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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-125331	ENR	Carol Vasquez	1965-12-11	UHC-02457-29	3029430528	6253 Washington St, San Diego, CA, 92140	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-424195	CLM	David Lynch	—	UHC-56000-70	—	—	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
ENR-119671	ENR	Jose P Padilla	1955-01-14	UHC-81594-89	5785331507	2576 Elm St, Seattle, WA, 98141	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-408281	CLM	Betty Williamson	2006-04-21	—	—	9404 Camelback Rd, Seattle, WA, 98111	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-404435	CLM	CharlotteJunk	1981-10-02	UHC-46549-70	8648823337	948 Valley View Dr, Glendale, AZ, 85303	0.66	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared+1 more
CLM-407289	CLM	Paul Foster	1984-02-05	UHC-62285-69	—	4047 Washington St, San Antonio, TX, 78240	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-418555	CLM	Sara Owens	1958-12-28	—	2113760288	6873 Market St, Phoenix, AZ, 85085	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-418554	CLM	Sara Owens	1958-12-28	—	2113760288	6873 Market St, Phoenix, AZ, 85085	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431036	CLM	Emily Ford	1977-10-26	—	—	1597 Meadow Ln, Chandler, AZ, 85223	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-410033	CLM	Betty Ellis	1999-10-26	—	6475147104	8398 Market St, Minneapolis, MN, 55437	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-24936	PRV	Madison W Lee	—	—	8755515132	7266 Sage Ct, Houston, TX, 77098	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
PRV-28895	PRV	Alan Nguyen	1999-06-19	—	5873337715	9871 Main St, Mesa, AZ, 85221	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135285	ENR	David J Ryan	1990-01-19	UHC-06040-57	7342478808	5979 Park Pl, Orlando, FL, 32832	0.66	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
TPA-62666	TPA	Richard Riley	1961-07-11	—	—	3721 Mesa Dr, Tucson, AZ, 85728	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-114425	ENR	Julia K Franklin	2001-03-26	UHC-21881-25	3883961290	9744 Indian School Rd, Dallas, TX, 75229	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-137501	ENR	Julia C Jimenez	2000-02-21	UHC-57419-09	8296405581	1012 Canyon Rd, Gilbert, AZ, 85287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-411039	CLM	Nicholas J Little	1996-03-25	UHC-39095-13	—	2786 Bayshore Dr, Scottsdale, AZ, 85279	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-426198	CLM	Joan Spencer	1943-03-13	—	—	6853 Bayshore Dr, Austin, TX, 78781	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-113969	ENR	Carl Vega	1939-12-26	UHC-72214-77	6338953920	2668 Camelback Rd, Scottsdale, AZ, 85250	0.66	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+1 more
ENR-119581	ENR	Rebecca Bailey	1986-12-20	UHC-60552-85	3757740470	1103 Lake View Rd, Eden Prairie, MN, 55338	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106633	ENR	Samantha J Martinez	1975-02-15	UHC-54468-81	7356043698	3914 Forest Ave Apt 1, Phoenix, AZ, 85069	0.66	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
ENR-115693	ENR	Carol R Walker	1987-08-16	UHC-53115-36	2052651534	384 Grand Ave, Orlando, FL, 32870	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108365	ENR	Virginia G Graham	1943-12-05	UHC-43956-72	2746209937	4639 Palm Dr, San Diego, CA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-134130	ENR	Charles N Tucker	1961-02-23	UHC-91411-90	2409215406	6126 Indian School Rd, Mesa, AZ, 85219	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421096	CLM	Michelle Jacobs	1956-04-06	UHC-37499-83	3344490345	8321 Mountain View Dr, Chandler, AZ, 85209	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-64434	TPA	Harold P Martinez	1974-02-21	—	—	8897 Broadway # 479, Gilbert, AZ, 85237	0.66	Name re-cased Unit split from street City re-cased Gender normalised+1 more
CLM-423574	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	3233985199	3223 Washington St, Denver, CO, 80215	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-129888	ENR	Maria Weaver	1949-11-06	UHC-94898-32	6384994857	7140 Cedar Ln, Mesa, AZ, 85247	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-136127	ENR	Anthony Oliver	1962-09-24	UHC-51791-98	5877572903	697 Meadow Ln, Phoenix, AZ, 85026	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
TPA-58453	TPA	Austin Murray	—	UHC-61729-64	—	6579 Washington St, Austin, TX, 78760	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-142531	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-142530	ENR	Michael Wells	1987-12-05	UHC-80844-55	7726582859	3505 Market St, Tampa, FL	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
TPA-62482	TPA	Gerald Parker	1970-07-24	—	—	7751 Mesa Dr, Chandler, AZ, 85228	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-132564	ENR	Priya I Chen	1952-07-03	UHC-93065-24	5195229535	1722 Lake View Rd, Jacksonville, FL, 32227	0.66	Phone reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-426070	CLM	Ann R Bans	1996-06-14	—	—	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
TPA-51423	TPA	Omar Rios	1987-10-15	UHC-69358-19	—	5383 Union St, Plano, TX, 75043	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-111900	ENR	Frances Shmidt	1966-09-23	UHC-14743-34	3222932178	1285 Bayshore Dr, Miami, FL, 33113	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-57134	TPA	Brandon Garcia	1945-12-04	—	9413637070	—	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
CLM-413479	CLM	Carol Gonzalez	1989-12-08	—	5494614146	6677 Cedar Ln, Phoenix, AZ, 85098	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-56239	TPA	Ana Willis	1954-03-06	—	—	7807 Apache Blvd, Chandler, AZ, 85210	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100435	ENR	Danielle B Oliver	1947-05-28	UHC-56878-96	—	2061 Spring St, San Diego, CA, 92184	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50396	TPA	Raymond Walker	2005-07-26	—	—	1409 Washington St, Mesa, AZ, 85247	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-103031	ENR	Roger Crawford	1966-01-21	UHC-92649-44	3098485055	8719 Oak St, Phoenix, AZ, 85008	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-126871	ENR	Thomas T Carter	1984-12-06	UHC-18931-33	6564273432	4427 Maple Ave, Glendale, AZ, 85304	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107408	ENR	Marcus V Nelson	1957-04-08	UHC-34131-61	2275791675	4225 Washington St, Tempe, AZ, 85276	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-138751	ENR	Betty B Murray	1986-04-20	UHC-79482-59	5942915107	6683 Market St, Columbus, OH, 43273	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-411689	CLM	Randy Z Malddonado	—	UHC-32441-24	—	5269 Church St, Tucson, AZ, 85782	0.66	Date of birth reformatted Date of birth unreadable Email lower-cased Gender normalised+1 more
TPA-54125	TPA	Becky Campbell	1953-05-09	—	7623964285	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-62920	TPA	Tim Andrews	2004-10-24	—	6295866091	8479 Market St, Gilbert, AZ, 85293	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-121026	ENR	Richard Maldonado	2003-04-20	UHC-25727-53	2346440348	2310 Sage Ct, Tempe, AZ, 85269	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

16,828 rows, page 191 of 337Previous Next