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-110654	ENR	Hiroshi P Burns	1958-03-23	UHC-11947-28	4192530938	1047 Lake View Rd, Dallas, TX, 75232	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-105603	ENR	Jose Simmons	1947-05-11	UHC-22322-13	6143939984	8631 Mesa Dr, Minneapolis, MN, 55491	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-420332	CLM	Willie Carlson	1985-10-01	UHC-17692-67	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-423813	CLM	Evelyn Hansen	1971-05-08	UHC-97559-91	5753798685	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-120203	ENR	Margaret Burke	1993-12-13	UHC-14555-90	8608464900	2687 Canyon Rd, Nashville, TN, 37222	0.90	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+1 more
ENR-141108	ENR	Keith T Herrera	1977-08-18	UHC-46316-68	5636249105	740 Broadway, Los Angeles, CA, 90052	0.90	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+1 more
ENR-133785	ENR	Bryan R James	1969-04-16	UHC-50170-74	8729050453	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-105855	ENR	Jonathan Turner	1939-06-23	UHC-89708-54	8412467920	7967 Lake View Rd, Chandler, AZ, 85230	0.90	Name re-cased Member ID reformatted Email lower-cased Plan code upper-cased+1 more
ENR-113670	ENR	Deborah I Smith	1955-02-11	UHC-06521-05	4476415070	—	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-425530	CLM	Judy Hawkins	1997-01-20	UHC-29542-31	8818646037	5530 Hillcrest Rd, Las Vegas, NV, 89187	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-100260	ENR	Keith R Coleamn	1944-07-25	UHC-94258-73	9262233340	—	0.90	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased+1 more
ENR-114239	ENR	Susan Burke	1985-02-25	UHC-70463-11	2824228292	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-408633	CLM	Valentina Mitchell	1995-06-21	UHC-63873-04	7586010060	9613 Lincoln Way, Miami, FL, 33130	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401106	CLM	Sara James	1964-06-24	UHC-16502-55	5152087217	2639 Sage Ct, Tempe, AZ, 85213	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-27102	PRV	Austin White	1964-06-23	UHC-80016-18	6328572529	2976 Market St, Minneapolis, MN, 55456	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-24067	PRV	Nancy D Walsh	1946-02-24	UHC-03744-02	9755220095	5331 Lake View Rd, Minneapolis, MN, 55449	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-417066	CLM	Ruth Martin	1995-04-11	UHC-14182-10	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-429555	CLM	Bradley Porter	2006-03-12	UHC-23306-28	8826185903	6298 Maple Ave, Fresno, CA, 93729	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-131034	ENR	Dorothy B Bennett	1975-01-24	UHC-49307-33	7264722063	6411 Hillcrest Rd, Los Angeles, CA, 90064	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-133490	ENR	Yuki N Long	2000-03-06	UHC-56633-57	9542230355	4148 Oak St, Seattle, WA, 98148	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-130249	ENR	Lucia Day	1980-02-11	UHC-21650-93	8582935101	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+1 more
PRV-26517	PRV	Matthew Schmidt	1990-04-09	UHC-21293-99	7876960213	—	0.90	Name re-cased Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-429622	CLM	Ronald Valdez	2002-06-14	UHC-47247-36	6164014248	6556 Oak St, Fresno, CA, 93706	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-112830	ENR	Douglas R Hicks	1978-03-16	UHC-07479-61	5896109121	—	0.90	Phone reformatted Member ID reformatted Plan code upper-cased Whitespace trimmed+1 more
ENR-125706	ENR	Barb E Santos	1925-08-17	UHC-90254-60	5979646315	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-406079	CLM	Lisa Foster	1995-08-24	UHC-72634-68	4786590704	—	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-25918	PRV	Henry Z Munoz	2000-08-25	UHC-77648-08	4953088610	9181 Oak St, Tempe, AZ, 85216	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-131922	ENR	Amy Medina	1997-03-22	UHC-40750-03	4008146853	4249 Apache Blvd, San Diego, CA, 92133	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-401386	CLM	Jean M Bennett	1988-07-22	UHC-16157-76	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-423885	CLM	Sean P Garrett	1941-08-10	UHC-63417-50	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-21022	PRV	Ewdard N Porter	1999-07-28	UHC-26683-20	—	226 Broadway, Houston, TX, 77018	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-136608	ENR	Madison Dunn	1940-11-27	UHC-15587-15	6267467603	4086 Main St, Charlotte, NC, 28253	0.90	Name re-cased Phone reformatted Member ID reformatted City re-cased+1 more
ENR-100157	ENR	Olivia H Estrada	1963-04-22	UHC-38212-76	3377885512	8818 Camelback Rd, Sacramento, CA, 95866	0.90	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
CLM-416425	CLM	Melissa Anderson	1981-07-02	UHC-00123-95	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-109444	ENR	Vincent Lee	1979-01-01	UHC-40504-25	6897745966	4326 Sunset Blvd, Houston, TX, 77068	0.90	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed+1 more
ENR-109158	ENR	Priya P Webb	1983-06-28	UHC-01077-32	3952917551	2650 Oak St, Chandler, AZ, 85214	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-112838	ENR	Cynthia Ford	1951-09-23	UHC-92645-67	5759134166	2718 Ridge Rd, Los Angeles, CA, 90098	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-400775	CLM	Mark Freeman	2006-04-11	UHC-14472-19	6483263859	8601 Jefferson Ave, Scottsdale, AZ, 85277	0.90	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-432525	CLM	Sandra Guzman	1945-08-09	UHC-12290-92	5187332117	3250 Indian School Rd, Miami, FL, 33177	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-430771	CLM	Marilyn Spencer	1979-04-01	UHC-99441-70	7345195958	—	0.90	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-125881	ENR	Carolyn H Carlson	1963-03-23	UHC-63760-02	7674784645	4704 Bayshore Dr, Columbus, OH, 43214	0.90	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+1 more
CLM-429466	CLM	Carol Turner	1988-06-04	UHC-66102-25	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+1 more
ENR-133790	ENR	Raymond M Bakeer	1977-10-18	UHC-89971-89	3817739398	3551 Ridge Rd, Scottsdale, AZ, 85226	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
TPA-54025	TPA	Hiroshhi Mliler	1978-09-12	UHC-76081-36	—	—	0.90	Name re-cased Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
CLM-414632	CLM	Mason Ellis	1965-06-19	UHC-64618-74	—	5237 Indian School Rd, Glendale, AZ, 85388	0.90	Name re-cased Member ID reformatted City re-cased State code upper-cased+1 more
ENR-138513	ENR	Patrick Kim	1941-09-12	UHC-40063-90	6704654221	9286 Broadway, Mesa, AZ, 85245	0.90	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+1 more
ENR-106664	ENR	Isabella Fernandez	1945-08-04	UHC-10105-43	7767252944	1477 Ridge Rd, Las Vegas, NV, 89131	0.90	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+1 more
ENR-106665	ENR	Isabella Fernandez	1945-08-04	UHC-10105-43	7767252944	1477 Ridge Rd, Las Vegas, NV, 89131	0.90	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased+1 more
CLM-400092	CLM	Terry Reid	1980-07-06	UHC-20740-77	—	3199 Highland Ave, Glendale, AZ, 85369	0.90	Name re-cased Member ID reformatted City re-cased Whitespace trimmed+1 more
ENR-118411	ENR	Logan Wang	1943-02-10	UHC-66376-95	9184341045	1767 River Rd, Sacramento, CA, 95862	0.90	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed+1 more

7,723 rows, page 128 of 155Previous Next