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 “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
CLM-417546	CLM	Walter D Moreno	1939-07-01	UHC-84396-39	5143662966	597 Elm St, Denver, CO, 80262	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421649	CLM	Mark Washigton	2006-12-27	—	7607640652	5914 Ridge Rd, Minneapolis, MN, 55434	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-426601	CLM	Patricia S Owens	1950-08-04	UHC-87048-14	—	3078 Ocean Ave, Nashville, TN, 37201	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-428296	CLM	Frank Alvarez	2002-04-13	—	—	221 Willow Ct, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-420012	CLM	Terry Cooper	1960-07-24	—	7869346996	6679 Sunset Blvd, Fresno, CA, 93752	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-431233	CLM	Joan Rivera	1989-12-18	UHC-22799-76	—	7244 Oak St, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431232	CLM	Joan Rivera	1989-12-18	UHC-22799-76	—	7244 Oak St, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405724	CLM	Will Simpson	1999-12-22	—	—	4472 Baseline Rd, Scottsdale, AZ, 85240	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-414374	CLM	Kimberly H George	1958-03-08	—	—	252 Harbor Blvd, Nashville, TN, 37296	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424834	CLM	Joe Weaver	1989-10-27	UHC-65868-91	—	7990 Jefferson Ave, San Antonio, TX, 78245	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403733	CLM	Kathryn S Wang	2007-01-19	—	—	7432 Mountain View Dr, Chandler, AZ, 85216	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-424101	CLM	Brenda K Loepz	1990-02-18	UHC-93886-29	—	8704 Lincoln Way, Mesa, AZ, 85233	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425271	CLM	Bruce U Evans	1946-06-09	—	4119456514	2759 Spring St, Charlotte, NC, 28204	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-408197	CLM	Luna Brenda	—	UHC-89078-96	—	1396 Palm Dr, Tampa, FL, 33693	0.68	Date of birth missing State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-426325	CLM	Gloria Guzman	1939-05-23	UHC-99703-83	—	5838 Pine Dr, Glendale, AZ, 85394	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413265	CLM	Walter Bowman	1954-11-01	UHC-19722-01	—	137 River Rd, Phoenix, AZ, 85037	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412891	CLM	Carlos Stone	1962-07-04	UHC-66575-75	3866986795	3805 Spring St, Glendale, AZ, 85392	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-429809	CLM	Denise E Lynch	1965-06-12	—	—	4354 Sunset Blvd, Phoenix, AZ, 85059	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-424990	CLM	Denise T Alexander	1954-06-06	UHC-25357-86	—	1316 Sunset Blvd, Nashville, TN, 37233	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-405445	CLM	Cynthia E Tucker	1999-11-04	UHC-62111-71	9889590428	8513 Baseline Rd, Plano, TX, 75065	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-408792	CLM	Angela Moreno	1953-07-10	—	—	5173 Broadway, Atlanta, GA, 30357	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-424623	CLM	Bradley Morgan	1948-01-20	UHC-42385-27	—	6148 Cedar Ln, Atlanta, GA, 30359	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-423764	CLM	Margaret P Stevens	1981-12-12	UHC-74068-29	—	7419 Baseline Rd, Atlanta, GA, 30383	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413713	CLM	Samantha T Diaz	1998-08-23	UHC-92123-72	—	1859 Meadow Ln, Tucson, AZ, 85789	0.68	Phone missing area code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-422992	CLM	Brittany Alexander	1988-01-14	UHC-44945-33	—	7028 Lincoln Way, Glendale, AZ, 85361	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-425172	CLM	Brenda Curz	2006-05-16	UHC-82459-61	—	2625 Sunset Blvd, Plano, TX, 75087	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-411532	CLM	Logan Collins	1944-12-21	UHC-11070-99	—	9814 Pine Dr, Las Vegas, NV, 89137	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408925	CLM	Barbara Austin	1954-11-01	UHC-00126-43	—	7031 Market St, Orlando, FL, 32887	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-418927	CLM	Aaron Cox	1973-07-25	—	—	4580 Elm St, Mesa, AZ, 85201	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412025	CLM	Diego Kennedy	1961-05-03	UHC-16765-65	—	9183 Apache Blvd, Austin, TX, 78783	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-418046	CLM	Joseph Hunt	1983-12-06	—	—	4149 Central Ave, Austin, TX, 78710	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-431578	CLM	Pamela Woods	1997-01-27	UHC-24441-51	—	5461 River Rd, Sacramento, CA, 95888	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-432164	CLM	Rachel Holmes	1982-08-28	—	—	9194 Desert Sky Blvd Apt 19, Los Angeles, CA, 90001	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-414133	CLM	Karen N Welch	1955-01-05	UHC-51273-02	5568119896	5842 Washington St, Plano, TX, 75096	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-416207	CLM	Maria Meyer	1957-11-25	UHC-73025-52	—	7272 Mesa Dr, Dallas, TX, 75247	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-416206	CLM	Maria Meyer	1957-11-25	UHC-73025-52	—	7272 Mesa Dr, Dallas, TX, 75247	0.68	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Placeholder values cleared
CLM-421668	CLM	Danielle G Nichols	1940-03-06	UHC-84780-74	5603924832	4735 Harbor Blvd, Austin, TX, 78770	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
CLM-415048	CLM	Danielle A Ramirez	1966-02-11	UHC-72750-13	7599178217	8031 Spring St, Miami, FL, 33107	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-402523	CLM	Dannis Lopez	1962-10-07	UHC-83888-95	—	2194 Church St, Seattle, WA, 98106	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400419	CLM	Amanda Jensen	1965-12-05	UHC-53230-53	—	4743 Park Pl, Columbus, OH, 43220	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413378	CLM	Jesse Richards	1969-03-05	UHC-63467-74	7083178157	1959 Lincoln Way, Las Vegas, NV, 89135	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-421104	CLM	Laura White	1957-09-20	UHC-39998-25	—	693 Lincoln Way, Houston, TX, 77007	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-404705	CLM	Sean Z Marquez	1972-11-08	—	2559182310	4151 Market St, Charlotte, NC, 28295	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-428159	CLM	Logan Larson	1944-04-19	—	9866887457	6157 Forest Ave, Phoenix, AZ, 85053	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-432226	CLM	Nicole Coleman	1951-12-17	—	5675448071	4557 Ridge Rd, Scottsdale, AZ, 85234	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-400824	CLM	Adam Sone	1969-12-25	—	—	7730 Church St, Seattle, WA, 98104	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-428473	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428472	CLM	Terry Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St, Jacksonville, FL, 32251	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400001	CLM	Billy Woods	1966-12-16	UHC-33855-54	—	9218 Palm Dr, Los Angeles, CA, 90065	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-406907	CLM	Lauren Moore	1988-05-28	UHC-05013-55	4105489520	8085 Spring St # 934, Tempe, AZ, 85217	0.68	Name re-cased Unit split from street ZIP+4 trimmed Placeholder values cleared

2,352 rows, page 35 of 48Previous Next