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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110196	ENR	Betty D George	1967-06-19	UHC-66335-22	4162449797	3006 Cedar Ln, Seattle, WA, 98164	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-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-105482	ENR	Lauren I McCoy	1957-08-15	UHC-30980-54	5068369998	3082 Church St, San Diego, CA, 92190	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141269	ENR	Christina T Maldonado	1968-01-13	UHC-10398-30	6415500800	7835 Grand Ave, Austin, TX, 78763	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121193	ENR	Denny O Murphy	1954-07-21	UHC-42387-26	3863170909	3786 Union St # 286, Seattle, WA, 98106	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-131442	ENR	Michael Foster	1981-03-22	UHC-37751-91	9536475497	208 Valley View Dr Apt 40, Miami, FL, 33144	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133630	ENR	Elizabeth Q Soto	2003-08-26	UHC-13349-43	3433858673	2261 Bayshore Dr # 611, Atlanta, GA, 30303	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135865	ENR	Brittany Henry	2006-05-01	UHC-69980-47	2609497641	677 Highland Ave, Atlanta, GA, 30387	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-101565	ENR	Gabriel E Perkins	1990-03-25	UHC-13630-01	4299666485	6444 River Rd, Dallas, TX, 75252	0.64	Name re-cased Phone 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-139893	ENR	Sophia H Richardson	2005-02-11	UHC-03647-35	8853160073	8204 Meadow Ln, San Diego, CA, 92131	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+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-136263	ENR	Aisha Burns	1974-10-07	UHC-01658-44	2809277236	4453 Forest Ave, Dallas, TX, 75244	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-102932	ENR	Ethan Q Andrews	1962-12-17	UHC-26691-89	6802150407	5100 Grand Ave, Miami, FL, 33101	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105221	ENR	Arjun Rodriguez	1966-09-20	UHC-64629-90	3273401339	6417 Sunset Blvd, Tempe, AZ, 85251	0.64	Name split from “Last, First”Phone 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-117944	ENR	Jacqueline Wagner	1938-01-24	UHC-77881-56	6474941423	4420 Sage Ct Apt 2, Miami, FL, 33193	0.64	Phone reformatted Unit split from street 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-114921	ENR	Ann Matthews	1993-09-25	UHC-82258-75	8169260599	4310 Lake View Rd, Chandler, AZ, 85224	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-125314	ENR	Bruce J Santos	1996-02-23	UHC-10163-44	3602362372	4163 Ocean Ave, Miami, FL, 33122	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+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-122572	ENR	Sott G Jensen	1954-05-20	UHC-67218-05	3585288149	1537 Sage Ct, Nashville, TN, 37267	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-111032	ENR	Sean Owens	1984-01-05	UHC-64788-47	6417043423	5632 Baseline Rd, San Diego, CA, 92137	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-103923	ENR	Rebecca Reid	—	UHC-72827-45	9232255005	7469 Meadow Ln, Plano, TX, 75043	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124278	ENR	Timothy Tran	1992-05-05	UHC-72026-20	4966220535	619 Baseline Rd, Los Angeles, CA	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134171	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-134170	ENR	Doris Day	1986-11-09	UHC-85943-20	5896292912	4213 Washington St, Fresno, CA, 93755	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-134874	ENR	Eugene Gonzales	1987-04-07	UHC-83177-51	6123069639	681 Baseline Rd, Los Angeles, CA, 90029	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124835	ENR	Matthew U Nunez	1969-05-13	UHC-82540-20	4632897483	7656 Washington St, Houston, TX, 77030	0.64	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+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-140056	ENR	Ronald L Guzman	2008-01-21	UHC-49979-38	3499943771	3336 Church St # 892, Tampa, FL, 33693	0.64	Phone reformatted Unit split from street ZIP+4 trimmed Plan code upper-cased+2 more
ENR-109123	ENR	Austiin Flres	1945-03-14	UHC-47993-55	3758894172	571 Desert Sky Blvd, San Diego, CA, 92117	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-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-129341	ENR	Daniel Cunningham	1943-08-03	UHC-00723-22	5869895708	4528 Jefferson Ave, Sacramento, CA	0.64	Phone reformatted Member ID 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-113618	ENR	Dorothy G Ruiz	1975-07-06	UHC-33575-51	3412599721	131 River Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132554	ENR	Melissa F Wright	1980-07-07	UHC-65821-75	7777299307	8672 Sage Ct Apt 22, Tempe, AZ, 85219	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-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-126337	ENR	Julia P Mason	1972-01-02	UHC-75209-77	5192218721	2791 Elm St, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118071	ENR	Nathan W Barnes	1986-05-06	UHC-62649-74	4248245509	7470 Desert Sky Blvd, Minneapolis, MN, 55434	0.64	Name re-cased 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-116687	ENR	Justin U Payne	1949-11-03	—	4482530587	1744 Willow Ct, Gilbert, AZ, 85216	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105404	ENR	Amanda Morrison	2003-01-12	UHC-73807-14	2494692364	6629 Indian School Rd, Tampa, FL, 33645	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-121165	ENR	Hannah Simpson	1996-01-10	UHC-46037-77	5683791456	7540 Camelback Rd, Tucson, AZ, 85725	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107293	ENR	Alan V Park	1991-05-20	UHC-96877-42	5878253468	5012 Mountain View Dr Apt 17, Nashville, TN, 37286	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more

28,181 rows, page 134 of 564Previous Next