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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123481	ENR	Justin A Turner	1995-11-12	UHC-52766-67	4686196634	3538 Indian School Rd, Miami, FL, 33160	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-122324	ENR	Jose Q Williamson	1947-04-24	UHC-42690-59	5177243856	6243 Ridge Rd, Tucson, AZ, 85751	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122559	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way, Dallas, TX, 75252	0.60	Two-digit birth year Phone reformatted City re-cased State code upper-cased+4 more
ENR-119562	ENR	Timothy Q Berry	2007-12-24	UHC-32504-88	6572168277	1940 Cedar Ln, Plano, TX, 75095	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139539	ENR	Kyyle G Rivera	2007-12-24	UHC-99475-72	5918657063	8014 Central Ave, Atlanta, GA, 30341	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-130727	ENR	Walter V Coleman	1968-08-12	UHC-12362-91	—	2052 River Rd, Los Angeles, CA	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123308	ENR	Joan Kelley	1998-02-01	UHC-58059-63	3764787600	8796 Sage Ct, Minneapolis, MN, 55459	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-142000	ENR	Valentina Medina	1985-10-12	UHC-26308-88	2317529088	1073 Ocean Ave, Tampa, FL, 33641	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131670	ENR	Grace Z Jimenez	1949-02-21	UHC-20386-06	—	2343 Mountain View Dr, Nashville, TN, 37229	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-115840	ENR	Rebecca Greee	2006-05-05	UHC-66153-41	—	3070 Palm Dr, Tampa, FL, 33694	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-122905	ENR	Lawrence Russell	1981-02-16	UHC-68841-12	6623194772	7206 Valley View Dr, Miami, FL, 33112	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115806	ENR	Jose W Campbell	1980-01-09	UHC-70117-04	6684951635	5850 Union St, Jacksonville, FL, 32269	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100416	ENR	Arthur K Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122394	ENR	Carl F Nichols	1962-11-25	UHC-14580-29	—	6806 Mesa Dr, Tampa, FL, 33697	0.60	Name re-cased Date of birth reformatted Phone missing area code City re-cased+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-115902	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	3272022270	2817 Apache Blvd, Denver, CO, 80201	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-129198	ENR	Abigail F Gilbert	1989-04-04	UHC-55949-97	—	937 Canyon Rd, Orlando, FL, 32841	0.60	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-102586	ENR	Vincent Jimenez	—	UHC-80139-49	8059850483	6632 Sage Ct, Mesa, AZ, 85202	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-138615	ENR	Mason Taylor	2001-07-19	UHC-83381-43	2767408425	1473 Bayshore Dr, Phoenix, AZ, 85093	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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
ENR-108706	ENR	Randy I Lawrence	1981-01-02	UHC-90741-18	9258489130	8287 Highland Ave, Glendale, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127968	ENR	Lysa Z Pena	1956-11-01	—	5952517329	4869 Elm St, Nashville, TN, 37288	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127299	ENR	Debra Cruz	1962-01-28	UHC-87928-93	3065357595	607 Palm Dr, Tucson, AZ, 85769	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-124275	ENR	Judith Knight	2002-06-07	UHC-03688-34	9118876910	9778 Baseline Rd, San Antonio, TX, 78256	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138360	ENR	Ken Barnes	1982-10-20	UHC-22269-87	2527899354	737 Oak St, Chandler, AZ, 85240	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-115041	ENR	Harold Nguyen	1994-06-13	UHC-06434-75	3292291517	4469 Union St, Plano, TX, 75049	0.60	Name re-cased Phone reformatted SSN last four extracted City re-cased+4 more
ENR-140298	ENR	Donna O Burton	2002-06-16	UHC-38505-42	2856003710	8162 Mesa Dr Apt 27, Tampa, FL, 33697	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-101620	ENR	Wang H Hiroshi	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-119772	ENR	Jeremy Franklin	1984-05-15	UHC-73727-24	2798306573	4598 Canyon Rd, Tempe, AZ, 85243	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114818	ENR	Mei Ford	2003-10-10	UHC-16602-17	9017563128	9236 Sage Ct, Dallas, TX, 75268	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123910	ENR	Sean Yang	1966-01-27	UHC-08711-40	8445415132	9465 Palm Dr, San Diego, CA, 92191	0.60	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-104820	ENR	Ana Stewart	1954-07-21	UHC-76709-04	6204024044	2654 Sunset Blvd, Fresno, CA, 93776	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138125	ENR	Lawrence Y Andrews	1972-09-22	UHC-44841-77	4253777826	5488 Spring St, Eden Prairie, MN, 55320	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-118439	ENR	Loggan I Robinson	1960-07-13	UHC-41049-44	9173299270	9414 Church St, Las Vegas, NV, 89118	0.60	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+4 more
ENR-121372	ENR	Andrew Y Dominguez	2008-06-06	UHC-74762-12	2778317507	2936 Broadway, Columbus, OH	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-128887	ENR	Yuki D Crawford	1979-04-14	UHC-20394-21	8359915469	5540 River Rd, Austin, TX, 78716	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-101319	ENR	Justin U Weber	1948-06-28	UHC-21843-63	—	9726 Palm Dr, Miami, FL, 33131	0.60	Street suffix standardised Address re-cased City re-cased State code upper-cased+4 more
ENR-131121	ENR	Sam G Reid	1977-02-22	UHC-39955-17	6452977729	2709 Harbor Blvd, Orlando, FL	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-136649	ENR	Christine I Youung	1978-10-04	UHC-29927-75	6963905112	6594 Sunset Blvd, Orlando, FL, 32870	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-137161	ENR	Noah Herrera	1955-02-25	UHC-36445-13	2652811140	6367 Market St, Denver, CO, 80200	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117713	ENR	Scott A Fuller	1965-02-05	UHC-05207-17	8076727536	7273 Mountain View Dr, Miami, FL, 33115	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131615	ENR	Linda B Chavez	1994-09-26	UHC-41372-85	—	5792 Valley View Dr, San Antonio, TX, 78238	0.60	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-114068	ENR	Amber S Jimenez	1983-11-10	UHC-69635-02	4882439681	5374 Desert Sky Blvd, Austin, TX, 78718	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131168	ENR	Raymond Torres	2007-03-02	UHC-11215-39	6008236456	6610 Pine Dr, Austin, TX, 78714	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-134270	ENR	Emily L Diaz	—	UHC-97744-34	—	3389 Camelback Rd, Nashville, TN, 37225	0.60	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+4 more
ENR-141557	ENR	Thomas Castillo	1972-11-12	UHC-88761-59	8434276876	8253 Spring St, Tucson, AZ, 85770	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114645	ENR	Vincent Larson	—	UHC-73026-62	8854984227	2120 Church St, Dallas, TX, 75240	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-102020	ENR	Helen Guerrero	1982-11-01	UHC-96377-24	4187174453	9053 Lincoln Way Apt 2, Columbus, OH, 43246	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132498	ENR	Kenneth V West	1989-04-08	UHC-16174-78	7213271314	1690 Baseline Rd, Atlanta, GA	0.60	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-128957	ENR	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	1806 River Rd, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+4 more

1,918 rows, page 6 of 39Previous Next