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-121711	ENR	Angela G Franklin	1977-10-14	UHC-52034-94	4588998048	2488 Mountain View Dr, Eden Prairie, MN, 55362	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-118933	ENR	Joan Williams	2007-11-03	UHC-24622-43	7659853593	8522 Jefferson Ave, Orlando, FL, 32821	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-110267	ENR	Jean Burns	1980-05-17	—	5248001381	1940 Pine Dr, Tucson, AZ, 85777	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-104174	ENR	Elizabeth Bowman	1940-12-09	UHC-88810-12	9216537911	6864 Highland Ave, San Antonio, TX, 78287	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-118674	ENR	Patricia E Silva	1953-01-22	UHC-60266-54	2823677128	9668 Harbor Blvd, San Antonio, TX, 78218	0.68	Two-digit birth year Phone reformatted Email lower-cased Gender normalised
ENR-135417	ENR	Jonathan D Weber	1998-03-17	UHC-45344-39	8673342688	4212 Maple Ave, Gilbert, AZ, 85239	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-135525	ENR	Catherine Marshall	1991-03-26	UHC-96098-86	5308472517	8858 Grand Ave, Sacramento, CA	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-120552	ENR	Charlotte L Ross	1985-07-05	UHC-26659-48	2049090476	3755 Valley View Dr, Sacramento, CA, 95875	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-135257	ENR	Alexander W Estrada	2004-12-02	UHC-81386-36	8435691803	2506 Indian School Rd, Houston, TX, 77036	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-126107	ENR	Jose J Gumez	1997-04-02	UHC-35309-70	8636290173	5705 Ocean Ave, Tucson, AZ, 85783	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-111492	ENR	Billy Parker	1973-06-07	UHC-57375-94	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-130958	ENR	Julia Walker	1973-07-13	UHC-38007-53	—	8617 Apache Blvd, Plano, TX	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-141321	ENR	Ryan U Brown	2004-10-07	UHC-61960-28	7533471667	2476 Washington St, Denver, CO, 80295	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-129802	ENR	Austin T Young	2006-08-21	UHC-00858-64	—	4779 Meadow Ln, Minneapolis, MN, 55498	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-110367	ENR	Nicholas Oliver	1954-11-23	UHC-24004-12	3185514214	270 Palm Dr, Austin, TX, 78719	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-134506	ENR	Julia D Wang	1962-07-11	UHC-93594-53	7088372536	3220 River Rd, Charlotte, NC, 28221	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-131474	ENR	Lawrence Hayes	2003-11-18	UHC-66712-26	—	1346 Mesa Dr, San Diego, CA, 92171	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-109680	ENR	Dylan Stone	1968-07-11	UHC-07589-19	6068086702	4962 Market St, Charlotte, NC, 28286	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-101218	ENR	Sofia T Carr	1950-08-08	UHC-88392-63	—	3946 Lincoln Way, San Antonio, TX, 78291	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-128885	ENR	Harold D Clark	1959-08-23	UHC-35350-52	9417323829	803 Union St, Dallas, TX, 75200	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-128225	ENR	James P Stewart	2004-09-23	UHC-71459-23	3744402053	1520 Lincoln Way, Scottsdale, AZ, 85268	0.68	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-100074	ENR	Jeremy G Franklin	1974-09-25	UHC-69691-36	7618885265	—	0.68	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed
ENR-121980	ENR	Mike Simmons	1994-02-27	UHC-55383-31	3948378915	3978 Broadway, Houston, TX, 77078	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-121015	ENR	Gerald M Nelson	1995-12-21	UHC-75926-86	—	2068 Elm St, Glendale, AZ, 85301	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-109486	ENR	Mary B Singh	2000-12-27	UHC-97637-47	4675504351	9083 Hillcrest Rd, Jacksonville, FL, 32235	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-138118	ENR	Maria Duncan	—	UHC-64325-03	5056364548	9791 Canyon Rd, Las Vegas, NV, 89186	0.68	Name re-cased Date of birth unreadable Email lower-cased Gender normalised
ENR-114211	ENR	Rebecca N Turner	1989-08-20	UHC-85294-06	—	5569 Hillcrest Rd, Gilbert, AZ, 85215	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
ENR-108279	ENR	Philyp S Martin	1967-11-27	UHC-03773-94	—	2138 Sage Ct, Eden Prairie, MN, 55343	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-110396	ENR	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	8618 Washington St, San Diego, CA, 92129	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-110397	ENR	Alice Hayes	2000-06-23	UHC-80765-96	3306052236	8618 Washington St, San Diego, CA, 92129	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-119461	ENR	Wei Cooper	1944-01-22	UHC-24248-68	5506833544	9506 Sunset Blvd, Orlando, FL	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-107372	ENR	Amanda Alvarez	1987-08-08	UHC-52288-81	3183034512	1468 Apache Blvd, Houston, TX, 77004	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-131391	ENR	Brenda Patterson	2003-09-07	UHC-55114-04	2319647720	—	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-138649	ENR	Melissa Burns	1981-06-05	UHC-05550-71	5948590409	5052 Willow Ct Apt 2, Gilbert, AZ, 85218	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-130412	ENR	Mark Q Howell	2000-10-15	UHC-59331-75	5226252989	8095 Bayshore Dr, San Diego, CA, 92135	0.68	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised
ENR-117964	ENR	Jacob Webb	1958-05-07	UHC-07880-02	2649216587	6904 Broadway, Houston, TX, 77048	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
ENR-101937	ENR	Marcus Watson	2008-09-25	UHC-17206-25	3429557132	1769 Ridge Rd, Tempe, AZ, 85246	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-101786	ENR	Gloria Bowman	1938-09-24	UHC-19730-06	2446769447	4761 Elm St, Miami, FL, 33184	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-141259	ENR	Frances R Bowman	1966-06-16	UHC-68468-73	—	3921 Camelback Rd, Orlando, FL, 32873	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-117862	ENR	Justin H Franklin	1985-09-14	UHC-39521-81	8747210120	1730 Sage Ct, Atlanta, GA	0.68	Name re-cased Date of birth reformatted ZIP missing Gender normalised
ENR-131161	ENR	Sofia O Duncan	1972-09-05	UHC-85476-16	6702973583	4043 Spring St, Denver, CO, 80280	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-115560	ENR	Frances Ford	1945-03-03	UHC-10680-74	6125114279	9796 Market St, Las Vegas, NV, 89161	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-138802	ENR	Jacob Peters	1997-09-09	UHC-44382-28	—	—	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-129105	ENR	Luis V Freeman	1999-10-21	UHC-92466-19	—	7776 Indian School Rd, Chandler, AZ	0.68	ZIP missing Email lower-cased Gender normalised Placeholder values cleared
ENR-132007	ENR	Bradley Martinez	1965-03-12	UHC-69554-89	—	1459 Broadway, Sacramento, CA, 95889	0.68	Phone missing area code Address re-cased Email lower-cased Gender normalised
ENR-113397	ENR	William H Robinson	1980-09-06	UHC-37175-59	2212040597	1200 Valley View Dr, Nashville, TN, 37228	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-135499	ENR	Santiago Garcia	1962-01-10	UHC-07974-07	—	203 Park Pl, Nashville, TN	0.68	State code upper-cased ZIP missing Gender normalised Whitespace trimmed
ENR-107591	ENR	Carl C Silva	1973-05-06	UHC-81611-01	—	7969 Lincoln Way, Denver, CO, 80293	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-101076	ENR	Brandon W Russell	1944-07-24	UHC-21934-36	8886806197	7081 Main St, Jacksonville, FL, 32262	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-107895	ENR	Greg H Garcia	1972-09-10	UHC-50973-02	5898231014	6288 Meadow Ln, Eden Prairie, MN, 55372	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared

7,326 rows, page 107 of 147Previous Next