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-137769	ENR	Ralph S Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-140650	ENR	Randy Valdez	1956-02-15	UHC-86863-81	4683533078	1385 Ocean Ave, Columbus, OH, 43289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137578	ENR	Allen Auztin	1939-03-24	—	3993604770	2083 Cedar Ln, Phoenix, AZ, 85079	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117044	ENR	Arjun S Owens	1962-06-08	UHC-80793-24	2999727782	7641 Broadway, Eden Prairie, MN, 55380	0.64	Phone reformatted Address re-cased City re-cased State name converted to code+2 more
ENR-124399	ENR	Jacob T Moreno	1990-08-21	UHC-68222-61	4566853664	6877 Ocean Ave, Orlando, FL, 32837	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-140014	ENR	Goerge S Nelsson	1941-04-27	UHC-72655-13	5636544348	9584 Desert Sky Blvd, Fresno, CA, 93700	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139488	ENR	Alyce H Davis	1959-10-17	UHC-89086-36	9497360090	3070 Lake View Rd, Charlotte, NC, 28288	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121602	ENR	Patricia Le	1962-10-07	UHC-67782-25	4914532104	2990 Pine Dr, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126949	ENR	Carl Garrett	1974-10-04	UHC-17347-36	3737993357	3468 Meadow Ln, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128652	ENR	Christine E Warrren	1977-02-08	UHC-91442-06	3236509680	2302 Oak St, Sacramento, CA, 95816	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124738	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124739	ENR	Melyssa Moreno	1988-04-02	UHC-16032-64	2194452758	5025 Oak St, Chandler, AZ, 85295	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106961	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106960	ENR	Samuel Diaz	1954-09-13	UHC-54213-52	8492846427	1684 Oak St, Atlanta, GA, 30393	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129294	ENR	Albert H Gardner	1993-09-01	UHC-51913-36	3099985364	232 Jefferson Ave, Mesa, AZ, 85299	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130772	ENR	Eric Lawrence	—	UHC-14851-25	5152902021	9404 Baseline Rd, Atlanta, GA, 30304	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121445	ENR	Dylan Rogers	1953-07-20	UHC-82066-02	8109434477	9893 Sunset Blvd, Denver, CO, 80246	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128505	ENR	Gloria M Wong	1989-11-05	UHC-81570-84	4534011384	1351 Elm St, Minneapolis, MN, 55440	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-123186	ENR	James Mejia	1976-04-10	UHC-92828-80	5676864892	1966 Palm Dr, Columbus, OH, 43262	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117631	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-125666	ENR	Raymond Sullivan	1989-08-22	UHC-05981-64	4874231313	5591 Sage Ct, Chandler, AZ, 85201	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
ENR-112143	ENR	Mariana Clark	—	UHC-09124-57	4778060019	3422 Mesa Dr Apt 2, Tempe, AZ, 85251	0.64	Name re-cased Date of birth missing Phone reformatted Unit split from street+2 more
ENR-138071	ENR	Martha N Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
ENR-120397	ENR	Gutierrez Sara	1951-10-07	UHC-38363-25	5259407605	742 Mesa Dr, Austin, TX, 78734	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118328	ENR	Chris M Stevens	1994-08-02	UHC-11824-83	5947959374	167 Hillcrest Rd, Austin, TX, 78749	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-112161	ENR	Joe Castillo	—	UHC-28152-67	6245948061	4630 Church St, Tampa, FL, 33600	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-132762	ENR	Grgeory McCoy	1943-07-23	UHC-42545-15	5354262329	2161 Maple Ave, Gilbert, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+2 more
ENR-125413	ENR	Katherine M Lucas	1966-07-23	UHC-29115-96	4368401595	6724 Market St, Austin, TX	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-125555	ENR	Jacob E Jacobs	2002-01-06	UHC-55658-02	2123563818	2374 Jefferson Ave, Columbus, OH, 43296	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135093	ENR	Kimberly Stewart	1998-11-18	UHC-36132-22	5017162596	7738 Harbor Blvd, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122347	ENR	Walter Washington	1981-12-16	UHC-34661-92	5097985418	6312 Park Pl, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133722	ENR	Danielle Bradley	1998-02-18	UHC-78142-72	8034620336	670 Pine Dr, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-138281	ENR	Robert A Porter	—	UHC-64616-58	4028565946	806 Jefferson Ave, Austin, TX, 78748	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-125712	ENR	Linda U Henderson	1943-03-26	UHC-38297-71	8285107565	9100 Valley View Dr, Fresno, CA, 93721	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111112	ENR	Kathleen Holmes	1942-05-06	UHC-15477-60	3638648269	5971 Hillcrest Rd, Las Vegas, NV, 89149	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127632	ENR	Sharon Y Burton	1955-05-27	UHC-21748-50	6674613291	5914 Baseline Rd, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-110136	ENR	Logan O Campbell	1990-09-18	UHC-56514-20	8618049547	2944 Jefferson Ave, Eden Prairie, MN, 55384	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131519	ENR	Frank Lawrence	1992-06-14	UHC-54403-51	2344122544	4496 River Rd, Tucson, AZ, 85735	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109445	ENR	Bruce Wagner	1982-02-16	UHC-90026-30	4659720442	7740 Palm Dr, Seattle, WA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-127252	ENR	Kelly Hicsk	1958-11-03	UHC-46966-74	5933118541	2724 Apache Blvd # 569, Nashville, TN, 37285	0.64	Name re-cased Phone reformatted Unit split from street State code upper-cased+2 more
ENR-138068	ENR	Kyle Hoowell	1986-12-25	UHC-63180-30	3252676589	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118277	ENR	Maatt Smith	—	UHC-06789-82	5815156902	8352 Ridge Rd, Sacramento, CA, 95867	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
ENR-140780	ENR	Andrew Dean	1946-06-15	UHC-73405-81	9846701981	1670 Mesa Dr, Tucson, AZ, 85775	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-135470	ENR	Marilyn A Guerrero	1997-05-12	UHC-29798-32	9315663424	3267 Mesa Dr, Orlando, FL, 32804	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115555	ENR	Gloria George	—	—	3166667497	9610 Jefferson Ave, Minneapolis, MN, 55413	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130672	ENR	Doris R Welch	1975-10-26	UHC-03290-26	5157490853	67 Elm St, Charlotte, NC, 28213	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140304	ENR	George Williamson	1953-03-23	UHC-20277-01	3152509653	2608 Spring St, Sacramento, CA, 95879	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126616	ENR	Keith I Gordon	1965-09-11	UHC-14722-66	3936293122	9536 Lake View Rd, Dallas, TX, 75240	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122171	ENR	Jacob Y Little	1974-07-12	UHC-14867-13	6986938137	6323 Canyon Rd, Atlanta, GA, 30382	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108442	ENR	Billy L Hunt	1995-07-25	UHC-62397-46	3979939228	2036 Sunset Blvd, Jacksonville, FL, 32248	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

28,181 rows, page 130 of 564Previous Next