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-415837	CLM	Gabriel Long	1969-09-28	UHC-46388-29	—	8401 Market St, Mesa, AZ, 85201	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-415626	CLM	Philip Carroll	1942-06-22	UHC-25359-26	—	4716 Highland Ave, San Diego, CA, 92130	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-403149	CLM	Melissa Y Thompson	1990-08-26	—	—	9669 Valley View Dr, Orlando, FL, 32889	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-412535	CLM	Andrea King	1981-08-14	UHC-59243-19	—	1431 Broadway, Minneapolis, MN, 55482	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-429030	CLM	Sharon Ruiz	1996-02-26	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-422833	CLM	Paul Rivera	2004-02-23	UHC-53793-47	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-422015	CLM	Sofia Lawrence	2001-04-24	—	—	3103 Apache Blvd, Los Angeles, CA	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-403293	CLM	Timthy Cook	2004-02-16	UHC-20743-60	—	2519 Desert Sky Blvd, Columbus, OH, 43230	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412026	CLM	Kenneth Harrison	1961-04-04	UHC-81468-72	—	1680 Lake View Rd, Las Vegas, NV, 89177	0.82	Name re-cased Street suffix standardised Address re-cased
CLM-412262	CLM	Terry Torres	2008-07-25	—	—	1791 Main St, Chandler, AZ, 85268	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-420788	CLM	Janice Parker	1999-11-16	UHC-98137-03	—	5557 Union St, Las Vegas, NV	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-431013	CLM	Elizabeth Ross	—	UHC-90424-31	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-415967	CLM	Charles V Murphy	1953-02-10	—	—	2992 Market St, Seattle, WA, 98162	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-426625	CLM	Wayne Y Williams	1985-03-11	UHC-69696-29	—	5571 Sunset Blvd, Mesa, AZ, 85272	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-415504	CLM	Ryan Mendez	1950-05-28	UHC-79204-52	—	2824 Valley View Dr, Jacksonville, FL, 32252	0.82	Name re-cased Gender normalised Whitespace trimmed
CLM-409976	CLM	Emma Ortiz	1944-08-13	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-424817	CLM	Justin Gordon	1988-03-01	UHC-82612-26	—	2293 Union St, Denver, CO, 80284	0.82	Name re-cased Phone missing area code City re-cased
CLM-409741	CLM	Charles Taylor	1946-01-22	—	—	3261 Jefferson Ave # 513, Austin, TX, 78763	0.82	Name re-cased Unit split from street Placeholder values cleared
CLM-409841	CLM	Ralph Johnson	1939-11-02	—	9712294403	9079 Maple Ave, Austin, TX, 78750	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-413498	CLM	Marilyn Long	1948-06-28	UHC-02319-99	—	4006 Broadway, Eden Prairie, MN, 55374	0.82	Name re-cased State name converted to code Whitespace trimmed
CLM-402611	CLM	Maria Smith	1953-10-16	UHC-01303-13	—	9547 Cedar Ln, Nashville, TN, 37202	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-409146	CLM	Benjamin McCoy	2008-07-01	UHC-82674-65	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-429537	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-412995	CLM	Lucia Young	1942-11-09	—	—	915 Market St, Las Vegas, NV, 89134	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-409919	CLM	Janice Lane	1945-08-12	UHC-62285-48	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-407960	CLM	Kayla Hamilton	1957-10-04	UHC-77535-79	—	4222 Lincoln Way, Glendale, AZ, 85362	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-424768	CLM	Kathleen Wagner	1938-03-25	UHC-70036-48	—	5539 Lincoln Way, Eden Prairie, MN, 55351	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-409920	CLM	Larry I Black	1961-03-15	UHC-17622-95	3864735026	5388 Jefferson Ave, Denver, CO, 80277	0.82	Name re-cased Two-digit birth year Whitespace trimmed
CLM-425421	CLM	Ralph Fuller	1943-09-24	UHC-95961-08	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-420745	CLM	Susan Vazquez	—	UHC-65517-83	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-420746	CLM	Susan Vazquez	—	UHC-65517-83	—	—	0.82	Name re-cased Date of birth unreadable Placeholder values cleared
CLM-431684	CLM	Sofia Bowman	1959-01-20	—	—	7705 Oak St, Eden Prairie, MN	0.82	Name re-cased ZIP missing Placeholder values cleared
CLM-409171	CLM	Gabriel Munoz	1938-08-21	UHC-75314-01	—	1299 Indian School Rd, Glendale, AZ, 85370	0.82	Name re-cased SSN last four extracted Placeholder values cleared
CLM-413634	CLM	Joshua Bell	1951-09-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-413635	CLM	Joshua Bell	1951-09-15	—	—	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-405205	CLM	Brittany Cambell	1953-04-18	—	—	5105 Valley View Dr, Fresno, CA, 93759	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-422774	CLM	Jesse D Cunningham	1993-09-09	UHC-75159-17	—	9591 Palm Dr, Tempe, AZ, 85211	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-427217	CLM	Amanda Peters	1971-12-05	—	—	4865 Willow Ct, Phoenix, AZ, 85031	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-430918	CLM	Doris Carlson	1955-11-08	UHC-77177-25	4104881839	4649 Meadow Ln, Nashville, TN, 37216	0.82	Name re-cased ZIP+4 trimmed Whitespace trimmed
CLM-426123	CLM	Christopher Harris	1948-11-20	UHC-90418-51	—	3241 Valley View Dr, Tucson, AZ, 85782	0.82	Name re-cased Phone missing area code Placeholder values cleared
CLM-403831	CLM	Lori Wells	1955-02-07	—	4527102603	7001 Meadow Ln, Los Angeles, CA, 90036	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-423465	CLM	Amber Willis	—	—	8049432313	9561 Mountain View Dr, Sacramento, CA, 95848	0.82	Name re-cased Date of birth missing Placeholder values cleared
CLM-427283	CLM	Mdaison Adams	1977-04-24	UHC-85490-31	6136132644	7892 Maple Ave, Mesa, AZ, 85280	0.82	Name re-cased Phone reformatted ZIP+4 trimmed
CLM-418316	CLM	Joan Anderson	1968-07-17	—	3468447514	3501 Washington St, Orlando, FL, 32868	0.82	Name re-cased State name converted to code Placeholder values cleared
CLM-402325	CLM	Sophia Carter	1968-04-28	—	—	1259 Lake View Rd, Mesa, AZ, 85285	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-429865	CLM	Aisha Salazar	1953-11-10	UHC-40656-73	—	2129 Jefferson Ave, Nashville, TN, 37292	0.82	Name re-cased ZIP+4 trimmed Placeholder values cleared
CLM-417744	CLM	Bryan S Simmons	1947-11-10	UHC-87202-79	5527938839	—	0.82	Name re-cased Gender normalised Placeholder values cleared
CLM-401087	CLM	Ryan Gilbert	1953-01-27	UHC-31154-02	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-402144	CLM	Marai Dixon	1949-04-21	UHC-50948-07	—	—	0.82	Name re-cased Gender normalised Whitespace trimmed
CLM-431008	CLM	Fatima I Price	1945-11-18	—	—	3822 Lincoln Way, San Diego, CA, 92174	0.82	Name re-cased Two-digit birth year Placeholder values cleared

13,120 rows, page 186 of 263Previous Next