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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122316	ENR	Shirley Q Wang	1946-08-25	UHC-63251-28	5007218109	9684 Ridge Rd, Mesa, AZ, 85244	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-120946	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-103413	ENR	Nathan M McCoy	1970-12-06	UHC-35142-11	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-111813	ENR	Debra Brooks	1988-11-28	UHC-12059-12	8817942527	3518 Harbor Blvd, Charlotte, NC, 28294	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135708	ENR	Eric Coleman	1984-11-17	UHC-48581-76	6315156790	6859 Maple Ave, Tampa, FL, 33605	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123309	ENR	Lawrence Dixn	1944-10-03	UHC-77814-35	4038637607	2001 Grand Ave, Scottsdale, AZ, 85281	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116156	ENR	Terry Elliott	1980-05-20	UHC-43012-07	3874921011	6936 Willow Ct, Tempe, AZ, 85260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131060	ENR	Justin W Garrett	1988-09-04	—	7485102147	1158 River Rd, Tampa, FL, 33677	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139889	ENR	Christina Mills	1968-09-02	UHC-64877-91	7227301526	2856 Grand Ave, Fresno, CA, 93737	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-127354	ENR	Mariana U Jackson	1992-11-20	UHC-36939-96	4996310529	8346 Palm Dr, Austin, TX, 78738	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-122324	ENR	Jose Q Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102767	ENR	Luis R Freeman	1981-07-01	UHC-54061-22	4378136234	147 Central Ave, Tucson, AZ, 85797	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141272	ENR	Wayne Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave, Dallas, TX, 75296	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122559	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.60	Two-digit birth year Phone reformatted City re-cased State code upper-cased+4 more
ENR-127837	ENR	Heather Q Montgomery	1968-06-17	UHC-06795-87	2263930575	4552 Church St, Los Angeles, CA, 90047	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-130209	ENR	Ken V Nguyen	1989-12-14	UHC-88779-51	8144767892	8140 Palm Dr, Las Vegas, NV, 89149	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115930	ENR	Michael T Mills	1943-11-05	UHC-22066-20	—	5025 Highland Ave, Las Vegas, NV, 89191	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123308	ENR	Joan Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106123	ENR	Jesse F Fowler	1998-12-11	UHC-13704-87	5134605829	4715 Sage Ct, Miami, FL, 33199	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-118223	ENR	Nancy X Murray	1976-09-03	UHC-72199-70	6068535308	2773 Maple Ave, Scottsdale, AZ, 85243	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112951	ENR	Jose H Jackson	1954-11-11	UHC-92950-03	5845062029	338 Indian School Rd, Mesa, AZ, 85221	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109790	ENR	Charlotte Nunez	1945-02-17	UHC-75383-35	9598232911	1243 Main St, Orlando, FL, 32873	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-142154	ENR	Jessica Z Gonzalez	1982-06-25	UHC-56950-38	6133110776	8554 Ridge Rd, Columbus, OH, 43200	0.60	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-113187	ENR	Christian Rogers	1943-09-06	UHC-47495-44	2594153330	5635 Cedar Ln, Dallas, TX, 75261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131670	ENR	Grace Z Jimenez	1949-02-21	UHC-20386-06	—	2343 Mountain View Dr, Nashville, TN, 37229	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-113639	ENR	Matthew O Hunt	1964-09-03	UHC-31740-14	5485113418	7991 Sunset Blvd, Scottsdale, AZ, 85263	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115840	ENR	Rebecca Greee	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-105171	ENR	Amy Wagner	1956-09-09	UHC-05819-84	6112867706	1324 Bayshore Dr, Columbus, OH, 43269	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100412	ENR	Jacob E Hamilton	1987-09-19	UHC-17863-18	7252173776	9073 Grand Ave, Columbus, OH, 43214	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114392	ENR	Robert V Murray	1960-04-28	UHC-06624-68	2265750560	8849 Mesa Dr, Tampa, FL, 33680	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100416	ENR	Arthur K Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102522	ENR	Douglas Scott	1955-06-19	UHC-94895-23	8546455189	9220 Indian School Rd, Mesa, AZ, 85228	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108045	ENR	Lori A Rodriguez	1941-12-16	UHC-24750-67	7504099972	2084 Maple Ave, Gilbert, AZ, 85252	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126958	ENR	Jose Kennedy	1954-07-19	UHC-68721-38	9073065709	312 Harbor Blvd, Denver, CO, 80222	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-124113	ENR	Tyler G Hoffman	1948-08-22	UHC-34418-94	5175051787	1994 Bayshore Dr, Charlotte, NC, 28206	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113873	ENR	Joyce Morrison	2008-07-04	UHC-87643-47	3208896267	2570 Lake View Rd, Nashville, TN, 37262	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137126	ENR	Jonathan Z Kennedy	1961-12-02	UHC-96291-49	—	2767 Grand Ave, Tampa, FL, 33605	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-103869	ENR	Jennifer Wood	1995-03-05	UHC-28217-72	3409560955	84 Union St, San Antonio, TX, 78269	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139357	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127968	ENR	Lysa Z Pena	1956-11-01	—	5952517329	4869 Elm St, Nashville, TN, 37288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121528	ENR	Timothy Y Aguilar	1996-11-08	UHC-28975-92	5002713314	1629 River Rd, Las Vegas, NV, 89123	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127299	ENR	Debra Cruz	1962-01-28	UHC-87928-93	3065357595	607 Palm Dr, Tucson, AZ, 85769	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-128640	ENR	Catherine Ford	1977-12-27	UHC-81203-91	9728980314	1919 Harbor Blvd, Sacramento, CA, 95809	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124275	ENR	Judith Knight	2002-06-07	UHC-03688-34	9118876910	9778 Baseline Rd, San Antonio, TX, 78256	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-113989	ENR	Gregory N Jenkins	1983-02-07	UHC-71141-97	6982512343	7418 Mountain View Dr, Columbus, OH, 43221	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-106927	ENR	Sandra A Weber	1963-07-13	UHC-22732-27	7909447106	525 Canyon Rd, Mesa, AZ, 85278	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115048	ENR	Arthur George	2000-07-02	UHC-37062-38	4044005556	3309 Sunset Blvd, Las Vegas, NV, 89177	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129950	ENR	Betty P Elliott	1959-03-21	UHC-42063-20	9626112750	9399 Central Ave, Columbus, OH, 43290	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133146	ENR	Ahmed M McDonald	1956-06-08	UHC-73330-87	4726009833	3492 Union St, Atlanta, GA, 30364	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-119185	ENR	Omar H Morales	1973-10-04	UHC-38951-87	5228854789	6303 Park Pl, Tempe, AZ, 85224	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

7,326 rows, page 54 of 147Previous Next