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

Claims, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-422994	CLM	Betty G Gomez	1977-06-09	UHC-79259-25	—	347 Main St, Tampa, FL	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-411930	CLM	Jose Oliver	1951-03-24	UHC-66497-21	3738456078	2340 Church St, Glendale, AZ, 85386	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-411165	CLM	Kevin L Soto	1955-12-09	—	—	3195 Meadow Ln, San Antonio, TX, 78261	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407779	CLM	Jaon Grant	1946-01-06	UHC-51451-91	5895981545	7783 Indian School Rd, Denver, CO, 80293	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-409573	CLM	Heathar Welch	1979-04-06	UHC-33964-15	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-409572	CLM	Heathar Welch	1979-04-06	UHC-33964-15	2082019606	4656 Pine Dr, Fresno, CA, 93790	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-429443	CLM	Megan Luna	1962-09-26	UHC-51148-57	—	5143 Hillcrest Rd, Scottsdale, AZ, 85259	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-428965	CLM	Cheryl Parker	2003-03-02	—	—	6087 Lincoln Way, Nashville, TN, 37270	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411647	CLM	Jonathan Ortega	1993-09-14	UHC-09877-57	—	8757 Desert Sky Blvd, Mesa, AZ, 85207	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-406625	CLM	Kathleen Graham	2000-12-23	UHC-53630-10	—	8422 Union St, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-405617	CLM	Hawkins Q Lauren	1983-10-25	UHC-71458-08	—	6596 Elm St, Denver, CO, 80298	0.68	State name converted to code Email lower-cased Gender normalised Placeholder values cleared
CLM-421565	CLM	Julie M Singh	1975-08-19	UHC-47477-34	—	4749 Maple Ave # 384, Fresno, CA, 93721	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
CLM-403163	CLM	Amanda Fox	1992-11-01	UHC-00623-39	—	324 Highland Ave, Eden Prairie, MN, 55332	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-410124	CLM	Abigail Hicks	1970-08-17	UHC-60211-80	—	5753 Union St, Miami, FL, 33105	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-402637	CLM	Julia Nguyen	1941-11-07	UHC-90442-51	—	5856 River Rd, Plano, TX, 75085	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-418099	CLM	Denise Ortega	1956-02-19	UHC-05763-13	—	9540 Broadway, Dallas, TX, 75244	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406703	CLM	Laura Murray	1945-05-02	—	3324067182	5256 Cedar Ln, Austin, TX, 78723	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-409232	CLM	Olivia Ramos	1998-07-18	UHC-74736-34	—	6004 Harbor Blvd, Los Angeles, CA, 90046	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-405394	CLM	Rebecca Austin	1983-03-26	UHC-39143-11	3332678414	2519 Spring St, Atlanta, GA, 30354	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-405395	CLM	Rebecca Austin	1983-03-26	UHC-39143-11	3332678414	2519 Spring St, Atlanta, GA, 30354	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-411713	CLM	Yuki Peters	1998-05-08	UHC-44151-88	8272615075	890 Oak St, Austin, TX, 78744	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-423667	CLM	Frances Morrison	1943-06-13	UHC-70290-96	4013722830	6190 Camelback Rd, Minneapolis, MN	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
CLM-405430	CLM	Betty Wallace	1952-03-11	UHC-44888-61	8685377506	3223 Central Ave, Sacramento, CA, 95879	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-429279	CLM	John Bell	1979-07-03	UHC-89686-04	—	4113 Market St, Tucson, AZ, 85785	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-424644	CLM	Vincent Sullivan	1973-06-20	—	—	8234 Jefferson Ave, San Antonio, TX, 78246	0.68	Two-digit birth year City re-cased State name converted to code Placeholder values cleared
CLM-418065	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	—	225 Harbor Blvd, Minneapolis, MN, 55433	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-430837	CLM	Julia Reyes	1980-12-18	—	8485916382	4574 Harbor Blvd, San Antonio, TX, 78214	0.68	Name re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-428059	CLM	Eugene S Reyes	1996-11-22	UHC-32191-16	—	4332 Apache Blvd, Columbus, OH, 43231	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401397	CLM	Bryan Cruz	1941-08-23	—	—	2664 Park Pl, Eden Prairie, MN, 55330	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-419642	CLM	Jacob Herrera	1962-03-22	—	—	8167 Highland Ave, Nashville, TN, 37298	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-409160	CLM	Evelyn Austin	1953-04-15	—	6654045053	6261 Church St, Gilbert, AZ, 85299	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
CLM-408913	CLM	Theresa Morrison	1942-12-17	—	—	9222 Baseline Rd, Las Vegas, NV, 89165	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429050	CLM	Christopher Mendez	1989-01-10	UHC-78590-93	—	8230 Willow Ct, Miami, FL, 33199	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-429510	CLM	Natalie Freeman	1951-03-18	—	—	9006 Sage Ct # 621, Columbus, OH, 43219	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-417370	CLM	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.70	Two-digit birth year State name converted to code Placeholder values cleared
CLM-404923	CLM	Janice Ferguson	1969-07-25	UHC-35301-41	—	3531 Ridge Rd, Miami, FL, 33113	0.70	Street suffix standardised Address re-cased State name converted to code
CLM-421856	CLM	Natalie Taylor	1990-05-01	—	—	3265 Main St, Atlanta, GA, 30372	0.70	SSN last four extracted State name converted to code Placeholder values cleared
CLM-409413	CLM	Lori Riley	1951-07-08	—	—	5708 Grand Ave, Nashville, TN	0.70	State name converted to code ZIP missing Placeholder values cleared
CLM-401832	CLM	Ryan Brooks	2008-12-27	—	—	3718 Main St, Fresno, CA, 93773	0.70	Two-digit birth year State name converted to code Placeholder values cleared
CLM-424716	CLM	Daniel Jordan	1970-02-07	—	—	2166 Mountain View Dr, Plano, TX, 75015	0.70	State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-423223	CLM	Jerry Hoffman	1942-07-21	UHC-04371-18	—	9164 Market St, Mesa, AZ, 85254	0.70	Street suffix standardised Address re-cased State name converted to code
CLM-414223	CLM	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.70	Two-digit birth year State name converted to code Whitespace trimmed
CLM-414472	CLM	Simmons David	1959-08-06	UHC-48775-80	6152117638	1491 Lake View Rd, Fresno, CA, 93713	0.70	Two-digit birth year Phone reformatted State name converted to code
CLM-407762	CLM	Priya I Price	1954-04-23	—	—	846 Spring St # 307, Gilbert, AZ, 85240	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-432664	CLM	Zachray Allen	1997-01-10	UHC-52129-98	—	2122 Union St # 444, Plano, TX, 75021	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-429501	CLM	Abigail Tunrer	—	UHC-81001-64	—	1536 Lake View Rd, Nashville, TN, 37272	0.70	Date of birth unreadable State name converted to code Placeholder values cleared
CLM-421521	CLM	Maria Garcia	1981-09-10	UHC-26872-43	—	3787 Mountain View Dr, Houston, TX, 77048	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-418462	CLM	Justin X Schultz	1985-08-09	UHC-07089-67	—	1094 Union St, San Diego, CA, 92105	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-411000	CLM	Scott Kennedy	1993-02-22	—	—	7062 Market St, Plano, TX, 75099	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
CLM-410360	CLM	Ahmed Riley	2007-03-13	—	—	5024 Hillcrest Rd, Jacksonville, FL	0.70	State name converted to code ZIP missing Placeholder values cleared

2,633 rows, page 42 of 53Previous Next