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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109788	ENR	Ed M Moreno	1994-11-20	UHC-32630-39	4806532070	1636 Lake View Rd, Gilbert, AZ, 85233	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105093	ENR	Janice Thompson	1946-04-25	UHC-84391-77	9724900698	5739 Camelback Rd, Los Angeles, CA, 90072	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125633	ENR	Robert Myerrs	1983-02-02	UHC-48943-31	2696268781	4724 Broadway # 449, San Diego, CA, 92161	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-407371	CLM	Jeremy Harvey	1965-06-25	UHC-56546-03	—	3677 Pine Dr, Houston, TX, 77046	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126847	ENR	Timothy N Scott	1949-07-22	UHC-53573-98	2379101779	449 Palm Dr, Nashville, TN, 37295	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
CLM-415496	CLM	Omar Rios	1949-12-16	UHC-84757-69	—	—	0.76	Name re-cased Member ID reformatted Email lower-cased Gender normalised+2 more
ENR-108695	ENR	Deborah Riley	1947-04-26	UHC-04886-80	4786461002	1951 Lincoln Way, Atlanta, GA, 30315	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-127874	ENR	Juan Q Dean	1979-07-12	UHC-22298-86	9192093811	7400 Church St, Glendale, AZ, 85376	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400961	CLM	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	—	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-62507	TPA	Aliice Collins	1986-05-23	UHC-40643-26	—	2282 Jefferson Ave, San Antonio, TX, 78219	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-21596	PRV	Kevin Payne	1968-05-07	UHC-53463-33	8209362751	8737 Desert Sky Blvd, Seattle, WA, 98125	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-124096	ENR	Joan X Anderson	1968-07-17	UHC-17288-64	3468447514	3501 Washington St, Orlando, FL, 32868	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-21635	PRV	Jack Ortiz	1957-12-15	UHC-23081-51	9454820627	—	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-124129	ENR	Doris Peterson	1989-06-09	UHC-66405-87	3279484498	5401 Desert Sky Blvd, Fresno, CA, 93753	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-417868	CLM	Andrea Hanson	1971-11-09	UHC-89587-64	5337465441	8510 Camelback Rd, Plano, TX, 75012	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110113	ENR	Frank Lynch	1967-08-12	UHC-82691-28	6449173025	6689 Cedar Ln, Nashville, TN, 37227	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104481	ENR	Kenneth Kim	1955-01-24	UHC-27807-22	4336800687	4182 Sage Ct, Minneapolis, MN, 55420	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139368	ENR	Noah E Salazar	2006-01-25	UHC-77146-22	5995719198	1356 Meadow Ln, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-100937	ENR	Abby H Simmons	1953-06-10	UHC-39038-39	8013629545	749 Canyon Rd # 918, Jacksonville, FL, 32209	0.76	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-111035	ENR	Gloria F Harris	1969-08-10	UHC-01858-54	9615810780	1664 Union St, San Diego, CA, 92154	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130837	ENR	Arjun Howell	1993-05-11	UHC-84566-92	8139412648	1436 River Rd, Scottsdale, AZ, 85279	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-104209	ENR	Amber G Crawford	1975-09-17	UHC-14042-03	7859549050	3333 Oak St, Dallas, TX, 75269	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118848	ENR	Beverly Catrer	2005-11-19	UHC-43033-91	5253760206	1205 Church St, Atlanta, GA, 30351	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-411496	CLM	Edward Ward	1939-08-01	UHC-15071-61	4403600369	4128 Washington St, Atlanta, GA, 30301	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139866	ENR	Teresa K Nichols	1972-11-27	UHC-77159-82	3515251490	9831 Willow Ct, Gilbert, AZ, 85276	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-142251	ENR	Teersa J Hoffman	1969-07-13	UHC-68629-56	5417593513	2386 Cedar Ln, Tampa, FL, 33654	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-105065	ENR	Joyce B Sanchez	1955-04-11	UHC-08012-65	5936663259	48 Mesa Dr, Seattle, WA, 98125	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-401491	CLM	Marcus F Mendez	1998-01-10	UHC-43400-14	7578791239	878 Camelback Rd, Chandler, AZ, 85287	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116048	ENR	Albert J Smith	1976-12-05	UHC-58594-50	5742535441	2107 Harbor Blvd, Mesa, AZ, 85213	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-57237	TPA	Judith Obrien	1942-09-19	UHC-60232-99	—	3631 Highland Ave, Tempe, AZ, 85233	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-134768	ENR	Ralph G Estrada	1976-01-02	UHC-70370-72	9007198209	4738 Canyon Rd, Tempe, AZ, 85272	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106948	ENR	Christine R Hicks	1996-10-24	UHC-78226-48	3089776609	4361 Canyon Rd, Scottsdale, AZ, 85277	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-113138	ENR	Andrea I Dunn	2002-10-27	UHC-34701-36	6572983550	2900 Elm St, Minneapolis, MN, 55410	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429083	CLM	Diaana Hunter	1979-08-04	UHC-94261-15	3552938225	5523 Central Ave, Tampa, FL, 33646	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-421904	CLM	Ryan Burke	2001-08-12	UHC-76409-12	3333786791	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-124472	ENR	Deborah G Simpson	1939-04-23	UHC-69380-61	3967030866	5622 Forest Ave, Nashville, TN, 37285	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-415052	CLM	Albert Hall	1981-10-24	UHC-09057-91	4889737661	—	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+2 more
CLM-413896	CLM	Mason Vasquez	1967-05-27	UHC-71588-63	—	3053 Central Ave, Los Angeles, CA, 90066	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427469	CLM	Jacob Mitchell	1981-05-21	UHC-54026-38	—	9611 Bayshore Dr, Houston, TX, 77028	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110290	ENR	Russell Hunt	1961-09-13	UHC-20464-99	—	6588 Highland Ave, Tampa, FL, 33604	0.76	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112988	ENR	Denise Stephens	1995-08-16	UHC-99350-16	9146849485	2140 Baseline Rd, Tucson, AZ, 85752	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-411699	CLM	Elijah Garza	1955-08-02	UHC-38088-77	3632254182	5045 Broadway, Eden Prairie, MN, 55350	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+2 more
CLM-404975	CLM	Jack Marshall	1963-06-13	UHC-15423-91	—	4285 Main St, Mesa, AZ, 85263	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140836	ENR	Theresa H Yang	1991-04-03	UHC-56920-82	3749490510	6217 Bayshore Dr # 271, Plano, TX, 75085	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-101516	ENR	Emma Vasquez	1986-08-05	UHC-95934-32	9193075499	1098 Market St, Dallas, TX, 75249	0.76	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-101448	ENR	Camila G Austin	2001-05-25	UHC-06304-18	2912087511	3279 Sage Ct, Mesa, AZ, 85223	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-404143	CLM	Camila Alvarado	1977-07-19	UHC-49908-53	—	2575 Park Pl, Charlotte, NC, 28201	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-103140	ENR	Sharon Hunt	1954-12-21	UHC-41456-76	9709168811	2580 Camelback Rd, Atlanta, GA, 30337	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-122407	ENR	Jonathan J McCoy	2004-02-18	UHC-44827-80	—	4382 Church St, Orlando, FL, 32852	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-127178	ENR	Russell Hart	1977-05-15	UHC-76703-06	8748342799	6357 Cedar Ln, Dallas, TX, 75218	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 86 of 155Previous Next