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-126636	ENR	Angela Romero	1988-04-27	UHC-21428-28	7156003594	1730 Hillcrest Rd, Phoenix, AZ, 85077	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113336	ENR	Benjamin R Guerrero	1983-12-14	UHC-15470-67	—	7051 Central Ave # 523, Fresno, CA, 93731	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125859	ENR	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	2499 Elm St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125924	ENR	George E Padilla	1946-10-19	UHC-72130-12	9617463014	6800 Central Ave, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116597	ENR	Mark J Clark	1939-01-17	UHC-77659-24	3398161429	5557 Meadow Ln # 161, Sacramento, CA, 95837	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120214	ENR	Sofia I Lopez	1997-04-09	UHC-91834-08	6672772546	5094 Mesa Dr # 325, Gilbert, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137260	ENR	Jeremy Green	1999-09-19	UHC-75643-38	2804977407	638 Meadow Ln, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142168	ENR	Mateo Coleman	1985-03-04	UHC-67652-54	4494680986	2214 Central Ave, Sacramento, CA, 95826	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114570	ENR	Henry Peters	1946-04-15	UHC-24087-69	2908779119	7036 Central Ave, Tempe, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-138037	ENR	Rachel Lopez	1988-02-12	UHC-33532-68	5638886399	4269 Market St, Columbus, OH, 43209	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104075	ENR	Arthur P Schulltz	1979-11-14	UHC-88993-69	5219637228	7879 Forest Ave, Seattle, WA, 98192	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-137391	ENR	Heather Evans	1974-02-07	UHC-73056-65	—	2793 Elm St, Atlanta, GA, 30316	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117139	ENR	Andrew I Reid	1969-12-25	UHC-10002-80	9368264425	3112 Meadow Ln, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106788	ENR	Jacqueline Williams	1962-04-22	UHC-76657-21	3746730146	949 Lake View Rd, Tampa, FL, 33659	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107590	ENR	Jack V Armstrong	1965-07-16	UHC-92872-24	2577559969	9598 Oak St, Atlanta, GA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101862	ENR	Daniel P Lee	1956-02-05	UHC-13842-70	5797499867	8813 Palm Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138663	ENR	Anthony Hudson	1950-11-25	UHC-90438-50	4684483691	4131 Baseline Rd, Charlotte, NC, 28221	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106352	ENR	Brown Diana	1946-05-23	UHC-33049-18	5719152190	6494 Central Ave, Houston, TX, 77015	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108199	ENR	Christopher George	1968-08-04	UHC-66684-75	9598481439	6132 Canyon Rd, Phoenix, AZ, 85033	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104021	ENR	Alice U Carroll	1948-06-15	UHC-43843-49	5218900456	6738 Oak St, Mesa, AZ, 85272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-111119	ENR	Daiel Menodza	1952-12-24	UHC-41060-11	2149895484	1278 Mesa Dr, Atlanta, GA, 30374	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107955	ENR	Elizabeth N Sanders	1955-07-26	UHC-72782-19	6746130166	7759 Sunset Blvd, Atlanta, GA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-140901	ENR	Yuki Webb	1948-10-21	UHC-25530-28	5104100495	8823 Washington St, Columbus, OH, 43297	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126141	ENR	Keitth Salazar	2005-05-19	UHC-87404-77	7452698727	1828 Market St, Denver, CO, 80253	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138122	ENR	Stephanie N Ruiz	1960-09-07	UHC-02243-45	5248700134	7665 Mesa Dr, Los Angeles, CA, 90093	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-118183	ENR	Ryan Wayne	1988-04-16	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125726	ENR	Abby Stewart	1950-11-04	UHC-23233-80	2465601392	3674 Harbor Blvd, Orlando, FL, 32894	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-112302	ENR	Mateo F Padilla	1938-04-21	UHC-63917-46	2684978011	8385 Forest Ave, San Diego, CA, 92113	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105398	ENR	Magaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr Apt 35, Denver, CO, 80260	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104113	ENR	Jesse Willis	1979-10-02	UHC-62058-95	2529526326	3195 Mesa Dr, Las Vegas, NV	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107299	ENR	Olivia Mason	2005-01-07	UHC-90490-25	7237419526	9078 Sunset Blvd, Tucson, AZ, 85770	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-102368	ENR	Elijah J Burke	1962-02-27	UHC-82583-53	—	5337 Park Pl, Scottsdale, AZ, 85277	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-141197	ENR	Alice Snyder	1981-06-05	UHC-65139-66	5149107994	9272 Palm Dr, Los Angeles, CA, 90003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113894	ENR	Randy Daniels	1945-06-11	UHC-90910-84	3882163376	4653 Highland Ave Apt 27, Austin, TX, 78748	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126433	ENR	Betty M Barens	1961-10-15	UHC-67824-46	5049354840	5988 Ocean Ave, Plano, TX, 75092	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-140064	ENR	Anthony Johnston	2005-11-28	UHC-74682-65	2978502921	713 Mountain View Dr # 110, Fresno, CA, 93719	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-111404	ENR	Jerry I Price	1995-10-18	UHC-72503-97	9795004016	7498 Forest Ave Apt 32, San Antonio, TX, 78292	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-134802	ENR	Kim U Bans	1973-08-14	UHC-47323-56	2288029057	1608 Pine Dr # 286, Miami, FL, 33145	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-141420	ENR	William F Webb	1986-01-20	UHC-85317-53	3938443846	2004 Willow Ct, San Diego, CA, 92121	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136674	ENR	Sandra T Jesen	1993-12-28	UHC-72704-42	8775739605	2493 Meadow Ln, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113675	ENR	Paul V Rivera	1949-01-27	UHC-20758-69	3145054679	43 Lake View Rd, Gilbert, AZ, 85275	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140557	ENR	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112329	ENR	Ralph R Simmons	1962-05-14	UHC-34659-40	5336064870	6693 Washington St, San Diego, CA, 92176	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-117750	ENR	Ethan S Hernandez	1990-10-24	UHC-16392-66	6976975727	2044 Park Pl, Columbus, OH, 43227	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-118697	ENR	Kayla R Nunez	2002-09-15	UHC-82450-62	5919393165	317 Meadow Ln, Atlanta, GA, 30351	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106359	ENR	Marcus U Hart	—	UHC-36017-42	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-125343	ENR	Albert U Jenkins	1945-10-04	UHC-04855-81	6174537954	8782 Grand Ave, Houston, TX, 77076	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128223	ENR	Kimberly H Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-118906	ENR	Brian Lynch	1980-12-15	UHC-40970-34	7929380882	2551 Apache Blvd, Seattle, WA, 98112	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105222	ENR	Danielle Kim	1952-07-11	UHC-79152-15	4304538765	2296 Mountain View Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 156 of 532Previous Next