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-141536	ENR	Lauren Anderson	1940-07-27	UHC-79643-33	—	533 Main St, Nashville, TN, 37296	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-122998	ENR	Kathleen Laen	1973-04-06	UHC-42335-34	7512165262	4005 Oak St Apt 34, Houston, TX, 77042	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-115320	ENR	Olivia A Vasquez	1942-03-27	UHC-26238-80	—	1875 Maple Ave, Jacksonville, FL, 32297	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-129012	ENR	Arthur U Warren	1997-07-22	UHC-11819-82	—	6864 Cedar Ln, Sacramento, CA, 95882	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-104298	ENR	Beverly H Flores	1948-09-02	UHC-34954-61	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-119367	ENR	Christina J Collins	1938-07-16	UHC-55272-32	6635501614	8338 Harbor Blvd, Nashville, TN, 37218	0.70	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed
ENR-140121	ENR	Steveen N Wheeler	1959-11-04	UHC-11227-17	—	7249 Harbor Blvd # 460, Houston, TX	0.70	Date of birth reformatted Unit split from street ZIP missing
ENR-125432	ENR	Marcus Boyd	1980-03-05	UHC-45116-04	8852331451	8120 Central Ave, Las Vegas, NV, 89144	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130597	ENR	Austin Schmidt	1965-03-26	UHC-21559-49	3066576057	3939 Jefferson Ave, Minneapolis, MN, 55458	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-105515	ENR	Janet B Ross	2007-08-11	UHC-36044-21	5112243354	4119 Bayshore Dr, Charlotte, NC, 28251	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109935	ENR	Steven McDonald	1967-02-17	UHC-91479-96	—	2152 Baseline Rd, Los Angeles, CA, 90003	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-120595	ENR	Martha R Campbell	2007-12-27	UHC-49054-08	—	2352 Broadway, Mesa, AZ, 85287	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
ENR-123722	ENR	William Williams	1953-12-19	UHC-77509-21	—	6941 Elm St, Scottsdale, AZ, 85239	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-133851	ENR	Robert S Nichols	1989-09-18	UHC-85627-10	3325387382	8307 Sunset Blvd, Las Vegas, NV	0.70	Name split from “Last, First”Date of birth reformatted ZIP missing
ENR-130739	ENR	Tyler G Harvey	1949-01-21	UHC-03044-42	2412824433	4173 Elm St, Tampa, FL, 33635	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109810	ENR	Samantha F Gilbert	1992-08-28	UHC-63008-24	2938126548	6946 Spring St, Las Vegas, NV, 89166	0.70	Date of birth reformatted State name converted to code Gender normalised
ENR-112668	ENR	Christina M Hayes	1942-03-27	UHC-01179-85	8254618220	2588 Cedar Ln Apt 34, Las Vegas, NV	0.70	Date of birth reformatted Unit split from street ZIP missing
ENR-120183	ENR	Jackie Harvey	1973-05-08	UHC-19463-16	—	8113 Washington St, Plano, TX, 75002	0.70	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-135069	ENR	WJunk	1998-01-04	UHC-89508-38	2275170991	45 Lake View Rd, Scottsdale, AZ, 85282	0.70	Date of birth reformatted State name converted to code No usable name (quarantined)
ENR-103141	ENR	Natalie Howell	1950-03-28	UHC-74422-60	6915246600	5416 Jefferson Ave, Tempe, AZ, 85207	0.70	Date of birth reformatted ZIP+4 trimmed Gender normalised
ENR-118544	ENR	Maria N Little	1995-08-17	UHC-65630-58	7919203011	8543 Ridge Rd, Charlotte, NC, 28284	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-122850	ENR	Lawrence Q Wong	2006-06-14	UHC-62307-74	—	6041 Sage Ct, Tucson, AZ, 85787	0.70	Name split from “Last, First”Date of birth reformatted State name converted to code
ENR-112515	ENR	Adam Garrett	1986-12-01	UHC-27878-40	—	1633 Palm Dr, Los Angeles, CA, 90078	0.70	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed
ENR-110900	ENR	Jerry Kelley	1989-02-21	UHC-46355-36	—	5316 Washington St, Tempe, AZ, 85203	0.70	Date of birth reformatted SSN last four extracted Gender normalised
ENR-141159	ENR	Henry Jensen	1975-05-09	UHC-86555-86	8372836491	8650 Sunset Blvd, Las Vegas, NV, 89193	0.70	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-124832	ENR	Arthr W Greene	1988-06-27	UHC-95001-21	9006830550	5078 Indian School Rd, Miami, FL, 33106	0.70	Date of birth reformatted SSN last four extracted Gender normalised
ENR-123815	ENR	Steven Henry	2005-04-14	UHC-49734-04	9624875932	2583 Elm St, Tempe, AZ, 85209	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-123452	ENR	Marcus Rogers	1978-02-23	UHC-75022-68	—	9780 Cedar Ln, Dallas, TX, 75275	0.70	Name split from “Last, First”Date of birth reformatted Phone missing area code
ENR-138296	ENR	Eric Williamson	1998-05-13	UHC-85185-79	4115165851	6793 Hillcrest Rd, Tampa, FL, 33651	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109553	ENR	Daniel Freeman	1956-01-22	UHC-53118-31	8016636961	3438 Main St, Minneapolis, MN, 55463	0.70	Date of birth reformatted ZIP+4 trimmed Gender normalised
ENR-122523	ENR	Lori S Meyer	1992-05-01	UHC-60823-70	8387135443	4365 Sunset Blvd, Las Vegas, NV, 89104	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-122097	ENR	Kyle T Watkins	1984-12-10	UHC-94843-45	—	2406 Palm Dr # 708, Tampa, FL, 33648	0.70	Date of birth reformatted Phone missing area code Unit split from street
ENR-126552	ENR	Jose Griffin	1973-12-16	UHC-35738-01	9404860601	4251 Mountain View Dr, Atlanta, GA, 30303	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130931	ENR	Kathleen Z Sanchez	1970-02-17	UHC-39770-60	9827322068	2706 Bayshore Dr, Seattle, WA, 98162	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-129915	ENR	Eugene Anderson	1963-08-20	UHC-70469-53	—	7952 Union St, Chandler, AZ, 85251	0.70	Date of birth reformatted Phone missing area code State name converted to code
ENR-143055	ENR	Tyler Ramirez	1985-08-04	UHC-12321-25	8174637516	970 Main St, Scottsdale, AZ	0.70	Date of birth reformatted SSN last four extracted ZIP missing
ENR-116417	ENR	Jake J Tran	1948-02-01	UHC-65412-57	7828222632	6797 Highland Ave, Seattle, WA, 98133	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-126644	ENR	Sam E Beiley	1979-06-20	UHC-79455-80	3525582651	1831 Spring St, Mesa, AZ, 85284	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-119182	ENR	Lisa Fuller	2006-05-09	UHC-66030-92	—	3202 Jefferson Ave # 323, Mesa, AZ, 85249	0.70	Name split from “Last, First”Date of birth reformatted Unit split from street
ENR-118303	ENR	Kayla H Watkins	1977-02-06	UHC-05998-73	2799958588	5154 Harbor Blvd # 673, Mesa, AZ, 85267	0.70	Date of birth reformatted Unit split from street Gender normalised
ENR-121056	ENR	Patrick Fisher	1985-08-03	UHC-27825-83	7773295953	7715 Baseline Rd, Mesa, AZ, 85289	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117895	ENR	Josh Yang	2006-08-04	UHC-41387-41	5506881599	463 Palm Dr, Plano, TX, 75040	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-131435	ENR	Mason Schultz	1953-01-26	UHC-06517-82	4609188267	8463 Willow Ct, Chandler, AZ, 85202	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-106325	ENR	Timothy W Daniels	1950-02-21	—	4942080186	9644 River Rd, Orlando, FL, 32863	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-130539	ENR	Jordan Lucas	1941-06-17	UHC-43274-14	8999350181	3269 Apache Blvd, Phoenix, AZ, 85068	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-106531	ENR	Mariana C Hawkins	1960-03-08	UHC-87456-54	—	9230 Mountain View Dr # 685, Gilbert, AZ, 85264	0.70	Date of birth reformatted Phone missing area code Unit split from street
ENR-142591	ENR	Kayla Y James	1961-06-15	UHC-27390-20	6164409509	3880 Park Pl, Minneapolis, MN, 55421	0.70	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-132084	ENR	Keith Vargas	1955-03-05	UHC-17529-71	6193209775	720 Meadow Ln, Seattle, WA, 98111	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-132372	ENR	Camila Q Coleman	1960-01-21	UHC-30287-02	8105710688	2961 Cedar Ln, Tampa, FL, 33609	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124034	ENR	Jacob Vaazquez	1972-07-14	UHC-80829-54	5598648846	2247 Park Pl, Glendale, AZ, 85351	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more

13,989 rows, page 109 of 280Previous Next