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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113957	ENR	Santiago G Snyder	1990-10-11	UHC-07482-57	6966411171	7460 Forest Ave, Jacksonville, FL, 32230	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100107	ENR	Nancy K Vega	1975-03-24	UHC-26451-41	3415029640	6800 Lincoln Way, Austin, TX, 78787	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116595	ENR	Judy Garza	1960-01-16	UHC-43428-27	2716569507	3068 Jefferson Ave Apt 18, Columbus, OH, 43263	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124175	ENR	Brandon G Graham	1998-03-03	UHC-81812-78	2115434560	3790 River Rd, Dallas, TX, 75208	0.64	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-140214	ENR	Rachel N Meyer	1999-08-10	UHC-39130-61	8779004809	8031 Valley View Dr, Jacksonville, FL, 32247	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-128786	ENR	Albert Diaz	1944-07-06	UHC-94730-52	7906992008	3720 Church St, Nashville, TN, 37298	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118576	ENR	Eric A Freeman	1961-04-07	UHC-11481-11	3409589916	533 Highland Ave, Dallas, TX, 75252	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103992	ENR	Patricia K Miller	1943-02-16	UHC-81250-72	3122010988	1760 Pine Dr, Denver, CO, 80257	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137991	ENR	Anna Palmer	1961-01-03	UHC-08520-27	3766846663	3351 River Rd, Denver, CO, 80239	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137344	ENR	Luis M Gardner	—	UHC-12498-22	4167871096	5541 Canyon Rd, Jacksonville, FL, 32263	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-113637	ENR	Ralph N Jimenez	1998-04-11	UHC-41438-71	5707458691	9714 Church St, Sacramento, CA, 95875	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106778	ENR	Dylan B Nunez	1999-04-17	UHC-40902-19	8162583903	9491 Apache Blvd, Columbus, OH	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119313	ENR	Sarah Washington	2006-01-21	UHC-40655-78	4945526548	2383 Apache Blvd Apt 27, Austin, TX, 78793	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114303	ENR	Joseph Watkins	—	UHC-68165-43	4839807908	8272 Sunset Blvd, Charlotte, NC, 28277	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-102961	ENR	Diana T Bennett	2002-08-21	UHC-57282-50	7345371973	7975 Church St, Minneapolis, MN, 55435	0.64	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-131015	ENR	Jackie Daniels	1999-10-28	UHC-36475-82	7157428226	5622 Valley View Dr, Miami, FL, 33129	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134731	ENR	Julie Fox	1939-08-04	UHC-79877-01	6922946043	5009 Willow Ct, Minneapolis, MN, 55460	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-117570	ENR	Paul C Li	2002-09-16	UHC-71953-24	7343084534	1720 Market St, Seattle, WA, 98123	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126226	ENR	Judy Vasquez	—	UHC-36852-38	2642576583	1883 Mountain View Dr, Eden Prairie, MN, 55386	0.64	Name re-cased Date of birth missing Phone reformatted Gender normalised+2 more
ENR-126124	ENR	Roger R Schhultz	1973-09-07	UHC-53999-69	7687567715	2168 Valley View Dr, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105496	ENR	Ronald E Wagner	1982-09-03	UHC-58418-98	8454980399	6787 River Rd, Plano, TX, 75006	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114144	ENR	Evelyn F Aguilar	—	UHC-92536-58	2296264278	3760 Sage Ct, Chandler, AZ, 85234	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-124347	ENR	Alexander Porter	1964-05-26	UHC-44883-09	2322803488	5975 Pine Dr, Chandler, AZ, 85274	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120024	ENR	Janet Ferguson	1995-11-02	UHC-23654-46	7042083543	8247 Bayshore Dr, Tucson, AZ, 85718	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-142771	ENR	Alan Harris	1946-08-05	UHC-64454-23	6765925049	1221 Union St, Minneapolis, MN, 55422	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130194	ENR	Mei C Burke	1978-09-20	UHC-54989-41	6202386100	5002 Meadow Ln, Dallas, TX, 75219	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-110531	ENR	Danielle P Reynolds	1999-12-27	UHC-46263-10	7819598479	3684 Willow Ct, Atlanta, GA, 30396	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-106322	ENR	Billy C Gibosn	2008-04-13	UHC-06894-24	5717274213	3004 Sunset Blvd, Tucson, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121067	ENR	Amanda Mendoza	1941-02-24	UHC-89922-24	4089422303	11 Bayshore Dr, Gilbert, AZ, 85248	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134640	ENR	Fatima P Munoz	1948-01-18	UHC-81574-44	8912550905	295 Harbor Blvd, Las Vegas, NV, 89181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112295	ENR	Dennis Reyes	1951-11-05	UHC-46893-94	2266405957	6420 Palm Dr, Jacksonville, FL, 32274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115381	ENR	Natalie C Ortiz	2004-03-20	UHC-29726-46	8382866598	1092 Park Pl Apt 34, Eden Prairie, MN, 55359	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121591	ENR	Laura A Blakk	1958-12-07	UHC-92939-08	3702006820	3594 Washington St, Houston, TX, 77092	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108589	ENR	Maria Z Sandoval	1938-05-09	UHC-69641-21	4848918726	7066 Sunset Blvd, Jacksonville, FL, 32219	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-140131	ENR	Keith N Ortiz	1984-04-10	UHC-37194-20	7607507428	4229 Palm Dr, Miami, FL, 33121	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-108396	ENR	Barbara F Simpson	1949-07-18	UHC-04319-84	3656662571	5234 Washington St, Denver, CO, 80205	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128242	ENR	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102601	ENR	Karen F Smith	1948-03-15	UHC-81838-34	5766968741	1470 Mountain View Dr, Chandler, AZ, 85299	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-140036	ENR	Jeffrey T Bennett	1990-09-06	UHC-49011-33	2809069485	2845 Ocean Ave, Tucson, AZ, 85744	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101234	ENR	Lsa K Campbell	1982-04-21	UHC-60740-82	7533744759	4118 Highland Ave, Nashville, TN, 37289	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120824	ENR	Pat M Payne	2003-11-14	UHC-57067-49	2064393479	4502 Cedar Ln, Minneapolis, MN, 55427	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127931	ENR	JJunk	1957-07-09	UHC-47898-35	8826073302	7361 Main St, Columbus, OH, 43276	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-130380	ENR	Michelle X Kelley	1963-08-16	UHC-79555-07	5197856862	8397 Pine Dr, Minneapolis, MN, 55438	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126618	ENR	Jacqueline Bennett	2004-07-10	UHC-17708-15	8962867056	8163 Palm Dr, Chandler, AZ, 85258	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106702	ENR	Logan Berry	1997-01-25	UHC-56468-55	9342747598	979 Valley View Dr, Eden Prairie, MN, 55393	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-109763	ENR	Elijah Aguilar	—	UHC-11836-39	2339318889	1294 Sage Ct, Jacksonville, FL, 32292	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130554	ENR	Yang Z Hannah	1960-11-12	UHC-38205-90	8628563844	9744 Church St, Tucson, AZ, 85713	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106403	ENR	Donna G Clark	1942-02-28	UHC-07526-15	7713378828	6773 Indian School Rd, Minneapolis, MN, 55407	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125782	ENR	George N Jenkins	1939-09-03	UHC-33895-29	4874346376	9245 Canyon Rd, Miami, FL, 33112	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117567	ENR	Natalie Reid	1961-02-05	UHC-53152-08	9212513032	9381 Hillcrest Rd, Chandler, AZ, 85209	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 132 of 564Previous Next