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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59008	TPA	Betty F Wallace	1955-10-16	UHC-43761-16	4558392726	7130 Union St, Los Angeles, CA, 90013	0.76	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-420436	CLM	Brenda Adams	1953-06-22	—	5278476230	9136 Desert Sky Blvd, Orlando, FL, 32846	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-102163	ENR	Timothy W Carpenter	1991-02-01	—	9495091317	9850 Mesa Dr, San Antonio, TX, 78252	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-24965	PRV	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-411155	CLM	Joyce Pierce	1945-02-01	UHC-17185-78	—	3413 Spring St, Scottsdale, AZ, 85262	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-135938	ENR	Lias Washington	1989-09-12	UHC-62329-19	9767816090	6189 Union St, Glendale, AZ, 85331	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-105858	ENR	Tyler I Estrada	1961-11-21	UHC-95830-27	5554777605	2045 Mesa Dr, Nashville, TN, 37219	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-128411	ENR	Aisha Q Bishop	1987-05-26	UHC-15406-67	3303496472	7135 Baseline Rd, Charlotte, NC, 28235	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-406247	CLM	Martha Rodriguez	1977-06-11	UHC-02773-73	8246313228	3973 Washington St, Phoenix, AZ, 85093	0.76	Phone reformatted City re-cased ZIP+4 trimmed Plan code upper-cased+2 more
CLM-402692	CLM	Larry Myers	1944-11-25	UHC-51103-97	—	4345 Maple Ave, Houston, TX, 77010	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
CLM-403881	CLM	Tim Reed	1952-01-06	—	7423625575	6718 Lincoln Way, Miami, FL, 33103	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-121876	ENR	Isabella Wallace	1940-01-09	UHC-21839-17	9137400231	2483 Bayshore Dr, Dallas, TX, 75253	0.76	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-141630	ENR	Denise Robinson	1949-07-23	UHC-87381-89	5123007821	2396 Washington St, Gilbert, AZ, 85217	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-130641	ENR	Christian A Kelley	2008-11-28	UHC-69731-27	9527336216	2826 Union St, Columbus, OH, 43245	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-431365	CLM	Bruce Powell	1978-03-13	UHC-34913-07	4579683850	5287 Broadway, Phoenix, AZ, 85045	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
PRV-22902	PRV	Austin Domynguez	1954-04-10	—	—	7136 Cedar Ln, Tampa, FL, 33601	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
PRV-28181	PRV	Stepen Holmes	1962-07-06	UHC-14308-30	6882860067	3832 Meadow Ln, Scottsdale, AZ, 85242	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-416044	CLM	Edwards Christian	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX, 75090	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-27126	PRV	Aisha Harvey	1979-02-02	UHC-39601-09	2292988233	4208 Main St, Dallas, TX, 75211	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-133153	ENR	Evelyn Adams	2004-01-19	UHC-78739-98	3709987297	9199 Broadway, Orlando, FL, 32869	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-131132	ENR	Grace N Duncan	1945-12-06	UHC-21312-57	8236672911	4799 Broadway, Dallas, TX, 75297	0.76	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-121564	ENR	Nancy Sandoval	1983-11-03	UHC-95939-67	9558260487	2398 Desert Sky Blvd, Scottsdale, AZ, 85284	0.76	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
CLM-422919	CLM	Alexis W Parker	1988-11-26	—	4048602689	2479 Harbor Blvd, Austin, TX, 78796	0.76	Date of birth reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
ENR-107732	ENR	Anna Gonzlez	1985-04-25	UHC-97937-83	6662206891	425 Elm St, Denver, CO, 80241	0.76	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed+2 more
CLM-423078	CLM	Roger Powell	1993-07-07	UHC-24883-81	—	7669 Lincoln Way, Eden Prairie, MN, 55350	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-400227	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-400228	CLM	Evelyn Knight	1989-08-28	—	4818516985	4135 Church St, Glendale, AZ, 85372	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
CLM-400772	CLM	Angela R Yang	1970-01-18	—	9816019278	7662 Oak St, Austin, TX, 78702	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-427419	CLM	Paul Duncan	1991-03-19	UHC-18036-19	7946959553	7625 Sage Ct, Mesa, AZ, 85201	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-20350	PRV	Martha Padilla	1940-01-26	UHC-51567-53	3902255298	3228 River Rd, Tempe, AZ, 85202	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-424463	CLM	Ana P Burns	2008-04-14	UHC-01372-41	9044077794	5119 Willow Ct, Dallas, TX, 75272	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-104857	ENR	Virginia B Carr	1943-12-05	UHC-61445-77	7792452388	8771 Union St, Houston, TX, 77012	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
PRV-28460	PRV	Ann Santiago	1990-01-07	UHC-72018-89	4313414103	4669 Main St, Glendale, AZ, 85338	0.76	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-111744	ENR	Tyler Y Nguyne	1992-11-10	UHC-08002-13	2512665547	857 Cedar Ln, Scottsdale, AZ, 85266	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-137031	ENR	Diane Little	1956-02-14	UHC-00503-91	6253177654	9056 Washington St, Orlando, FL, 32845	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-138129	ENR	Margaret Vasquez	1946-06-20	UHC-54000-11	6319263839	5246 Sage Ct, Charlotte, NC, 28232	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
CLM-401471	CLM	Christopher Ryan	1941-12-27	UHC-96863-13	7067123212	2245 Palm Dr, Columbus, OH, 43278	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
TPA-59619	TPA	Andrea Marquez	2008-10-18	UHC-63854-86	6473618372	7039 Grand Ave, Houston, TX, 77056	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-413678	CLM	Betty Simmons	1972-11-14	UHC-99046-36	6969900828	797 Maple Ave, San Diego, CA, 92170	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-107850	ENR	David Padilla	1992-07-28	UHC-16884-13	—	466 Mountain View Dr, Mesa, AZ, 85257	0.76	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+2 more
PRV-21643	PRV	Robert Z Tucker	1946-03-04	—	4466299185	7017 Baseline Rd, San Diego, CA, 92176	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-408387	CLM	Sara Greene	1987-04-04	UHC-84724-26	2129192051	3971 Lincoln Way, Minneapolis, MN, 55405	0.76	Date of birth reformatted Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-118108	ENR	Marcus U Aguilar	1977-07-22	UHC-13029-18	3238528253	4924 Broadway, Phoenix, AZ, 85027	0.76	Date of birth reformatted Phone reformatted Address re-cased ZIP+4 trimmed+2 more
ENR-124702	ENR	Wei Jenkins	2000-12-28	UHC-93230-96	8294059908	4632 Jefferson Ave, Mesa, AZ, 85233	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-401567	CLM	Mei Sullivan	1949-12-19	—	7164244082	5720 Spring St, Jacksonville, FL, 32217	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-50253	TPA	Mateo Espinoza	1979-03-21	UHC-22304-73	7177346822	2755 Central Ave, Austin, TX, 78798	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-106538	ENR	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.76	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-120800	ENR	Helen A Fox	2007-11-02	UHC-23893-43	6069884288	9156 Church St, Jacksonville, FL, 32223	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24632	PRV	Cynthia J Mitchell	1993-08-18	UHC-39160-11	2164820816	308 Broadway, Tampa, FL, 33602	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-24631	PRV	Cynthia J Mitchell	1993-08-18	UHC-39160-11	2164820816	308 Broadway, Tampa, FL, 33602	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more

8,263 rows, page 136 of 166Previous Next