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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413727	CLM	Alexis Stephens	1946-11-14	UHC-11918-64	—	7276 Harbor Blvd, Denver, CO, 80295	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-430529	CLM	Raymond A Meyer	1983-01-04	UHC-99901-92	—	5905 Mountain View Dr, Gilbert, AZ, 85221	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-424820	CLM	Maria Meyer	2004-07-12	—	—	5396 Union St, Miami, FL, 33105	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-415003	CLM	James Grey	1952-01-18	UHC-36465-69	—	5047 Union St, Charlotte, NC, 28266	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-411730	CLM	Ray Patterson	1938-09-28	UHC-88717-54	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-423031	CLM	Linda Bishop	1982-07-25	UHC-08118-73	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-404066	CLM	Bryan Li	1943-02-22	UHC-16862-67	8793330394	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-413574	CLM	Christopher Willis	1971-11-03	UHC-00681-59	—	6655 Cedar Ln, Miami, FL, 33189	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413433	CLM	Valentina Rice	1956-06-23	UHC-63637-02	—	5500 Broadway, Dallas, TX, 75282	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-419915	CLM	Jack Mendez	1971-06-11	UHC-77811-84	—	4815 Pine Dr, Chandler, AZ, 85280	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-430670	CLM	Diane Z Carroll	1989-06-18	UHC-47139-83	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-418531	CLM	Ryan L Hernandez	1958-01-19	UHC-51810-13	—	6988 Sage Ct, Charlotte, NC, 28205	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-419691	CLM	Alice Alvarez	1938-10-15	—	—	7337 Lincoln Way, Las Vegas, NV, 89191	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-424930	CLM	Henry Fisher	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-413309	CLM	Diana Perry	—	UHC-40741-22	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-420554	CLM	Mary Howard	—	UHC-25750-60	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-423603	CLM	Aaron Rojas	1938-03-27	UHC-10065-30	—	7749 Mesa Dr, Gilbert, AZ, 85225	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-411553	CLM	Danielle Tucker	1953-06-27	UHC-36926-50	9653882432	3682 Central Ave, Gilbert, AZ, 85289	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-420783	CLM	Gary Jenkins	1989-05-08	—	—	5509 Palm Dr, Jacksonville, FL, 32273	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-410370	CLM	Aaron Larson	1995-06-15	—	—	7090 Union St, Minneapolis, MN, 55418	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-405082	CLM	Alan Rios	2002-11-20	UHC-32796-59	3025516496	—	0.82	Name re-cased Date of birth reformatted Gender normalised
CLM-421820	CLM	Vincent W Padilla	1986-01-12	UHC-44861-15	—	1843 Central Ave, San Diego, CA, 92180	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-431179	CLM	Carolyn George	1960-04-01	UHC-58544-19	7996708535	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-427422	CLM	Priya Collins	—	UHC-11691-57	—	—	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-423706	CLM	Joyce Montgomery	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-408506	CLM	Evelyn Valdez	1959-09-19	UHC-12756-19	2987547342	607 Highland Ave Apt 13, San Antonio, TX, 78255	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-420182	CLM	Diana L Estrada	1987-06-14	UHC-43137-75	—	—	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-426783	CLM	Larry Stephens	1941-12-13	UHC-87488-26	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-426672	CLM	Abigail Santiago	1947-05-18	UHC-93295-36	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-421882	CLM	Ruth White	1966-07-16	UHC-31890-56	8156371465	262 Washington St, Los Angeles, CA, 90041	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-421881	CLM	Ruth White	1966-07-16	UHC-31890-56	8156371465	262 Washington St, Los Angeles, CA, 90041	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-419624	CLM	Logan Jacobs	2008-01-17	—	—	1439 Church St, Gilbert, AZ, 85242	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-400029	CLM	DianeJunk	1963-01-26	—	—	1246 Main St, Mesa, AZ, 85224	0.82	Name re-cased Placeholder values cleared No usable name (quarantined)
CLM-420031	CLM	Walter Vazquez	—	—	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-425682	CLM	Arjun Jensen	1978-03-02	UHC-55251-35	—	7875 River Rd, Las Vegas, NV, 89115	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-432446	CLM	Kevin E Miller	1950-07-07	UHC-85557-90	6526712237	—	0.82	Middle initial moved out of first name Name re-cased Placeholder values cleared
CLM-406070	CLM	Dorothy Olson	1969-01-05	UHC-97175-16	—	6538 Forest Ave Apt 31, San Antonio, TX, 78248	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-400985	CLM	George Rios	1974-11-12	UHC-27407-51	—	6504 Valley View Dr, Austin, TX, 78707	0.82	Name re-cased SSN last four extracted Whitespace trimmed
CLM-410508	CLM	Samuel Martinez	—	UHC-28309-59	—	6530 Cedar Ln, Glendale, AZ, 85303	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-425776	CLM	Karen Collins	1993-03-04	—	2125558617	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-400971	CLM	Beverly Gonzales	1996-09-04	—	9725429556	8059 Church St, Minneapolis, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-430203	CLM	Hannah Flores	1954-07-12	UHC-13128-47	—	7702 Main St, Minneapolis, MN, 55432	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-430204	CLM	Hannah Flores	1954-07-12	UHC-13128-47	—	7702 Main St, Minneapolis, MN, 55432	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-406756	CLM	Eugene Elliott	1945-03-11	UHC-77796-83	7748269784	3781 Lincoln Way, Columbus, OH, 43244	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-400320	CLM	Edward Wilson	2006-07-10	—	—	8344 Bayshore Dr, Denver, CO, 80215	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413267	CLM	Katherine Gomez	2007-07-28	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-402875	CLM	Stephen U Ray	1957-01-19	UHC-90976-19	—	630 Lake View Rd # 175, San Antonio, TX, 78228	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-409842	CLM	Ralph Johnson	1939-11-02	—	9712294403	9079 Maple Ave Apt 18, Austin, TX, 78750	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-400533	CLM	Jacob Carlson	1998-05-03	UHC-93191-37	—	9129 Apache Blvd, Minneapolis, MN, 55469	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-406883	CLM	Keith Dixon	2004-09-02	UHC-86166-19	—	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared

13,120 rows, page 181 of 263Previous Next