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-104136	ENR	Alice Q Ruiz	2004-04-27	UHC-37375-91	7886610687	3880 Grand Ave, Seattle, WA, 98117	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141579	ENR	Steve J Maldonado	2006-11-09	UHC-17496-64	6578122888	563 Grand Ave, Tucson, AZ, 85704	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105705	ENR	Madison Armstrog	1973-10-11	—	9595884632	6205 Grand Ave, Plano, TX, 75071	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-130869	ENR	Ashley Lane	1993-09-20	UHC-54559-03	3656099814	4467 Indian School Rd, Las Vegas, NV, 89116	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108577	ENR	Albert Banks	1998-02-12	UHC-93683-76	—	4654 Lake View Rd, San Diego, CA, 92144	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105910	ENR	Mason Duncan	1984-04-28	UHC-64676-94	—	3258 Hillcrest Rd, Gilbert, AZ, 85216	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139577	ENR	Jordan I Jensen	1980-09-05	UHC-53741-93	4968684132	8538 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106500	ENR	Lori Wallace	2003-10-26	UHC-95038-81	—	6418 Main St, Mesa, AZ, 85206	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130819	ENR	—Junk	1982-05-12	UHC-21771-63	3722748775	8499 Main St, Columbus, OH, 43254	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137883	ENR	Alexander Reid	1976-07-20	UHC-22695-59	7307724789	5107 Lake View Rd, Plano, TX, 75027	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133799	ENR	Carl Robbertson	1976-08-21	UHC-87750-98	2983706148	2673 Valley View Dr, Charlotte, NC, 28266	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122432	ENR	Gabriel R Ruiz	1993-12-09	UHC-87163-08	9222064334	5977 Indian School Rd, Tampa, FL, 33695	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123838	ENR	Valentina Bod	1962-12-01	UHC-23158-01	6799164375	3476 Central Ave, Tempe, AZ, 85246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141482	ENR	Mary V Hudson	1995-01-14	UHC-28041-40	7754797193	9385 Mesa Dr, San Diego, CA, 92171	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-100877	ENR	Eugene J Kim	2001-08-02	UHC-75568-78	4325136961	8421 Mesa Dr, Las Vegas, NV, 89139	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142103	ENR	Karen Rose	1993-11-16	UHC-41271-45	8776486886	1976 Willow Ct, Las Vegas, NV, 89101	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-121722	ENR	Virginia Watkins	1948-06-01	UHC-85208-07	9754714819	1208 Forest Ave, Scottsdale, AZ, 85294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136188	ENR	Timothy J Rios	—	UHC-27057-19	2285992592	2391 Desert Sky Blvd, Fresno, CA, 93766	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-109342	ENR	Anna T Vega	1992-10-11	UHC-92950-24	7206469415	1640 Forest Ave, Eden Prairie, MN, 55388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102286	ENR	Cynthia B Fowler	1956-09-13	UHC-63359-82	7218720079	1339 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-122091	ENR	Doneld I Lawrence	1979-05-14	UHC-21826-52	4605562218	2558 Cedar Ln, Los Angeles, CA, 90035	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130943	ENR	Denise Reynolds	2003-02-24	UHC-30102-63	9658688539	1133 Desert Sky Blvd, Tucson, AZ, 85723	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124602	ENR	Joe W Hicks	1945-02-07	UHC-74258-84	3285159101	5161 Harbor Blvd, San Antonio, TX, 78208	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-115118	ENR	Edward Ward	1939-08-01	UHC-15071-61	4403600369	4128 Washington St, Atlanta, GA, 30301	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122194	ENR	Sophia I Luna	1969-06-01	UHC-98285-99	3389612157	4119 River Rd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132666	ENR	Santiago S Johnston	1984-11-15	UHC-34055-28	4182415755	5722 Spring St, Houston, TX, 77026	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-127816	ENR	Diane V Peterson	1945-05-14	UHC-44831-58	—	7230 Church St, Jacksonville, FL, 32223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126053	ENR	Margaret I Gutierrez	1990-06-05	UHC-61468-65	7263586525	6810 Ridge Rd, Fresno, CA, 93792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114877	ENR	Bruce Reed	1948-03-22	UHC-40972-69	8216695080	8324 Apache Blvd Apt 37, Chandler, AZ, 85201	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139012	ENR	Natalie D Harris	1981-07-10	UHC-37941-06	4595267107	6116 Forest Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-103193	ENR	Brittany N Wright	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd, Miami, FL, 33101	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119389	ENR	Mary B Young	1996-07-16	UHC-78998-28	5496646553	9853 Sage Ct Apt 39, Mesa, AZ, 85260	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138137	ENR	Peter I Carlson	1949-05-26	UHC-51214-95	2592701194	206 Maple Ave, Tempe, AZ, 85230	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118757	ENR	Christian X Kennedy	1938-09-22	UHC-25677-82	2807202737	4685 River Rd, Charlotte, NC, 28269	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104735	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104734	ENR	Michael E Grant	2004-01-15	UHC-37046-50	—	9292 Desert Sky Blvd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104011	ENR	Brandon D Wagner	1960-12-16	UHC-41934-48	2828577953	1788 Highland Ave, Charlotte, NC, 28202	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126811	ENR	Carlos Baker	1967-03-21	UHC-11317-84	7548568772	5476 Union St, Minneapolis, MN, 55472	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-133176	ENR	Adam Day	1954-02-07	UHC-10920-21	4379847404	9143 Jefferson Ave, Sacramento, CA, 95852	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136962	ENR	Matthew Sandoval	1956-02-01	UHC-42875-42	8065633752	7835 Cedar Ln Apt 18, Austin, TX, 78786	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-105832	ENR	Matthew Y White	1973-02-19	UHC-78331-45	4784644206	8059 Valley View Dr, Gilbert, AZ, 85224	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-133064	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133063	ENR	Margaret I Phillips	2005-09-19	UHC-64204-80	6114328254	7376 Sage Ct, Nashville, TN, 37207	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140650	ENR	Randy Valdez	1956-02-15	UHC-86863-81	4683533078	1385 Ocean Ave, Columbus, OH, 43289	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117166	ENR	Barbara Rivera	1996-04-26	UHC-64249-52	—	3211 Main St, Plano, TX, 75077	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126949	ENR	Carl Garrett	1974-10-04	UHC-17347-36	3737993357	3468 Meadow Ln, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128505	ENR	Gloria M Wong	1989-11-05	UHC-81570-84	4534011384	1351 Elm St, Minneapolis, MN, 55440	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117631	ENR	Helen L Luna	1977-05-07	UHC-77657-84	7149681118	2528 Pine Dr, Tempe, AZ, 85226	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more

13,989 rows, page 68 of 280Previous Next