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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128242	ENR	Tyler Maldonado	1948-07-12	UHC-19189-76	4168078675	7191 Mesa Dr, Minneapolis, MN, 55480	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139061	ENR	Walter Carlson	1963-02-09	UHC-65562-09	—	8108 Ridge Rd, Los Angeles, CA, 90055	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-127931	ENR	JJunk	1957-07-09	UHC-47898-35	8826073302	7361 Main St, Columbus, OH, 43276	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-142199	ENR	Dorothy J Olson	1943-05-24	UHC-01013-65	—	8210 Indian School Rd, Columbus, OH, 43285	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-106702	ENR	Logan Berry	1997-01-25	UHC-56468-55	9342747598	979 Valley View Dr, Eden Prairie, MN, 55393	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-125782	ENR	George N Jenkins	1939-09-03	UHC-33895-29	4874346376	9245 Canyon Rd, Miami, FL, 33112	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-121453	ENR	Jerry J Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142127	ENR	Samantha I Fuller	1941-11-24	UHC-20902-13	2457097160	4633 Cedar Ln, Charlotte, NC, 28222	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-100308	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100309	ENR	Harold F Pena	1997-05-15	UHC-17817-28	4158701242	1236 Union St, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109866	ENR	Nicholas G Daniels	1991-02-22	UHC-60416-04	7819703185	812 Elm St # 870, San Diego, CA, 92189	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131957	ENR	James F Burke	2001-04-16	UHC-90043-26	3938204845	1454 Elm St, Phoenix, AZ	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-124416	ENR	Mei Cunningham	1985-07-19	UHC-58863-81	7817811924	9664 Mesa Dr, Seattle, WA, 98135	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134996	ENR	Danielle J Hoffmen	1941-11-17	UHC-34761-94	6633641113	2951 Mountain View Dr, Phoenix, AZ, 85015	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-108933	ENR	Philip Woods	2001-02-24	UHC-83948-75	9877177326	8935 Valley View Dr, Eden Prairie, MN, 55320	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136844	ENR	Valentina Z Cole	1960-02-19	UHC-84010-93	3233173921	1496 Mountain View Dr, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139917	ENR	Hannah L Oliver	2001-02-16	UHC-68626-53	6804366562	178 Canyon Rd # 242, Orlando, FL, 32808	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-125443	ENR	Theresa Carroll	2008-02-25	UHC-53618-98	6303269239	1156 Harbor Blvd, Seattle, WA, 98116	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127321	ENR	John Reed	1967-06-05	UHC-90703-84	2846246591	7091 Washington St, Glendale, AZ, 85348	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128736	ENR	Wei P Fields	1959-12-24	—	2186784775	5344 Church St, Los Angeles, CA, 90051	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100802	ENR	Harold X West	2003-10-12	UHC-76560-14	3109956201	9739 Pine Dr, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114143	ENR	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX, 75235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118422	ENR	Victoria Rojas	1950-03-14	UHC-85933-77	—	6116 Meadow Ln, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-137680	ENR	Joyce T Johnson	1994-08-04	UHC-57438-80	2222822911	1785 Ridge Rd, Scottsdale, AZ, 85209	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104509	ENR	Nancy B Tran	1968-11-02	UHC-89471-33	7687833624	8721 Pine Dr, Denver, CO, 80218	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101901	ENR	Hannah Patterson	1981-05-01	UHC-91930-09	4365168470	801 Hillcrest Rd, Los Angeles, CA, 90072	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132179	ENR	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX, 77018	0.64	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-107868	ENR	Maria T Bryant	1999-07-28	UHC-92112-28	3627878938	989 Indian School Rd, San Diego, CA, 92186	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124236	ENR	James Q Torres	1979-05-03	UHC-15723-81	6245721999	1992 Central Ave, Nashville, TN, 37225	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-116618	ENR	Terry Alvarado	2003-01-24	UHC-70635-47	4066387703	5291 Desert Sky Blvd # 596, Houston, TX, 77016	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-107704	ENR	Bryan Z Mason	1955-02-28	UHC-53878-41	4834843548	7192 Sunset Blvd, Gilbert, AZ, 85289	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109449	ENR	Jesse West	1943-11-04	UHC-31130-48	6607454908	9522 Maple Ave, Atlanta, GA, 30386	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132329	ENR	Frances Contreras	1957-05-14	UHC-22774-24	—	8884 River Rd, Phoenix, AZ, 85077	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116733	ENR	Joshua U Mitchell	1987-08-11	UHC-32033-51	9853713321	8526 Lincoln Way # 862, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-129589	ENR	Gloria G Knight	2008-07-17	UHC-55763-08	2882156685	9172 Harbor Blvd, Los Angeles, CA, 90076	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127919	ENR	Amber C Palmer	1958-05-09	UHC-28566-35	5904203006	5064 Church St, Austin, TX, 78748	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126126	ENR	Joyce Woods	1953-01-09	UHC-46778-31	3483442765	2416 Camelback Rd, Jacksonville, FL, 32247	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135304	ENR	Barbara D Armstrong	2005-10-03	UHC-12922-79	4559575177	4304 Palm Dr, Orlando, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116721	ENR	Kyle Alvarez	1996-01-20	—	—	6780 Ridge Rd, Atlanta, GA, 30334	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140078	ENR	Jerry X Henry	1966-12-08	UHC-43084-28	5234789700	5899 Baseline Rd, Tampa, FL, 33671	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126966	ENR	Alan N Powell	1986-10-20	UHC-61794-36	7382050511	4543 Harbor Blvd, San Antonio, TX, 78203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-102880	ENR	Lawrence Montgomery	1986-11-18	UHC-88172-45	5985851297	201 Church St, Phoenix, AZ, 85043	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136431	ENR	Paul E Schmidt	1957-07-26	UHC-33818-80	4433951762	6695 Washington St, Nashville, TN, 37229	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126149	ENR	Julia D Mitchell	1977-01-13	UHC-57963-52	6576762561	9397 Canyon Rd, Chandler, AZ, 85284	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138203	ENR	Roger J Lawrence	1963-10-28	UHC-53970-06	3713574526	305 Pine Dr, Las Vegas, NV, 89108	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126467	ENR	Sandra G Schmidt	1954-01-18	UHC-39593-67	3987053481	4122 Oak St, Phoenix, AZ, 85016	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133236	ENR	Samantha R Palmer	2007-02-16	UHC-09047-81	3787346621	523 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109907	ENR	Jack Y Hernandez	1955-12-04	UHC-68349-56	7783483734	916 Indian School Rd, Columbus, OH, 43228	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125679	ENR	Mattthew K Kelley	1954-01-02	UHC-67263-62	2295604446	3860 Ocean Ave, Houston, TX, 77011	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-114048	ENR	Danielle Y Parker	1983-08-19	UHC-92141-17	7846899027	3347 Maple Ave, San Diego, CA, 92176	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

13,989 rows, page 70 of 280Previous Next