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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50246	TPA	Tyler L Moreno	1994-11-12	—	—	1312 Ridge Rd, Seattle, WA, 98120	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-58265	TPA	Danniel Chavez	1944-07-20	UHC-08743-28	5519881782	629 Maple Ave, Los Angeles, CA, 90080	0.80	Street suffix standardised Address re-cased State code upper-cased 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-64211	TPA	Joe Herrera	1993-11-14	UHC-92339-35	—	9242 Willow Ct, Fresno, CA	0.80	Date of birth reformatted State code upper-cased ZIP missing Placeholder values cleared
TPA-62712	TPA	George C Hicks	1998-07-23	—	—	2519 Forest Ave, Sacramento, CA, 95868	0.80	State code upper-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-55109	TPA	Santiago Miller	1951-02-23	UHC-98037-76	—	963 Mountain View Dr, Sacramento, CA, 95893	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
TPA-63274	TPA	Benjamin Taylor	1965-12-19	—	9028345991	8247 Lake View Rd, Gilbert, AZ, 85217	0.80	Name split from “Last, First”Phone reformatted State code upper-cased Placeholder values cleared
TPA-57093	TPA	Marcus Valdez	1994-01-05	—	5282052210	6287 Broadway, Denver, CO, 80221	0.80	Name re-cased State code upper-cased Gender normalised Placeholder values cleared
TPA-58084	TPA	Logan Morgan	1975-11-03	—	—	5987 Ocean Ave, Glendale, AZ, 85359	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-52418	TPA	Grace Ramos	1989-10-27	—	—	8508 Maple Ave, Minneapolis, MN	0.82	State code upper-cased ZIP missing Placeholder values cleared
TPA-61445	TPA	Diane Howard	1966-04-12	—	—	7592 Cedar Ln, San Diego, CA	0.82	State code upper-cased ZIP missing Placeholder values cleared
TPA-57018	TPA	Ruth Flores	2008-03-05	—	—	2065 Elm St, Columbus, OH	0.82	State code upper-cased ZIP missing Placeholder values cleared
TPA-59485	TPA	Bradley Rogers	1987-12-20	—	—	8042 Pine Dr, Seattle, WA, 98169	0.82	Date of birth reformatted State code upper-cased Gender normalised
TPA-55732	TPA	Kelly Evans	1964-05-28	UHC-76873-84	—	9234 Lake View Rd # 148, Atlanta, GA, 30362	0.82	Unit split from street State code upper-cased Placeholder values cleared
TPA-59498	TPA	Mark Silva	1987-12-04	—	—	7641 Ocean Ave, Chandler, AZ, 85251	0.82	Name split from “Last, First”State code upper-cased Placeholder values cleared
TPA-58718	TPA	Priya Foster	1959-09-06	—	—	5159 Highland Ave Apt 38, Fresno, CA, 93792	0.82	Unit split from street State code upper-cased Placeholder values cleared
TPA-60300	TPA	Michelle Cuok	1991-03-23	—	4353602887	7428 Church St, Mesa, AZ, 85202	0.86	Name re-cased Phone reformatted City re-cased State code upper-cased+3 more
TPA-51480	TPA	Vicky Hughes	1949-09-21	UHC-95800-59	—	267 Willow Ct, Minneapolis, MN, 55444	0.88	Date of birth reformatted City re-cased State code upper-cased Email lower-cased+2 more
TPA-59748	TPA	Luis P Freeman	1990-03-27	—	—	3146 Canyon Rd, Gilbert, AZ, 85274	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
TPA-57217	TPA	Ruth Peterson	1959-09-25	—	—	2019 River Rd, Denver, CO, 80270	0.88	Name re-cased Date of birth reformatted City re-cased State code upper-cased+2 more
TPA-52054	TPA	Jesse Walker	1941-05-04	—	—	5667 Camelback Rd, Columbus, OH, 43286	0.88	Name re-cased Date of birth reformatted State code upper-cased Email lower-cased+2 more
TPA-63773	TPA	Adams K Zachary	1959-02-12	UHC-77933-88	8083152134	5796 Broadway, Orlando, FL, 32841	0.90	Name re-cased Phone reformatted Address re-cased State code upper-cased+1 more
TPA-52865	TPA	Jordan V Garcia	1983-04-26	—	5989909297	8139 Harbor Blvd, Chandler, AZ, 85267	0.90	Date of birth reformatted Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-62852	TPA	Hannah Dunn	2004-02-01	—	—	310 Church St, Austin, TX, 78715	0.90	Name re-cased State code upper-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-61529	TPA	Kally Woods	1955-08-01	—	—	422 Willow Ct, Plano, TX, 75091	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59220	TPA	Arthur Kelley	1973-10-12	—	4266714227	5723 Washington St, Jacksonville, FL, 32202	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-52641	TPA	Petter Simpson	1980-02-20	—	—	2473 Lincoln Way, Fresno, CA, 93748	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-53966	TPA	Doris Stewart	1968-03-04	—	6194511077	5776 Sage Ct, Minneapolis, MN, 55480	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
TPA-62886	TPA	Bobby Ramos	1984-08-24	—	—	8043 Church St, Eden Prairie, MN, 55319	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-55436	TPA	Katherine Carter	1963-12-21	UHC-19218-47	—	9532 Maple Ave, Gilbert, AZ, 85273	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-59810	TPA	John Gordon	1958-01-22	—	—	5838 Ridge Rd, Minneapolis, MN, 55403	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-57108	TPA	Edwards Donna	2006-07-13	—	3987702080	7842 Harbor Blvd, Gilbert, AZ, 85209	0.90	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-53832	TPA	Alice Tran	2006-04-18	—	—	5978 Market St, Gilbert, AZ, 85276	0.90	Name re-cased Date of birth reformatted State code upper-cased Whitespace trimmed+1 more
TPA-52569	TPA	Jordan Duncan	1993-06-11	—	7863190096	4713 Indian School Rd, Houston, TX, 77066	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
TPA-53591	TPA	Stephen Marshall	1942-07-15	—	—	8400 Union St, Austin, TX, 78700	0.90	Name re-cased Date of birth reformatted City re-cased State code upper-cased+1 more
TPA-56421	TPA	Russell Fields	1978-10-06	—	—	1174 Lake View Rd, Tempe, AZ, 85260	0.90	Date of birth reformatted City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-53331	TPA	Sofia Cllark	1963-06-07	—	6177107716	470 Forest Ave, Tampa, FL, 33608	0.90	Phone reformatted State code upper-cased Plan code upper-cased Whitespace trimmed+1 more
TPA-63846	TPA	Raymond McCdonald	1946-09-22	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.90	Name re-cased Phone reformatted City re-cased State code upper-cased+1 more
TPA-53242	TPA	Havey Jeremy	1965-06-25	—	3142825643	3677 Pine Dr, Houston, TX, 77046	0.90	Name re-cased Phone reformatted State code upper-cased Whitespace trimmed+1 more
TPA-53104	TPA	Joseph Wheeler	1971-03-15	—	—	8613 Canyon Rd, Chandler, AZ, 85228	0.90	Name re-cased City re-cased State code upper-cased Whitespace trimmed+1 more
TPA-64270	TPA	Larry Fields	1966-04-23	—	—	7205 Broadway, Miami, FL, 33100	0.92	City re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-54350	TPA	Heather Cox	1991-04-26	—	—	5992 Apache Blvd, Las Vegas, NV, 89143	0.92	City re-cased State code upper-cased Plan code upper-cased Placeholder values cleared
TPA-53531	TPA	Thomas I Sullivan	1982-02-28	—	7659727137	3863 River Rd, Tampa, FL, 33672	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
TPA-52510	TPA	Lynch Jerry	1978-12-27	—	—	5218 Broadway, Miami, FL, 33112	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-53722	TPA	Maggie Gibson	2004-05-16	—	8973079542	7161 Lake View Rd, Columbus, OH, 43215	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
TPA-52131	TPA	Alan I Castillo	1954-06-12	UHC-85083-26	2447188600	36 Hillcrest Rd, Mesa, AZ, 85246	0.92	Date of birth reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-58236	TPA	Emily Wilson	1961-02-26	—	—	3781 Lincoln Way, Charlotte, NC, 28254	0.92	State code upper-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-62701	TPA	Mary Hamilton	1961-07-01	—	3598889997	391 Union St, Tucson, AZ, 85706	0.92	Date of birth reformatted Phone reformatted State code upper-cased Placeholder values cleared
TPA-56297	TPA	Amber Wright	1939-02-25	—	9256935730	5715 Palm Dr, Tucson, AZ, 85718	0.92	Name re-cased State code upper-cased Email lower-cased Placeholder values cleared
TPA-62838	TPA	Russell Morrison	1952-07-14	—	—	6556 Spring St, Houston, TX, 77089	0.92	Name re-cased State code upper-cased Whitespace trimmed Placeholder values cleared

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