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-108005	ENR	Catherine E Taylor	1965-12-12	UHC-44781-53	8284089875	7245 Hillcrest Rd, Chandler, AZ, 85253	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-130546	ENR	Emma Q Sullivan	1967-11-11	UHC-55851-26	7446131602	6436 Cedar Ln, Las Vegas, NV, 89169	0.80	Name re-cased Date of birth reformatted State name converted to code Whitespace trimmed
ENR-106113	ENR	Douglas M Salazar	1959-12-10	UHC-42879-41	5348483062	1340 Union St, Seattle, WA, 98114	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-134442	ENR	Debar S Henry	1975-09-24	UHC-18948-66	6483032290	3297 Cedar Ln, Houston, TX, 77015	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-121881	ENR	Karen Powell	1971-06-12	—	9683421649	5502 Broadway, Fresno, CA, 93753	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-113263	ENR	Pamela Ruiz	1970-10-10	UHC-62098-03	9505258522	1086 Meadow Ln, Tampa, FL, 33666	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-134474	ENR	Kathryn Munoz	2005-04-12	UHC-48314-07	7427479921	467 Apache Blvd, Plano, TX, 75026	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-115913	ENR	Greg T Moreno	1991-02-06	UHC-44248-84	2103692644	2887 Apache Blvd, Fresno, CA, 93727	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-142078	ENR	Megan Gibson	1947-03-17	UHC-71829-43	3599020561	1590 Camelback Rd, Los Angeles, CA, 90088	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
ENR-133188	ENR	Evelyn Rojsa	1973-03-24	UHC-01492-83	6183952166	4707 Lincoln Way, Mesa, AZ, 85263	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-102799	ENR	Paul Garrett	1973-02-03	UHC-53636-94	2408614041	971 Indian School Rd, Chandler, AZ, 85268	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-131234	ENR	Joshua O Burke	2005-02-17	UHC-01003-36	4428791389	9237 Lincoln Way, Charlotte, NC, 28260	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-109387	ENR	Justin Burton	1969-08-01	UHC-97672-38	5029964097	5208 Grand Ave, San Diego, CA, 92177	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
ENR-124781	ENR	Carlos X Young	1958-03-14	UHC-22068-37	7564710943	8579 Spring St, Tampa, FL, 33678	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
ENR-118512	ENR	Dennis B Spencer	1979-01-01	UHC-48894-38	8949703973	4568 Church St, Minneapolis, MN, 55451	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-112693	ENR	Peter Herrera	1941-07-16	UHC-90166-98	6327226920	4776 Washington St, Sacramento, CA, 95843	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-128103	ENR	Brenda H Rojas	1977-05-18	UHC-40600-19	3586372894	7199 Jefferson Ave, Tampa, FL, 33609	0.82	Name re-cased Phone reformatted State name converted to code
ENR-139017	ENR	Tyler L Munoz	1972-05-15	UHC-99999-10	8029609120	3918 Indian School Rd, Los Angeles, CA, 90031	0.82	Name re-cased Phone reformatted State name converted to code
ENR-123967	ENR	Terry A Medina	1966-02-08	UHC-89474-97	5184330047	9633 Sage Ct, Eden Prairie, MN, 55316	0.82	State name converted to code Email lower-cased Whitespace trimmed
ENR-117900	ENR	Rebecca Z Ellis	2008-06-28	UHC-32971-26	8932467871	9015 Grand Ave, Las Vegas, NV, 89124	0.82	Phone reformatted Member ID reformatted State name converted to code
ENR-128808	ENR	Alice I Fisher	1971-01-16	UHC-58981-64	8202819100	5584 Forest Ave, Tampa, FL, 33652	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-112764	ENR	Diego T Greene	2000-06-01	UHC-14523-34	—	6260 Camelback Rd, Glendale, AZ, 85370	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-139170	ENR	Donald W Alvarez	1944-10-03	UHC-12281-73	3435573286	2697 Central Ave, Gilbert, AZ, 85244	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-100332	ENR	Logan Li	1959-07-08	UHC-03741-73	6223040428	1717 Union St, Houston, TX, 77078	0.82	Date of birth reformatted Phone reformatted State name converted to code
ENR-124165	ENR	Sean Maldonado	1986-04-05	UHC-68553-99	2674632318	8111 Market St, Eden Prairie, MN, 55376	0.82	Name re-cased Phone reformatted State name converted to code
ENR-128671	ENR	Philip F Williamson	1969-09-05	UHC-61206-81	3205781032	4970 Lake View Rd, Atlanta, GA, 30396	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-125369	ENR	Victoria Jacobs	1963-02-02	UHC-60426-14	6238938906	1494 Bayshore Dr, Sacramento, CA, 95826	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-140626	ENR	Lori M Murrya	1987-04-03	UHC-21186-90	2936997863	1860 Cedar Ln, San Diego, CA, 92120	0.82	Name re-cased State name converted to code Whitespace trimmed
ENR-111226	ENR	Julie B Fowler	1984-10-15	UHC-96571-16	2496927446	6025 Washington St, Seattle, WA, 98116	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-118256	ENR	Gerald Hudson	1963-12-25	UHC-90982-29	7373030013	522 Church St, Houston, TX, 77012	0.82	Member ID reformatted State name converted to code Whitespace trimmed
ENR-125008	ENR	Doris Alvarado	1944-08-04	UHC-57048-76	3228826793	8878 Mountain View Dr, Chandler, AZ, 85293	0.82	Phone reformatted State name converted to code Email lower-cased
ENR-104718	ENR	Megan Little	1998-09-25	UHC-03625-82	7064299237	2116 Washington St, Dallas, TX, 75200	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-105104	ENR	Zachary G Carlsno	2003-10-23	UHC-05862-91	—	6475 Jefferson Ave, Denver, CO, 80273	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-121396	ENR	Jeremy Z Roberts	1957-11-11	UHC-07810-03	4709170656	897 Oak St, Miami, FL, 33130	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-114384	ENR	Ethan E Butler	1996-12-25	UHC-96007-92	5823701347	708 Broadway, Gilbert, AZ, 85232	0.82	Name re-cased Phone reformatted State name converted to code
ENR-142833	ENR	Joan N Silva	1968-06-25	UHC-84623-38	7258589637	5289 Mountain View Dr, Columbus, OH, 43287	0.82	Name re-cased Phone reformatted State name converted to code
ENR-123978	ENR	Eugene Gordon	2000-06-13	UHC-51400-98	3958359187	3363 Forest Ave, Las Vegas, NV, 89134	0.82	City re-cased State name converted to code Placeholder values cleared
ENR-104603	ENR	Maria Chavez	1966-05-25	UHC-22088-39	3435827211	9462 Mountain View Dr, Atlanta, GA, 30318	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-131459	ENR	Grake T Kelly	1948-11-19	UHC-37534-77	3454961591	884 Grand Ave, Nashville, TN, 37265	0.82	Name re-cased Phone reformatted State name converted to code
ENR-135420	ENR	Andrea T Cunningham	1943-06-09	UHC-36872-64	7334317270	976 Bayshore Dr, Atlanta, GA, 30365	0.82	Name re-cased Phone reformatted State name converted to code
ENR-106417	ENR	Chuck K Fernandez	1978-08-07	UHC-24771-49	9172822558	9216 Main St, Eden Prairie, MN, 55335	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-118510	ENR	Sam D Jones	1955-08-22	UHC-22027-29	3436143556	3113 Oak St, Atlanta, GA, 30376	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-124909	ENR	Amanda Muonz	1955-09-15	UHC-84667-95	2349923464	7334 Cedar Ln, Sacramento, CA, 95858	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-120303	ENR	Priya Simpson	1997-11-22	—	7079954573	5204 Meadow Ln, Columbus, OH, 43257	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-117321	ENR	Adam B Ruiz	1949-03-03	UHC-14238-60	—	2103 Harbor Blvd, Phoenix, AZ, 85042	0.82	Date of birth reformatted State name converted to code Whitespace trimmed
ENR-130375	ENR	Joshua E Morris	2006-05-07	UHC-36471-25	8165555804	8949 Mesa Dr, Houston, TX, 77074	0.82	Name re-cased State name converted to code Email lower-cased
ENR-123593	ENR	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.82	State name converted to code Email lower-cased Whitespace trimmed
ENR-118227	ENR	Mary Martinez	1975-06-28	UHC-53383-92	8996544642	1478 Church St, Columbus, OH, 43234	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-126505	ENR	Pamela B Brooks	1965-09-10	UHC-52321-23	—	3184 Meadow Ln, Scottsdale, AZ, 85271	0.82	Member ID reformatted State name converted to code Whitespace trimmed
ENR-132143	ENR	Philip Maldonado	1995-01-07	UHC-05637-01	2824773887	7707 Palm Dr, Tempe, AZ, 85228	0.82	City re-cased State name converted to code Placeholder values cleared

4,296 rows, page 81 of 86Previous Next