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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141441	ENR	George Jordan	2007-12-15	UHC-51226-22	7383266349	9029 Mountain View Dr, Mesa, AZ, 85201	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103588	ENR	Katherine Hill	1979-09-20	UHC-53855-27	7516947971	983 Spring St, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129912	ENR	Joan R Crawford	1994-01-18	UHC-75659-83	9672380863	5274 Harbor Blvd, Sacramento, CA, 95863	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113381	ENR	Athony Brown	1994-07-16	UHC-68012-85	8139803869	5356 Lake View Rd, Plano, TX, 75073	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103921	ENR	Karen S Barnes	1974-05-22	UHC-31221-53	8638201592	5968 Harbor Blvd, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119993	ENR	Alice Robertsun	1982-09-08	UHC-51048-68	2118511219	7045 Washington St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110862	ENR	Mei Mason	1952-07-13	UHC-10773-28	4749036821	5291 Mesa Dr Apt 13, Gilbert, AZ, 85212	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134924	ENR	Wayne Y Williamms	1985-03-11	UHC-69696-29	9263253755	8756 Grand Ave, Jacksonville, FL, 32259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136847	ENR	Steven K Cole	1982-09-07	UHC-97690-65	8198040252	5310 Sunset Blvd, Glendale, AZ, 85378	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127763	ENR	Matthew Z Marquez	1984-02-09	UHC-31075-42	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-105937	ENR	Charles U Jones	1950-06-21	UHC-98664-57	—	1193 Ocean Ave, Mesa, AZ, 85209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102718	ENR	Grace T Peterson	1987-07-11	UHC-80834-29	2825513637	116 Highland Ave, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140307	ENR	Sarah Evans	2005-06-24	UHC-45876-68	7863518033	834 Cedar Ln, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124560	ENR	Janice B Morris	1978-11-05	UHC-64462-90	2807620499	9728 River Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118123	ENR	Karen F Wong	2001-09-25	UHC-75927-48	5548531415	6744 Union St, Tempe, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108046	ENR	Lori A Rodriguez	1941-12-16	UHC-24750-67	7504099972	2084 Maple Ave, Gilbert, AZ, 85252	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108328	ENR	Virginia G Carter	1958-06-24	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114233	ENR	Carolyn H Wong	1977-01-09	UHC-08618-64	9184250815	2259 Highland Ave, Sacramento, CA, 95840	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
ENR-130859	ENR	Paul Lawson	1967-01-26	UHC-77158-43	8338077978	3409 Elm St, Tempe, AZ, 85233	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105965	ENR	Roger Lawrence	1953-11-17	UHC-05657-40	5462796789	5935 Meadow Ln, Las Vegas, NV, 89126	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101850	ENR	Sharon K Hall	1974-12-27	UHC-18998-04	2765653804	8610 Cedar Ln Apt 17, Miami, FL, 33149	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141872	ENR	Donna Kennedy	1992-12-05	UHC-09408-30	3328963228	2000 Canyon Rd, Nashville, TN, 37271	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126890	ENR	Donald B Ellis	1939-01-25	UHC-39148-42	2809011502	9268 Union St, Tempe, AZ, 85269	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122415	ENR	Steven Anderson	1980-10-21	UHC-73679-17	5265922271	5988 Lincoln Way, Tampa, FL, 33683	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130500	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114800	ENR	Jak V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct, Chandler, AZ, 85226	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
ENR-113965	ENR	Julia F Warren	1973-07-24	UHC-47230-50	—	3008 Church St, Minneapolis, MN, 55415	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-107697	ENR	Dot Matthews	1941-12-19	UHC-82814-73	3135574928	6235 Spring St, Mesa, AZ, 85211	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-117230	ENR	Angela Greene	1983-06-07	UHC-22046-69	9108073288	9228 Ocean Ave, Glendale, AZ, 85369	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123699	ENR	Mariana M Reyd	1962-08-21	UHC-79629-60	6172878659	8707 Main St, Glendale, AZ, 85384	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140595	ENR	Marcus W Bailey	1940-11-16	UHC-27177-20	—	7682 Spring St, Las Vegas, NV, 89135	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-137442	ENR	Victoria L Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-134326	ENR	Judy Nelson	1952-10-02	UHC-65995-66	7873525343	5320 River Rd, Tucson, AZ, 85710	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113844	ENR	Grace Ortega	1962-04-12	UHC-94521-16	3376109694	8559 Meadow Ln, Nashville, TN, 37280	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119084	ENR	Maria J Cooper	1980-01-25	UHC-70178-65	2417212278	5711 Jefferson Ave, Columbus, OH, 43227	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126598	ENR	Theresa D Meyer	1970-02-18	UHC-06837-05	6277376605	1228 Apache Blvd, Mesa, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104611	ENR	Kevin Turner	1981-03-07	UHC-30904-19	3493617366	3268 Elm St, Gilbert, AZ, 85200	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104893	ENR	SamanthaJunk	2000-04-03	UHC-05248-31	6326196458	6065 Camelback Rd, Sacramento, CA, 95868	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124413	ENR	Russell Brown	1941-07-27	UHC-59359-98	2794659772	654 Forest Ave, Orlando, FL, 32804	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139583	ENR	Keith Howell	1992-02-06	UHC-30928-47	4527031128	200 Camelback Rd # 852, Dallas, TX, 75201	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121981	ENR	Jean Moreno	1988-07-01	UHC-83260-90	3163637604	739 Meadow Ln, Denver, CO, 80224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-105874	ENR	Justin V Crawford	—	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123844	ENR	Sofia L Grannt	1985-08-17	UHC-24068-09	2297766274	2301 Baseline Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130509	ENR	Ahmed Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr # 901, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-110805	ENR	Jonathan Sandoval	1962-03-06	UHC-01777-85	8107213077	5390 Maple Ave, San Diego, CA, 92106	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123702	ENR	Margaret Q Perry	1969-11-26	UHC-92594-86	8677260266	833 Apache Blvd, Scottsdale, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105892	ENR	Shirley Alvarez	1986-07-17	—	7104483252	1833 Grand Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130796	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-132831	ENR	Sara P Tucker	1943-12-24	UHC-90720-81	3419626063	5110 Forest Ave, Mesa, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131416	ENR	Ann Howell	1940-07-26	UHC-63778-36	4469623808	167 Sunset Blvd, Phoenix, AZ, 85051	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 155 of 532Previous Next