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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402234	CLM	Amanda M Simmons	1977-07-05	—	—	6287 Canyon Rd, Las Vegas, NV, 89167	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420349	CLM	Evelyn Ramos	1989-05-05	—	6395603325	8644 Elm St, Plano, TX, 75019	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-409764	CLM	Heathher Carpenter	1963-08-02	—	2055103966	5827 Maple Ave, Minneapolis, MN, 55453	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-401961	CLM	Stewart Mateo	1957-12-19	UHC-20020-02	—	—	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-416566	CLM	Jose N Vega	2007-08-23	UHC-35189-94	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416565	CLM	Jose N Vega	2007-08-23	UHC-35189-94	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427477	CLM	Margaret Gonzales	1981-02-10	UHC-59119-32	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-431199	CLM	Alan Larson	1981-01-11	UHC-15650-15	9716630158	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-406933	CLM	Amber Delgado	1998-09-15	—	7168981217	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-411177	CLM	Victoria K Padilla	1952-10-26	—	5064162948	5959 Canyon Rd, Las Vegas, NV, 89122	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
CLM-400648	CLM	Christine Cook	1958-02-12	—	—	2663 Union St, Columbus, OH, 43298	0.92	Name re-cased Date of birth reformatted City re-cased Placeholder values cleared
CLM-401382	CLM	Diana Stephens	1983-08-17	UHC-94285-82	5686410072	6739 Elm St, Tempe, AZ, 85228	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-414803	CLM	Bradley Weber	1989-10-06	—	5293558930	7366 River Rd, Phoenix, AZ, 85010	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408753	CLM	Timothy L Myers	1948-03-24	UHC-88645-59	3104737877	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-412374	CLM	Doris Alvarez	1986-09-11	UHC-77452-71	7006807768	2663 Cedar Ln, Fresno, CA, 93745	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-412277	CLM	Catherine Simpson	1979-08-26	—	5538124807	2256 Oak St, Tempe, AZ, 85270	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-419484	CLM	Willie Martin	1953-11-25	—	3206206265	—	0.94	Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-426405	CLM	Santiago D Alvarado	1998-06-16	UHC-29527-53	3159326336	2880 Indian School Rd, Phoenix, AZ, 85007	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429272	CLM	Donna Moreeno	1950-03-17	UHC-42001-77	2593735032	7910 Indian School Rd, Glendale, AZ, 85316	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-431705	CLM	Chris Wallace	1962-08-25	—	—	8665 Camelback Rd, Eden Prairie, MN, 55309	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400662	CLM	Albert Morales	1949-06-03	UHC-72455-23	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415265	CLM	Albert Richards	1994-01-03	UHC-91600-43	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408512	CLM	Bobby Dominguez	2005-12-21	UHC-26590-88	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426001	CLM	Jason Price	2004-01-17	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-432650	CLM	Christine Porter	1972-09-25	UHC-72802-32	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-415976	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414260	CLM	Bryan Graham	1952-04-08	UHC-91389-39	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-413063	CLM	Anthony Lewis	1952-08-09	UHC-99074-50	—	7328 Union St, Houston, TX, 77058	0.94	Date of birth reformatted State code upper-cased Placeholder values cleared
CLM-408227	CLM	Julia Carroll	1972-07-10	—	8312837561	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-407517	CLM	Lawrence Maldonado	1994-07-20	—	—	7498 Main St, Glendale, AZ, 85367	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-403823	CLM	Gerald Miler	1983-04-03	—	8506331760	—	0.94	Name re-cased Date of birth reformatted Phone reformatted
CLM-408144	CLM	Charlotte Simmons	1961-05-14	—	7835153357	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-412672	CLM	Pamla Washington	1955-02-15	UHC-44348-23	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-428343	CLM	Betty Oliver	1971-09-12	UHC-97972-62	6322383388	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-418190	CLM	Margaret Bishop	1958-08-09	UHC-17308-48	8076132892	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403391	CLM	Henry Hunter	1944-09-06	UHC-56451-44	—	8415 Canyon Rd, Tampa, FL, 33682	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-426510	CLM	Bryan Pena	1961-08-26	UHC-12094-45	4859801555	6885 Market St, Houston, TX, 77041	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420470	CLM	Philip Holmes	1963-12-14	UHC-83762-30	—	9662 Indian School Rd, Gilbert, AZ, 85255	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-400355	CLM	Frank Soto	1946-10-06	UHC-00758-40	2714251041	7844 Palm Dr, Sacramento, CA, 95808	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430514	CLM	Sara Hicks	2001-12-23	UHC-24394-15	—	—	0.94	Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-414054	CLM	Sophia Hart	1944-01-04	UHC-60761-45	—	4177 Grand Ave, Las Vegas, NV, 89109	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411223	CLM	Donald Russell	1974-02-22	—	—	5913 Maple Ave, Houston, TX, 77046	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417824	CLM	Virginia Z Hart	1980-05-04	UHC-92459-20	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-400932	CLM	Carolyn O Lewis	1997-08-27	UHC-83255-14	7738625543	5024 Spring St, Charlotte, NC, 28254	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-423156	CLM	Natlie Alvarez	1989-01-26	—	8039319782	7256 Harbor Blvd, Houston, TX, 77095	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-405391	CLM	Andrew C Burke	1989-01-28	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-419942	CLM	Rob Q Price	1967-04-12	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-405165	CLM	Linda Elliott	1966-11-28	UHC-90738-32	5577741928	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-405166	CLM	Linda Elliott	1966-11-28	UHC-90738-32	5577741928	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-405293	CLM	Albert Hall	1980-03-18	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared

10,559 rows, page 183 of 212Previous Next