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
CLM-408723	CLM	Wei R Walsh	1983-12-11	UHC-26657-53	6178885471	4054 Willow Ct, Chandler, AZ, 85210	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-120829	ENR	Arjun X Robinson	2004-09-19	UHC-13026-76	2095424717	7011 Forest Ave # 397, Tucson, AZ, 85718	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-122014	ENR	Aisha P Biley	1993-03-09	UHC-32930-20	6723969448	3532 Highland Ave, Austin, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-22269	PRV	Michelle X Kelley	—	UHC-11382-60	6954920437	2898 Baseline Rd, San Antonio, TX, 78244	0.60	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+4 more
ENR-106123	ENR	Jesse F Fowler	1998-12-11	UHC-13704-87	5134605829	4715 Sage Ct, Miami, FL, 33199	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-57297	TPA	Barbara King	1994-08-04	UHC-36646-18	5698474577	337 Sunset Blvd, Denver, CO, 80229	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-118223	ENR	Nancy X Murray	1976-09-03	UHC-72199-70	6068535308	2773 Maple Ave, Scottsdale, AZ, 85243	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-140645	ENR	Brandon H Fields	1969-09-11	UHC-95171-29	—	2541 Willow Ct, Denver, CO, 80298	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-139709	ENR	Ashley Q Mejia	1969-02-05	UHC-53643-77	8658817090	4736 Desert Sky Blvd, Scottsdale, AZ, 85286	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-20504	PRV	Judy Schultz	1971-11-05	UHC-68917-11	6744583506	4311 Sage Ct, Mesa, AZ, 85235	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116672	ENR	Ralph Weaver	1945-03-16	UHC-96928-89	8495346181	2322 Hillcrest Rd, Miami, FL, 33123	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-138039	ENR	Charlotte D Perry	1983-12-12	UHC-56932-15	4792872369	6577 Spring St, Scottsdale, AZ, 85266	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-133005	ENR	Charles Chan	1978-06-13	UHC-57012-54	8274940267	2023 Meadow Ln, Tucson, AZ	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141822	ENR	Marilyn Henderson	1982-05-24	UHC-96699-72	5264755262	3603 Camelback Rd, Houston, TX, 77070	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-110751	ENR	Frances Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-142493	ENR	Brandon Z Martin	2003-01-17	UHC-01660-56	8787811703	2141 Willow Ct, Eden Prairie, MN, 55362	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135389	ENR	Harold V Matthews	1967-11-23	UHC-47451-76	8814601146	1371 Elm St, Nashville, TN, 37212	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100412	ENR	Jacob E Hamilton	1987-09-19	UHC-17863-18	7252173776	9073 Grand Ave, Columbus, OH, 43214	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
PRV-29537	PRV	Jeremy Jacobs	1965-10-04	UHC-51630-28	—	4442 Meadow Ln, Seattle, WA, 98134	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-132332	ENR	Susan Huntter	1999-07-24	UHC-70915-70	5355554838	5487 Lake View Rd, Mesa, AZ, 85299	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-103016	ENR	Kenneth Wallace	1958-11-28	UHC-00563-50	2588243229	4932 Indian School Rd, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-125249	ENR	Sharon Chapman	1967-01-14	UHC-40644-74	7188265245	249 Ocean Ave, Los Angeles, CA, 90051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-130567	ENR	Virginia L Lane	1957-09-09	UHC-53686-49	4409852591	8548 Indian School Rd, Denver, CO, 80250	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-416834	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
CLM-416835	CLM	Terry Gomez	1945-07-27	UHC-19314-17	—	9617 Lake View Rd, Denver, CO, 80255	0.60	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-139296	ENR	Alexis E Duncan	1970-08-12	UHC-79293-81	3037285635	9398 Maple Ave, Gilbert, AZ, 85284	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113693	ENR	Keelly P Miller	1977-09-23	UHC-87446-96	7748767147	1236 Sage Ct, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-142930	ENR	Kimberly Y Lynch	1951-01-19	UHC-86014-86	4918880384	3986 Spring St, Chandler, AZ, 85268	0.60	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+4 more
CLM-412302	CLM	Mei Flores	1961-10-21	UHC-84637-68	4044486579	8565 Park Pl, Austin, TX	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-431978	CLM	Jeffrey Grant	1983-09-13	UHC-11675-92	—	8815 Oak St, Eden Prairie, MN, 55300	0.60	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135331	ENR	Andrew M Ray	1959-12-12	UHC-74730-74	4639505664	1611 Jefferson Ave, Tempe, AZ, 85278	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107525	ENR	Harold N Ray	1946-09-21	UHC-61684-71	—	5887 Jefferson Ave, Phoenix, AZ, 85047	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-126958	ENR	Jose Kennedy	1954-07-19	UHC-68721-38	9073065709	312 Harbor Blvd, Denver, CO, 80222	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-114152	ENR	Joe N Gilbert	1955-07-08	UHC-26332-03	7267466952	1573 Union St, Fresno, CA, 93742	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-104288	ENR	Lauren W Gonzales	1981-07-25	UHC-73747-02	4335175951	7645 Camelback Rd, San Antonio, TX, 78274	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-423766	CLM	IsabelllaJunk	1952-04-22	UHC-16836-61	—	577 Willow Ct, Tempe, AZ, 85260	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-112658	ENR	Virginia D Marrtin	1953-05-18	UHC-82287-41	7182520263	5201 Apache Blvd, Orlando, FL, 32875	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-412732	CLM	Amber Kennedy	1969-02-27	UHC-00983-53	6622072429	1169 Apache Blvd, Los Angeles, CA, 90098	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-136270	ENR	Ann Salazar	1960-10-10	UHC-08234-84	3008605229	2390 Forest Ave, Miami, FL	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120578	ENR	Beverly Hunter	1996-11-15	UHC-61579-57	7736722371	121 Desert Sky Blvd, Plano, TX, 75041	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124887	ENR	Joseph U Schultz	1973-08-16	UHC-92693-54	4874525606	7373 Main St, Los Angeles, CA, 90039	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-119471	ENR	Anna Kelly	1985-03-14	UHC-87375-51	8277452715	7578 Mesa Dr, Las Vegas, NV, 89145	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-28446	PRV	Greg V Luna	1966-07-21	UHC-06652-38	5112491982	1761 Canyon Rd, Phoenix, AZ, 85020	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
TPA-58611	TPA	Roy Obrien	2008-09-19	UHC-39363-94	8718344031	—	0.60	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-118327	ENR	Cheryl Wells	1996-05-23	UHC-85133-15	7367526763	8038 Ocean Ave, Minneapolis, MN, 55460	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-404736	CLM	Anna Mason	1972-01-02	UHC-45165-10	3113438828	1783 Main St, Austin, TX, 78797	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-409610	CLM	Bradley Brown	2004-06-11	UHC-19081-69	—	4265 Grand Ave, Houston, TX, 77064	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127777	ENR	Andrew Bryant	1951-01-06	UHC-48874-47	3472467726	5644 Mountain View Dr, Scottsdale, AZ, 85262	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-428233	CLM	Jerry Dunn	1993-02-22	UHC-45079-43	6789921657	5397 River Rd # 466, Charlotte, NC, 28296	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-101032	ENR	Hiroshi G Fullre	—	UHC-10742-92	8024769878	9186 Church St, Tampa, FL, 33680	0.60	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more

7,723 rows, page 23 of 155Previous Next