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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120097	ENR	Janice L Griffin	1987-03-13	UHC-99964-10	—	3300 Desert Sky Blvd, Glendale, AZ, 85393	0.56	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased
ENR-134331	ENR	Jacqueline F Stewart	1963-11-10	UHC-38204-13	2274808705	7018 Meadow Ln, Glendale, AZ, 85361	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-128233	ENR	James Murphy	—	UHC-37455-37	5333176302	259 Lake View Rd, Minneapolis, MN, 55449	0.56	Name split from “Last, First”Date of birth unreadable State name converted to code Whitespace trimmed
ENR-128499	ENR	Henry Allen	1971-08-01	UHC-76663-03	—	8503 Pine Dr, Columbus, OH	0.56	Name split from “Last, First”Phone missing area code ZIP missing Email lower-cased
ENR-126472	ENR	Luis Cooper	2003-08-19	UHC-43368-79	5407356118	3847 Maple Ave, San Diego, CA, 92139	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Whitespace trimmed
ENR-133070	ENR	Patrick O Reid	—	UHC-68801-83	8813630298	5818 Lincoln Way, Phoenix, AZ, 85039	0.56	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased
ENR-122680	ENR	George A Webb	1956-10-25	UHC-92154-97	4089673281	8325 Park Pl, Dallas, TX, 75200	0.56	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-111849	ENR	Sarah M Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St # 614, Los Angeles, CA, 90017	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed
ENR-120133	ENR	Ralph K Thompson	1943-08-18	UHC-33872-40	8462460001	7416 Elm St, Sacramento, CA, 95861	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-111129	ENR	Larry Willis	1967-01-25	UHC-23228-90	6269209877	9590 Oak St, Las Vegas, NV, 89105	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed
ENR-109296	ENR	Martha E Walker	1970-07-15	UHC-37027-99	9368287611	8272 Washington St, Houston, TX, 77080	0.56	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed
ENR-115780	ENR	Megan N Griffin	2002-12-19	UHC-61856-74	9242532644	4173 Canyon Rd Apt 13, Gilbert, AZ, 85223	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-127342	ENR	Oliviia Boyd	1990-02-22	UHC-64956-73	4953555836	2665 Canyon Rd, Nashville, TN	0.56	Name split from “Last, First”Two-digit birth year ZIP missing Whitespace trimmed
ENR-125647	ENR	Olivia B Dunn	1956-09-23	UHC-37209-76	2505111244	7987 Central Ave, Columbus, OH, 43235	0.56	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised
ENR-127284	ENR	Cheryl A Owens	1976-10-12	UHC-97448-63	4679141075	9579 Lincoln Way, Phoenix, AZ, 85022	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-130151	ENR	David Mendoza	1946-04-09	UHC-49624-81	2842007174	4939 Bayshore Dr Apt 40, Miami, FL, 33143	0.56	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed
ENR-139875	ENR	Brenda D Lawrence	2008-09-19	UHC-03077-34	8376431059	418 Jefferson Ave, Mesa, AZ, 85206	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised
ENR-118719	ENR	Jonathan F Wong	1976-04-11	UHC-36675-44	5996510525	7028 Canyon Rd, Orlando, FL, 32815	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-118718	ENR	Jonathan F Wong	1976-04-11	UHC-36675-44	5996510525	7028 Canyon Rd, Orlando, FL, 32815	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-100944	ENR	Ethan Vargas	1950-02-18	UHC-32789-06	—	6425 Highland Ave Apt 3, Phoenix, AZ, 85005	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
ENR-122550	ENR	Jesse West	1991-03-21	UHC-94829-66	3066856455	7491 Union St Apt 28, Eden Prairie, MN, 55365	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-117998	ENR	Maria Mills	2002-02-20	UHC-87139-79	9558996113	4692 Park Pl, Columbus, OH, 43211	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-111649	ENR	Roy F Baker	1988-08-17	UHC-30265-04	6099120916	3050 Elm St Apt 21, Phoenix, AZ, 85061	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased
ENR-110493	ENR	Richard K Hayes	1959-05-15	UHC-24657-48	—	3622 Meadow Ln, Gilbert, AZ, 85269	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-130484	ENR	Sara K Roberts	1950-08-19	UHC-52367-88	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-107741	ENR	Stephanie Cooper	1971-11-02	UHC-79625-84	4183282238	9795 Broadway, Columbus, OH, 43291	0.56	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP+4 trimmed
ENR-115561	ENR	Vicotria W Morales	1951-10-05	UHC-18505-75	8644412460	7253 Spring St, Sacramento, CA, 95897	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-139020	ENR	Bradley Santiago	1976-02-23	UHC-26632-77	9279246403	9398 Spring St, Fresno, CA, 93776	0.56	Name split from “Last, First”City re-cased State name converted to code ZIP+4 trimmed
ENR-105175	ENR	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.56	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code
ENR-107626	ENR	Alan Fox	1965-06-19	UHC-67661-83	7359171867	2320 Main St, Glendale, AZ, 85391	0.56	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised
ENR-104663	ENR	Jeffrey M Scott	1991-03-07	UHC-08770-76	—	8428 Washington St, Fresno, CA, 93788	0.56	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased
ENR-131561	ENR	Willie Rojas	2006-11-19	UHC-32937-01	9089966953	4191 Palm Dr, Tempe, AZ, 85210	0.56	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-127407	ENR	Isabella L Yang	1991-12-21	UHC-46102-05	3569097220	6288 Highland Ave, Tempe, AZ, 85230	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-126808	ENR	Anthony Henry	1962-05-02	UHC-43116-07	—	1673 Desert Sky Blvd, Atlanta, GA, 30353	0.58	Name split from “Last, First”ZIP+4 trimmed Gender normalised
ENR-105044	ENR	George Li	1949-06-15	UHC-37341-96	—	8656 Elm St, Los Angeles, CA	0.58	Name split from “Last, First”ZIP missing Gender normalised
ENR-103839	ENR	Julie Boyd	2003-12-06	UHC-44414-07	6688057058	1427 Camelback Rd # 433, Seattle, WA, 98109	0.58	Name split from “Last, First”Unit split from street ZIP+4 trimmed
ENR-137643	ENR	Jooyce Hanson	1963-01-25	UHC-16292-82	5929365554	7610 Mountain View Dr, Plano, TX, 75019	0.58	Name split from “Last, First”ZIP+4 trimmed Gender normalised
ENR-124011	ENR	Austin G Alvarado	1970-08-08	UHC-25449-29	3039362540	3546 Highland Ave, Chandler, AZ, 85293	0.58	Name split from “Last, First”Middle initial moved out of first name Two-digit birth year
ENR-129749	ENR	Andrew Y Perkins	1986-05-04	UHC-06081-29	2167699829	4389 Washington St, Denver, CO, 80251	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-115180	ENR	Anna O Sandoval	2007-01-17	UHC-10243-87	5456669636	7036 Union St, Miami, FL, 33154	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-124761	ENR	Mei McDonald	1939-01-28	UHC-20880-78	4816081080	7772 Lincoln Way, Houston, TX, 77077	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111671	ENR	Kaylla H Wagner	1973-12-01	UHC-41223-83	—	8933 Park Pl, Denver, CO, 80218	0.58	Name split from “Last, First”State name converted to code Gender normalised
ENR-110032	ENR	Mason Thomas	1992-11-14	UHC-48966-12	5329930151	4433 Washington St, Denver, CO, 80263	0.58	Name split from “Last, First”SSN last four extracted ZIP+4 trimmed
ENR-126390	ENR	Doris Sims	1942-11-10	UHC-56700-59	8768345172	5650 Valley View Dr, Plano, TX, 75097	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-116629	ENR	Dot D Mendoza	2003-07-02	UHC-99229-94	8487269376	953 Ocean Ave, Miami, FL, 33128	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-134167	ENR	Anthony Y Morgan	2001-09-05	UHC-23469-62	2662700298	5791 Indian School Rd, Scottsdale, AZ	0.58	Name split from “Last, First”State name converted to code ZIP missing
ENR-143000	ENR	Sara Burton	1983-02-21	UHC-08812-59	8886625097	5709 Sage Ct, San Diego, CA, 92157	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-136139	ENR	Eric L Simons	2006-06-11	—	5133928308	1268 Maple Ave, Tucson, AZ, 85780	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-100098	ENR	Valentina D Warren	1959-11-17	UHC-64240-81	7375366901	9049 Maple Ave, Dallas, TX, 75225	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-112755	ENR	Carlos R Chaevz	1943-08-28	UHC-88199-27	2506868834	2256 Sunset Blvd, Orlando, FL, 32851	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more

4,309 rows, page 33 of 87Previous Next