is there a number below which you would 11 say these issues: 12 corruption, database failures, leads to variability 13 12:04:57PM Race conditions, database that is not substantial? 14 MR. JESSEN: 15 THE WITNESS: Object to the form. I can't give you a -- a 16 number that delineates when it is and when it is not 17 substantial. 18 12:05:15PM BY MR. RUDOLPH: 19 20 Q And -- and by "number," I'm -- I'm asking for a -- a percentage of -- of the time. 21 A I understood that. 22 Q Right. 12:05:28PM 23 Okay. So with respect to variability related to 24 race conditions, data corruption or database 25 failure, you really don't have any basis to say that 12:05:50PM Page 85 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 variability related to those issues is substantial, 2 then; is that correct? 3 4 MR. JESSEN: 12:05:54PM Objection; misstates the testimony. 5 THE WITNESS: Well, let me -- the basis 6 includes the sworn statements of the declarants and 7 an understanding of the complexities and the 8 difficulties in maintaining a system the size of 9 Facebook's. 12:06:00PM And so my experience, my knowledge of 10 the technology and the sworn statements of the 11 people who built the system are the bases for my 12 conclusions. 13 BY MR. RUDOLPH: 14 Q 12:06:19PM But you didn't do anything to investigate 15 the actual rate of things like race conditions, data 16 corruption or database failures, correct? 17 A That's correct. 18 Q 12:06:38PM In paragraph 15, you are discussing what 19 you characterize as Dr. Goldbeck's distinction 20 between memory and storage. 21 Did you do anything to investigate whether 22 or not such a distinction exists within the field of 23 12:07:15PM computer science? 24 25 A Well, I -- I cited that the Microsoft dictionary definition of "memory," which makes clear 12:07:52PM Page 86 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 table in the Hive database and any data 2 that it -- it contained. 3 2:35:03PM BY MR. RUDOLPH: 4 5 6 Q Do you have any understanding of what the structure of the A table was? 2:35:15PM I think there was some -- something that 7 was produced and attached to Dr. Goldbeck's report 8 that gave information about the 9 I don't remember the specifics. 10 Q table. And what is your basis for your 11 understanding that in 2011 the 12 2:36:00PM its data were deleted? 13 A Two things: table and One is the sworn statement 14 from Mr. Himel. And I did a search in the code, the 15 2012 code, looking for use of this table, and I did 16 not find it. 17 Q What do you mean by "use of the table"? 18 A 2:36:25PM Adding data to the table, retrieving the 19 table, retrieving data from the table. 20 Q 21 data to it? 22 A Both. 23 Q And what sort of search did you perform to 24 25 Retrieving data from the table or adding 2:36:45PM determine that? A I looked for code that accessed the 2:37:02PM Page 139 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 2 3 4 5 table, specifically database code for accessing the Q table. And describe specifically how you looked for code that accesses the A 2:37:04PM table. Doing a search on the -- on the source 6 code computer using standard tools for searching 7 2:37:27PM code such as Grep, G-R-E-P. 8 Q What is Grep? 9 A It's a program in which you can specify 10 text to be searched for in files and directories. 11 It includes the ability to specify what -- specify 12 wildcards which match lots of different possible 13 strings of characters. 14 Q 15 2:37:56PM You say: "I looked for code that 2:38:28PM 16 accessed the 17 specifically database code for 18 accessing the 19 What -- what is database code? 20 A table, table." Code in files that, for example, in this 21 case, have an HQL or a similar file extensions as 22 2:38:40PM well as PHP code that would invoke database queries. 23 Q Are you confident that if such code 24 existed, it would have been on the source code 25 computer that you were provided? 2:39:26PM Page 140 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 A There was lots of database code for 2 accessing other database tables. 3 amount of code on the source code computer, so I 4 feel -- I feel confident that if it was part of the 5 code base and in use, that it would have been on 6 2:39:38PM that source code computer. 7 8 9 10 11 Q 12 13 14 table? I believe that was on my second trip to Cooley, so mid-January. Q 2:39:55PM When did you perform the search of the -- for code that uses the A There was a huge 2:40:23PM Okay. Why is the fact that you performed that search not mentioned in your report? A No particular reason. If I thought of it 15 while I was drafting the text -- sitting here, I 16 probably would have mentioned it. 17 just confirmed what Mr. Himel had stated. 18 Q But it really I believe you said you searched in code 19 from 2012. 20 you searching? 21 A 2:40:56PM What -- what time period in 2012 were 2:41:18PM It was the -- the last version of the code 22 on the source code computer, which was 23 December 2012. 24 25 Q Okay. It's possible that the code that used 2:41:33PM Page 141 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 would have shown up in a search for 2 previous iterations of the code from previous time 3 2:41:36PM periods, correct? 4 5 6 7 MR. JESSEN: BY MR. RUDOLPH: Q 2:41:51PM You did a search for all of the class period? 8 9 Objection. MR. JESSEN: Objection; calls for speculation. 10 THE WITNESS: I did not search, but, of 11 course, Mr. Himel has stated under oath that that 12 table did not exist during the class period. 13 2:41:56PM BY MR. RUDOLPH: 14 15 Q So I want to go back to, you were saying you used tools like you call it Grep? 16 A Grep (pronounced differently). 17 Q Grep. 18 using Grep? 19 A I searched for the string 20 Q Okay. 2:42:18PM 21 22 What exactly did you search for 2:42:39PM And that would have returned what? A It would have returned the list of all 23 files containing that -- that string, along with the 24 line where that string appeared in each file. 25 Q And so, in other words, you searched for 2:43:16PM Page 142 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 the word the name of the table, and 2 that didn't return any results? 3 A 4 right. 5 if I had found it, I would have noted it, and I did 6 2:43:21PM not. 7 Q To the best of my recollection, that's I don't recall exactly what happened. But 2:43:35PM And why does the fact that that search 8 returned no results demonstrate that no code within 9 Facebook was using 10 A It was using that table because in the 11 code you specify the table you want to access by the 12 2:43:55PM name of the table. 13 14 Q table itself have been stored within Facebook's system? 15 16 Where would the MR. JESSEN: Objection; calls for 2:44:28PM speculation, lacks foundation. 17 THE WITNESS: My understanding is it's in 18 their Hive database, which is a particular, very 19 large database that they maintained. 20 BY MR. RUDOLPH: 21 22 Q 2:44:48PM Was -- were any of Facebook's databases made available to you as part of your analysis? 23 A The data itself, no, I don't believe so. 24 Q You say in paragraph 45 of Nectar: 25 "I understand that it is one 2:45:38PM Page 143 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 Messaging software is itself a device as one of 2 skill would understand it, as computer scientists 3 would understand it. 4 that's erroneous. 5 6 Q 3:33:53PM And that's -- and I believe You're not offering a legal opinion on 3:34:11PM whether or not software can constitute a device? 7 A Within a statute, for example? 8 Q Uh-huh. 9 A Yes, I am not offering that opinion. 10 Q Are you aware of allegations against 11 Volkswagen that they, let's say, doctored their 12 3:35:05PM software to get around environmental regulations? 13 14 MR. JESSEN: Objection; outside the scope, outside the case. 15 THE WITNESS: From what I hear from the 16 popular press, right, they customize their software 17 so that it could detect when a test is being 18 performed and change the pollution emissions for the 19 3:35:29PM purpose of that test. 20 21 MR. RUDOLPH: Can you mark this as the 3:35:49PM next exhibit. 22 (Deposition Exhibit 6 marked for 23 identification.) 24 25 BY MR. RUDOLPH: Q Dr. Goldberg, can you read what the title 3:36:18PM Page 171 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 2 3 4 5 of this article is? A 3:36:20PM "Volkswagen's Software Was 'Illegal Defeat Device' German Regulator Says." Q This is an example of software being referred to as a "device"; is that correct? 6 MR. JESSEN: 7 THE WITNESS: 3:36:41PM Objection; lacks foundation. Let me just take the time to 8 read the article so I can get the context. 9 BY MR. RUDOLPH: 10 Q Sure. 11 A Okay. 12 Q This is an example of software being 13 14 3:36:54PM So what was your -- your question? referred to as a "device"; is that correct? A Well, it's software that was running on a 15 computer within the car, and in conjunction with 16 the -- with the piece of the car that -- that 17 determines the emissions -- it was in here 18 somewhere -- activating the special Eco friendly 19 mode of lower emissions. 20 And so the software running on the 21 change the emissions, is what I believe is being 23 3:39:06PM computer in the car, together with the ability to 22 3:38:42PM referred to as a "illegal defeat device." 24 Of course, it's in German, so it's hard to 25 know -- it's a German law, so it's hard to know what 3:39:23PM Page 172 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 2 the words actually mean. Q 3:39:27PM Would it surprise you if a governmental 3 organization defined a certain type of software as a 4 "device"? 5 6 MR. JESSEN: Objection; lacks foundation, 3:39:52PM incomplete hypothetical, calls for speculation. 7 THE WITNESS: It would surprise me if the 8 government characterized software on its own without 9 actually being -- without running on something as a 10 device, but... 11 BY MR. RUDOLPH: 12 13 14 Q 3:40:12PM All software has to run on something to function, correct? A 15 Correct. MR. RUDOLPH: Okay. Next exhibit. 16 (Deposition Exhibit 7 marked for 17 3:40:19PM identification.) 18 19 20 21 22 BY MR. RUDOLPH: Q So can you read the -- what the title of this document is, Dr. Goldberg? A 3:40:55PM (Reading): "EPA, California Notify 23 Volkswagen of Clean Air Act 24 violations. 25 used software that circumvents Carmaker allegedly 3:41:11PM Page 173 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 emissions testing for certain air 2 pollutants." 3 4 5 Q 3:41:13PM Can you read the first line of the article after the word "Washington"? A (Reading): 6 3:41:28PM "Today, EPA is issuing a 7 notice of violation of the Clean 8 Air Act to Volkswagen AG, Audi AG, 9 and Volkswagen Group of America, 10 Inc., collectively referred to as 11 Volkswagen." 12 Q 13 Okay. And then can you read the first sentence 14 of the fourth paragraph. 15 described in the NOV"? 16 3:41:43PM A It starts with "as 3:41:54PM (Reading): 17 "As described in the NOV, a 18 sophisticated software algorithm on 19 certain Volkswagen vehicles detects 20 when the car is undergoing official 21 emissions testing and turns full 22 emissions controls on only during 23 the test." 24 25 Q 3:42:05PM Okay. And then can you read the last sentence of 3:42:16PM Page 174 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 2 that paragraph. A 3:42:18PM (Reading): 3 "The software produced by 4 Volkswagen is a 'defeat device' as 5 defined by the Clean Air Act." 6 Q 3:42:33PM So would you agree that the EPA is 7 defining software produced by Volkswagen as a type 8 of device -- 9 10 11 MR. JESSEN: Objection. BY MR. RUDOLPH: Q 12 3:42:49PM -- within the meaning of a statute? MR. JESSEN: Objection; lacks foundation, 13 calls for speculation, document speaks for itself, 14 also irrelevant. 15 if you want. 16 But you can certainly read this, THE WITNESS: 3:43:01PM I -- I read this as them 17 saying that the software running on the Volkswagen 18 computer is a defeat device. 19 being -- perhaps being imprecise, but the software 20 on its own can't defeat anything. 21 BY MR. RUDOLPH: I think they're 22 Q Imprecise by whose lights? 23 A 3:43:20PM Meaning who would consider this imprecise, 24 25 this press release? Q Uh-huh. 3:43:36PM Page 175 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 A Someone in computer science would 3:43:38PM 2 consider -- might consider this imprecise. 3 clear from the context they're talking about the 4 software running on the Volkswagen computer. 5 Q It's So the statement: 6 3:44:03PM "In my 33 years as a computer 7 scientist, I have never heard the 8 term 'device' used to refer to 9 software." 10 Is that statement still true? 11 MR. JESSEN: 12 THE WITNESS: 3:44:11PM Object to the form. Well, it's certainly true 13 when I -- I wrote it. 14 refer to software as a device, it's -- it's an odd 15 characterization, but the way I read it is as 16 software running on the Volkswagen computer was a 17 device, which I don't disagree with. 18 this language is not language you would see in 19 computer science itself. 20 BY MR. RUDOLPH: 21 22 Q To the extent that this does 3:44:30PM But this -- 3:44:47PM So you say: "But the way I read it is as 23 software running on the Volkswagen 24 computer was a device, which I 25 don't disagree with." 3:44:55PM Page 176 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 Why does the fact that the software was 2 running on the device lead you to not disagree with 3 the statement that "The software produced by 4 Volkswagen is a defeat device"? 5 MR. JESSEN: 3:45:00PM Objection. I'll just object 6 to this entire line as lacking foundation, calling 7 for speculation. 8 3:45:17PM BY MR. RUDOLPH: 9 10 Q I'm sorry. Yeah. Thanks. Why does the fact that the software was 11 running on a computer lead you to not disagree with 12 the statement that "the software produced by 13 Volkswagen is a defeat device"? 14 MR. JESSEN: 15 THE WITNESS: 3:46:08PM Object to the form. Because lots of devices run 16 software, and so if you read that as I do, that what 17 they're saying is that the software, when it runs on 18 the -- on the computer, constitutes a device because 19 there's something physical there, then that would be 20 a normal use of the term "device" because you have 21 3:46:25PM an actual, physical device. 22 23 24 25 MR. RUDOLPH: 3:46:47PM How long have we been going? Let's take a break. THE VIDEOGRAPHER: This marks the end of Disk 3 to the deposition of Dr. Benjamin Goldberg, 3:47:11PM Page 177 Veritext Legal Solutions 866 299-5127 HIGHLY CONFIDENTIAL - ATTORNEYS' EYES ONLY SOURCE CODE 1 2 3 I, the undersigned, a Certified Shorthand Reporter of the State of California, do hereby certify: That the foregoing proceedings were taken 4 before me at the time and place herein set forth; that 5 any witnesses in the foregoing proceedings, prior to 6 testifying, were administered an oath; that a record of 7 the proceedings was made by me using machine shorthand 8 which was thereafter transcribed under my direction; 9 that the foregoing transcript is a true record of the 10 11 testimony given. Further, that the foregoing pertains to the 12 original transcript of a deposition in a Federal Case, 13 before completion of the proceedings, a review of the 14 transcript [ ] was [X] was not requested. 15 I further certify I am neither financially 16 interested in the action nor a relative or employee of 17 any attorney or any party to this action. 18 19 IN WITNESS WHEREOF, I have this date subscribed my name. 20 21 Dated: 2/3/16 22 23 24 <%signature%> KELLI COMBS 25 CSR No. 7705 Page 201 Veritext Legal Solutions 866 299-5127

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