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-104455	ENR	Aisha Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln Apt 39, Minneapolis, MN, 55410	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-117260	ENR	Christina V Carter	1943-10-03	UHC-20494-29	5076300680	6427 Pine Dr, Scottsdale, AZ, 85266	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141994	ENR	Ralph Mejia	1955-01-02	UHC-24782-47	3845363782	9551 Willow Ct, Dallas, TX, 75228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119508	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109301	ENR	Gary Oliver	1974-01-06	UHC-43278-86	5739704226	2024 Cedar Ln, Sacramento, CA, 95808	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122490	ENR	Arujn Ramos	1999-09-18	UHC-10915-71	9077918224	5493 Apache Blvd, Dallas, TX, 75280	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139750	ENR	Ryan T Hansen	1974-02-25	UHC-08451-93	4616908946	871 Meadow Ln, San Antonio, TX, 78250	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-102756	ENR	Sphia Pna	1952-07-16	UHC-35707-30	2364343588	2122 Main St, Sacramento, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122338	ENR	Judith B Cunningham	1999-05-20	UHC-01302-60	8107094477	2252 Mesa Dr # 158, Minneapolis, MN, 55436	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-119261	ENR	Patrick D Long	1952-01-17	UHC-89257-72	6289051336	7892 Ridge Rd, San Antonio, TX, 78231	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125370	ENR	Katherine C McDonald	1980-03-05	UHC-60208-49	2197977577	5130 Sage Ct, Tempe, AZ, 85296	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135097	ENR	Daniel W Bennett	1976-03-28	UHC-68092-51	6123526396	1864 Market St, Austin, TX, 78761	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110697	ENR	Shirley H Welch	1944-11-10	UHC-57883-65	5096102614	5380 Washington St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-127219	ENR	Frank R Ramirez	1938-06-03	UHC-91761-82	8747189486	2396 Camelback Rd, Dallas, TX, 75228	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124609	ENR	Carol X Walker	1946-02-09	UHC-06553-34	9462489514	8826 Canyon Rd, Sacramento, CA, 95891	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100692	ENR	Andrea Phillips	1943-10-13	UHC-08772-87	8242972651	1722 Hillcrest Rd, Austin, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-134982	ENR	Janet R Owens	1981-08-15	UHC-62051-86	7685641982	4116 Sunset Blvd # 285, Orlando, FL, 32884	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113925	ENR	Mei Weber	2005-05-07	UHC-36230-97	5263491293	3077 Jefferson Ave, San Antonio, TX, 78217	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131748	ENR	Valentina R Nguyen	1945-02-04	UHC-57623-18	3192308770	8963 Ridge Rd, Houston, TX, 77067	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125668	ENR	Judith N Knight	1982-11-15	UHC-42918-02	4643500124	3638 Ridge Rd, Sacramento, CA, 95867	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125482	ENR	Wei Fisher	2004-10-11	UHC-92510-48	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125483	ENR	Wei Fisher	2004-10-11	UHC-92510-48	8876984801	3607 Meadow Ln, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106933	ENR	Roy B Price	1940-05-28	UHC-37121-77	4459856213	267 Hillcrest Rd Apt 11, Tucson, AZ, 85775	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134472	ENR	Henry Jimenez	1985-10-23	UHC-49218-90	9019579852	2837 Maple Ave, San Antonio, TX, 78242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133079	ENR	Craolyn D Florees	1999-05-06	UHC-73681-40	8437533164	3976 Camelback Rd, Glendale, AZ, 85375	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128358	ENR	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141395	ENR	Priya Grfifin	1991-04-14	UHC-12688-71	5859681576	7957 Elm St Apt 13, Jacksonville, FL, 32244	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-126495	ENR	Dennis Woods	—	UHC-68746-10	3012181871	5741 Mesa Dr, Tucson, AZ, 85763	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-104984	ENR	Joesph Z Simmons	1942-01-14	UHC-82187-94	9504454872	6762 Valley View Dr, Charlotte, NC, 28248	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138543	ENR	Andrew Brown	1975-10-17	UHC-87271-63	6199336966	7476 Apache Blvd, San Diego, CA, 92144	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134868	ENR	Barbara Chen	1975-12-11	UHC-51837-54	5172429448	454 Spring St, Sacramento, CA, 95803	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110370	ENR	Denise Cooper	1980-04-10	UHC-73125-42	7233152570	974 Washington St, Tampa, FL, 33612	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123271	ENR	Anna Scott	1957-04-13	UHC-58273-66	9125241538	5832 Desert Sky Blvd, Mesa, AZ, 85290	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128938	ENR	Vinkent J Lewis	1974-01-22	UHC-03258-65	8502838908	9102 Grand Ave, Charlotte, NC, 28239	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132543	ENR	Alan Obrien	1961-03-02	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106389	ENR	Lucia W Simmons	2004-04-01	UHC-50716-66	9276652851	696 Valley View Dr, Jacksonville, FL, 32286	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108705	ENR	Harrison Elizabeth	1965-09-25	UHC-17943-36	4235550063	1400 Lake View Rd, Austin, TX, 78788	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129514	ENR	Jonh N Lynch	2002-02-23	UHC-31180-51	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110668	ENR	Bryan Z Sanders	1976-04-21	UHC-11135-76	7023817340	1169 Market St, Orlando, FL, 32817	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108468	ENR	Sophia H Marquez	1986-09-01	UHC-21684-62	4003906829	6786 Meadow Ln, Fresno, CA, 93755	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102923	ENR	Alan Y Gomez	1970-09-14	UHC-96329-04	4996750420	4112 Central Ave, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131622	ENR	Johny Weber	1948-05-24	UHC-69576-96	6656597999	2499 Palm Dr # 587, Dallas, TX, 75298	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126709	ENR	Christopher Z Ortega	2006-06-19	UHC-06039-73	6253350169	9815 Bayshore Dr, Charlotte, NC, 28268	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132634	ENR	John Z Le	1992-12-27	UHC-50789-41	3889672869	6398 Church St # 867, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-137822	ENR	Peter Valdez	1939-10-02	UHC-67988-31	3224704354	4179 River Rd, Charlotte, NC, 28202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103007	ENR	Edward B Phillips	1958-07-15	UHC-27722-99	5498414449	8139 Sage Ct, San Diego, CA, 92192	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119150	ENR	Kenneth O Kelly	1986-08-06	UHC-11634-34	5334640680	3483 Hillcrest Rd, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108486	ENR	Eric T Long	1956-11-04	UHC-21628-91	6068197313	4296 River Rd, San Antonio, TX, 78273	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118627	ENR	Benjamin G Smith	1981-08-28	UHC-44653-98	4526151935	8827 Apache Blvd, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125320	ENR	Daniel C Shaw	1959-08-15	UHC-67570-57	3584590787	9881 Pine Dr, Scottsdale, AZ, 85259	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 124 of 564Previous Next