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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50159	TPA	Helen Luna	1955-01-13	—	3878653496	6305 Palm Dr, Dallas, TX, 75259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142910	ENR	Douglas Berry	1969-10-11	UHC-83888-39	8863284662	1607 Lake View Rd, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-29051	PRV	Richard Park	2000-11-22	UHC-05141-79	4204467255	3576 Lincoln Way, Orlando, FL, 32872	0.62	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+3 more
ENR-135693	ENR	Joe Rose	1951-06-22	UHC-91305-46	9475084966	9445 Hillcrest Rd, Plano, TX, 75063	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128931	ENR	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.62	Two-digit birth year Phone reformatted Address re-cased City re-cased+3 more
ENR-130420	ENR	Raymond I Snyder	1975-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-407806	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-122343	ENR	Doris Garrett	2002-02-22	UHC-97274-60	7949669473	6241 Central Ave, Las Vegas, NV, 89119	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134433	ENR	Jose X Rodriguez	1959-02-22	UHC-57817-31	5067899538	5762 River Rd, Atlanta, GA, 30346	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-413626	CLM	Tyler Madina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121374	ENR	Steven Young	1950-05-13	UHC-86416-81	6475189735	6301 Ocean Ave, Las Vegas, NV, 89102	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125896	ENR	Alan Z James	1987-11-20	UHC-59406-67	2489401140	6963 Ocean Ave, Plano, TX, 75042	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-403920	CLM	Zachary G Carlson	2003-10-23	—	—	6475 Jefferson Ave, Denver, CO, 80273	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-117359	ENR	Albert Fisher	1971-06-06	UHC-40609-82	5619761914	8806 Park Pl, San Antonio, TX, 78212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27226	PRV	Santiago Franklin	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-113520	ENR	Amber T Wong	1996-09-06	UHC-10320-64	5239431836	2507 Harbor Blvd, Scottsdale, AZ, 85284	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102239	ENR	Jacob V Diaz	1951-10-15	UHC-98946-09	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
TPA-60384	TPA	Amy Myers	1950-09-21	—	—	5533 Valley View Dr, Charlotte, NC, 28223	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-55518	TPA	Jason Gutierrez	1971-06-19	—	—	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404266	CLM	Christina Y Phillips	1944-10-12	UHC-66533-38	—	5413 Canyon Rd, Scottsdale, AZ, 85230	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-120255	ENR	Walter Aguilar	2001-02-15	UHC-45116-92	9019774333	2327 Ridge Rd, Dallas, TX, 75247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111975	ENR	Willie Stephens	1957-11-02	UHC-37196-32	6005121032	9514 Maple Ave, Mesa, AZ	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-131386	ENR	Willie G Schmidt	2001-04-01	UHC-48367-52	6686292085	7045 Desert Sky Blvd, Jacksonville, FL, 32210	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-401872	CLM	Albert Rogers	1965-11-21	UHC-07011-45	6964007555	7894 Cedar Ln, Mesa, AZ, 85226	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23725	PRV	Ethan Ross	1978-05-11	—	8693779501	1589 Central Ave, Jacksonville, FL, 32248	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134642	ENR	Weber Amanda	1939-09-08	UHC-56145-05	9142764637	4921 Desert Sky Blvd, Scottsdale, AZ, 85283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-103495	ENR	Amy Watson	1942-07-11	UHC-71029-24	9552748042	9190 Apache Blvd, San Diego, CA, 92158	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-55898	TPA	Amber Alexander	1960-05-26	—	2306384043	8353 Oak St, Jacksonville, FL, 32230	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-425336	CLM	Larry Li	2001-07-08	—	7716060688	3403 Willow Ct, Miami, FL, 33161	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-60944	TPA	Liz Nunez	2008-08-01	—	4068718195	5625 Washington St, Sacramento, CA, 95832	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-53661	TPA	Brandon Johnston	1993-03-05	—	—	5819 Jefferson Ave, Minneapolis, MN, 55479	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-28664	PRV	Andy Ford	1967-04-18	—	2557190087	4446 Bayshore Dr, Scottsdale, AZ, 85266	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124870	ENR	Emily R Young	1977-01-26	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-402745	CLM	Yuki Collins	1983-01-13	UHC-91200-07	3597975966	1167 Camelback Rd, Jacksonville, FL, 32248	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418586	CLM	Raymond Powell	1994-09-10	UHC-91897-10	—	9283 Washington St, San Antonio, TX, 78234	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
CLM-432084	CLM	William U Wells	1996-06-27	UHC-43805-72	9375878321	4905 Lake View Rd, Phoenix, AZ, 85085	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-120954	ENR	Deborah B Daniels	1957-09-12	UHC-00645-06	6517443924	8562 Oak St, Columbus, OH, 43288	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409958	CLM	Alice Armstrong	1999-11-04	—	—	5394 River Rd, Charlotte, NC, 28228	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-117468	ENR	Nicole O Bowman	2003-02-21	UHC-37752-72	7065917740	7831 Jefferson Ave, Sacramento, CA, 95828	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-137639	ENR	Cynthia V Fuller	1974-01-03	UHC-17057-28	2178250135	2479 Park Pl, Charlotte, NC, 28299	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-59808	TPA	Ryn Reed	1955-01-18	—	—	7022 Elm St, Charlotte, NC, 28289	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-24535	PRV	Ruth West	1976-01-09	UHC-47531-91	7219560400	8654 Lake View Rd, Glendale, AZ, 85342	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-140507	ENR	Julie Walsh	1980-09-08	UHC-41401-24	7853136471	4721 Meadow Ln, Fresno, CA, 93756	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421193	CLM	Alice Gonzalez	1968-02-14	UHC-10661-45	9108248546	8376 Ridge Rd, Seattle, WA, 98132	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-421578	CLM	Michael Hanson	1983-07-01	UHC-75772-33	—	3342 Sage Ct, Fresno, CA, 93738	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-104504	ENR	Joyce W Freeman	1965-06-18	UHC-73473-38	—	5091 Park Pl, Plano, TX, 75048	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430999	CLM	Judy Oliver	1939-04-05	UHC-16714-15	6075564845	9763 Harbor Blvd, Plano, TX, 75089	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114864	ENR	James Contreras	1986-01-04	UHC-81579-21	5537684103	8536 Grand Ave, Denver, CO, 80283	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417474	CLM	William Patterson	1974-02-18	UHC-70673-52	—	9035 Sunset Blvd, Miami, FL, 33172	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412354	CLM	Deborah V Gilbert	1966-05-12	UHC-22494-09	7152997127	5353 Church St, Minneapolis, MN, 55412	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

6,661 rows, page 49 of 134Previous Next