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-130514	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	6353 Jefferson Ave, Atlanta, GA, 30338	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125236	ENR	Benjamin Hanson	1947-04-05	UHC-23432-99	4814972639	1725 Apache Blvd, Denver, CO, 80282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126717	ENR	Ethan L Palmer	1998-05-03	UHC-82294-17	6363217862	9433 Spring St Apt 23, Las Vegas, NV, 89124	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-123338	ENR	Diane Meyer	1984-01-08	UHC-37316-71	8974579450	6924 Apache Blvd, Las Vegas, NV, 89182	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120100	ENR	Tyler Gomez	1972-04-01	UHC-20079-30	2977448220	33 Main St, Atlanta, GA, 30370	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109243	ENR	Mei H Garza	1963-11-28	UHC-51081-72	2756507022	9484 Indian School Rd, Tucson, AZ, 85707	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133898	ENR	Christopher C Thomas	2003-09-08	UHC-20607-60	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-100036	ENR	Alexander Dixon	1982-05-07	UHC-80497-62	2185770010	3121 Jefferson Ave, Austin, TX, 78777	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114485	ENR	Lauren Tran	1986-01-14	UHC-07819-24	2593582163	5167 Hillcrest Rd # 430, Mesa, AZ, 85209	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100355	ENR	Carol Arnold	1977-02-16	UHC-08800-13	9288508202	958 Pine Dr, Seattle, WA, 98169	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-109293	ENR	Anna Marshall	2004-09-25	UHC-40846-63	7366532932	3775 Sunset Blvd, Minneapolis, MN, 55452	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-122748	ENR	Patrcik Ellis	1975-04-06	UHC-52459-13	7134396493	1833 Ridge Rd, Eden Prairie, MN, 55326	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110490	ENR	Willie H Castillo	2000-12-12	UHC-06567-10	2608228641	9015 River Rd, Minneapolis, MN, 55454	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113437	ENR	Frances O Diaz	1978-07-05	UHC-39881-92	—	8921 River Rd, Eden Prairie, MN, 55375	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-141424	ENR	Chrisitan Henry	1946-10-11	UHC-60838-89	7043997321	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119157	ENR	Grace R Stone	1991-10-07	UHC-67144-84	—	8990 Elm St, San Antonio, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121777	ENR	Lawrence O Morgan	1987-06-08	UHC-20131-53	8245494912	3943 Cedar Ln # 176, Los Angeles, CA, 90027	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-107455	ENR	Barbara U Hanson	1969-12-18	UHC-36092-77	—	4769 Spring St, Austin, TX, 78752	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108194	ENR	Isabella G Howard	1999-03-14	UHC-57509-85	7338988494	8125 Mesa Dr, Eden Prairie, MN, 55326	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115927	ENR	Hiroshi X Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123164	ENR	Mariana Moreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142380	ENR	Alexander W Adams	1944-06-04	UHC-12301-91	3475076915	3714 Church St, Tempe, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-134647	ENR	Sara Kim	1961-11-19	UHC-68327-33	7987848136	4384 Meadow Ln, Tempe, AZ, 85239	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-115753	ENR	Julia Vega	1957-03-13	UHC-76127-09	5826771252	8225 Highland Ave, Scottsdale, AZ, 85229	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142956	ENR	Ommar A Larson	2003-05-23	UHC-53047-48	4615989729	8646 Sunset Blvd, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124346	ENR	Willie Greene	2001-03-23	UHC-80414-25	6312915495	2632 Indian School Rd, Jacksonville, FL	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132667	ENR	Santiago Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114409	ENR	Patrick P Henderson	1943-04-08	UHC-99656-49	—	7023 Lake View Rd, Tampa, FL, 33661	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138829	ENR	Priya F Garza	2001-10-23	UHC-03357-72	8125617921	396 Meadow Ln, Orlando, FL, 32864	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103582	ENR	Charles M Fernandez	1944-01-10	UHC-62270-60	3236828782	8171 Canyon Rd, Tampa, FL, 33653	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130155	ENR	Randy B Reid	1997-10-25	UHC-02401-36	4467916031	6483 Highland Ave, Austin, TX, 78720	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117806	ENR	Gloria N Burke	1981-11-07	UHC-56404-96	3933439367	8287 Valley View Dr, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121565	ENR	Richard Wheeler	1994-02-10	UHC-23903-73	4053733770	5088 Baseline Rd, Las Vegas, NV, 89168	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111928	ENR	Michelle Kennedy	1967-01-05	UHC-59953-53	2385631911	4335 Sunset Blvd, Miami, FL, 33141	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109675	ENR	Grace Stevens	1983-08-10	UHC-20290-28	5335072028	2456 Jefferson Ave, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108631	ENR	Lisa V Park	1981-01-07	UHC-71833-42	6023521726	6352 Desert Sky Blvd # 791, Sacramento, CA, 95813	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-124948	ENR	Eugene P Fuller	1947-08-22	UHC-17261-98	4076674723	738 Market St, Minneapolis, MN, 55473	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129328	ENR	Rios Ralph	1958-09-16	UHC-33129-05	2778450487	9132 Desert Sky Blvd, Gilbert, AZ, 85299	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115016	ENR	Carol C Ellis	1954-09-16	UHC-90522-90	7588088652	3810 Mountain View Dr, Dallas, TX, 75240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135149	ENR	Scott Vazquez	1997-04-28	UHC-50406-76	3305732909	7201 Sunset Blvd Apt 12, Charlotte, NC, 28225	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121098	ENR	John H Lopez	2007-10-26	UHC-22836-21	9405873671	8776 Harbor Blvd # 374, Tucson, AZ, 85767	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-130607	ENR	Nicole Arnold	1979-05-10	UHC-18919-15	5623336184	—	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+2 more
ENR-115790	ENR	Hannah Flores	1941-11-18	UHC-63078-53	4103919225	9304 Lake View Rd, Plano, TX, 75040	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121077	ENR	Aaron B Hoffman	2008-10-12	UHC-55595-67	—	9350 Market St, Tucson, AZ, 85758	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104594	ENR	Betty J Jimennez	1944-05-06	UHC-61044-73	3315717754	5946 Mountain View Dr, Austin, TX, 78707	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-131979	ENR	Sarah Oliver	1992-12-26	UHC-68141-22	6979669245	8057 Cedar Ln Apt 10, Columbus, OH, 43217	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112346	ENR	Lori Graham	1968-06-02	UHC-89319-70	8098483852	4806 Palm Dr, Jacksonville, FL, 32211	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137526	ENR	Ben Hcks	1968-09-17	UHC-96945-10	9892746054	3782 Jefferson Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120299	ENR	Bryan Q Harrison	2007-11-10	UHC-33879-78	7333506085	2725 Indian School Rd, Dallas, TX, 75215	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104778	ENR	Dylan D White	1939-01-15	—	8547426782	7746 Mountain View Dr, Houston, TX	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 89 of 280Previous Next