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

All sources, flag “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-133889	ENR	Mark G Jimenez	2002-11-16	UHC-49159-10	6236480630	6303 Oak St, Phoenix, AZ, 85071	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-126889	ENR	Gloria S Munoz	1939-10-01	UHC-87611-03	2282329893	3275 Harbor Blvd, Scottsdale, AZ, 85217	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-132600	ENR	Maria Ramos	1993-08-27	UHC-15701-44	9307721896	1825 Pine Dr, Columbus, OH, 43231	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-132599	ENR	Maria Ramos	1993-08-27	UHC-15701-44	9307721896	1825 Pine Dr, Columbus, OH, 43231	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-139097	ENR	Diego Phillips	1944-05-18	UHC-26970-55	7379944012	4726 Ocean Ave, Fresno, CA, 93701	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117650	ENR	Jacquelne N Aguilar	2000-05-27	UHC-08507-94	5835492647	5916 Broadway, Glendale, AZ, 85399	0.88	Name re-cased Phone reformatted Member ID reformatted Address re-cased+2 more
TPA-55270	TPA	Pamela U Ortega	1956-08-27	UHC-81594-20	7037460429	871 Baseline Rd, Seattle, WA, 98157	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-126888	ENR	Camila Miller	1956-04-10	UHC-74417-71	8812840618	9117 Willow Ct, Tucson, AZ, 85727	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-105453	ENR	Steven Little	1957-12-22	UHC-14266-65	—	5404 Market St, Houston, TX, 77069	0.88	Date of birth reformatted Member ID reformatted City re-cased Email lower-cased+2 more
ENR-114863	ENR	James Contrers	1986-01-04	UHC-81579-21	5537684103	8536 Grand Ave, Denver, CO, 80283	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-413066	CLM	Stephen Y Montgomery	1975-11-13	UHC-57923-64	5164584594	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-428882	CLM	Kyle Kelly	1961-11-14	UHC-76124-01	4133906145	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-142408	ENR	Austin Mitchell	1991-12-18	UHC-30117-53	6364475533	8198 Lake View Rd, Minneapolis, MN, 55450	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-137849	ENR	Adam L Barnes	1951-06-08	UHC-43073-68	8113653084	7258 Union St, Seattle, WA, 98140	0.88	Phone reformatted Member ID reformatted City re-cased State code upper-cased+2 more
ENR-119622	ENR	Andrea Pena	2004-03-16	UHC-32027-99	6053167891	—	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Plan code upper-cased+2 more
ENR-123388	ENR	Elijah M Alexander	1947-03-14	UHC-50162-78	9302811610	679 Jefferson Ave, Jacksonville, FL, 32294	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-107359	ENR	Ashley Nunez	1942-02-11	UHC-78050-72	5197309594	6577 Highland Ave, Minneapolis, MN, 55411	0.88	Name re-cased Phone reformatted Member ID reformatted Email lower-cased+2 more
ENR-123993	ENR	Amy McCy	1971-10-19	UHC-42716-67	—	7151 Broadway, Chandler, AZ, 85294	0.88	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+2 more
CLM-427428	CLM	Brian F Thomas	1956-12-02	UHC-07672-91	8093837394	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-141669	ENR	Hirshi B Day	1998-11-02	UHC-50152-63	2143366818	9870 Apache Blvd, Mesa, AZ, 85278	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-408914	CLM	Peter Hart	1968-07-14	UHC-61611-95	6354902797	7329 River Rd, Chandler, AZ, 85233	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-419856	CLM	Rechel Dunn	1979-12-14	UHC-82112-42	—	—	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
CLM-431098	CLM	Julia Roberts	1944-04-19	UHC-00443-94	8448149697	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-415771	CLM	William Carlson	1991-12-18	UHC-03108-32	2307520205	4889 Willow Ct, Seattle, WA, 98148	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-135739	ENR	Jessica T Thompson	1967-03-15	UHC-22683-14	5988510841	1744 Valley View Dr, Nashville, TN, 37222	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-422907	CLM	Laura Weber	1941-09-14	UHC-70400-26	3908170764	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-411522	CLM	Aaron Webb	1964-02-02	UHC-01857-64	3242847345	8555 Apache Blvd, San Antonio, TX, 78290	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-115864	ENR	Juan N Weber	1953-11-28	UHC-19071-94	2105439815	6266 Spring St, Columbus, OH, 43284	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-25592	PRV	Henry Jordan	1968-05-02	UHC-15997-66	3612431772	3607 Ridge Rd, Tampa, FL, 33646	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-122319	ENR	Kevin Matthews	2000-09-21	UHC-52100-83	3972303263	5953 Canyon Rd, Miami, FL, 33164	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-129153	ENR	Alice W Graham	1991-09-14	UHC-27965-48	6428106306	952 Hillcrest Rd, Las Vegas, NV, 89121	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-104769	ENR	Dunna E Myers	1946-06-08	UHC-96895-18	9492555228	6536 Lake View Rd, Charlotte, NC, 28209	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-428885	CLM	Aisha Hudson	1969-07-28	UHC-06355-21	3515930306	7330 Sunset Blvd, Tucson, AZ, 85756	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-127938	ENR	Logan Bell	1975-10-16	UHC-02024-42	5609168744	7325 Baseline Rd, Jacksonville, FL, 32235	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-405888	CLM	Larry Herrera	1954-02-16	UHC-34195-55	—	3663 Mountain View Dr, Austin, TX, 78779	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
CLM-407759	CLM	Daniel Wang	1963-08-01	UHC-30615-60	2123718667	1901 Valley View Dr, Denver, CO, 80235	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
TPA-50005	TPA	Becky V Guerrero	1994-08-12	UHC-73120-26	—	9512 Broadway, San Antonio, TX, 78221	0.88	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-124494	ENR	Natalie Ramos	1987-04-27	UHC-03397-06	2699171269	8649 Broadway, Seattle, WA, 98156	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-124925	ENR	Carol B Gibson	1941-01-10	UHC-92939-34	3465222203	6007 Oak St, Tempe, AZ, 85235	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-29199	PRV	Anthony Perkins	1988-06-09	UHC-29134-84	4156884151	5905 Elm St, Las Vegas, NV, 89113	0.88	Phone reformatted Member ID reformatted City re-cased Email lower-cased+2 more
CLM-414122	CLM	Henry I Reynolds	2002-08-03	UHC-89188-18	9764888719	—	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-405244	CLM	Kathleen Berry	1975-09-17	UHC-51781-32	5243308879	6290 Broadway, Gilbert, AZ, 85290	0.88	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+2 more
PRV-29047	PRV	Raymond Q Alvarado	1940-05-14	UHC-63639-31	2114911603	1325 Market St, Dallas, TX, 75230	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-423137	CLM	Dylan Marrtin	1946-03-15	UHC-41516-35	9334409259	3591 Lake View Rd, Tampa, FL, 33622	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-431585	CLM	Marilyn Dominguez	1991-04-14	UHC-83227-42	4116909711	6157 Camelback Rd, Fresno, CA, 93745	0.88	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+2 more
PRV-27329	PRV	Gay Rice	1983-06-05	UHC-79247-20	6587037804	9612 Union St, Denver, CO, 80219	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-431704	CLM	Chris Wallace	1962-08-25	UHC-56875-41	—	8665 Camelback Rd, Eden Prairie, MN, 55309	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-119710	ENR	Priya B Rice	1957-12-11	UHC-92535-76	2084330337	9320 Bayshore Dr, Chandler, AZ, 85250	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-429210	CLM	Janice Guzman	1946-08-08	UHC-17068-79	2892855655	6966 Maple Ave, San Antonio, TX, 78208	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-405542	CLM	Alexis Johnson	1980-05-11	UHC-95918-59	5064211424	6585 Church St, Dallas, TX, 75230	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more

7,723 rows, page 126 of 155Previous Next