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

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139901	ENR	Roy F Hall	1943-01-05	UHC-31782-08	4077335360	4144 Mesa Dr, Dallas, TX, 75215	0.76	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-117948	ENR	Aaron Ford	2006-08-21	UHC-64440-42	6126184130	8192 Lincoln Way, Houston, TX, 77090	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-130557	ENR	Charles Li	1987-12-15	UHC-11969-12	2623569623	4405 Cedar Ln, Tempe, AZ, 85253	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126413	ENR	Joyce Y Garza	1970-06-04	UHC-40324-56	2037568101	4699 Ocean Ave, Jacksonville, FL, 32257	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127912	ENR	Jacqueline Berry	1949-03-17	UHC-12284-64	4818094928	1043 Ocean Ave, Jacksonville, FL, 32201	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115152	ENR	Juan Wllis	1989-07-06	UHC-40838-85	8037177315	5963 Maple Ave, Phoenix, AZ, 85001	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105189	ENR	Mariana Johnson	2003-10-16	UHC-15319-31	2489736384	9680 Park Pl, Plano, TX, 75040	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-104857	ENR	Virginia B Carr	1943-12-05	UHC-61445-77	7792452388	8771 Union St, Houston, TX, 77012	0.76	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+2 more
ENR-142177	ENR	Karen Fowler	1997-08-05	UHC-05334-65	2137674588	1212 Mountain View Dr, Las Vegas, NV, 89188	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-103700	ENR	Danielle I Ruiz	1986-03-25	UHC-31158-95	2437724978	754 Park Pl, Las Vegas, NV, 89143	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121093	ENR	Doris M Andesron	1940-06-16	UHC-85647-30	4764683227	5796 Broadway, Sacramento, CA, 95828	0.76	Two-digit birth year Phone reformatted Address re-cased City re-cased+2 more
ENR-112735	ENR	James B Aguilar	1996-05-17	UHC-01258-69	4117325497	6531 Meadow Ln, Glendale, AZ, 85395	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-115837	ENR	Peggy S Harris	1971-03-16	UHC-77132-48	4284901970	471 River Rd, Nashville, TN, 37288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139212	ENR	Jordan Harrison	1938-12-06	UHC-50825-87	3244495201	2882 Desert Sky Blvd, Phoenix, AZ, 85013	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117077	ENR	Camila E Weaver	1976-10-02	UHC-76555-39	5518171644	1120 Spring St, Tempe, AZ, 85298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115656	ENR	Ronald Yang	1963-10-28	UHC-26014-87	9593230585	3924 Washington St, Tempe, AZ, 85276	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134888	ENR	Joe U Payne	1996-08-03	UHC-74675-78	9314949291	6313 Central Ave, Scottsdale, AZ, 85221	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-114026	ENR	Lori N Webb	1990-07-01	UHC-69037-61	3503276683	2854 Maple Ave, Miami, FL, 33172	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101990	ENR	Melissa Collins	1975-06-14	UHC-84977-60	7138855434	5013 Hillcrest Rd, Glendale, AZ, 85354	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124543	ENR	Luis Wright	1966-08-24	UHC-63766-65	3433363230	977 Central Ave, Denver, CO	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-124353	ENR	Peter Crawford	1959-07-09	UHC-41292-09	—	6013 Central Ave, Nashville, TN, 37242	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-124352	ENR	Peter Crawford	1959-07-09	UHC-41292-09	—	6013 Central Ave, Nashville, TN, 37242	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134552	ENR	Amy L Carlson	1979-12-22	UHC-28254-34	8174230249	9607 Mesa Dr, Dallas, TX, 75251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111802	ENR	Olivia Elliott	1974-12-18	UHC-76109-27	9643678648	1722 Willow Ct, Las Vegas, NV, 89187	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-137031	ENR	Diane Little	1956-02-14	UHC-00503-91	6253177654	9056 Washington St, Orlando, FL, 32845	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-137521	ENR	Albert A Franklin	1956-07-22	UHC-61581-54	6952596914	2617 Valley View Dr, Austin, TX, 78793	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-135076	ENR	Anthony I Black	1950-04-06	UHC-22440-52	7932050009	5258 Grand Ave, Columbus, OH, 43275	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108069	ENR	Joyce Y Arnold	1949-10-04	UHC-85407-21	2872357849	7113 Meadow Ln, Atlanta, GA, 30399	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108324	ENR	Yuki Perry	1986-12-26	UHC-54099-89	2046152118	2416 Indian School Rd, San Antonio, TX, 78299	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128557	ENR	Jeffrey X Green	1958-05-12	UHC-73338-83	6722446085	6830 Church St, Columbus, OH, 43229	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126138	ENR	Eirc H Snyder	1971-01-27	UHC-51431-79	6676803896	4671 Union St, Scottsdale, AZ, 85283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128459	ENR	Joyce O Garrett	1980-03-05	UHC-03795-89	5152454239	733 Sunset Blvd, Scottsdale, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141999	ENR	Timothy D Payne	1949-02-18	UHC-12576-62	3674348645	643 Highland Ave, Charlotte, NC, 28232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128992	ENR	Abigail Peterson	1953-05-18	UHC-51179-41	9255541733	5858 Highland Ave, Scottsdale, AZ, 85263	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114720	ENR	Christopher K Miller	1980-09-02	UHC-58051-99	8089600520	5483 Bayshore Dr, San Antonio, TX, 78210	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-103180	ENR	John R Carr	1973-11-27	UHC-01911-50	6192536105	6104 Harbor Blvd, Denver, CO, 80220	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100565	ENR	Madison M Wright	1971-11-10	UHC-57868-16	5026620691	1261 Harbor Blvd, Chandler, AZ, 85264	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135607	ENR	Kelly Z Perez	1990-10-24	UHC-92657-50	5128188724	8643 Lincoln Way, Sacramento, CA, 95861	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134946	ENR	Dorothy H Vega	2008-07-13	UHC-98464-33	9195000350	7754 Lake View Rd, Miami, FL, 33181	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126672	ENR	Ethan B Marquez	1940-02-26	UHC-16341-34	—	513 Washington St, Phoenix, AZ, 85008	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111424	ENR	Isabella B Li	1992-03-28	UHC-81197-69	5087870535	2254 Palm Dr, Fresno, CA, 93780	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100601	ENR	Sean C Evans	1958-08-01	UHC-66436-57	7539335895	5226 Oak St, Los Angeles, CA, 90009	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140156	ENR	Theresa Johnson	2004-05-10	UHC-20217-08	6703775924	9847 Elm St, Eden Prairie, MN, 55358	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133397	ENR	Bradley L Adams	1985-01-21	UHC-29775-23	3636519913	7115 Washington St, Minneapolis, MN, 55497	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106622	ENR	George Jensen	1941-11-06	UHC-11856-62	—	5394 Forest Ave, Plano, TX, 75074	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141416	ENR	Mary M Freeman	1989-10-16	UHC-37577-98	8805001708	2156 Highland Ave, Sacramento, CA, 95892	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106603	ENR	Catherine Alexander	1944-04-27	UHC-81631-23	7578050801	8711 Baseline Rd, Nashville, TN, 37267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106604	ENR	Catherine Alexander	1944-04-27	UHC-81631-23	7578050801	8711 Baseline Rd, Nashville, TN, 37267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123325	ENR	Adam S Reyes	2000-06-15	UHC-17564-24	9494033440	4390 Church St, Minneapolis, MN, 55426	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125425	ENR	Mariana A Oritz	1965-06-15	UHC-40031-98	3794188225	8986 Meadow Ln, Houston, TX, 77051	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more

8,423 rows, page 98 of 169Previous Next