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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428817	CLM	Batty Stephens	2006-12-15	UHC-08557-91	—	2735 Lincoln Way, Atlanta, GA, 30337	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423816	CLM	Samantha Lawson	—	UHC-59223-01	—	—	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-414155	CLM	Daniel G Bennett	2008-08-12	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416245	CLM	Nicholas Alexander	1989-04-25	UHC-55928-14	—	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-430360	CLM	Jean Campbell	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-406976	CLM	Emily Cooper	1987-04-08	UHC-31685-70	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-420256	CLM	Joe Olson	1986-02-15	UHC-47916-67	—	8847 Market St # 779, Scottsdale, AZ	0.68	Unit split from street City re-cased ZIP missing Whitespace trimmed
CLM-405216	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
CLM-427290	CLM	Vincent S Graham	1998-05-26	UHC-40247-98	—	2048 Hillcrest Rd, Jacksonville, FL, 32208	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424416	CLM	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV, 89154	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409327	CLM	Anna Thhompson	1973-04-05	—	—	3663 Willow Ct, Sacramento, CA, 95859	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425191	CLM	Bradley Wells	1980-12-02	UHC-44434-27	—	1813 Elm St, Jacksonville, FL, 32280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424109	CLM	Omar Ferguson	1950-11-04	—	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414651	CLM	Albert Brooks	1974-06-08	UHC-42974-77	—	3371 Elm St, Tempe, AZ, 85259	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432485	CLM	Jack Jacobs	—	—	—	7442 Washington St, Glendale, AZ, 85324	0.68	Name split from “Last, First”Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-425067	CLM	Danielle Henry	1950-11-16	UHC-92098-20	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401053	CLM	Rebecca Kennedy	1945-09-11	—	—	1156 Lake View Rd, Jacksonville, FL, 32297	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409592	CLM	Evelyn O Olson	2005-11-27	—	6593857016	8984 Jefferson Ave, Jacksonville, FL, 32276	0.68	Middle initial moved out of first name Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429674	CLM	Rachel Baker	2006-10-24	—	—	4703 Ocean Ave # 214, Tucson, AZ, 85707	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401082	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401081	CLM	James Bryant	2000-12-16	UHC-67105-34	—	8331 Mesa Dr, Glendale, AZ, 85377	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-408012	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-408011	CLM	Henry Espinoza	1967-08-19	—	—	5789 Apache Blvd, Seattle, WA, 98147	0.68	Name split from “Last, First”Two-digit birth year State code upper-cased Whitespace trimmed
CLM-408941	CLM	Susan Garrett	1939-08-02	UHC-86282-68	—	4507 Ridge Rd, Denver, CO, 80256	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430535	CLM	Ethan T Ramos	1996-07-20	UHC-82654-90	5419892694	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-404453	CLM	Larry Martin	2001-01-13	UHC-92470-78	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403421	CLM	Dylan Dominguez	1988-03-25	UHC-56390-60	—	3895 Palm Dr, Gilbert, AZ, 85279	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427540	CLM	Jerry L Walsh	1980-03-10	UHC-90013-29	—	1562 Valley View Dr, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
CLM-408266	CLM	Alice W Duncan	1962-04-05	—	8075082517	4992 Church St, Seattle, WA, 98161	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-407118	CLM	Gloria Allen	1992-09-12	—	—	6590 Lake View Rd, Austin, TX, 78719	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-413887	CLM	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
CLM-431404	CLM	Gary Matthews	1945-11-13	UHC-27209-51	—	4842 Pine Dr, Charlotte, NC, 28266	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
CLM-427162	CLM	Alexander Hudson	1964-03-17	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-410644	CLM	Mateo W Marshall	1967-01-02	UHC-89509-52	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409617	CLM	Albert P Hayes	1944-07-03	—	—	7339 Hillcrest Rd Apt 9, Plano, TX, 75091	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407259	CLM	Lucia Woods	1976-07-17	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-403437	CLM	Nicole Sanders	1955-06-06	UHC-28472-75	—	329 Jefferson Ave, Columbus, OH	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
CLM-429496	CLM	Linda Hansen	1943-12-04	—	—	7747 Broadway, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
CLM-419769	CLM	Catherine Davis	1961-02-12	—	—	6282 Ridge Rd, Miami, FL, 33147	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-418288	CLM	Natalie Stewart	—	UHC-71635-91	8013968414	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
CLM-402808	CLM	Joyce P Guerrero	1962-03-27	UHC-29388-20	—	549 Washington St, Nashville, TN, 37220	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
CLM-402174	CLM	Pyane Bryen	1956-12-24	—	—	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-411568	CLM	Santiago L Miller	1951-02-23	UHC-98037-76	9432530574	963 Mountain View Dr, Sacramento, CA, 95893	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-424247	CLM	Richard Murphy	1992-02-22	UHC-66444-91	—	546 Lincoln Way, Chandler, AZ, 85223	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429966	CLM	Julia L Boyd	1948-03-02	UHC-64928-95	9887337836	4048 Union St, Dallas, TX, 75264	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
CLM-407437	CLM	Christopher Adams	1956-06-26	—	—	4764 Spring St, Atlanta, GA, 30333	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429856	CLM	Kyle Austin	1987-03-04	UHC-55692-22	—	8976 Spring St Apt 11, Atlanta, GA, 30387	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
CLM-431140	CLM	Roger Franklin	—	—	—	—	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-426995	CLM	Harold Matthews	1967-11-23	UHC-47451-76	—	1371 Elm St, Nashville, TN, 37212	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408774	CLM	Gary Jimenez	1976-03-26	UHC-29986-91	—	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared

18,771 rows, page 126 of 376Previous Next