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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109324	ENR	Nathan Schultz	1968-02-18	UHC-02679-13	4438045596	4204 Highland Ave, Miami, FL, 33144	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133743	ENR	Stephanie Chapman	—	—	6256883610	7839 Main St, Gilbert, AZ, 85262	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-138210	ENR	Juan L Hicks	1960-08-11	UHC-50167-56	—	8082 Hillcrest Rd, Fresno, CA	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-110219	ENR	Jason Grant	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd # 964, Denver, CO, 80293	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-108181	ENR	Peter S Cox	1954-07-02	UHC-84520-28	2525044820	9161 Baseline Rd, Tucson, AZ, 85760	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126606	ENR	Beverly I Baker	1997-08-08	UHC-69779-08	—	5700 Maple Ave # 597, Atlanta, GA	0.48	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
ENR-141875	ENR	John P White	1999-05-07	UHC-30249-93	4295284389	8455 Market St, Atlanta, GA, 30381	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-134718	ENR	Kathleen Y Soto	2002-08-13	UHC-94654-92	4098981119	6214 Highland Ave, Columbus, OH, 43214	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-129395	ENR	Amanda Brooks	1966-05-17	UHC-53265-89	3354943327	497 Canyon Rd, Nashville, TN	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-104396	ENR	Brian Vazquez	1997-04-17	UHC-47957-28	2274042354	700 Willow Ct, Houston, TX, 77034	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-136561	ENR	Charlotte B Riley	2007-01-23	UHC-92624-92	6864994338	355 Valley View Dr, Tucson, AZ, 85782	0.48	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+4 more
ENR-141779	ENR	Sara McCoy	1938-02-24	UHC-49462-80	8255562765	7050 Forest Ave Apt 25, Charlotte, NC, 28281	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132449	ENR	Andrew I Hunt	2006-10-23	UHC-82931-32	5568174802	3243 Church St Apt 21, Dallas, TX, 75260	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132448	ENR	Andrew I Hunt	2006-10-23	UHC-82931-32	5568174802	3243 Church St Apt 21, Dallas, TX, 75260	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124450	ENR	Gloria T Berry	2008-08-04	UHC-91554-58	7644499555	5979 Sage Ct, Mesa, AZ, 85216	0.48	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-127492	ENR	Chris L Castro	2005-02-27	UHC-53454-40	—	1841 Maple Ave, Las Vegas, NV, 89108	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-129761	ENR	Edward L Jenkins	1970-06-11	UHC-81374-07	6214437611	7960 River Rd Apt 20, Minneapolis, MN, 55478	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-134047	ENR	David C Jacobs	1999-01-03	UHC-26875-93	2904286809	9035 Central Ave Apt 5, Seattle, WA, 98193	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-115202	ENR	Danielle Tucker	—	UHC-36926-50	9653882432	5004 Church St, San Antonio, TX, 78223	0.48	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
ENR-128745	ENR	Douglas G Soto	1984-12-21	UHC-83412-14	3118176795	5646 Canyon Rd, Fresno, CA, 93708	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102350	ENR	Matthew Y Gbison	1973-03-05	UHC-41424-77	3612678988	7642 Market St, Sacramento, CA, 95816	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-127187	ENR	Anna H Santos	1975-12-04	UHC-15152-91	8695710303	6959 Desert Sky Blvd, Gilbert, AZ, 85234	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125047	ENR	Kyle Tran	—	UHC-53619-59	4514110427	4149 Willow Ct, Eden Prairie, MN, 55321	0.48	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+4 more
ENR-124811	ENR	Donna C Kelley	1998-05-24	UHC-99118-77	7537095343	719 Highland Ave Apt 28, Fresno, CA	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133825	ENR	Richard Alvarez	1952-08-20	—	2852452763	7885 Sunset Blvd, Phoenix, AZ, 85080	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109605	ENR	Victoria Reyes	1996-12-06	UHC-54437-63	—	3615 Valley View Dr, Miami, FL, 33107	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-103580	ENR	Ashley Morrison	1978-09-28	UHC-52293-35	4759023644	3220 River Rd Apt 19, Columbus, OH	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-118189	ENR	Kathryn X Sims	1967-11-06	UHC-39197-67	9753018836	9716 River Rd Apt 17, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-136634	ENR	Isabella Robertson	1988-01-02	UHC-25638-63	3447784951	4127 Lake View Rd # 279, San Diego, CA	0.48	Name re-cased Phone reformatted Unit split from street ZIP missing+4 more
ENR-131233	ENR	Jose Nelon	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-113895	ENR	Randy Daniels	1944-06-11	UHC-90910-84	3882163376	4653 Highland Ave, Austin, TX	0.48	Name re-cased Two-digit birth year Phone reformatted City re-cased+4 more
ENR-105438	ENR	Kenneth I Obrien	1948-04-17	UHC-17109-44	—	8106 Cedar Ln, Charlotte, NC, 28212	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122906	ENR	Danielle D Ramirez	1949-12-02	UHC-85416-89	8719596553	8096 Harbor Blvd, Tampa, FL, 33638	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-138893	ENR	Frank T Kelly	1989-04-25	UHC-92048-52	6578094632	7013 Cedar Ln, Glendale, AZ, 85370	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123639	ENR	Sofia Ramirez	1976-11-13	UHC-92206-23	4826615372	8190 Camelback Rd Apt 37, Jacksonville, FL, 32240	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124290	ENR	Patricia P Bennett	1940-07-21	UHC-77422-61	4983143138	8570 Valley View Dr, San Diego, CA, 92131	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115786	ENR	Angela A Greene	1952-05-01	UHC-77777-60	—	3078 Sage Ct Apt 17, San Antonio, TX, 78265	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-135838	ENR	Jeffrey Obrien	1967-04-14	UHC-07591-74	3839097191	2023 Washington St, Miami, FL, 33174	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-137803	ENR	Jonathan Z Ramirez	1962-03-14	UHC-25636-58	2168636861	995 Spring St, Columbus, OH, 43276	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-136665	ENR	Nancy James	1956-09-17	UHC-08079-42	3142689346	8005 River Rd, Orlando, FL, 32828	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111922	ENR	Sophia Harris	1939-08-24	UHC-07069-71	6179012513	8447 Camelback Rd, Tampa, FL, 33665	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-106033	ENR	Elizabeth W Reed	1994-09-12	UHC-75188-50	8916442972	9403 Cedar Ln Apt 28, Seattle, WA, 98112	0.48	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-138091	ENR	Isabella A Walsh	2006-04-16	UHC-62689-44	3472483522	656 Cedar Ln, Seattle, WA, 98178	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-116126	ENR	Ralph Bowman	1941-08-25	UHC-50182-69	5895560311	8891 Camelback Rd, Dallas, TX	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-111577	ENR	Karen F Jackson	1947-05-22	UHC-05379-68	8543379329	1428 Jefferson Ave, Los Angeles, CA, 90023	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114138	ENR	Lauren Perry	—	UHC-79257-94	9664326969	1166 Camelback Rd, Eden Prairie, MN, 55300	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-128852	ENR	Douglas Q Perry	1979-03-18	UHC-12328-71	3826546399	1326 Apache Blvd Apt 37, Austin, TX, 78772	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126954	ENR	Dot Hall	—	UHC-15763-54	8307841334	6357 Highland Ave, Las Vegas, NV	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-114204	ENR	Benjamin Turner	1949-04-08	UHC-47719-18	3579393116	3818 Canyon Rd # 799, Tempe, AZ, 85282	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-107721	ENR	Ralph R Williamson	1987-07-26	—	4805300172	1667 Palm Dr # 816, Scottsdale, AZ, 85254	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more

17,310 rows, page 13 of 347Previous Next