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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111914	ENR	Christine D Barnes	2006-01-22	UHC-70917-32	5322633861	5821 Washington St, Columbus, OH, 43290	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-119744	ENR	Laura Watkins	1961-02-15	UHC-86062-54	2947284413	2762 Willow Ct Apt 17, Mesa, AZ, 85231	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-113586	ENR	Julia S Nguyen	1969-11-02	UHC-27419-79	4658031478	5776 Meadow Ln Apt 20, Charlotte, NC, 28293	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-127727	ENR	Katherine V Wagner	1962-05-06	UHC-22531-13	7622018414	1301 Ocean Ave, Columbus, OH, 43273	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-136373	ENR	Doris X James	1957-05-03	—	5085601226	1527 Elm St, Plano, TX, 75087	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-134771	ENR	Alan Smith	2004-11-04	UHC-62253-64	9226668786	8017 Highland Ave, Glendale, AZ, 85346	0.46	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-127192	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	4078082756	326 Willow Ct, Houston, TX, 77049	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101177	ENR	Kenneth Valdez	2007-03-07	UHC-31713-51	8025418269	8917 Apache Blvd, Fresno, CA, 93719	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130849	ENR	Ryan Howard	1976-12-22	UHC-33587-02	4484202585	6625 Market St, Dallas, TX, 75230	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117122	ENR	Brian Peterson	1984-01-16	UHC-97293-31	6976198015	1670 Market St, Plano, TX, 75009	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-132165	ENR	Heather Q Moreno	1963-08-07	UHC-49093-34	8734612717	2841 Lake View Rd, San Diego, CA, 92191	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-109432	ENR	Richard R Medina	1988-06-20	UHC-01593-38	5669552739	9218 Highland Ave, Eden Prairie, MN	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-142550	ENR	Jeffrey J Edwards	1993-02-09	UHC-98325-80	9718937258	4979 Bayshore Dr, Plano, TX, 75032	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113205	ENR	Debra Rojas	1943-07-15	UHC-41714-20	7817565985	8068 Meadow Ln, Tampa, FL, 33688	0.46	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+5 more
ENR-126585	ENR	Logan Park	1943-12-09	UHC-39537-44	5322791353	8579 Highland Ave, Sacramento, CA, 95884	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-109842	ENR	Evelyn Aguilar	1950-07-13	UHC-87143-55	7835865413	2316 Ridge Rd, Tampa, FL, 33637	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134132	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.46	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
ENR-101756	ENR	Arjun Gardner	1987-08-28	UHC-24635-15	4878303467	7270 Bayshore Dr, Denver, CO	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128863	ENR	Walter Q Porter	1954-07-21	UHC-68877-75	4745678988	8571 Lincoln Way, Tempe, AZ, 85253	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-128862	ENR	Walter Q Porter	1954-07-21	UHC-68877-75	4745678988	8571 Lincoln Way, Tempe, AZ, 85253	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-112473	ENR	Ruth U Larsun	1960-08-11	UHC-12479-78	5659225745	1086 Forest Ave, Denver, CO, 80224	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117844	ENR	Gerald H Silva	1976-09-23	UHC-54444-80	2935575873	3638 Valley View Dr, San Antonio, TX, 78284	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-141739	ENR	Lucia I Robertson	1985-09-01	UHC-90498-98	5993145405	4263 Cedar Ln, Tempe, AZ, 85289	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-116972	ENR	Greg Washington	1972-09-15	UHC-30230-14	4474142347	9052 Forest Ave, San Diego, CA, 92177	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-135601	ENR	Marilyn R Sullivan	1952-05-20	UHC-59465-80	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-124097	ENR	Emily Boyd	1998-06-24	UHC-29831-34	—	547 Willow Ct, Tucson, AZ	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
ENR-101232	ENR	John Z Taylor	1971-08-28	UHC-19378-10	4673857651	8613 Washington St, Atlanta, GA, 30374	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-129857	ENR	Emily E Obrien	2007-07-06	UHC-25966-27	3733177257	3702 Elm St, Los Angeles, CA, 90067	0.46	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-141812	ENR	Arthur I Simpson	1989-03-06	UHC-42939-64	9104017402	7971 Indian School Rd, Dallas, TX, 75222	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-133600	ENR	Daniel A Ortiz	2005-03-05	UHC-04338-14	8989372565	6892 Mesa Dr, Gilbert, AZ, 85208	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128578	ENR	Carolyn M Santiago	2007-03-10	UHC-51828-36	2826262585	4033 Hillcrest Rd, Phoenix, AZ, 85083	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-114976	ENR	Mateo Medina	1950-03-15	UHC-80796-72	7749530209	5639 Willow Ct, Sacramento, CA, 95805	0.46	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-114975	ENR	Mateo Medina	1950-03-15	UHC-80796-72	7749530209	5639 Willow Ct, Sacramento, CA, 95805	0.46	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101153	ENR	Timothy Kelly	1989-07-01	UHC-36460-96	4893100129	2193 Mountain View Dr, Seattle, WA	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101814	ENR	Benjamin Harris	1978-11-02	UHC-55813-93	7414289056	1764 Mountain View Dr, Las Vegas, NV	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-102408	ENR	Cynthia I Wagner	1967-01-07	UHC-51467-91	3445432646	5775 Park Pl, Orlando, FL	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127875	ENR	Mike Simmons	1978-04-13	UHC-43803-76	7855554793	7323 Park Pl, Dallas, TX, 75206	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-116715	ENR	Cheryl Carr	1953-08-27	—	2346211532	1857 Valley View Dr, Scottsdale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-115512	ENR	Arjun Davis	1957-09-09	UHC-79014-99	5769585063	6398 Union St, Denver, CO, 80281	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131978	ENR	Rachel C Lawson	1942-03-23	UHC-27077-99	2048265282	8742 Pine Dr, Houston, TX, 77087	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133326	ENR	Ralph K Medina	1953-12-04	UHC-86664-23	6277254859	7492 Palm Dr, Tucson, AZ	0.46	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-121990	ENR	Santiago Patterson	1960-06-28	UHC-88650-70	5913420133	9129 Ocean Ave, Tampa, FL	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117861	ENR	Bowman K Deborah	1967-01-01	UHC-46233-98	7667150145	5150 Sage Ct, Fresno, CA	0.46	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-109246	ENR	Gaorge Y Hanson	1964-01-16	UHC-53382-18	8286846877	3568 Elm St, San Antonio, TX, 78229	0.46	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+5 more
ENR-132959	ENR	Julia U Foster	1946-01-02	UHC-42461-59	6218834441	8175 Ocean Ave # 765, Plano, TX, 75063	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-135737	ENR	Jeremy Y Collins	1962-05-15	UHC-91689-83	9799145986	5358 Lake View Rd Apt 31, Tempe, AZ, 85219	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-137374	ENR	Priya G Shaw	1955-04-20	UHC-27495-29	8404220769	2837 Sage Ct Apt 10, Miami, FL, 33173	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-106276	ENR	Grace Sanchez	1964-06-17	UHC-94978-64	8742315927	551 Grand Ave, San Diego, CA, 92136	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-129516	ENR	Kevin Y Marshall	1997-04-04	UHC-22454-97	7714690933	8744 Lake View Rd, Gilbert, AZ, 85259	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124135	ENR	Kenneth W Lawrence	1965-08-19	UHC-46680-27	8128836722	9367 Grand Ave Apt 11, Seattle, WA, 98160	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

4,296 rows, page 11 of 86Previous Next