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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139071	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave Apt 40, Chandler, AZ, 85281	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-103687	ENR	Sandra L Wang	1992-07-25	UHC-11750-72	—	4488 Cedar Ln Apt 2, Seattle, WA, 98127	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108897	ENR	Nicholas Z Reyes	1975-02-18	UHC-88476-59	2558078897	6595 Meadow Ln Apt 17, San Antonio, TX, 78221	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-100994	ENR	Stephanie Gardner	1953-12-28	UHC-33192-03	—	1154 Lincoln Way, Seattle, WA, 98159	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-115281	ENR	Alexis M Hunt	1978-10-09	UHC-21311-85	3026347580	6601 Maple Ave, Tempe, AZ, 85245	0.52	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
ENR-135346	ENR	Nicholas Diaz	2004-04-09	UHC-37468-77	2239982353	9304 Elm St # 560, Seattle, WA, 98139	0.52	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-129141	ENR	Patrick Ortega	2001-07-20	UHC-45462-68	—	348 Cedar Ln, Atlanta, GA, 30305	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
ENR-125304	ENR	Zachary Payne	1948-03-24	UHC-70686-74	9853600044	4827 Baseline Rd, Eden Prairie, MN, 55398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135819	ENR	Harold Herrera	1958-11-09	—	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-106593	ENR	Carl V Dean	1972-03-28	UHC-87857-89	5768443760	9585 Oak St # 839, Tampa, FL, 33642	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114300	ENR	Carol Hughes	1979-02-28	UHC-70476-15	3375477490	2280 Bayshore Dr # 570, Seattle, WA, 98128	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-123648	ENR	Carlyn D Coleman	1985-08-11	UHC-68786-20	4407605969	6924 Bayshore Dr, Jacksonville, FL, 32225	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-138496	ENR	Carolyn S Hernandez	1939-12-07	UHC-64823-02	3632254257	2739 Pine Dr Apt 27, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-135500	ENR	Ana W Bell	2007-05-09	UHC-07204-04	5076229056	2813 Lake View Rd, Seattle, WA, 98127	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-131240	ENR	Fatima T Carroll	1945-03-08	UHC-54168-90	6583010002	8669 Maple Ave Apt 19, Tempe, AZ, 85291	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-140741	ENR	Aaron Freeman	—	UHC-00601-67	—	6995 Oak St, Mesa, AZ, 85216	0.52	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone missing area code+2 more
ENR-119223	ENR	KJunk	1971-03-15	UHC-94640-27	3012390145	547 Oak St, Plano, TX, 75088	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117649	ENR	Jason Johnston	1987-07-21	UHC-86002-96	9655655802	5392 Highland Ave, San Diego, CA, 92102	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136096	ENR	Santiago V Gutierrez	1969-07-10	UHC-16012-72	5246898145	851 Willow Ct, Dallas, TX	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-127520	ENR	Joran Robinson	1979-06-15	UHC-00837-84	—	1116 Washington St, Tucson, AZ, 85785	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-123036	ENR	Jennifer Dominguez	1988-12-24	UHC-64982-19	3275226904	18 Meadow Ln Apt 16, Columbus, OH, 43263	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-118396	ENR	Nathan Y Howell	1991-01-14	—	—	3009 Harbor Blvd, San Antonio, TX, 78237	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-102927	ENR	Olivia Hart	1976-10-26	UHC-78547-45	—	9622 Highland Ave, Houston, TX, 77017	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109888	ENR	Juan Tran	2007-06-20	UHC-08444-39	4312024556	354 Central Ave # 791, Plano, TX, 75047	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-101874	ENR	Keelly Williamson	2002-09-08	UHC-46667-30	7472615600	9407 Union St, Chandler, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125082	ENR	Barbara Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129562	ENR	Theresa U Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL, 32208	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
ENR-130397	ENR	Klye Harper	1997-08-03	UHC-68942-57	2679801331	1435 Jefferson Ave Apt 25, Gilbert, AZ, 85294	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122295	ENR	Frances R Bryant	1955-04-02	UHC-39441-14	5137105418	3296 Lake View Rd, Minneapolis, MN, 55446	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121090	ENR	Ethan Warren	1983-03-11	UHC-72208-50	5218903019	3131 Elm St, Sacramento, CA, 95803	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-124921	ENR	Lauren Washington	1965-10-28	UHC-74755-05	—	6518 Harbor Blvd, Scottsdale, AZ, 85232	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-108517	ENR	John K Price	1938-06-23	UHC-15883-40	6757316404	8990 Canyon Rd, Tucson, AZ, 85781	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-107274	ENR	Nathan Tucker	1982-07-18	UHC-69609-12	5058955843	573 Union St, Houston, TX, 77009	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-113729	ENR	Mariana Y Hoffman	1965-05-16	UHC-96797-91	6843072189	7221 Desert Sky Blvd, Sacramento, CA	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-106037	ENR	Bryn P Kelly	1978-10-05	UHC-84004-38	4427756296	4508 Ocean Ave, Glendale, AZ, 85375	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111544	ENR	Omar T Freeman	1939-09-04	UHC-55803-50	3478349199	7187 Desert Sky Blvd Apt 7, Denver, CO	0.54	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
ENR-128241	ENR	Bruce Gerza	1983-07-07	UHC-57480-49	6598322932	5857 Spring St, Houston, TX, 77056	0.54	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+7 more
ENR-125536	ENR	Noah Ellis	1958-05-02	UHC-84589-07	6472567487	7018 Maple Ave, Denver, CO, 80271	0.54	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-102722	ENR	Evelyn A Fields	1942-02-14	UHC-07087-25	2473025562	7549 Indian School Rd, Phoenix, AZ	0.54	Name re-cased Date of birth reformatted SSN last four extracted State name converted to code+1 more
ENR-107146	ENR	Nicole Cunningham	2005-01-02	UHC-10640-05	—	7972 Meadow Ln, Phoenix, AZ, 85087	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-125701	ENR	Angela Flores	1985-04-07	UHC-81159-03	—	9795 Washington St Apt 26, Los Angeles, CA, 90021	0.54	Date of birth reformatted SSN last four extracted Unit split from street Email lower-cased+1 more
ENR-102333	ENR	Luis Burke	1949-09-03	UHC-72644-35	—	5820 Hillcrest Rd, Houston, TX, 77077	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-116701	ENR	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.54	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-141534	ENR	Ed Y Carter	2004-12-18	UHC-08519-82	8344287864	5858 Lake View Rd # 256, Minneapolis, MN, 55486	0.54	Date of birth reformatted Unit split from street State name converted to code Gender normalised+1 more
ENR-130751	ENR	Roy Ross	1976-06-23	UHC-03594-93	—	2156 Main St, Sacramento, CA, 95896	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
ENR-114815	ENR	Debbie P Schultz	1954-10-18	UHC-70429-41	2169276479	944 Lake View Rd, Glendale, AZ, 85330	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-131587	ENR	Mark G Reyes	1985-09-11	UHC-44839-36	6262832217	5171 Sage Ct Apt 18, Gilbert, AZ, 85204	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-136361	ENR	Albert C Delgado	1939-08-14	UHC-47612-02	6594465449	7963 Meadow Ln Apt 28, Plano, TX, 75095	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-120142	ENR	Janice U Edwards	1951-03-03	UHC-49570-05	2073584379	207 Park Pl Apt 30, Dallas, TX, 75239	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123076	ENR	Patrick Freeman	1981-04-01	UHC-46779-26	7796240357	8966 Highland Ave Apt 11, San Diego, CA, 92165	0.54	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more

13,989 rows, page 28 of 280Previous Next