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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129620	ENR	Patrick Castro	2008-08-26	UHC-51479-94	6542298143	1268 Washington St # 711, Fresno, CA, 93735	0.46	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-142291	ENR	Carl Q McCoy	—	UHC-91013-94	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-103053	ENR	Aisha O Hanson	1946-05-24	UHC-09335-84	7092804776	573 Bayshore Dr, Las Vegas, NV, 89119	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-400401	CLM	Payne Diego	1962-04-18	UHC-65200-03	7578067166	9440 Mountain View Dr # 763, Scottsdale, AZ, 85213	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-61296	TPA	Timothy Lawrence	1973-06-15	UHC-34368-51	3344286808	5015 Park Pl, Tempe, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-111388	ENR	Lori F Dominguez	2000-09-04	UHC-82440-56	9458088602	730 Sage Ct, Miami, FL	0.46	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
TPA-59180	TPA	Elizabeth Schultz	1967-12-24	—	9066673297	9384 Pine Dr, Fresno, CA, 93758	0.46	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-127101	ENR	Nicholas Clark	1963-11-09	UHC-59054-98	5335782541	7847 Highland Ave, San Diego, CA	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-133600	ENR	Daniel A Ortiz	2005-03-05	UHC-04338-14	8989372565	6892 Mesa Dr, Gilbert, AZ, 85208	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-51925	TPA	Gloria V Ortega	2007-02-20	—	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.46	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-23521	PRV	Beverly Z Harrison	1962-03-11	UHC-76087-44	4336407608	8994 Cedar Ln, Sacramento, CA, 95836	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-23232	PRV	Virginia A Lynch	2002-12-21	UHC-46988-53	5415557444	8501 Valley View Dr, Atlanta, GA, 30374	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-407419	CLM	Rachel O Mnoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-132828	ENR	Joshua Gray	1994-04-12	UHC-40679-05	8249883339	1373 Lincoln Way # 696, Sacramento, CA, 95872	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-130831	ENR	Mary L Reed	1962-05-05	UHC-27530-28	2619382756	1552 Jefferson Ave Apt 28, San Diego, CA, 92185	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-103847	ENR	Kimberly A Butler	1938-02-21	UHC-78911-70	5695767545	8151 Mesa Dr Apt 15, Seattle, WA, 98180	0.46	Name re-cased Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-131212	ENR	Samantha Y Delgado	1956-05-27	UHC-63618-43	5457180927	2868 Apache Blvd, Scottsdale, AZ	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-119280	ENR	Brittany N Harveey	1969-03-05	UHC-61789-32	4628849703	862 Willow Ct, Tempe, AZ	0.46	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
TPA-55353	TPA	Brittany Fowler	1995-11-07	—	2982697516	3562 Apache Blvd, Austin, TX, 78742	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-430138	CLM	Ronald Butler	—	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.46	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+5 more
CLM-416622	CLM	Wayne Bailey	2007-07-10	—	7077290054	8816 Forest Ave Apt 19, Phoenix, AZ	0.46	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
TPA-58311	TPA	Jake Mdina	1968-08-23	—	6954615616	8514 Park Pl, Tempe, AZ, 85243	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102682	ENR	Charlotte B Smith	1992-12-17	UHC-45559-79	5667796574	2953 Cedar Ln, Tampa, FL, 33699	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128578	ENR	Carolyn M Santiago	2007-03-10	UHC-51828-36	2826262585	4033 Hillcrest Rd, Phoenix, AZ, 85083	0.46	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126742	ENR	Mason P Foster	1975-03-14	UHC-91690-75	4662759937	3701 Harbor Blvd # 266, Nashville, TN	0.46	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-125661	ENR	Elizabeth M Maldonado	1986-04-01	UHC-49167-25	5893508348	3871 Park Pl Apt 40, Charlotte, NC, 28277	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-121954	ENR	Elijah J Torres	1968-03-21	UHC-90396-64	9883370211	7315 Church St, Eden Prairie, MN	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
CLM-405667	CLM	Jacqueline V Fowler	1999-12-16	—	2752865146	1885 Central Ave, Jacksonville, FL, 32221	0.46	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-50222	TPA	Isabella Harrison	1987-09-12	—	9333412719	4153 Ridge Rd, Sacramento, CA, 95883	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-114976	ENR	Mateo Medina	1950-03-15	UHC-80796-72	7749530209	5639 Willow Ct, Sacramento, CA, 95805	0.46	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-114975	ENR	Mateo Medina	1950-03-15	UHC-80796-72	7749530209	5639 Willow Ct, Sacramento, CA, 95805	0.46	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101153	ENR	Timothy Kelly	1989-07-01	UHC-36460-96	4893100129	2193 Mountain View Dr, Seattle, WA	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101814	ENR	Benjamin Harris	1978-11-02	UHC-55813-93	7414289056	1764 Mountain View Dr, Las Vegas, NV	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-407637	CLM	Ana T Mason	2002-01-10	UHC-43455-67	3122246069	8872 Highland Ave, Charlotte, NC, 28224	0.46	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-57313	TPA	Butler Dylan	1971-06-18	—	2456384148	5807 Church St, Houston, TX, 77095	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-424073	CLM	Justin Williams	1980-03-09	UHC-22721-48	9532641547	6948 Mesa Dr, Plano, TX, 75006	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-426550	CLM	Amanda R Hill	2001-08-08	UHC-75623-64	9328061406	6405 Desert Sky Blvd # 144, Charlotte, NC, 28299	0.46	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-111999	ENR	Omar Carter	1940-09-08	UHC-59754-70	8698924762	6152 Camelback Rd, Seattle, WA, 98188	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-64299	TPA	Michelle Z Alvarez	2007-03-11	—	9882735027	9370 Hillcrest Rd, Tempe, AZ, 85235	0.46	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-102408	ENR	Cynthia I Wagner	1967-01-07	UHC-51467-91	3445432646	5775 Park Pl, Orlando, FL	0.46	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-127875	ENR	Mike Simmons	1978-04-13	UHC-43803-76	7855554793	7323 Park Pl, Dallas, TX, 75206	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-22637	PRV	Brandon G Jacobs	1955-08-05	UHC-10592-72	8519738549	9500 Grand Ave Apt 1, Orlando, FL, 32825	0.46	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
TPA-61959	TPA	Kim Hernandez	1945-12-13	UHC-62431-46	—	4884 Pine Dr # 316, Phoenix, AZ, 85023	0.46	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+5 more
CLM-405836	CLM	Vincent N Diaz	1982-11-18	—	—	8142 Oak St # 687, Fresno, CA, 93735	0.46	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
PRV-21944	PRV	Amy Daniels	2007-04-08	—	7568022992	1993 Main St, San Antonio, TX	0.46	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-117210	ENR	Kenneth S Perkins	2003-07-24	UHC-16787-95	3046370785	4677 Valley View Dr, Scottsdale, AZ, 85266	0.46	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
ENR-116715	ENR	Cheryl Carr	1953-08-27	—	2346211532	1857 Valley View Dr, Scottsdale, AZ	0.46	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-420137	CLM	Alexander Patterson	1965-06-14	—	—	5599 Desert Sky Blvd, Glendale, AZ, 85346	0.46	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
ENR-118126	ENR	Gloria Tran	1999-12-15	UHC-60806-43	—	5239 River Rd, Sacramento, CA, 95844	0.46	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+5 more
PRV-21538	PRV	Scott AJunk	1991-10-09	UHC-85790-90	—	3667 River Rd, Gilbert, AZ, 85216	0.46	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+5 more

71,257 rows, page 31 of 1,426Previous Next