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

Third-party administrator, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53686	TPA	Ahmed H Wagner	1981-01-01	—	3142204944	212 Bayshore Dr # 636, Seattle, WA, 98121	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
TPA-59745	TPA	Alexander Wells	1997-01-06	—	—	5592 Broadway Apt 40, Los Angeles, CA, 90067	0.78	Date of birth reformatted Unit split from street City re-cased Email lower-cased+1 more
TPA-57526	TPA	Christina K Fox	1971-08-23	—	8207544180	8318 Central Ave Apt 3, Dallas, TX, 75209	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
TPA-55554	TPA	Olivia Sanchez	1947-09-04	UHC-66069-07	—	94 Cedar Ln # 421, Atlanta, GA, 30374	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
TPA-64356	TPA	George N Coleman	1939-05-05	—	2869210112	7711 Valley View Dr Apt 34, Sacramento, CA, 95896	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-57788	TPA	Nancy Williams	1983-09-13	—	—	4029 Harbor Blvd Apt 32, Dallas, TX, 75225	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
TPA-51569	TPA	Brandon V Lopez	1955-02-03	UHC-50184-15	3293167866	1851 Market St # 764, Mesa, AZ, 85285	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61655	TPA	Shirley Soto	1948-09-15	UHC-96595-31	3274211075	6577 Baseline Rd Apt 20, Nashville, TN, 37217	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-60622	TPA	Espinoza Mark	1949-06-23	UHC-64946-78	—	6788 Ocean Ave Apt 22, Mesa, AZ, 85259	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54143	TPA	Rebecca Ferguson	1939-04-11	—	2436302509	429 Harbor Blvd Apt 7, Tampa, FL, 33658	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62052	TPA	Austin R Medina	1954-03-06	—	8027098372	4470 Main St # 614, Fresno, CA, 93780	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-60771	TPA	Ralph Ruiz	1950-05-14	—	8179605979	5738 Valley View Dr Apt 28, Mesa, AZ, 85298	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-59007	TPA	Terry Ford	1994-10-01	—	—	9719 Market St # 759, Dallas, TX, 75286	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53947	TPA	Sara Schmidt	1983-10-15	—	2524864766	6820 Willow Ct # 596, Nashville, TN, 37275	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61360	TPA	Sharon Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave Apt 3, Los Angeles, CA, 90084	0.80	Phone reformatted Unit split from street State code upper-cased Placeholder values cleared
TPA-55548	TPA	Roy Hart	1938-02-10	—	—	241 Forest Ave # 287, San Antonio, TX, 78202	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
TPA-55908	TPA	Jeremy Oliver	1975-08-04	—	—	6752 Palm Dr Apt 1, Chandler, AZ, 85272	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55909	TPA	Jeremy Oliver	1975-08-04	—	—	6752 Palm Dr Apt 1, Chandler, AZ, 85272	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60214	TPA	Logan L Greene	1965-08-04	—	2165107683	7931 Canyon Rd Apt 36, Minneapolis, MN, 55476	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62902	TPA	Kathleen Le	1987-06-08	—	9124584030	8323 Bayshore Dr # 160, Tucson, AZ, 85782	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
TPA-51025	TPA	Gloria Bradley	2003-07-17	—	—	2984 Indian School Rd Apt 10, Scottsdale, AZ, 85296	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53922	TPA	Andrews John	1960-09-20	—	—	8168 Lincoln Way # 782, Dallas, TX, 75234	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-55873	TPA	Marilyn Porter	1945-10-24	—	7159387684	1787 Mountain View Dr # 933, Gilbert, AZ, 85299	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62395	TPA	Carl K Austin	1951-01-09	—	—	8305 Broadway Apt 28, San Diego, CA, 92142	0.80	Unit split from street Email lower-cased Plan code upper-cased Placeholder values cleared
TPA-58240	TPA	Billy Weaver	1953-05-24	—	6538022577	1760 Pine Dr Apt 32, Sacramento, CA, 95874	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57046	TPA	Serah Singh	1940-12-15	—	4785488691	220 Broadway Apt 20, Jacksonville, FL, 32214	0.80	Name re-cased Unit split from street Address re-cased Placeholder values cleared
TPA-53068	TPA	Donna Padilla	1951-10-28	—	—	6322 Bayshore Dr Apt 9, Sacramento, CA, 95875	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
TPA-53970	TPA	Adam Mejia	1987-08-25	—	7518455511	7973 Baseline Rd # 462, Scottsdale, AZ, 85298	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-50880	TPA	Alexander Carlson	1940-06-07	—	—	5227 Ridge Rd Apt 19, Fresno, CA, 93742	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-52705	TPA	Catherine Taylor	1965-12-12	UHC-44781-53	—	7245 Hillcrest Rd Apt 11, Chandler, AZ, 85253	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54017	TPA	Juan Kim	1965-09-28	—	—	8159 River Rd Apt 23, Nashville, TN, 37259	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51182	TPA	Thomas Soto	1907-03-01	UHC-25252-21	—	3604 Spring St Apt 14, Tempe, AZ, 85201	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
TPA-52857	TPA	Mateo Vazquez	1964-10-05	UHC-94454-99	—	5141 Church St # 719, Orlando, FL, 32800	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51864	TPA	Teresa King	1992-12-11	—	5726855878	6187 Hillcrest Rd Apt 40, Glendale, AZ, 85374	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-52148	TPA	Cerlos Lawrence	1949-08-04	—	3884900900	9012 Mesa Dr # 931, Plano, TX, 75035	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-61330	TPA	Lauren Gordon	1958-10-27	—	—	2676 Mesa Dr Apt 24, Miami, FL, 33182	0.80	Unit split from street City re-cased State code upper-cased Placeholder values cleared
TPA-59348	TPA	Melissa Ortiiz	1987-02-24	—	6598508939	3048 Forest Ave # 967, Scottsdale, AZ, 85216	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
TPA-50543	TPA	Lucia Peters	1981-09-08	—	—	8664 Market St # 614, Atlanta, GA, 30375	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-61252	TPA	Grace Armstrong	1959-03-16	—	8696162345	6118 Sage Ct Apt 26, Scottsdale, AZ, 85288	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-54633	TPA	Margaret Spencer	1955-02-23	—	—	4242 Baseline Rd # 886, Plano, TX, 75047	0.80	Date of birth reformatted Unit split from street Email lower-cased Placeholder values cleared
TPA-55187	TPA	Barbara Yang	2003-08-06	UHC-42370-87	8353525565	2610 Palm Dr # 461, Sacramento, CA, 95809	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-62557	TPA	Nicholas Santos	1973-05-25	—	—	6211 Main St Apt 5, Mesa, AZ, 85237	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-63516	TPA	Tricia Dunn	1939-09-19	—	4929915295	9685 Camelback Rd Apt 30, Miami, FL, 33169	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51452	TPA	Ana Santos	1940-10-17	UHC-93279-73	—	7064 Indian School Rd # 292, Tucson, AZ, 85779	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51833	TPA	Daniel Matthews	1943-11-06	—	—	6458 Washington St Apt 22, Miami, FL, 33190	0.80	Unit split from street State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-57078	TPA	Kayla Riley	2004-02-12	—	5012211052	2261 River Rd # 713, Dallas, TX, 75285	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53612	TPA	Jacqueline Moore	1995-03-14	—	—	9435 Broadway # 231, Houston, TX, 77087	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
TPA-61803	TPA	Gary Riley	1995-08-01	—	9718011881	833 Apache Blvd # 370, Tucson, AZ, 85703	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-60305	TPA	Juliia Meyer	1969-08-25	UHC-95875-47	9335474590	5564 Central Ave Apt 35, Minneapolis, MN, 55474	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-63473	TPA	Kevin Andrews	1982-03-06	—	—	7867 Ocean Ave # 777, San Diego, CA, 92114	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared

912 rows, page 17 of 19Previous Next