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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-57614	TPA	Charlotte Gibson	1948-07-04	—	—	7647 Baseline Rd, Glendale, AZ, 85302	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-425177	CLM	James Y Richardson	1943-05-17	UHC-80635-16	—	4127 Highland Ave, Gilbert, AZ, 85229	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-57383	TPA	Ralph Sullivan	1944-12-18	—	—	19 Washington St, Orlando, FL, 32867	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-401753	CLM	Aisha X Stewart	1990-01-28	UHC-19127-09	—	4407 Baseline Rd # 262, Eden Prairie, MN, 55368	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142023	ENR	Ashley T Gordon	1943-03-21	UHC-37593-82	6533033312	478 Central Ave, Austin, TX, 78792	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22406	PRV	Austin C Tucker	2004-03-02	UHC-85356-51	8785571233	6741 Cedar Ln, Tampa, FL, 33621	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51411	TPA	Adma Burke	1940-09-04	—	—	1835 Hillcrest Rd, Nashville, TN, 37249	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
CLM-421488	CLM	Phiilip B Simmons	1967-10-13	UHC-94170-33	—	4893 Maple Ave, Eden Prairie, MN, 55379	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-400868	CLM	Catherine Ford	—	UHC-79361-30	3644097615	975 Main St, Gilbert, AZ, 85287	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56747	TPA	Carolyn Fisher	1959-11-11	—	—	1539 Apache Blvd, Tucson, AZ, 85731	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-104408	ENR	Brian C Castillo	1966-06-21	UHC-33506-03	3507824371	5969 Willow Ct, Austin, TX, 78750	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418842	CLM	Charles Ramos	1960-11-01	UHC-32017-70	6774239370	5609 Camelback Rd Apt 23, Glendale, AZ, 85309	0.64	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
TPA-57991	TPA	Emily Chen	1949-03-07	—	—	8476 Palm Dr, Glendale, AZ, 85381	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-62164	TPA	Kimberly Elliott	1980-04-02	UHC-63437-77	—	5434 Hillcrest Rd, Seattle, WA, 98157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-118941	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	—	485 Washington St, Gilbert, AZ	0.64	Date of birth reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-106605	ENR	Lawrence Lynch	1962-08-16	UHC-89282-74	8245778964	3963 Washington St, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-405382	CLM	Arjun Bradley	1959-04-16	—	7419573764	1459 Ocean Ave, Dallas, TX	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-108989	ENR	Maria I Wang	1985-07-12	UHC-73454-26	2064639828	483 Ocean Ave, Las Vegas, NV, 89143	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414407	CLM	George Torres	1964-05-20	UHC-42020-09	—	4804 Market St, Mesa, AZ, 85267	0.64	Name re-cased Date of birth reformatted City re-cased State name converted to code+2 more
CLM-418591	CLM	Arjun Ward	1958-02-24	UHC-59588-89	—	5039 Washington St, Minneapolis, MN, 55449	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-131897	ENR	Catherine U Bowman	1993-08-01	UHC-34034-90	—	2325 Lake View Rd, Columbus, OH, 43299	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-61710	TPA	Amanda McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-119792	ENR	Kathy C Mason	1960-02-27	UHC-94661-33	3305979501	8572 Valley View Dr, Tampa, FL, 33620	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422416	CLM	Gary Espinoza	1941-02-25	UHC-09582-44	4234665072	1967 Union St, Scottsdale, AZ, 85237	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101272	ENR	Joey I Gilbert	1946-07-21	UHC-99845-01	3513213461	2818 Bayshore Dr, Tucson, AZ	0.64	Phone reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-137658	ENR	Charlotte Alexander	1966-07-09	UHC-38582-59	8152173038	6304 Highland Ave, Atlanta, GA, 30363	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-54505	TPA	Edwrad Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA, 93763	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-430890	CLM	Chris Yang	1961-08-27	UHC-11124-73	—	6043 Church St, Chandler, AZ, 85289	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-124631	ENR	Randy W Woods	1976-04-09	UHC-63392-57	3947042040	1919 Market St, Phoenix, AZ, 85057	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-117460	ENR	—Junk	1950-04-26	UHC-72427-35	4664492461	6655 Elm St, Atlanta, GA, 30393	0.64	Phone reformatted City re-cased Gender normalised Plan code upper-cased+2 more
PRV-28692	PRV	Charles McDonald	1943-08-24	—	6962489850	841 Spring St, Orlando, FL, 32851	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-109180	ENR	Helen Jacobs	1969-05-28	UHC-51998-52	5237834036	3461 Grand Ave, Austin, TX, 78792	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101391	ENR	Eric W Jimenez	1953-12-02	UHC-94818-41	8338855143	3062 Meadow Ln, Chandler, AZ, 85250	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-112289	ENR	Arthur Ryan	1946-06-09	UHC-65502-89	—	8034 Spring St Apt 40, Plano, TX, 75097	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120108	ENR	Janet Y Reynolds	1948-12-05	UHC-15656-39	7705831433	2594 Cedar Ln, Nashville, TN, 37225	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-415148	CLM	Aaron Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-135010	ENR	Mason T Garett	1967-12-18	UHC-33278-74	4143920025	3110 Elm St Apt 3, Columbus, OH, 43278	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130778	ENR	Raymond Coleman	1973-12-01	UHC-49070-67	5177527570	3854 Elm St, Charlotte, NC, 28227	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432428	CLM	Rebecca Howard	1998-06-19	UHC-89882-71	7955729868	7322 Camelback Rd, Austin, TX, 78751	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-28887	PRV	Emily Garcia	1950-12-25	—	—	9327 Union St, Chandler, AZ, 85283	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-127055	ENR	Judy V Perkins	1944-02-12	UHC-50913-42	5309016462	9836 Apache Blvd, Dallas, TX, 75260	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105410	ENR	Ahmed Y Perez	1941-05-09	UHC-47618-85	9662242443	3435 Broadway, Sacramento, CA, 95811	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-130286	ENR	Virginia C Boyd	2006-01-27	UHC-21870-52	2878654580	7938 Harbor Blvd, San Antonio, TX, 78239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62624	TPA	Angela Burns	1959-02-14	—	4909447303	8684 Ridge Rd, Eden Prairie, MN, 55350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-51497	TPA	Roy Baker	1990-07-17	UHC-57070-14	—	3701 Washington St, Tampa, FL, 33607	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407704	CLM	Natalie Singh	1946-01-04	UHC-94046-18	9673185402	1116 Market St Apt 23, Chandler, AZ, 85260	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131859	ENR	Linda G Scott	1987-10-28	UHC-16616-27	9024578990	1462 Main St, Scottsdale, AZ, 85223	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-133387	ENR	Jean L Kennedy	1943-08-20	UHC-41234-29	9806639181	3458 Maple Ave, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125484	ENR	Stephanie Mitchell	—	UHC-58478-73	3772872178	6219 Valley View Dr, Fresno, CA, 93751	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51620	TPA	Charles Bryaant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more

17,850 rows, page 131 of 357Previous Next