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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29593	PRV	Eugene V Daniels	1994-02-05	—	—	9891 Oak St, Mesa, AZ, 85232	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140734	ENR	Joshua X Diaz	1953-03-05	UHC-25720-29	—	1005 Market St, Columbus, OH, 43276	0.38	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+3 more
CLM-409898	CLM	Ethan Maldonado	1948-10-25	—	—	6746 Central Ave, Glendale, AZ	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-112829	ENR	Frank K Gonzales	1986-03-06	UHC-69591-78	6992414309	3263 Ridge Rd # 123, Las Vegas, NV, 89163	0.38	Middle initial moved out of first name Name re-cased Phone reformatted Unit split from street+3 more
TPA-54840	TPA	Willie Ross	2004-05-19	—	—	896 Lake View Rd, Fresno, CA, 93720	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-123891	ENR	Julia S Tran	1973-07-16	UHC-57015-51	9165387193	7521 Meadow Ln Apt 5, Sacramento, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112200	ENR	Nicole O Graham	1942-05-22	UHC-66344-34	9459917254	876 Pine Dr # 102, Charlotte, NC, 28240	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-125146	ENR	Gary E Ortiz	2006-09-25	UHC-32126-66	3104012418	9373 Pine Dr, Sacramento, CA, 95801	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107206	ENR	Amber Z Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St Apt 7, Jacksonville, FL, 32208	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-63603	TPA	Douglas Sanders	—	UHC-15375-20	—	7638 Bayshore Dr, Atlanta, GA, 30371	0.38	Name re-cased Date of birth unreadable Phone missing area code Street suffix standardised+3 more
ENR-109193	ENR	Sims Joseph	2001-03-26	UHC-26661-07	5009738066	8402 Baseline Rd, Sacramento, CA, 95827	0.38	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
CLM-408164	CLM	Philip Black	1955-02-06	UHC-68692-47	—	1873 Forest Ave, Houston, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-123428	ENR	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd # 791, Miami, FL, 33143	0.38	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-119036	ENR	Lucia C Russell	1969-01-23	UHC-13987-43	—	8135 Jefferson Ave, Fresno, CA, 93767	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
CLM-422865	CLM	Sharon Q Reyes	—	UHC-18188-08	—	8929 Forest Ave # 477, San Antonio, TX, 78231	0.38	Name re-cased Date of birth missing SSN last four extracted Unit split from street+3 more
ENR-127556	ENR	Angela Q Williamson	1947-10-26	UHC-83917-22	3385373086	6565 Baseline Rd Apt 16, Phoenix, AZ, 85072	0.38	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-114005	ENR	Amanda B Hunt	1946-08-22	UHC-44646-26	—	88 Broadway, Jacksonville, FL, 32228	0.38	Name re-cased Two-digit birth year Phone missing area code Address re-cased+3 more
ENR-101803	ENR	Wei Davis	1986-01-07	UHC-37408-64	—	5765 Grand Ave, Los Angeles, CA, 90006	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-129730	ENR	Janet Delgado	1962-11-11	UHC-86657-86	—	886 River Rd, Denver, CO, 80206	0.38	Name re-cased Two-digit birth year Phone missing area code SSN last four extracted+3 more
ENR-122031	ENR	Cheryl Butler	—	UHC-37634-84	—	5797 Cedar Ln, Orlando, FL, 32848	0.38	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
PRV-21317	PRV	Amber Mejia	1953-02-17	UHC-13136-66	—	5149 Mesa Dr Apt 11, Gilbert, AZ	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54483	TPA	Mateo T Harrsi	1943-12-06	—	—	7925 Lincoln Way, Tucson, AZ, 85782	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-419690	CLM	Charles Ray	1954-11-10	—	—	8155 Harbor Blvd, Mesa, AZ, 85282	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-122851	ENR	Austin C Richards	—	UHC-80985-56	7923532976	9292 Forest Ave, Seattle, WA, 98168	0.38	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
CLM-429248	CLM	Diana Bradley	1967-01-01	UHC-18488-60	9658987005	2234 Oak St, Austin, TX	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127677	ENR	Robert Guerrero	1949-03-04	UHC-68316-58	3594343389	1020 Washington St, Orlando, FL	0.38	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-108540	ENR	Jordan V Garcia	1983-04-26	UHC-92335-51	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.38	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138365	ENR	George Q Howell	1984-03-09	UHC-38278-48	2618974828	9286 Baseline Rd, Mesa, AZ, 85207	0.38	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126730	ENR	Isabella Garza	1975-04-25	UHC-80809-16	—	1755 Mesa Dr, San Antonio, TX	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55834	TPA	Willie Hicks	1962-04-17	UHC-95705-04	—	5869 Lincoln Way, Los Angeles, CA, 90031	0.38	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+3 more
CLM-423084	CLM	Ana Knight	1992-08-10	UHC-00835-26	—	4791 Harbor Blvd, Glendale, AZ	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-105123	ENR	Sofia H Oliver	1982-08-21	UHC-82300-20	—	3300 Meadow Ln Apt 23, Las Vegas, NV, 89149	0.38	Name re-cased Phone missing area code Unit split from street Street suffix standardised+3 more
TPA-63461	TPA	Santiago Hansen	—	—	—	8566 Central Ave, San Antonio, TX, 78296	0.38	Name re-cased Date of birth missing State name converted to code ZIP+4 trimmed+3 more
ENR-134469	ENR	Isabella P Le	1964-04-04	UHC-19469-80	—	670 Mountain View Dr, Tampa, FL, 33606	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-51116	TPA	Mateo Day	1993-12-23	UHC-73777-46	—	9132 Main St Apt 24, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
ENR-128356	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-128355	ENR	Vincent N Campbell	1950-02-26	UHC-73442-08	7115827776	9392 Harbor Blvd, Nashville, TN, 37212	0.38	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-116934	ENR	Joyce Martin	1989-03-11	UHC-35985-56	—	4978 Mountain View Dr, Eden Prairie, MN, 55366	0.38	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-430456	CLM	Ralph Grcia	—	UHC-55034-74	—	2592 Forest Ave, Miami, FL, 33115	0.38	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+3 more
TPA-52545	TPA	Mateo Ryan	1944-05-21	—	—	5949 Meadow Ln, Dallas, TX, 75201	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102466	ENR	Doris Crawford	1999-04-22	UHC-42956-41	2992428088	7748 Union St, Las Vegas, NV, 89156	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25923	PRV	Bryna F Jenkins	1960-03-11	—	—	9780 Union St, Nashville, TN, 37242	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102033	ENR	Priya Kelly	1959-05-22	UHC-02663-92	3886271158	6859 Grand Ave # 370, Tucson, AZ	0.38	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134672	ENR	Raymond Richarsd	1989-11-09	UHC-49021-65	—	4499 Hillcrest Rd, Columbus, OH	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-105580	ENR	Joan Robertson	—	UHC-80182-89	—	8274 Jefferson Ave, Los Angeles, CA, 90023	0.38	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+3 more
TPA-61497	TPA	Dorothy Fisher	1990-08-05	—	—	9204 Apache Blvd # 379, Los Angeles, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-102171	ENR	Martha Harrison	1980-03-26	UHC-15211-78	—	7138 Lincoln Way, Denver, CO, 80288	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
CLM-410177	CLM	Henry McDonald	—	—	7007795185	2866 Grand Ave, Orlando, FL	0.38	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-407535	CLM	Lawrence Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr # 920, Denver, CO	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
CLM-422404	CLM	Mei Nuenz	1994-04-25	UHC-80915-35	—	1620 Jefferson Ave, Glendale, AZ, 85321	0.38	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more

39,996 rows, page 9 of 800Previous Next