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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130331	ENR	Frances A Wong	1997-11-20	UHC-71214-60	7178921720	6245 Broadway, Denver, CO, 80235	0.52	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+2 more
ENR-132268	ENR	Hannah Cooper	1945-03-20	UHC-05330-12	8547649675	6186 Ocean Ave, Denver, CO, 80205	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122084	ENR	Sara Ramos	2008-11-19	UHC-62520-52	—	2967 Highland Ave, San Diego, CA, 92123	0.52	Name re-cased Phone missing area code State name converted to code Gender normalised+2 more
ENR-104662	ENR	Kelly SJunk	2002-11-22	UHC-86692-91	8183498188	2310 Highland Ave, Columbus, OH, 43286	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112085	ENR	Emily T Rose	1981-08-12	UHC-79044-52	9749847204	7724 Grand Ave # 881, Nashville, TN, 37229	0.52	Middle initial moved out of first name Name re-cased Unit split from street State name converted to code+2 more
ENR-126556	ENR	Donald B Vzquez	1967-07-25	UHC-46967-70	8135808579	3799 Indian School Rd, Miami, FL, 33155	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-112993	ENR	Sarah C Crawford	1967-09-27	UHC-35859-85	—	7164 Hillcrest Rd, Austin, TX, 78768	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+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-114134	ENR	Lawrence P Romero	1947-12-28	UHC-11868-35	3973857667	4907 Apache Blvd # 703, Eden Prairie, MN, 55395	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121279	ENR	Yuki D Jones	1987-04-24	UHC-69070-02	5826373080	2363 Maple Ave # 476, Jacksonville, FL, 32260	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-126144	ENR	Mason R Morales	1999-10-26	UHC-64421-02	3927661155	7153 Washington St, Plano, TX, 75091	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-139226	ENR	Susan Perry	1946-01-03	UHC-00025-27	—	8796 Camelback Rd, Eden Prairie, MN, 55309	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-141338	ENR	Joan O Jimeenz	1945-02-22	UHC-52208-38	—	3952 Valley View Dr, San Diego, CA, 92160	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120122	ENR	Sean Guzman	2002-12-28	UHC-71216-47	3514030326	3295 Church St, Glendale, AZ, 85352	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-133534	ENR	Luis Y Green	1964-04-24	UHC-57723-18	5752658492	873 Indian School Rd, Fresno, CA, 93783	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135924	ENR	Nicholas B Park	1963-11-01	UHC-31302-45	4787258907	6548 Jefferson Ave, Los Angeles, CA, 90047	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138383	ENR	Virginia U Rose	1996-07-26	UHC-18993-70	2893171464	6726 Market St, Minneapolis, MN, 55431	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-121560	ENR	Scott Lopez	1953-08-14	UHC-54516-93	—	7734 Hillcrest Rd, Tucson, AZ, 85738	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117654	ENR	Matthew Fwler	1946-10-15	UHC-68471-33	6606137410	5316 Washington St, Chandler, AZ, 85235	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+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-108711	ENR	Martha S Young	—	UHC-71458-40	2252211821	5367 Grand Ave, Tucson, AZ	0.52	Date of birth unreadable Phone reformatted City re-cased State name converted to code+2 more
ENR-103955	ENR	Juan S Silva	1974-10-08	UHC-07687-33	6512826389	5111 Mountain View Dr Apt 2, Las Vegas, NV, 89175	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-112129	ENR	Benjamin Delgado	2000-04-14	UHC-96396-63	7549041507	7626 Bayshore Dr, Houston, TX, 77096	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109153	ENR	Ethan Garza	1967-07-06	UHC-36481-22	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
ENR-104913	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	9213022278	6927 Oak St, Eden Prairie, MN, 55365	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121251	ENR	Bobby Gray	1981-10-12	UHC-95919-35	5527948723	6636 Ridge Rd, San Antonio, TX, 78287	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102693	ENR	Emily Z Adams	2000-07-22	UHC-15907-13	4666348658	9365 Sage Ct # 739, Orlando, FL, 32823	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+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-123072	ENR	Alan Gibson	2000-06-13	UHC-40231-80	3442607218	6176 Mountain View Dr # 875, Fresno, CA, 93740	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-114012	ENR	Joshua D Rogers	1964-01-23	UHC-33304-48	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-142778	ENR	Samantha Johnston	1973-06-25	UHC-14942-21	—	6942 Valley View Dr, Eden Prairie, MN	0.52	Two-digit birth year State name converted to code ZIP missing Email lower-cased+2 more
ENR-140129	ENR	Joan Hudson	1956-12-10	UHC-12759-13	8622299644	8106 Ridge Rd Apt 6, Tempe, AZ, 85285	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100508	ENR	Ana Morales	1955-09-19	UHC-77060-06	7784196274	1236 Valley View Dr, Scottsdale, AZ, 85247	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-122916	ENR	Helen Wallace	2006-03-25	UHC-46407-62	—	8344 Mountain View Dr, Phoenix, AZ, 85029	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-130367	ENR	Grace Montgomery	1984-02-21	UHC-74716-17	5928770083	592 Mountain View Dr, Fresno, CA, 93779	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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-106103	ENR	Ethan I Wright	1967-03-17	UHC-95641-05	4084110063	8968 Main St, Mesa, AZ, 85298	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113108	ENR	Lori T Ward	1965-06-23	UHC-57208-30	—	5185 Maple Ave, Denver, CO, 80271	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-127855	ENR	Betsy Parker	1941-06-22	UHC-00177-45	—	1852 Cedar Ln, Seattle, WA, 98141	0.52	Member ID reformatted State name converted to code ZIP+4 trimmed Gender normalised+2 more
ENR-136737	ENR	Shirley Spencer	1968-09-14	UHC-49565-98	5578512458	4384 Lincoln Way Apt 22, Fresno, CA, 93780	0.52	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-112667	ENR	William V Vega	1954-01-12	UHC-29188-45	3369658563	6214 Main St, Chandler, AZ	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
ENR-130437	ENR	Jennifer G Aguilar	1942-11-23	—	—	3751 Forest Ave, Los Angeles, CA, 90061	0.52	Phone missing area code State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-118282	ENR	Mason G Young	1971-01-20	UHC-08186-30	—	1217 Oak St, Tempe, AZ, 85262	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+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-119437	ENR	Scott D Bryant	1972-08-07	UHC-95355-13	3943588150	2176 Broadway, San Antonio, TX, 78200	0.52	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-135374	ENR	Thomas M Anderson	1965-04-13	UHC-56943-80	5392978987	4269 Oak St, Tucson, AZ	0.52	Name re-cased Phone reformatted SSN last four extracted State name converted to code+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-101279	ENR	Sean Hunter	1944-01-18	UHC-33259-01	6185124174	5604 Pine Dr, Austin, TX, 78795	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-113802	ENR	Laura Fox	1975-10-04	UHC-14380-64	—	6335 Church St, San Antonio, TX, 78270	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more

4,296 rows, page 29 of 86Previous Next