Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130860	ENR	Ethan K Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130846	ENR	Bruce T Graham	1938-04-24	UHC-62566-62	7747627572	5761 Elm St, Tampa, FL, 33641	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126910	ENR	George Rios	1946-03-27	UHC-14932-67	9444237590	514 Park Pl, Atlanta, GA, 30342	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126425	ENR	Santiago B Robertson	2005-09-25	UHC-96558-10	5973378221	915 Canyon Rd, Minneapolis, MN, 55461	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116895	ENR	Beverly Z Austin	2000-02-11	UHC-48975-69	4548622635	1700 Broadway, Houston, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112357	ENR	Jonathan G Gardner	1959-12-22	UHC-56406-57	2607069786	4766 Canyon Rd, Dallas, TX, 75244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133126	ENR	Benjamin V Stone	1986-11-28	UHC-33045-31	8237057406	8811 Palm Dr, Tampa, FL, 33645	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104921	ENR	John S Howarrd	1966-05-09	UHC-29863-30	4729471098	1195 Washington St, Chandler, AZ, 85235	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110354	ENR	Amber O Lucas	1947-09-14	UHC-43598-38	5268217032	5039 Sage Ct, Plano, TX, 75058	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132322	ENR	Scott M Singh	2006-10-16	UHC-17288-43	7792045030	1717 Hillcrest Rd, Sacramento, CA, 95833	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+2 more
ENR-116124	ENR	Vicky O Ross	1978-06-16	UHC-40023-82	—	8429 Camelback Rd, Dallas, TX, 75251	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100726	ENR	Harold X Carter	1939-02-03	UHC-55890-56	7154045081	162 Washington St, Fresno, CA, 93793	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109117	ENR	Matthew T Boyd	1958-07-07	UHC-83312-34	4097702834	3756 Oak St, Charlotte, NC, 28222	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119616	ENR	Karen E Reid	2007-11-19	UHC-85538-22	9656575043	8686 Bayshore Dr, Sacramento, CA, 95851	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-100388	ENR	Jeremy I Harrison	1957-08-11	UHC-54876-15	5879606942	6148 Church St, Nashville, TN, 37262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136275	ENR	Saan F Richards	1989-11-17	UHC-18538-26	7137346385	7133 Apache Blvd, Nashville, TN, 37244	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131557	ENR	Jean D Black	1959-10-05	UHC-94600-18	8908104685	1446 Ocean Ave, Dallas, TX, 75218	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138742	ENR	Frances N Bryant	1943-02-02	UHC-29333-35	8047377186	1254 Jefferson Ave, Tampa, FL, 33688	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123371	ENR	Kyle N Little	1981-04-02	UHC-41641-85	7353297918	8371 Central Ave, Austin, TX, 78739	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108621	ENR	Lawrence C McCoy	1942-02-13	UHC-01591-86	—	5429 Highland Ave, San Diego, CA, 92165	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131110	ENR	Grace Fox	1954-12-21	UHC-47709-74	2858574540	6789 River Rd, Mesa, AZ, 85287	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113005	ENR	Catherine Harper	2000-10-15	UHC-66620-68	7772128887	5487 Ridge Rd, Charlotte, NC, 28223	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123187	ENR	David Andrews	1950-09-02	UHC-01919-18	6954009348	3567 Sunset Blvd, Jacksonville, FL, 32215	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115055	ENR	Benjamin W Montgomery	2002-01-13	UHC-43755-64	5834695218	1185 Central Ave, Glendale, AZ, 85306	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-118652	ENR	Helen Griffin	1980-06-25	UHC-02984-29	4259373808	543 Mesa Dr, Houston, TX, 77091	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-120709	ENR	Randy Marshall	2007-12-17	UHC-21917-14	5213290907	1355 Harbor Blvd, Los Angeles, CA, 90048	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111826	ENR	Larry J Fernandez	1972-09-02	UHC-38692-68	8608560597	8745 Pine Dr, Minneapolis, MN, 55452	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131554	ENR	Kayla Harper	1988-04-19	UHC-73768-30	4572323780	6492 Desert Sky Blvd, Denver, CO, 80282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115005	ENR	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-125758	ENR	Bryan Walker	1962-11-10	UHC-62381-32	8027789037	385 Oak St, Miami, FL, 33144	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128804	ENR	Paul G Perez	1954-11-15	UHC-31595-01	4728829130	7031 Lincoln Way, Sacramento, CA, 95843	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-114018	ENR	James Ellis	1954-09-19	UHC-94888-30	3738247195	7848 Lincoln Way, Dallas, TX, 75238	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108803	ENR	Gloria Stone	1965-04-03	UHC-46016-18	—	6617 Camelback Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115517	ENR	Jesse Wang	1988-07-14	UHC-90040-34	8559966831	1755 Park Pl, San Diego, CA, 92165	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108218	ENR	Dylan Reid	2002-07-28	UHC-31001-11	4323685107	6707 Meadow Ln, Atlanta, GA, 30345	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116349	ENR	Ethan Torres	1965-03-17	UHC-32591-84	5163789367	7779 Maple Ave, Columbus, OH, 43224	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107608	ENR	Pamela U Jordan	1982-06-16	UHC-28186-78	8656907925	2690 Highland Ave, Phoenix, AZ, 85048	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102882	ENR	Sue S Evans	1960-06-17	UHC-39153-49	8418939686	7457 Baseline Rd, Scottsdale, AZ, 85219	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-119977	ENR	Terry B Cook	1939-02-17	UHC-00473-96	9575516245	8711 Jefferson Ave, San Antonio, TX, 78229	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118051	ENR	Kathy Watson	1987-02-25	UHC-86604-74	—	4507 Baseline Rd, Scottsdale, AZ, 85244	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118493	ENR	Mary Owens	1943-01-19	UHC-31683-52	6479082878	726 Sunset Blvd, Atlanta, GA, 30394	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115161	ENR	Carolyn Fowler	—	UHC-37744-40	8333955010	4224 Union St, Seattle, WA, 98190	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-137273	ENR	William Bradley	1938-04-02	UHC-47454-98	5688906057	766 Spring St, Tempe, AZ, 85227	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-133893	ENR	Megan Aguilar	1961-12-14	UHC-68242-45	6442180668	9855 Spring St, Orlando, FL, 32832	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-109593	ENR	Madison L Nguyen	1989-05-15	UHC-11426-92	4865458324	4028 Meadow Ln, Phoenix, AZ, 85085	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130711	ENR	Sophia R Marshall	1957-03-07	UHC-72533-20	8438846758	1482 Main St # 320, Mesa, AZ, 85229	0.64	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+2 more
ENR-103406	ENR	Sofia R Thompson	1996-04-08	UHC-38712-64	9865439743	2692 Apache Blvd, Fresno, CA, 93755	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141287	ENR	Austin Y Morris	1981-05-07	UHC-43840-28	8074622655	7351 Jefferson Ave, Austin, TX, 78727	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111359	ENR	Kathryn N Singh	1939-06-05	UHC-98979-33	7934410431	8283 Cedar Ln, Austin, TX, 78767	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111861	ENR	Diego N Meyer	1940-12-11	UHC-53460-61	6215916860	492 Oak St, Phoenix, AZ, 85077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more

4,309 rows, page 45 of 87Previous Next