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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426651	CLM	Joseph Flores	1958-02-10	UHC-70640-04	2515019194	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406001	CLM	Wayne Santos	1967-08-04	UHC-74830-37	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-137565	ENR	Douglas Kally	1995-05-25	UHC-63043-26	9644424332	9857 Washington St, Charlotte, NC, 28231	0.92	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased
CLM-414586	CLM	Emily Boyd	1995-12-02	UHC-55648-98	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-134347	ENR	Gregory T Graham	2001-06-07	UHC-92537-17	2053902913	7027 Pine Dr, Seattle, WA, 98175	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-401044	CLM	Carolyn Collins	2001-07-24	UHC-87961-21	8929038071	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-136332	ENR	Elijah Matthews	1950-05-17	UHC-52666-57	8417140407	8875 Ridge Rd, Charlotte, NC, 28287	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
TPA-56354	TPA	Aaron Harris	1968-02-17	UHC-65969-21	—	422 Park Pl, Scottsdale, AZ, 85211	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
ENR-114342	ENR	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
PRV-21772	PRV	Debra Collins	1980-11-19	UHC-86010-85	6784952922	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-106762	ENR	Marilyn Munoz	1944-07-08	UHC-62924-41	6615249968	411 Central Ave, Gilbert, AZ, 85279	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-115457	ENR	Elijah G Jones	1972-02-16	UHC-72502-21	7966434909	9888 Jefferson Ave, Tampa, FL, 33678	0.92	Date of birth reformatted Phone reformatted Member ID reformatted State code upper-cased
ENR-131354	ENR	Margaret Q Robinson	1939-03-15	UHC-05602-98	2039336220	3266 Elm St, Tucson, AZ, 85782	0.92	Date of birth reformatted Member ID reformatted State code upper-cased Whitespace trimmed
CLM-427230	CLM	Kevin Nguyen	1977-12-18	UHC-97416-97	—	3474 Palm Dr, Tempe, AZ, 85282	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-407331	CLM	Madison Nguyen	1989-05-15	UHC-11426-92	4865458324	4028 Meadow Ln, Phoenix, AZ, 85085	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
PRV-28321	PRV	Kelly Berry	1991-01-10	UHC-75286-65	2639848063	4490 Hillcrest Rd, Eden Prairie, MN, 55361	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431029	CLM	Edward Colean	1938-04-08	UHC-02650-81	—	8603 Bayshore Dr, Houston, TX, 77084	0.92	Name re-cased Member ID reformatted State code upper-cased Placeholder values cleared
ENR-114776	ENR	Joyce Spencer	1948-01-17	UHC-22576-11	9712380933	5505 Baseline Rd, Orlando, FL, 32889	0.92	Phone reformatted Member ID reformatted Email lower-cased Placeholder values cleared
CLM-411710	CLM	Anthony Carr	1972-04-27	UHC-16569-19	5814629705	8920 Sage Ct, Mesa, AZ, 85273	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-126561	ENR	Brenda Clark	1987-12-05	UHC-60924-40	9464699494	4157 Cedar Ln, Orlando, FL, 32810	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
CLM-415814	CLM	Joshua Simmons	1974-12-28	UHC-19558-30	5789115047	1213 Main St, Seattle, WA, 98148	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-140750	ENR	Ronald E Casrto	1957-12-04	UHC-33034-68	3338927381	2904 Broadway, Plano, TX, 75054	0.92	Phone reformatted Member ID reformatted Address re-cased Placeholder values cleared
PRV-25987	PRV	Alexis Armstrong	1996-08-18	UHC-63561-95	6015868888	1658 Canyon Rd, Austin, TX, 78733	0.92	Phone reformatted Member ID reformatted State code upper-cased Placeholder values cleared
ENR-116055	ENR	Denise Estrada	1979-12-20	UHC-89371-29	4276516164	9543 Highland Ave, Columbus, OH, 43252	0.92	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased
ENR-113784	ENR	Samuel Martinez	1964-04-01	UHC-28309-59	4597312304	6530 Cedar Ln, Glendale, AZ, 85303	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-101916	ENR	Diana Torres	1989-10-13	UHC-27532-93	2737916248	8908 Lincoln Way, Denver, CO, 80251	0.92	Phone reformatted Member ID reformatted City re-cased Whitespace trimmed
ENR-125107	ENR	Kenneth Z Little	1972-06-05	UHC-17232-32	6113860417	2228 Pine Dr, Houston, TX, 77090	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-122794	ENR	Diego Hunt	1960-04-21	UHC-34728-46	6108362620	1948 Indian School Rd, Mesa, AZ, 85221	0.92	Name re-cased Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-138294	ENR	Shirley Park	1988-07-18	UHC-00495-82	8023254901	1805 Indian School Rd, San Diego, CA, 92113	0.92	Phone reformatted Member ID reformatted Email lower-cased Whitespace trimmed
PRV-21462	PRV	Diana O Harrison	1966-08-06	UHC-09874-03	—	7744 Central Ave, Gilbert, AZ, 85264	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-121164	ENR	Jennifer Kellye	1977-01-16	UHC-44982-76	9185076305	250 Desert Sky Blvd, Plano, TX, 75064	0.92	Name re-cased Date of birth reformatted Member ID reformatted Email lower-cased
ENR-107875	ENR	Santiago J Mendoza	1953-03-28	UHC-14789-34	5263534623	4061 Oak St, Las Vegas, NV, 89147	0.92	Name re-cased Phone reformatted Member ID reformatted Email lower-cased
ENR-133347	ENR	Ana W Jordan	1952-10-12	UHC-45446-69	8845400101	5091 Washington St, Seattle, WA, 98168	0.92	Name re-cased Phone reformatted Member ID reformatted Email lower-cased
ENR-122628	ENR	Janet I Vasquez	1945-02-20	UHC-06138-79	—	650 Bayshore Dr, San Diego, CA, 92107	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-111317	ENR	Willie Jenkins	2004-05-26	UHC-51635-89	9473390461	5072 Pine Dr, Scottsdale, AZ, 85251	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
CLM-408550	CLM	Kenneth Pena	2007-04-09	UHC-19981-86	—	8856 Main St, Mesa, AZ, 85271	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413198	CLM	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-413197	CLM	Susan Matthews	1979-01-19	UHC-95229-19	2013210863	9469 Ocean Ave, Charlotte, NC, 28232	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-135014	ENR	Mason McDonald	1951-09-16	UHC-14514-93	—	3129 River Rd, Miami, FL, 33185	0.92	Date of birth reformatted Member ID reformatted City re-cased Whitespace trimmed
CLM-423207	CLM	Willie Munoz	1960-01-08	UHC-92535-52	6597207005	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-404982	CLM	Nicole Cox	1977-07-18	UHC-84835-10	—	2762 Harbor Blvd, Gilbert, AZ, 85221	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-28797	PRV	Julia C Coleman	1958-12-01	UHC-99220-13	6579422685	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-141256	ENR	Gerald E Ray	1954-12-07	UHC-37381-84	7164481060	7417 Bayshore Dr, Eden Prairie, MN, 55386	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-125417	ENR	Kimberly I Bryant	1969-11-06	UHC-33983-97	9337244975	6126 Sage Ct, Atlanta, GA, 30398	0.92	Name re-cased Phone reformatted Member ID reformatted City re-cased
CLM-423479	CLM	Bradlye Castillo	1952-01-27	UHC-47513-77	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-411793	CLM	Linda Green	1957-09-07	UHC-08876-28	—	—	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
PRV-24780	PRV	Sarah Singh	1940-12-15	UHC-49529-34	—	220 Broadway, Jacksonville, FL, 32214	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-115484	ENR	Luis Z Chapman	1974-11-03	UHC-57905-25	4408108471	3361 Cedar Ln, Denver, CO, 80281	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-23187	PRV	Rck Vsquez	1944-10-03	UHC-80242-21	7574224752	—	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-127508	ENR	Jacqueliine L Campbell	1942-06-26	UHC-50807-87	3489375648	1998 Broadway, Seattle, WA, 98119	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted

7,723 rows, page 134 of 155Previous Next