alea-institute/kl3m-data-sample-004-shuffled huggingface dataset:
Exhibit 32.1



CERTIFICATION PURSUANT TO

18 U.S.C. SECTION 1350,

AS ADOPTED PURSUANT TO

SECTION 906 OF THE SARBANES-OXLEY ACT OF 2002



In connection with the annual report of Inspire Pharmaceuticals, Inc. (the Company) on Form 10-K for the year ending December 31, 2008,
as filed with the Securities and Exchange Commission (the Report), I, Christy L. Shaffer, Chief Executive Officer of the Company, certify, pursuant to 18 U.S.C. Section 1350, as adopted pursuant to Section 906 of the
Sarbanes-Oxley Act of 2002, that:



1) The
Report fully complies with the requirements of Section 13(a) or 15(d) of the Securities Exchange Act of 1934; and



2) The information contained in the Report fairly presents, in all material respects, the financial condition and results of operations of
the Company.



|                     |  |  |  |                                                                                     
|-------------------- |  |  |  | ------------------------------------------------------------------------------------
|Date: March 13, 2009 |  |  |  |                                                                                     
|                     |  | 
|                     |  |  |  | /s/    CHRISTY L.
SHAFFER                                                           
|                     |  |  |  | Christy L. Shaffer President & Chief Executive Officer (principal executive officer)
IN THE UNITED STATES DISTRICT COURT

FOR THE NORTHERN DISTRICT OF TEXAS

FORT WORTH DIVISION

MICHELLE R. WOOD HAMILTON §

 §

VS. § CIVIL ACTION NO. 4:04-CV-878-Y

 §

JO ANNE B. BARNHART §

ORDER ADOPTING MAGISTRATE JUDGE’S

FINDINGS, CONCLUSIONS, AND RECOMMENDATION

On June 28, 2005, the United States magistrate judge issued his

proposed findings, conclusions, and recommendation (“findings”) in the

above-styled and -numbered cause. In his findings, the magistrate

judge recommended that the decision of the Commissioner of the Social

Security Administration of the United States (“the Commissioner”)

determining that plaintiff Michelle R. Wood Hamilton was not disabled

at Step Five of the sequential evaluation process be affirmed. The

magistrate judge’s order gave all parties until July 19 to serve and

file with the Court written objections to his proposed findings. 

Subsequently, Plaintiff filed her objections, asking this Court

to reject the findings of the magistrate judge. The defendant did not

file a response.

After carefully reviewing the findings, record, case law, and

Plaintiff’s objections, the Court concludes that the findings should

be and are hereby ADOPTED as the findings and conclusions of this

Court for the reasons stated therein.

Therefore, it is ORDERED that the Commissioner’s decision is

AFFIRMED. 

SIGNED August 19, 2005.

TERRY R. MEANS

UNITED STATES DISTRICT JUDGE

TRM/kat

 

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EXHIBIT
32.1





CERTIFICATION
PURSUANT TO 18 U. S. C. SECTION 1350,


AS
ADOPTED PURSUANT TO  SECTION 906 OF THE SARBANES-OXLEY ACT OF
2002





In
connection with the Quarterly Report of Education Realty Trust, Inc. (the
“Company”) on Form 10-Q for the period ended March 31, 2009, as filed with the
Securities and Exchange Commission on the date hereof (the “Report”), I, Paul O.
Bower, Chief Executive Officer of the Company, certify, in my capacity as an
officer of the Company, pursuant to 18 U.S.C. § 1350, as adopted pursuant to §
906 of the Sarbanes-Oxley Act of 2002, that:





(1)
            The
      Report fully complies with the requirements of Section 13(a) or 15(d) of
      the Securities Exchange Act of 1934;
and





(2)
            The
      information contained in the Report fairly presents, in all material
      respects, the financial condition and results of operations of the
      Company.





Date: May
8, 2009.




/s/
      Paul O. BowerPaul
      O. BowerPresident,
      Chief Executive Officer and
                  Chairman
      of the Board of Directors





In
accordance with SEC Release No. 34-47986, this Exhibit is furnished to the
SEC as an accompanying document and is not deemed “filed” for purposes of
Section 18 of the Securities Exchange Act of 1934 or otherwise subject to
the liabilities of that Section, nor shall it be deemed incorporated by
reference into any filing under the Securities Act of 1933.
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Exhibit 32.2

          CERTIFICATION PURSUANT TO 18 U.S.C. SECTION 1350, AS ADOPTED
            PURSUANT TO SECTION 906 OF THE SARBANES-OXLEY ACT OF 2002

In connection with the Quarterly Report of Terra Firma Technologies,  Inc. f/k/a
Highriver  Acquisition  Corporation  (the "Company") on Form 10-QSB for the year
ended June 30, 2006 as filed with the Securities and Exchange  Commission on the
date hereof (the "Report"),  I, Thomas W. Schlosser,  Chief Financial Officer of
the Company,  certify pursuant to 18 U.S.C. Section 1350, as adopted pursuant to
Section 906 of the Sarbanes-Oxley Act of 2002, that:

     (1) The Report fully  complies  with the  requirements  of Section 13(a) or
15(d) of the Securities Exchange Act of 1934; and

     (2)  the  information  contained  in the  Report  fairly  presents,  in all
material  respects,  the  financial  condition  and results of  operation of the
Company.

Date: July 30, 2007                          By: /s/ Thomas W. Schlosser
                                                --------------------------------
                                                Thomas W. Schlosser
                                                Chief Financial Officer


A signed  original of this  written  statement  required by Section 906 has been
provided to Terra Firma Technologies, Inc. f/k/a Highriver Acquisition Corp. and
will be retained by Terra Firma Technologies,  Inc. f/k/a Highriver  Acquisition
Corp. and furnished to the Securities and Exchange  Commission or its staff upon
request.
UNPUBLISHED

UNITED STATES COURT OF APPEALS

FOR THE FOURTH CIRCUIT

No. 18-1510

PATRICK CHRISTIAN,

 Plaintiff - Appellant,

v.

UNITED STATES OF AMERICA,

 Defendant - Appellee.

Appeal from the United States District Court for the Eastern District of Virginia, at 

Richmond. M. Hannah Lauck, District Judge. (3:16-cv-00901-MHL)

Submitted: August 16, 2018 Decided: August 20, 2018

Before WYNN and DIAZ, Circuit Judges, and SHEDD, Senior Circuit Judge.

Affirmed by unpublished per curiam opinion.

Patrick O. Christian, Appellant Pro Se.

Unpublished opinions are not binding precedent in this circuit.
2

PER CURIAM:

Patrick O. Christian appeals the district court’s order denying relief on his civil 

rights complaint. We have reviewed the record and find no reversible error. 

Accordingly, we affirm for the reasons stated by the district court. Christian v. United 

States, No. 3:16-cv-00901-MHL (E.D. Va. May 1, 2018). We dispense with oral 

argument because the facts and legal contentions are adequately presented in the 

materials before this court and argument would not aid the decisional process.

AFFIRMED
Farm Credit System Insurance Corporation

Statement of Financial Condition

December 31, 2009 and December 31, 2008 

(audited)

December 31

2009

December 31

2008

Assets

 Cash and Cash Equivalents $ 12,532,963 $ 61,991,616

 Investments in U.S. Treasury Obligations 2,933,269,905 2,588,889,577

 Accrued Interest Receivable 23,512,734 21,061,643

 Premiums Receivable 319,286,682 242,970,000

Total Assets $ 3,288,602,284 $ 2,914,912,836

Liabilities and Insurance Fund

 Accounts Payable and Accrued Expenses $ 905,873 $ 289,863

 Farm Credit Insurance Fund

 Allocated Insurance Reserve Accounts

 Allocated in 2003 39,888,431 39,888,431

 Allocated in 2009 165,432,087 0

 Unallocated Insurance Fund Balance 3,082,375,893 2,874,734,542

 Total Insurance Fund 3,287,696,411 2,914,622,973

Total Liabilities and Insurance Fund $ 3,288,602,284 $ 2,914,912,836
Farm Credit System Insurance Corporation

Statement of Revenue and Expense

For the Period Ended December 31, 2009

(audited)

Calendar Year To Date

December 31, 2009

Income

 Premiums $ 318,802,455

 Interest Income on Investments 57,330,733

 Loss on Disposition of Investments (4,408)

Total Income $ 376,128,780

Expenses

 Administrative Operating Expenses $ 3,055,341

Total Expenses $ 3,055,341

Net Income $ 373,073,439
Miakkar L. BROWN, Appellant, v. STATE of Florida, Appellee.

No. 4D19-574

District Court of Appeal of Florida, Fourth District.

[May 9, 2019]

**DECISION WITHOUT PUBLISHED OPINION**

*Affirmed.*
Kevin STUTTS, Appellant, v. STATE of Florida, Appellee.

Case No. 5D18-3255

District Court of Appeal of Florida, Fifth District.

Decision filed May 14, 2019

**DECISION WITHOUT PUBLISHED OPINION**

AFFIRMED.
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RTI International is a registered trademark and a trade name of Research Triangle Institute. www.rti.org

Introducing gobbli

Deep learning with text doesn’t have to be scary

Jason Nance

Data Scientist

RTI International

1
Using a State of the Art Model for Text Classification

2

Line Count: 0 101

Data Export Script

Data Export Script

(cont’d)

Shell Environment Script

108

Training Shell Script

142 167 187
Deep Learning: State of the Art

Best Scores on DBpedia Classification Benchmark*

 2015: Char-level CNN (https://arxiv.org/abs/1509.01626v3)

 2016: fastText (https://arxiv.org/abs/1607.01759v3), CNN/LSTM 

(https://arxiv.org/abs/1602.02373v2)

 2017: DPCNN (https://www.aclweb.org/anthology/papers/P/P17/P17-

1052/), M-ACNN (https://arxiv.org/abs/1709.08294v3)

 2018: ULMFiT (https://arxiv.org/abs/1801.06146v5)

 2019: BERT (https://arxiv.org/abs/1810.04805), MT-DNN 

(https://arxiv.org/abs/1901.11504), XLNet

(https://arxiv.org/abs/1906.08237)

3

* https://paperswithcode.com/sota/text-classification-on-dbpedia
The Problem: Hard-Coding for Benchmark Problems

4

https://gluebenchmark.com/leaderboard/
gobbli: A Uniform Interface for Text Deep Learning Models

5

User gobbli

Data

BERT

Output

fastText

...
gobbli: Library Design

6

Docker BERT fastText ...

Training Prediction Embeddings

Task

API

Users

Experiment

API

Experiment

Results
gobbli: Additional Features

Data Augmentation

7

• Word2Vec

• WordNet

• BERT Masked Language Model
gobbli: Additional Features

Document Windowing

8

BERT

BERT

P(pos) = 0.1

P(pos) = 0.1

P(pos) = 0.2

P(pos) = 0.9

P(pos) = 0.8

P(pos) = 0.5
gobbli: Benefits and Drawbacks

9

+ Cross-platform

+ Abstracts dependency

management

- Latency/overhead

+ Parallel/distributed training

- Experiment API only
Example Experiment Results

10
Example Experiment Results: Metrics

11

Metrics:

--------

Weighted F1 Score: 0.8806791429898766

Weighted Precision Score: 0.8806909370983464

Weighted Recall Score: 0.88068

Accuracy: 0.88068

Classification Report:

----------------------

precision recall f1-score support

neg 0.88 0.88 0.88 12500

pos 0.88 0.88 0.88 12500

accuracy 0.88 25000

macro avg 0.88 0.88 0.88 25000

weighted avg 0.88 0.88 0.88 25000
Example Experiment Results: Plot

12
Example Experiment Results: Errors Report

13

True Class: comp.os.ms-windows.misc

Predicted Class: sci.med (Probability: 0.97)

Text:

“My wife is a physiotherapist and she is looking for 

some cliparts of skeleton and male/female body. 

We're currently using Windows Draw which can 

import all kind of graphic formats. Therefore, 

anything will do. Please advise ...”
gobbli: Status and Next Steps

 Initial open source release on GitHub

– https://github.com/RTIInternational/gobbli/

– Models implemented: BERT, MT-DNN, USE, fastText, 

pytorch_transformers (XLNet, XLM, BERT, RoBERTa)

 Next steps:

– Support multilabel classification

– Helper module for downstream tasks using embeddings

– Helper module for exploratory descriptives

– Other bug fixes/enhancements requested by the 

community

14
Contact Information

Jason Nance

Data Scientist

RTI International

jnance@rti.org

15
Weighting and Variance Estimation Under Responsive Designs and Related 

Forms of Sample-Driven Resource Allocation for Complex Surveys 

John L. Eltinge (Bureau of Labor Statistics) 

With some notable exceptions, formal inference from complex sample data has 

traditionally been based on the premise that randomization mechanisms for resource 

allocation are determined a priori. This resource allocation may include several 

components, including sample selection; assignment of collection mode and 

interviewers; nonresponse follow-up; and re-interviews to evaluate measurement error 

properties. In practice, however, field-level decisions in the abovementioned areas 

often involve decisions that are not entirely determined a priori, and that may be based 

on paradata or other preliminary information available on some of the sample units. For 

the case of nonresponse follow-up, Groves and Heeringa 

(2006) and subsequent publications explored some of these decision processes under a 

“responsive design” framework, and suggested a number of ways in which to use this 

framework to improve the balance between data quality and cost. 

The current paper explores issues of weighting and variance estimation under a 

“responsive design” framework and related forms of sample-driven resource allocation. 

It places primary emphasis on methods based on extensions of standard analyses of 

data collected through two-phase or multi-phase sample designs. Three 

complementary approaches receive primary attention. These involve methods based 

on, respectively: (1) a set of randomized resource-allocation rules determined a priori; 

(2) conditioning on the observed paradata; or (3) integration with respect to the 

distributions induced by a superpopulation model for the paradata, as well as the 

randomization distribution induced by the original sample design. A simulation study 

illustrates some practical distinctions in results obtained through approaches (1) through 

(3), respectively.
IN THE UNITED STATES DISTRICT COURT

FOR THE NORTHERN DISTRICT OF TEXAS

DALLAS DIVISION

AMANDA U. AJULUCHUKU, )

Plaintiff, )

)

v. ) 3:06-CV-0311-K

) ECF

METRO ATLANTA AUTHORITY, )

Defendant. )

ORDER ACCEPTING FINDINGS, CONCLUSIONS AND RECOMMENDATION

OF THE UNITED STATES MAGISTRATE JUDGE

The United States Magistrate Judge made findings, conclusions and a recommendation in

this case. Plaintiff filed objections, and the District Court has made a de novo review of those

portions of the proposed findings and recommendation to which objection was made. The

objections are overruled, and the Court ACCEPTS the Findings, Conclusions and

Recommendation of the United States Magistrate Judge.

SO ORDERED this 21st day of March , 2006.

 s/Ed Kinkeade 

ED KINKEADE

UNITED STATES DISTRICT JUDGE

 

 Case 3:06-cv-00311-K Document 9 Filed 03/22/06 Page 1 of 1 PageID 33
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United States District Court

Northern District of California

UNITED STATES DISTRICT COURT

NORTHERN DISTRICT OF CALIFORNIA

FINJAN, INC.,

Plaintiff,

v.

CISCO SYSTEMS INC.,

Defendant.

Case No. 17-cv-00072-BLF (SVK)

ORDER DENYING PLAINTIFF 

FINJAN, INC.’S ADMINISTRATIVE 

MOTION TO FILE JOINT

STATEMENT OF DISCOVERY 

DISPUTE UNDER SEAL

Re: Dkt. No. 174

Before the Court is Plaintiff Finjan, Inc.’s Administrative Motion to File Under Seal. 

ECF 174. The motion seeks to seal limited portions of the parties’ Joint Statement of Discovery 

Dispute (ECF 175). Finjan seeks to seal these materials on the grounds that they quote from 

documents that Cisco Systems, Inc. (“Cisco”) has designated as “Highly Confidential —Attorneys’ 

Eyes Only” under the Protective Order in this case. However, Cisco has informed the Court that as the 

designating party, Cisco has reviewed the items lodged conditionally under seal and does not believe 

that they discuss confidential information with sufficient specificity to warrant exclusion from the 

public record. ECF 181. There is therefore no basis upon which to seal portions of the Joint Statement 

of Discovery Dispute. Finjan’s administrative motion to seal is therefore DENIED. Plaintiff shall file 

the unredacted version of these materials in the public record in accordance with Civil Local Rule 79-

5(e)(2).

SO ORDERED.

Dated: February 19, 2019

SUSAN VAN KEULEN

United States Magistrate Judge
EX PARTE Deandre COOPER

1170023 (CR-16-0903)

Supreme Court of Alabama.

November 9, 2017

**DECISION WITHOUT PUBLISHED OPINION**

Cert. denied.
Auction Expenditure 

Justification Report

Fiscal Year 2017
i

Cumulative Cash Receipts

(FYs 1994 - 2017)

$114.6 Billion 

FY 2017 Expenditures

$99.04 Million

0.09% 

Cumulative 

Expenditures 

(FYs 1994 - 2016)

$1.618 Billion 

1.41%

Cash Receipts is the total net winning bids collected for broader government use. Over a 24-year period, the average cash receipts per year is $4.8 Billion.

Cumulative Expenditures (FYs 1994 - 2016) does not include administrative cost of the Spectrum Credit Reform Program.
Compensation: (1100 – 1300 Budget Object Class Code 

(BOCC) Series)

1) Personnel Compensation

2) Personnel Benefits

3) Benefits for Former Personnel

Travel & Transportation of Persons: (2100 BOCC Series)

1) Domestic Travel

2) Foreign Travel

3) Leased Passenger Vehicles

Transportation of Things: (2200 BOCC Series)

1) Parcel Post

2) Non-Passenger GSA & Commercial Truck

Rent, Communications, Utilities, and Mail: (2300 BOCC Series)

1) GSA Space Rent

2) Non-GSA Space Rent

3) Non-GSA Telephone/Fax

4) GSA Telephones

5) Mail Services – Postage

6) Gas/Electric/Other Utilities

7) Messenger Services

8) Other Equipment Rental

9) Copier Rental

Printing and Reproduction: (2400 BOCC Series)

1) Printing/Reproduction

2) Printing/Binding/Federal Register

Other Contractual Services: (2500 BOCC Series)

1) Contracts Services – Non Federal

2) ADP* Retrieval Service

3) Training/Tuition/Fees

4) Security Investigations – Federal

5) Interagency Contracts

6) Space Repair/Interior/Exterior

7) ADP* Software Maintenance

8) ADP* Equipment Maintenance

9) Repair Office Equipment/Furniture

10) ADP* Service Contracts

Supplies and Materials: (2600 BOCC Series)

1) Supplies & Materials

2) Periodicals & Subscriptions

Equipment: (3100 BOCC Series)

1) Technical Equipment

2) ADP* Equipment 

3) ADP* Software

4) Office Furniture/Equipment

5) Telecommunications Equipment

6) Books

ii *Automated Data Processing
iii

Budget 

Object 

Class Code Expenditures

11 Personnel Compensation $26,482,076

12 Personnel Benefits 7,890,310

13 Benefits for Former Personnel 6,255

21 Travel and Transportation of Persons 252,422

22 Transportation of Things 32,811

23 Rents, Communications, Utilities, and Mail 8,020,701

24 Printing and Reproduction 175,176

25 Other Contractual Services 52,180,637

26 Supplies and Materials 3,267,329

31 Equipment 732,499

TOTAL1 $99,040,218

Budget Object Class Code Description

SPECTRUM AUCTIONS PROGRAM EXPENDITURES REPORT

1Does not include obligations for Spectrum Credit Reform Program Administrative Costs to support loan activities. These activities are funded 

from the General Fund of Treasury as provided in the Credit Reform Act. 

Fiscal Year 2017
<PAGE>

                                  EXHIBIT 32.0

                           SECTION 1350 CERTIFICATIONS

Each of the undersigned Chief Executive Officer and Chief Financial Officer of
Prudential Bancorp, Inc. of Pennsylvania (the "Registrant") hereby certifies
that the Registrant's Form 10-Q for the quarter ended December 31, 2005 fully
complies with the requirements of Section 13(a) or 15(d) of the Securities
Exchange Act of 1934 and that the information contained therein fairly presents,
in all material respects, the financial condition and results of operations of
the Registrant.


                                    /S/ THOMAS A. VENTO
                                    -------------------------------------------
                                    NAME: THOMAS A. VENTO
                                    TITLE: PRESIDENT AND CHIEF EXECUTIVE OFFICER


DATE:  FEBRUARY 14, 2006


                                    /S/ JOSEPH R. CORRATO
                                    -------------------------------------------
                                    NAME: JOSEPH R. CORRATO
                                    TITLE: EXECUTIVE VICE PRESIDENT AND CHIEF
                                             FINANCIAL OFFICER


DATE:  FEBRUARY 14, 2006


A signed original of this written statement required by Section 906 of the
Sarbanes-Oxley Act has been provided to Prudential Bancorp, Inc. of Pennsylvania
and will be retained by Prudential Bancorp, Inc. of Pennsylvania and furnished
to the Securities and Exchange Commission or its staff upon request.
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