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-111328	ENR	Aisha Garza	2000-11-19	UHC-00750-76	9788914253	6081 Sunset Blvd, Gilbert, AZ, 85255	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122903	ENR	Jessica Fernandez	1951-04-07	UHC-72664-23	5687161617	3338 Highland Ave, Austin, TX, 78789	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136631	ENR	Zachary X Hudson	1945-10-16	UHC-02373-58	5962009660	7794 Valley View Dr, Las Vegas, NV, 89167	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138223	ENR	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128628	ENR	Aaron J Santiago	1940-02-25	UHC-34413-08	3954830136	487 Washington St, Columbus, OH, 43259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138477	ENR	Paul Price	1973-10-13	UHC-93059-68	3848566332	6954 Park Pl, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128304	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128303	ENR	Phhilip Hill	1960-04-12	UHC-58500-48	6597822186	1537 Spring St, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140231	ENR	Grace Robertson	1988-04-08	UHC-40193-36	6094448226	548 Elm St, Glendale, AZ, 85361	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116146	ENR	David V Mooreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA, 30348	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-112365	ENR	Stephen M Fowler	2001-09-27	UHC-96013-13	6007978481	9290 Forest Ave, Chandler, AZ, 85277	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136326	ENR	Maria T Valdez	1997-07-27	UHC-44368-17	7327804713	681 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-112327	ENR	Kenneth Willis	2004-05-12	UHC-38444-23	8348254012	5161 Cedar Ln, Seattle, WA, 98174	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124396	ENR	Kimberly Oliver	1982-03-16	UHC-72085-52	4516913561	753 Main St, Sacramento, CA, 95890	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133979	ENR	Martha Ellis	1988-04-26	UHC-36344-06	9436694971	9311 Maple Ave Apt 8, Phoenix, AZ, 85015	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-106899	ENR	Aaron L Woods	1962-08-18	UHC-93651-88	6665860418	8586 River Rd, Glendale, AZ, 85397	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100063	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100064	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-127414	ENR	Maria R Nichols	1954-07-02	UHC-45780-65	6607514682	9570 Harbor Blvd, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133528	ENR	Terry Soto	2003-06-24	UHC-32340-64	4082213934	5079 Valley View Dr, Tucson, AZ, 85758	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-100730	ENR	Maria F Chavez	1999-10-15	UHC-84323-11	2286283880	3624 Union St, Las Vegas, NV, 89105	0.62	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121113	ENR	Christian Edwards	1977-03-19	UHC-82513-35	4458577107	5119 Maple Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110160	ENR	Luis Carlson	1962-02-07	UHC-63765-77	7598691502	8906 Meadow Ln Apt 31, Tempe, AZ, 85251	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-134004	ENR	Peter S Diaz	1938-01-23	UHC-02885-51	3829544392	8776 Market St, Minneapolis, MN, 55468	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110680	ENR	Karen H Lewis	1985-01-06	UHC-88238-91	8603072484	4594 Palm Dr, Orlando, FL, 32823	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105335	ENR	Gregory C Barnes	2008-07-05	UHC-25241-21	4102328143	1753 Bayshore Dr, Dallas, TX, 75241	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100453	ENR	Kenneth Grant	1953-01-10	UHC-10465-94	5688141390	367 Indian School Rd, Nashville, TN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125690	ENR	Jake K Arnold	1945-11-04	UHC-45585-13	4299178212	4195 Jefferson Ave, Minneapolis, MN, 55427	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110211	ENR	David Z Marshall	2008-01-19	UHC-85434-85	4303141225	4602 Forest Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122420	ENR	Olivia K Bradley	—	UHC-21842-25	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128141	ENR	Victoria Vasquez	1951-10-26	UHC-89929-68	7738131235	6241 Market St, Orlando, FL, 32879	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116915	ENR	Hiroshi Ward	1948-09-11	UHC-38573-73	5685421715	8831 Maple Ave, Gilbert, AZ, 85279	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113931	ENR	Jack E Hunter	2003-08-05	UHC-30381-30	3402093401	8684 Spring St, Orlando, FL, 32824	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112155	ENR	Douglas R Crawford	1943-12-25	UHC-51847-36	3834148438	6684 Washington St Apt 38, Sacramento, CA, 95870	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104141	ENR	Jeryr N Washington	2001-08-01	UHC-80565-05	8667946715	9241 Church St, Charlotte, NC, 28264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115134	ENR	Heather Q Franklin	2002-03-14	UHC-57300-58	2138232750	8801 Baseline Rd Apt 30, Denver, CO, 80240	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-124710	ENR	Linda Stone	1985-11-14	UHC-66695-10	2404287313	3121 Main St, Scottsdale, AZ, 85213	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115735	ENR	Emily Z Mills	1939-12-24	UHC-19723-89	7489166156	2201 Union St, Houston, TX, 77061	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140225	ENR	Cynthia Z Stone	1942-04-06	UHC-70398-69	2654255337	3601 Canyon Rd, Fresno, CA, 93754	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123854	ENR	Nancy Larson	1977-02-14	UHC-35561-06	9628209125	4282 Park Pl, Nashville, TN, 37292	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115635	ENR	Ana O Roberts	2005-04-15	UHC-47420-21	7192319687	8898 Sage Ct, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117069	ENR	Jsse Diza	1959-10-26	UHC-17665-61	5079615018	5728 Lincoln Way, Dallas, TX, 75298	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-101412	ENR	Anthony Z Rose	1996-09-22	UHC-32318-01	8817142549	7414 Desert Sky Blvd, Scottsdale, AZ, 85229	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126971	ENR	Kenneth R Hunter	1975-08-15	UHC-91822-44	4912965898	6735 Broadway, Miami, FL, 33130	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-119849	ENR	Hannah W Little	1946-08-05	UHC-24374-25	4436571144	4540 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119848	ENR	Hannah W Little	1946-08-05	UHC-24374-25	4436571144	4540 Apache Blvd, San Diego, CA, 92193	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125617	ENR	Nick Lynch	1975-03-26	UHC-28009-85	7705191854	8167 Meadow Ln, Scottsdale, AZ, 85201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101022	ENR	Julia S Sullivan	1981-08-10	UHC-01329-60	6585396177	1151 Apache Blvd, Tempe, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-108452	ENR	Angela F King	1998-07-19	UHC-52357-03	8092970983	5763 River Rd, Eden Prairie, MN, 55354	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-119067	ENR	Crlos F Perry	2003-05-14	UHC-74538-98	5754178557	872 Mesa Dr, Seattle, WA, 98149	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

28,181 rows, page 103 of 564Previous Next