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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-58806	TPA	Emma Gardner	1951-08-19	—	7499549025	6009 Maple Ave, Miami, FL, 33192	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
TPA-56250	TPA	Eric Freeman	1961-04-07	UHC-11481-11	—	533 Highland Ave, Dallas, TX, 75252	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51894	TPA	Santiago Ferguson	1966-03-12	UHC-76518-54	7278331495	733 Spring St, Los Angeles, CA, 90089	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-63986	TPA	Alice Sullivan	1994-08-01	—	5434893307	9252 Jefferson Ave, Gilbert, AZ, 85275	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63096	TPA	Walter Nelson	1983-03-25	—	—	3472 Cedar Ln, Jacksonville, FL, 32264	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-62273	TPA	Wei Little	1973-07-25	UHC-16840-90	—	3110 Jefferson Ave, Phoenix, AZ, 85084	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51557	TPA	Alan Henderson	1996-06-16	—	9429298962	6293 Canyon Rd, San Antonio, TX, 78285	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-57602	TPA	George Webb	1956-10-25	—	4089673281	8325 Park Pl, Dallas, TX, 75200	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51119	TPA	Luis Vega	1938-07-28	—	8984259619	2560 Ocean Ave Apt 38, Minneapolis, MN, 55458	0.64	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
TPA-57132	TPA	Carl Q Wang	1944-04-05	—	—	8827 River Rd, Orlando, FL, 32800	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59487	TPA	Natalie Johnson	1968-10-03	—	—	3759 Forest Ave, Mesa, AZ, 85212	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61141	TPA	Russell Powell	1943-08-05	—	—	259 Union St, Miami, FL, 33168	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51869	TPA	Andrea Vazquez	1978-06-12	—	—	8128 Park Pl, Sacramento, CA, 95825	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54199	TPA	Carol Howell	1942-02-16	—	4335936242	7900 Mesa Dr, Glendale, AZ, 85340	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61126	TPA	Lopez Jesse	1960-09-09	—	—	3141 Apache Blvd, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-61986	TPA	Santiago Sandoval	1958-10-12	—	—	8497 Camelback Rd, San Antonio, TX, 78213	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59896	TPA	Margaret Griffin	1947-10-20	UHC-40806-56	—	3342 River Rd, San Diego, CA, 92158	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55427	TPA	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57277	TPA	Stephanie Lane	1941-06-10	—	—	7072 Baseline Rd, Atlanta, GA, 30315	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59011	TPA	Fatima Scott	1942-06-24	—	5987958688	7415 Lake View Rd, Plano, TX, 75091	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55196	TPA	Zachary Simpson	1964-12-08	—	—	5711 Church St, Miami, FL, 33183	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-56075	TPA	Timothy Gonzalez	1941-09-16	—	—	9092 Willow Ct, Minneapolis, MN, 55494	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59648	TPA	Sean Y Chen	1972-03-10	—	—	4854 Pine Dr, Las Vegas, NV, 89165	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60587	TPA	Laura Q Jordan	1961-07-06	UHC-59863-10	—	7326 Elm St, Phoenix, AZ, 85020	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-58022	TPA	Ronald Hoffman	1979-03-11	—	8652159800	4022 Park Pl, Austin, TX, 78792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52134	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55929	TPA	Noah Moreno	1950-01-19	—	6237746058	2347 Bayshore Dr, Charlotte, NC, 28283	0.64	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised+2 more
TPA-57439	TPA	Ralph Vega	1993-05-04	—	—	627 Ridge Rd, Phoenix, AZ, 85094	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-60077	TPA	Barbara Collins	2004-05-17	UHC-85662-20	—	647 Market St, Minneapolis, MN, 55468	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61350	TPA	Elizabeth Soto	2003-08-26	—	—	2261 Bayshore Dr, Atlanta, GA, 30303	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-59094	TPA	Ruth Hernandez	1955-05-15	—	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-51160	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51161	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56879	TPA	Lucia W Russell	2001-11-13	UHC-89539-23	6595649114	3497 Oak St, Tampa, FL, 33652	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58274	TPA	Paul White	1995-03-22	—	9138684896	3950 Elm St, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56564	TPA	Joseph E Chavez	1996-10-02	—	—	5116 Main St, Tampa, FL, 33670	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-53984	TPA	Robert E Pierce	1988-03-04	—	—	3041 Hillcrest Rd, Houston, TX, 77072	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50163	TPA	Daniel Howell	2008-09-20	—	—	3838 Central Ave, Tucson, AZ, 85760	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51956	TPA	Natalie King	1946-01-09	—	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-56133	TPA	Roy Coleman	1986-11-12	—	—	4485 Pine Dr, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55339	TPA	Jean Hamilton	1965-02-08	—	4167143383	4244 Oak St, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53120	TPA	Nathan Schultz	1968-02-18	—	—	4204 Highland Ave, Miami, FL, 33144	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56529	TPA	Priya Edwards	1999-07-14	—	—	2881 Bayshore Dr, San Antonio, TX, 78280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52405	TPA	Alice Bailey	1988-07-02	UHC-77231-18	—	5898 Forest Ave, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54096	TPA	James Hunter	1991-12-20	—	9708788232	1586 Grand Ave, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62567	TPA	Kelly Pierce	1975-11-01	—	9417704876	7028 Mesa Dr, Plano, TX, 75002	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-64072	TPA	Mariana Little	—	—	5145791028	4453 Market St, Chandler, AZ, 85286	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
TPA-50743	TPA	Larry Porter	1995-06-19	—	—	2951 Indian School Rd Apt 5, San Antonio, TX, 78212	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-55276	TPA	Jose Wang	1988-02-03	—	—	3956 Indian School Rd, Atlanta, GA, 30308	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56395	TPA	Mateo Wood	1955-03-07	—	4664786853	6013 Washington St, Seattle, WA, 98176	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

1,145 rows, page 13 of 23Previous Next