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-428155	CLM	Priya Robinson	1979-12-23	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423867	CLM	Ronald Sone	1948-08-28	—	3537611389	643 Forest Ave, Glendale, AZ, 85359	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407251	CLM	Diana Cooper	1991-04-11	—	4934057328	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-431142	CLM	Roger Franklin	1974-11-20	—	—	9628 Willow Ct, Mesa, AZ, 85206	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401607	CLM	Abby Jordan	2000-02-05	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-404645	CLM	Angela Chapman	1938-05-15	UHC-53091-93	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-419053	CLM	Randy Flores	1949-04-14	UHC-96097-03	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-414574	CLM	Nicole Robertson	1976-07-12	UHC-67797-47	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-407971	CLM	Margaret K Hughes	1954-04-12	UHC-43067-83	9587448149	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-421005	CLM	Adam McDonald	1986-08-22	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427868	CLM	Hennry Nguyen	2002-03-18	UHC-95115-21	4843109592	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-426611	CLM	Barbara Johnston	1973-12-10	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424505	CLM	Joseph Owens	1949-05-26	UHC-88512-73	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-424654	CLM	Omar Harvey	2008-10-05	UHC-08537-63	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417752	CLM	Heather Pierce	1966-05-21	—	5685013498	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415275	CLM	Megan George	1978-08-01	UHC-26913-97	—	3656 Meadow Ln, Las Vegas, NV, 89162	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-403992	CLM	Mark W Hudson	2002-05-17	UHC-88797-59	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-401871	CLM	Albert Rogers	1965-11-21	UHC-07011-45	—	4423 Lincoln Way, Scottsdale, AZ, 85275	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-410427	CLM	Jerry Woods	1995-08-03	—	—	2742 Oak St, Minneapolis, MN, 55406	0.94	Date of birth reformatted Email lower-cased Placeholder values cleared
CLM-402482	CLM	Jackie Reyes	1992-06-22	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-423122	CLM	Kelly Jones	2006-12-04	UHC-56875-75	2816179399	5026 Meadow Ln, Mesa, AZ, 85207	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405799	CLM	Jke Reed	1945-12-18	UHC-01120-63	—	9349 Meadow Ln, Columbus, OH, 43261	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-408876	CLM	Bruce Perkins	1968-04-02	—	3819597953	—	0.94	Date of birth reformatted Plan code upper-cased Placeholder values cleared
CLM-409715	CLM	Cheryl O Graham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St, Minneapolis, MN, 55411	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-415571	CLM	Walter Morrison	1997-04-13	UHC-02869-42	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-419970	CLM	Philip Castillo	1987-05-02	—	—	2453 Ocean Ave, Scottsdale, AZ, 85204	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-424608	CLM	Jose F Ford	1992-03-16	UHC-20986-90	8933759581	7707 Bayshore Dr, Fresno, CA, 93798	0.94	Date of birth reformatted Phone reformatted Whitespace trimmed
CLM-406431	CLM	Grant Kyle	1997-06-08	—	—	9500 Ridge Rd, Nashville, TN, 37211	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-416103	CLM	Edward Arnold	1957-12-22	—	5154182111	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422514	CLM	Zachary Lawrence	2004-01-13	UHC-98739-62	—	607 Jefferson Ave, Phoenix, AZ, 85099	0.94	Date of birth reformatted City re-cased Placeholder values cleared
CLM-423702	CLM	Kathleen Day	1982-02-23	—	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-405447	CLM	Stephanie Hunt	1968-03-08	—	—	8932 Park Pl, Atlanta, GA, 30303	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-425526	CLM	Zachary Wheeler	1961-08-14	—	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-431150	CLM	Cheryl Jordan	2003-06-06	UHC-20575-37	—	9780 Forest Ave, San Antonio, TX, 78296	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-402131	CLM	Diana D Butler	1944-05-24	UHC-83959-10	3497566507	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-429887	CLM	Elizabeth Robinson	1969-10-07	—	—	6194 Bayshore Dr, Gilbert, AZ, 85237	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406906	CLM	Lawrence Rice	1955-11-12	UHC-99232-21	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-424074	CLM	Lawrence Hayes	2003-11-18	—	—	1346 Mesa Dr, San Diego, CA, 92171	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-425039	CLM	Martha Gordon	1978-11-07	UHC-26479-39	6864228548	6440 Lincoln Way, Dallas, TX, 75235	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-404987	CLM	Christina Kennedy	1985-08-03	—	—	1803 Central Ave, Tucson, AZ, 85706	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-422967	CLM	Barbara Brooks	1996-11-13	—	—	—	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-427320	CLM	Charles Gonzalez	1974-07-20	UHC-02909-70	—	559 Desert Sky Blvd, Mesa, AZ, 85295	0.94	Name re-cased Date of birth reformatted Whitespace trimmed
CLM-401840	CLM	Hiroshi Reynolds	1965-06-21	UHC-14204-71	3935296025	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-403810	CLM	Willie Lawrence	1981-01-26	UHC-44326-19	4362489205	—	0.94	Name re-cased Date of birth reformatted Phone reformatted
CLM-410781	CLM	Judy Martin	1977-07-26	UHC-75557-23	—	9886 Highland Ave, Gilbert, AZ, 85203	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-423485	CLM	Matthew L Alexander	1961-11-17	UHC-94602-94	—	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-406534	CLM	Garcia Teresa	1961-05-05	UHC-54293-79	3865890680	—	0.94	Name re-cased Date of birth reformatted Placeholder values cleared
CLM-421094	CLM	Karen Nichols	1944-07-15	UHC-16586-71	—	8450 Indian School Rd, Los Angeles, CA, 90035	0.94	Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-406980	CLM	Ralph I Howell	1978-12-28	UHC-98002-75	3899958949	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413421	CLM	Noah Chapman	1994-12-08	—	9054873314	—	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared

10,559 rows, page 193 of 212Previous Next