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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132543	ENR	Alan Obrien	1961-03-02	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124261	ENR	Carlos J Singh	1970-03-06	UHC-46865-24	7497157066	6180 Park Pl, Phoenix, AZ, 85085	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106389	ENR	Lucia W Simmons	2004-04-01	UHC-50716-66	9276652851	696 Valley View Dr, Jacksonville, FL, 32286	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108705	ENR	Harrison Elizabeth	1965-09-25	UHC-17943-36	4235550063	1400 Lake View Rd, Austin, TX, 78788	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129514	ENR	Jonh N Lynch	2002-02-23	UHC-31180-51	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110668	ENR	Bryan Z Sanders	1976-04-21	UHC-11135-76	7023817340	1169 Market St, Orlando, FL, 32817	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108468	ENR	Sophia H Marquez	1986-09-01	UHC-21684-62	4003906829	6786 Meadow Ln, Fresno, CA, 93755	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102923	ENR	Alan Y Gomez	1970-09-14	UHC-96329-04	4996750420	4112 Central Ave, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131622	ENR	Johny Weber	1948-05-24	UHC-69576-96	6656597999	2499 Palm Dr # 587, Dallas, TX, 75298	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110384	ENR	Noah Edwards	1972-07-04	UHC-12310-14	9478814147	7980 Baseline Rd, Houston, TX, 77075	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126709	ENR	Christopher Z Ortega	2006-06-19	UHC-06039-73	6253350169	9815 Bayshore Dr, Charlotte, NC, 28268	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137822	ENR	Peter Valdez	1939-10-02	UHC-67988-31	3224704354	4179 River Rd, Charlotte, NC, 28202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103007	ENR	Edward B Phillips	1958-07-15	UHC-27722-99	5498414449	8139 Sage Ct, San Diego, CA, 92192	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119150	ENR	Kenneth O Kelly	1986-08-06	UHC-11634-34	5334640680	3483 Hillcrest Rd, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108486	ENR	Eric T Long	1956-11-04	UHC-21628-91	6068197313	4296 River Rd, San Antonio, TX, 78273	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118627	ENR	Benjamin G Smith	1981-08-28	UHC-44653-98	4526151935	8827 Apache Blvd, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125320	ENR	Daniel C Shaw	1959-08-15	UHC-67570-57	3584590787	9881 Pine Dr, Scottsdale, AZ, 85259	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120877	ENR	Christopher O Freeman	1977-06-08	UHC-34571-07	3706933421	8397 Oak St, Chandler, AZ, 85260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101020	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105408	ENR	Maria Dunn	1964-08-17	UHC-04782-32	—	3948 Hillcrest Rd, Fresno, CA, 93772	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134618	ENR	Hulmes U Arthur	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131914	ENR	Isabella V Adams	—	—	5678714566	5521 Church St, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-140922	ENR	Marcus M Nelson	1990-02-05	UHC-78032-35	5155676352	1732 Park Pl, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130708	ENR	Lauren Coooper	1986-09-13	UHC-35857-72	4182089953	5928 Church St, Denver, CO, 80224	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119505	ENR	Nicholas Sanders	1969-05-21	UHC-97380-06	3324088907	1501 River Rd, Tampa, FL, 33670	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133380	ENR	Daniel G Wallace	1940-04-15	UHC-64775-97	9793286812	8459 Lake View Rd, Orlando, FL, 32853	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114244	ENR	Jacqueline F Florres	1938-12-16	UHC-03070-53	4285278069	8553 Spring St, Tampa, FL, 33668	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120219	ENR	Natalie X Hughes	1940-07-03	UHC-87123-66	6842252901	4686 Sage Ct, Chandler, AZ, 85237	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110314	ENR	Ahmed Vea	1991-05-16	UHC-71140-57	3914332193	1975 Jefferson Ave Apt 1, San Diego, CA, 92114	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-111013	ENR	Maria Gonzales	2000-01-19	UHC-95621-18	—	1866 Ridge Rd, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123217	ENR	Joyce Bryant	1964-12-20	UHC-28974-37	2048651733	8094 Central Ave, Austin, TX, 78739	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-116173	ENR	Kevin Hernandez	1969-07-03	UHC-94068-18	—	7438 Ridge Rd, Minneapolis, MN, 55473	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103424	ENR	Yuki J Herrera	1996-01-20	UHC-52366-24	8004292011	301 Elm St Apt 4, San Diego, CA, 92148	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-126843	ENR	Sandra Jackson	2003-05-16	UHC-07540-32	7869133115	531 Church St, Chandler, AZ, 85266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136897	ENR	Virginia Scott	2005-05-02	UHC-38514-70	9472393656	9105 Hillcrest Rd, Seattle, WA, 98194	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111101	ENR	Zachary E Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-135435	ENR	Edward Y Price	1962-04-01	UHC-03850-62	—	5897 Elm St, Seattle, WA, 98155	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120171	ENR	Amy Lawrence	2003-09-23	UHC-73297-66	5037589751	2012 Mountain View Dr, Denver, CO, 80247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120172	ENR	Amy Lawrence	2003-09-23	UHC-73297-66	5037589751	2012 Mountain View Dr, Denver, CO, 80247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104493	ENR	Arthur W Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX, 78220	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-112240	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112239	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140671	ENR	Heather F Riichardson	1969-03-25	UHC-54395-94	8869454716	9049 Church St, Glendale, AZ, 85303	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-138030	ENR	Peter F Garrett	1989-03-09	UHC-36432-76	6724364168	6303 Church St, Orlando, FL, 32831	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141448	ENR	Diego Y Sanchez	1990-08-07	UHC-73735-25	6954819169	6419 Camelback Rd, Denver, CO, 80202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130620	ENR	Ralph U Montgomery	—	UHC-96182-31	5347781514	887 Washington St, Minneapolis, MN, 55430	0.62	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-114192	ENR	Kevin Hill	1984-11-28	UHC-54389-99	—	5466 Lincoln Way, Nashville, TN, 37215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113559	ENR	Gabriel Padilla	2007-08-22	UHC-42797-52	4564186944	7856 Ocean Ave, Fresno, CA, 93786	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-113560	ENR	Kelly H Austin	1968-02-12	UHC-69850-74	6125634758	5716 Baseline Rd Apt 2, Mesa, AZ, 85214	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134704	ENR	Susan V Bradley	1938-04-27	UHC-85039-25	3188670480	7748 Forest Ave, Scottsdale, AZ, 85241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 164 of 532Previous Next