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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138150	ENR	Saa Y Greene	—	UHC-27441-33	3194860136	8734 Willow Ct, Los Angeles, CA	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114270	ENR	Katherine L Bell	1997-07-13	UHC-91757-89	9027914060	8466 Bayshore Dr, Tempe, AZ, 85265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-124104	ENR	Bobby Rodrigueez	1967-01-04	UHC-12282-59	9524503408	2655 Bayshore Dr, Phoenix, AZ, 85052	0.52	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-106684	ENR	Nathan Jacobs	1946-07-04	UHC-34860-04	9395049935	3405 Pine Dr # 130, Seattle, WA, 98114	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-135995	ENR	Jacob C Estrada	2006-06-14	UHC-26082-11	2784791100	2004 Park Pl, Plano, TX	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134527	ENR	Patrick D Medina	1959-01-12	UHC-45150-48	6476791608	8955 Bayshore Dr, Seattle, WA, 98128	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-112321	ENR	Elizabeth Carr	—	UHC-23409-23	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141529	ENR	Doris H Carter	1972-06-24	UHC-01850-59	9729748519	3192 Cedar Ln Apt 35, Mesa, AZ, 85210	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-102803	ENR	Joyce N Russell	1946-09-21	UHC-98241-11	4326840122	4220 Canyon Rd, Sacramento, CA, 95886	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140482	ENR	Andrea Harrison	1956-06-22	UHC-14709-75	4124554478	1180 Meadow Ln, Phoenix, AZ, 85054	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129675	ENR	Angela R Johnston	2004-11-02	UHC-84941-11	2645590013	2218 Apache Blvd, Nashville, TN, 37276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140265	ENR	Gary M Willis	1986-05-06	UHC-32252-95	9753347724	4272 River Rd, Miami, FL, 33195	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124704	ENR	Amy H Taylor	1947-07-05	UHC-08045-41	5142674776	5915 Pine Dr, San Diego, CA, 92126	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-122477	ENR	Jordan A Ford	1978-07-12	UHC-27315-41	9782992078	1158 Oak St, Minneapolis, MN, 55427	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118650	ENR	Zachary Aguilar	1985-09-04	UHC-72976-93	6625872187	9862 Palm Dr, San Diego, CA, 92189	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109074	ENR	Mateo Lopez	1978-04-21	UHC-64208-95	7397297859	2923 Desert Sky Blvd, Dallas, TX, 75222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135697	ENR	Greg Arnold	1972-04-17	UHC-68214-72	9362911311	8907 Washington St # 407, Columbus, OH, 43245	0.52	Name split from “Last, First”Phone reformatted Unit split from street State name converted to code+2 more
ENR-134853	ENR	Joyce Wells	1988-11-18	UHC-37536-81	7357410579	3694 Sage Ct, Dallas, TX, 75215	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114466	ENR	Richard X Vasquez	1944-10-03	UHC-80242-21	7574224752	8197 Lake View Rd, Plano, TX	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106913	ENR	Judith M Harris	—	UHC-25584-49	6972632982	1921 Park Pl, Tucson, AZ, 85723	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-103006	ENR	Camila Y Hunt	1977-03-09	UHC-86053-10	8228142755	6537 Hillcrest Rd, Scottsdale, AZ, 85266	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110658	ENR	Sofia B Rice	2004-01-26	UHC-99088-49	4453882163	3177 Camelback Rd, Los Angeles, CA	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+2 more
ENR-116248	ENR	Ann Morals	1982-03-06	UHC-02904-05	9266127015	3142 Park Pl Apt 9, Austin, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135468	ENR	Paul Brooks	1980-03-07	UHC-19750-77	4933946646	2313 Indian School Rd, Plano, TX, 75003	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109377	ENR	Christina Garza	1981-02-15	UHC-89482-73	2033280584	305 Church St, Tampa, FL, 33664	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113616	ENR	Linda V Martin	—	UHC-10140-61	2188808792	318 Valley View Dr, Austin, TX, 78783	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106484	ENR	Gabriel J Owens	1992-12-11	UHC-29998-65	3666654353	5073 Desert Sky Blvd, Houston, TX, 77041	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142760	ENR	Jeremy O Pierce	1955-06-26	UHC-58693-80	7413043936	959 Lincoln Way, Jacksonville, FL, 32283	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142811	ENR	Ann Lewis	1960-10-11	UHC-05814-43	8159343553	7741 Mesa Dr, Tampa, FL, 33681	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132457	ENR	Diego Luucas	1978-03-27	UHC-75643-30	6407579479	8646 Washington St, Denver, CO, 80202	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112569	ENR	Douglas Tucker	1992-08-22	UHC-89410-87	9769968532	5520 Desert Sky Blvd, Glendale, AZ, 85372	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116991	ENR	Karen Snyder	1983-11-04	UHC-39600-52	7569621206	8467 Camelback Rd, Scottsdale, AZ, 85237	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100663	ENR	Carol B Muphy	—	UHC-59734-80	2216598705	5507 Elm St, Charlotte, NC, 28264	0.52	Date of birth missing Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-118343	ENR	Vargas Sean	1992-06-05	UHC-30722-64	7168257969	1611 Lincoln Way, Mesa, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119795	ENR	Hiroshi E Kelly	1949-11-19	UHC-22344-41	6789453215	5959 Camelback Rd, San Antonio, TX	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117182	ENR	Natalie L Elliott	1978-11-20	UHC-09220-55	6108760923	6038 Desert Sky Blvd # 245, Miami, FL, 33177	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-141203	ENR	Robert Miller	1984-11-03	UHC-71350-30	4877695536	4044 Market St, Minneapolis, MN, 55403	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125840	ENR	Mei Munoz	1964-12-03	UHC-70129-32	7105193798	8580 Lake View Rd Apt 2, Tucson, AZ	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-113001	ENR	Bryan Williams	2007-08-09	UHC-08951-32	2198365668	3380 Park Pl # 671, Tempe, AZ, 85201	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-129786	ENR	Mariana R Little	1994-12-11	UHC-63829-18	3898785026	1124 Ocean Ave, Seattle, WA, 98196	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108323	ENR	Yuki Perry	1986-12-26	—	2046152118	2416 Indian School Rd, San Antonio, TX	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-125382	ENR	Sophia Bell	1946-11-12	UHC-20089-46	5486368009	1968 Hillcrest Rd, Glendale, AZ, 85392	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-104856	ENR	Adam V Snigh	2002-01-12	UHC-60218-20	9593836872	5610 Camelback Rd # 457, Nashville, TN, 37217	0.52	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
ENR-137730	ENR	Shirley Patel	1990-11-08	UHC-16580-02	8053178996	8596 Mountain View Dr, Fresno, CA, 93740	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139205	ENR	Timothy J Tucker	1952-07-12	UHC-58261-21	9278573919	6457 Hillcrest Rd, Nashville, TN, 37266	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103956	ENR	Juan S Silva	1974-10-08	UHC-07687-33	6512826389	5111 Mountain View Dr, Las Vegas, NV, 89175	0.52	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Street suffix standardised+2 more
ENR-116050	ENR	Laura I Clark	2003-12-25	UHC-21114-84	7105808930	5815 Grand Ave, Fresno, CA, 93710	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119862	ENR	—Junk	1970-03-25	UHC-26068-29	4725175080	6252 Valley View Dr, Minneapolis, MN, 55448	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133405	ENR	Stephen Y Webb	1950-06-21	UHC-02013-78	7028641262	3827 Camelback Rd # 983, Mesa, AZ, 85215	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137800	ENR	Barbara X Vargas	1982-10-19	UHC-68487-65	5535404131	302 Indian School Rd, Glendale, AZ, 85395	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 55 of 564Previous Next