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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50996	TPA	Frances Porter	1949-01-13	UHC-23993-16	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-62429	TPA	Dylan Day	1946-11-15	—	—	8287 Central Ave, Gilbert, AZ, 85275	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-58954	TPA	Ahmd Murray	2003-08-15	—	—	9035 Palm Dr, Dallas, TX, 75286	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-61130	TPA	Paul Lee	1963-01-17	—	7956322109	129 Canyon Rd, Dallas, TX, 75244	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-53109	TPA	Pamela Mitchell	1997-11-08	—	7883541894	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-60050	TPA	Douglas Matthews	1976-06-02	—	3119133819	1722 Canyon Rd, Tampa, FL, 33601	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-53777	TPA	Steven Holmes	1938-02-13	—	6089863242	6670 Washington St, Tempe, AZ, 85245	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-52767	TPA	Tyler Gutierrez	1971-04-01	—	7619019746	2641 Lincoln Way, San Antonio, TX, 78299	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-58939	TPA	Cralson Willie	1985-10-01	—	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57911	TPA	Wei Young	1952-07-19	—	—	3533 Church St, Minneapolis, MN, 55487	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52471	TPA	Edward Robertson	1995-11-16	—	9648396355	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-61178	TPA	Ana Warren	1963-01-25	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-59364	TPA	Jacqueline Berry	1949-03-17	—	4818094928	1043 Ocean Ave, Jacksonville, FL, 32201	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56468	TPA	Brenda Sullivan	1992-01-01	—	9844802930	1728 Highland Ave, Orlando, FL, 32890	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-52732	TPA	Beverly Freeman	1963-07-23	—	—	8881 Mountain View Dr, Tucson, AZ, 85774	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-56172	TPA	Kayla Watkins	1977-02-06	—	—	5154 Harbor Blvd, Mesa, AZ, 85267	0.78	Name re-cased City re-cased Gender normalised Plan code upper-cased+1 more
TPA-51444	TPA	Brruce Schultz	1995-08-09	—	7342515216	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-62049	TPA	Christine Wright	1944-09-24	—	—	5725 Ocean Ave, Orlando, FL, 32857	0.78	Date of birth reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-59530	TPA	Alexander Williamson	1974-12-09	—	4158127570	3105 Highland Ave, Glendale, AZ, 85375	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
TPA-52327	TPA	Diana Hill	1999-04-05	—	8165362298	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-50439	TPA	Justin Ortiz	1956-12-05	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-64432	TPA	Randy Riley	1975-07-01	UHC-06936-55	3255105808	2611 Jefferson Ave, Plano, TX, 75054	0.78	Name re-cased Phone reformatted City re-cased Gender normalised+1 more
TPA-57648	TPA	Judith Castro	1946-06-18	—	3389249418	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56635	TPA	Albert Hall	1981-10-24	—	—	8750 Central Ave, Tampa, FL, 33654	0.78	Name re-cased City re-cased Gender normalised Whitespace trimmed+1 more
TPA-50651	TPA	Kimbberly Russell	1995-05-06	—	3322823386	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-53048	TPA	Kevin Jacobs	1973-08-14	—	6565653025	9820 Harbor Blvd, Jacksonville, FL, 32202	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-59543	TPA	Debra Holmes	2003-01-12	—	—	6762 River Rd, Eden Prairie, MN, 55326	0.78	Name re-cased Date of birth reformatted City re-cased Gender normalised+1 more
TPA-52185	TPA	Donna Ward	1979-11-02	UHC-41143-98	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53437	TPA	Emily Gibson	1977-10-15	—	5169147893	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62910	TPA	Lisa Taylor	1983-09-14	UHC-20686-86	—	1069 Baseline Rd, Eden Prairie, MN, 55389	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54134	TPA	Jennifer Larson	1989-06-21	—	2655330194	4725 Elm St, Phoenix, AZ, 85048	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-53919	TPA	Samuel Jymenez	1953-04-02	UHC-67719-04	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53297	TPA	Jeffrey Jensen	1965-08-17	—	—	6869 Willow Ct, Tempe, AZ, 85287	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63080	TPA	Hansen Linda	1941-10-09	UHC-10492-62	—	6644 Union St, Houston, TX, 77022	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-58767	TPA	Linda Yang	1984-09-27	—	—	1067 Washington St, Seattle, WA, 98155	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62577	TPA	Kyle Brown	2002-05-02	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62578	TPA	Kyle Brown	2002-05-02	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63619	TPA	Sarah Guzman	1987-10-28	UHC-17666-83	—	615 Broadway, San Diego, CA, 92147	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57247	TPA	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-56877	TPA	Ahmed Meyer	1980-10-19	—	2555211062	5017 Canyon Rd, Miami, FL, 33130	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59796	TPA	Martha Duncan	1975-04-24	—	—	7161 Hillcrest Rd, San Diego, CA, 92135	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64290	TPA	Debra Stevens	1953-05-19	—	6884376812	1289 Lincoln Way, Denver, CO, 80211	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56727	TPA	Bradley Jackson	1949-08-27	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-58588	TPA	Rachel Freeman	1975-12-07	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63845	TPA	Christine Robinson	1972-06-05	UHC-30697-65	—	9172 Meadow Ln, Las Vegas, NV, 89111	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62131	TPA	James Johnston	1960-06-27	—	—	3248 Mesa Dr, Nashville, TN, 37296	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56745	TPA	Priya Berry	1958-07-07	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56716	TPA	Jesse J Murray	1963-12-17	UHC-00502-63	8948422268	2900 Lincoln Way, Jacksonville, FL, 32253	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
TPA-58439	TPA	Katherine Hudson	1983-12-15	—	—	1002 Indian School Rd, Tucson, AZ, 85753	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-54464	TPA	Mateo X Austin	1976-03-24	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared

2,435 rows, page 39 of 49Previous Next