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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22449	PRV	Julia Jensen	1958-06-21	UHC-89834-38	3894618707	6824 Broadway, Phoenix, AZ, 85014	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-406757	CLM	Eugene Elliott	1945-03-11	—	—	3781 Lincoln Way, Columbus, OH, 43244	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-60672	TPA	Stephanie Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-124331	ENR	Jonathan Perkins	1986-04-19	UHC-78805-35	9303815648	8744 Park Pl, Tampa, FL, 33664	0.82	Name re-cased Phone reformatted State name converted to code
CLM-411159	CLM	Fuller Kenneth	1968-01-21	UHC-48254-48	5127562363	7076 Lake View Rd, Seattle, WA, 98176	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-117970	ENR	Bryn Ferguson	1977-11-06	UHC-51134-40	—	323 Lincoln Way, Tampa, FL, 33643	0.82	Member ID reformatted State name converted to code Placeholder values cleared
ENR-141638	ENR	Arthur Valdze	1996-08-18	UHC-18114-77	4296674000	8255 Ocean Ave, Columbus, OH, 43201	0.82	Name re-cased Phone reformatted State name converted to code
CLM-430827	CLM	Pamela L Wheeler	1971-02-19	UHC-85700-76	—	8244 Park Pl, Chandler, AZ, 85270	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-138571	ENR	Emily J Kennedy	1966-08-19	UHC-15065-84	5166561597	7564 River Rd, Tampa, FL, 33613	0.82	Date of birth reformatted Phone reformatted State name converted to code
CLM-400656	CLM	Paul Jimenez	1977-10-17	UHC-80721-02	—	1194 Pine Dr, Tempe, AZ, 85257	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-140025	ENR	Jarry Knight	1988-06-05	UHC-33420-72	9569777660	4750 Highland Ave, Mesa, AZ, 85205	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-110716	ENR	Maria Y Franklin	1961-03-27	UHC-88058-16	4184055138	421 Broadway, Tempe, AZ, 85295	0.82	Phone reformatted Address re-cased State name converted to code
ENR-110568	ENR	Thoms I Sullivan	1982-02-28	UHC-43686-23	7659727137	3863 River Rd, Tampa, FL, 33672	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-417530	CLM	Jeff Singh	2008-10-28	UHC-30073-49	9054588942	3844 Cedar Ln, Las Vegas, NV, 89168	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-117794	ENR	Mark C Arnold	2004-12-05	UHC-13835-02	4423672499	3979 Camelback Rd, Los Angeles, CA, 90020	0.82	Phone reformatted City re-cased State name converted to code
CLM-425756	CLM	Judith Banks	1949-01-10	—	—	3720 Main St, Orlando, FL, 32890	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-118308	ENR	Walter Henry	1998-05-07	UHC-25582-91	8684302275	6215 Ocean Ave, Denver, CO, 80257	0.82	Name re-cased Phone reformatted State name converted to code
TPA-52631	TPA	Steve Ortega	1941-03-27	—	—	1456 Jefferson Ave, Tempe, AZ, 85239	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-125853	ENR	Henry Flres	1966-11-26	UHC-31786-86	4419481199	4716 Desert Sky Blvd, Jacksonville, FL, 32295	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-121100	ENR	Lori Z Gibson	1960-08-15	UHC-03400-57	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.82	Name re-cased State name converted to code Placeholder values cleared
TPA-62663	TPA	Austin W Allen	1993-03-24	—	3993604770	2083 Cedar Ln, Phoenix, AZ, 85079	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-124226	ENR	Valentina Hall	1971-03-17	UHC-23664-98	4745429966	1587 Maple Ave, Columbus, OH, 43225	0.82	Name re-cased Phone reformatted State name converted to code
ENR-125154	ENR	Randy Harrison	2000-01-26	UHC-87479-89	2592509132	7261 Hillcrest Rd, Denver, CO, 80221	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-135119	ENR	Sophia E Mitchell	1964-09-20	UHC-72308-50	4373685672	9283 Jefferson Ave, Dallas, TX, 75238	0.82	Name re-cased Phone reformatted State name converted to code
CLM-417691	CLM	Sophia Martinez	1950-04-27	—	—	9261 Lake View Rd, Mesa, AZ, 85258	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-133183	ENR	Jnaet Davis	1974-06-07	UHC-23902-55	9444432708	7899 Bayshore Dr, Charlotte, NC, 28256	0.82	City re-cased State name converted to code Whitespace trimmed
ENR-133184	ENR	Jnaet Davis	1974-06-07	UHC-23902-55	9444432708	7899 Bayshore Dr, Charlotte, NC, 28256	0.82	City re-cased State name converted to code Whitespace trimmed
ENR-114120	ENR	Medison Walker	1946-10-05	UHC-10718-47	—	6685 Broadway, Tempe, AZ, 85249	0.82	Name re-cased State name converted to code Placeholder values cleared
ENR-118594	ENR	Benjamin O Padilla	1974-09-23	UHC-34202-68	2155230319	6589 Forest Ave, Austin, TX, 78768	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-121620	ENR	Henry W Le	2005-03-22	UHC-67222-58	2296078696	2816 Lincoln Way, Minneapolis, MN, 55471	0.82	Phone reformatted State name converted to code Whitespace trimmed
ENR-105261	ENR	Ethan Rios	1992-05-13	UHC-98500-33	2722856719	143 Lake View Rd, Orlando, FL, 32828	0.82	Name re-cased Phone reformatted State name converted to code
CLM-410225	CLM	Mateo Harris	1943-12-06	UHC-85653-70	7807643636	7925 Lincoln Way, Tucson, AZ, 85782	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-106640	ENR	Juan Q Watkisn	1982-10-03	UHC-15347-49	9268864586	9466 Lake View Rd, San Antonio, TX, 78277	0.82	Phone reformatted State name converted to code Whitespace trimmed
PRV-21616	PRV	Lawrence Sullivan	2001-12-01	UHC-85120-50	7673520462	8018 Elm St, Houston, TX, 77033	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-426639	CLM	Kelly Lawrence	2000-11-22	UHC-70984-66	—	6435 Jefferson Ave, Chandler, AZ, 85212	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-109669	ENR	Katherine N James	2001-09-14	UHC-01774-66	—	6636 Highland Ave, Miami, FL, 33180	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51556	TPA	Bradley Freeman	1962-05-01	UHC-66492-18	8423257375	7726 Union St, Phoenix, AZ, 85034	0.82	Phone reformatted State name converted to code Placeholder values cleared
ENR-126260	ENR	Kathryn Harvey	1939-06-06	UHC-96992-41	2399017112	5744 River Rd, Dallas, TX, 75221	0.82	State name converted to code Email lower-cased Whitespace trimmed
ENR-100175	ENR	Mariana Mendoza	1940-08-22	UHC-10274-79	9804653405	3344 Meadow Ln, Sacramento, CA, 95835	0.82	Date of birth reformatted Phone reformatted State name converted to code
CLM-400710	CLM	Jacob Obrien	1953-12-07	UHC-35819-35	—	8849 Cedar Ln, San Diego, CA, 92142	0.82	Name re-cased State name converted to code Whitespace trimmed
TPA-58705	TPA	Donna Wong	1967-09-15	—	—	7147 Mountain View Dr, Glendale, AZ, 85396	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420985	CLM	Walter Jimenez	1995-06-01	UHC-32613-93	—	2461 Highland Ave, Fresno, CA, 93750	0.82	City re-cased State name converted to code Placeholder values cleared
TPA-52495	TPA	Victoria Evans	1994-03-26	—	2118074133	9661 Forest Ave, Houston, TX, 77068	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
ENR-119727	ENR	Cheryl Castro	1950-02-04	UHC-39022-48	4342305814	570 Broadway, Phoenix, AZ, 85002	0.82	City re-cased State name converted to code Placeholder values cleared
TPA-50294	TPA	Willie Walsh	1959-01-26	—	—	4995 Broadway, Los Angeles, CA, 90095	0.82	State name converted to code Plan code upper-cased Placeholder values cleared
PRV-27736	PRV	Ashley Watson	1960-12-22	UHC-02090-65	9388858091	4523 Maple Ave, Phoenix, AZ, 85064	0.82	Phone reformatted State name converted to code Placeholder values cleared
CLM-419544	CLM	Bradley Berry	1994-07-25	UHC-89119-30	—	1406 Broadway, Orlando, FL, 32824	0.82	State name converted to code Whitespace trimmed Placeholder values cleared
ENR-118107	ENR	Marcus Aguilar	1977-07-22	UHC-13029-18	3238528253	4797 Cedar Ln, Sacramento, CA, 95887	0.82	Name re-cased Date of birth reformatted State name converted to code
ENR-141030	ENR	Raymond C Freeman	1953-01-23	UHC-96816-88	4823648363	3667 Valley View Dr, Tempe, AZ, 85211	0.82	Phone reformatted State name converted to code Whitespace trimmed
TPA-56273	TPA	William Shaw	1996-04-14	—	—	6955 Park Pl, Los Angeles, CA, 90062	0.82	State name converted to code Whitespace trimmed Placeholder values cleared

9,084 rows, page 176 of 182Previous Next