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

All sources, 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-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
PRV-27972	PRV	Amy E Hicks	1960-03-21	UHC-14831-12	9596542063	6886 Palm Dr, Gilbert, AZ, 85277	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
TPA-54527	TPA	Ahmed Riley	2007-03-13	—	—	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-425721	CLM	Kethleen Day	1966-11-21	—	4146753098	3932 Meadow Ln Apt 11, Tampa, FL, 33660	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-409135	CLM	Jacqueline Turner	2000-11-12	—	—	898 Lincoln Way, Austin, TX, 78789	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+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
CLM-414278	CLM	Zachary Watkins	1962-03-15	—	—	9266 Ridge Rd, Atlanta, GA, 30322	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23468	PRV	Sofia R Montgomery	2007-02-17	UHC-68722-65	4656011090	9524 Apache Blvd, Tampa, FL, 33696	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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
CLM-404456	CLM	Brittany KJunk	1943-04-15	UHC-13360-01	7207147632	199 Grand Ave, Scottsdale, AZ, 85268	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-400243	CLM	Pamela Gonzalez	1996-12-18	UHC-32865-94	8298741320	2138 Highland Ave, San Diego, CA, 92148	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-423366	CLM	Yuki Z Wright	1986-02-22	UHC-59968-86	9466835588	9017 Pine Dr, Jacksonville, FL, 32241	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
CLM-411311	CLM	Alexander Y Reynolds	1990-08-03	—	6993042577	7344 Cedar Ln Apt 7, Glendale, AZ, 85333	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
PRV-25115	PRV	Andraw Jimenez	1966-02-28	UHC-47325-45	5798790779	3408 Spring St, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-414440	CLM	Evelyn Q Guzman	1993-10-24	—	—	8001 Pine Dr, San Diego, CA, 92158	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421348	CLM	Michelle Cooper	1958-06-26	—	6757570847	3137 Sunset Blvd # 723, Houston, TX, 77098	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+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
CLM-423913	CLM	Daniel Patel	1969-08-22	UHC-04245-37	—	4679 Bayshore Dr, Chandler, AZ, 85267	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+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
TPA-57406	TPA	Logan Taylor	1982-08-28	—	—	1147 Valley View Dr, Austin, TX, 78749	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+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
PRV-25281	PRV	Ralph Gibson	1987-03-21	UHC-51268-55	5698447571	2194 Baseline Rd, Miami, FL, 33143	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
TPA-52476	TPA	Diego Bradley	1978-04-22	—	—	1851 Ridge Rd, Plano, TX, 75001	0.64	Date of birth reformatted Street suffix standardised Address re-cased City 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
PRV-22982	PRV	Jean Ruiz	1965-01-26	—	—	6029 Sunset Blvd, San Diego, CA, 92175	0.64	Date of birth reformatted Street suffix standardised Address re-cased 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
CLM-426752	CLM	Raymond Vargas	1949-03-02	UHC-85125-76	—	5047 Spring St, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+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
CLM-402134	CLM	Lori Mejia	1955-11-11	—	—	8436 Palm Dr, Tempe, AZ, 85251	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53087	TPA	Heather Vazquez	1979-12-04	UHC-76947-93	—	5238 Harbor Blvd, Chandler, AZ, 85258	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61645	TPA	Jenen Helen	1974-11-10	—	3126737421	5779 Market St, Charlotte, NC, 28244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430972	CLM	Edard Dominguez	1964-02-08	UHC-10224-04	—	4760 Mesa Dr # 841, Sacramento, CA, 95824	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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
TPA-57619	TPA	Arjun Holmes	1978-11-22	—	—	5851 Main St # 229, Glendale, AZ, 85333	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+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
CLM-418812	CLM	Philip Scott	1943-05-13	UHC-89601-27	—	6752 River Rd, Tempe, AZ, 85240	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421600	CLM	Shirley C Gilbert	1982-10-02	UHC-05399-64	—	8549 Lake View Rd, Minneapolis, MN, 55408	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+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
CLM-415782	CLM	Doris Hunter	1972-11-04	UHC-71005-52	—	8898 Cedar Ln, Atlanta, GA, 30376	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61358	TPA	Amber Jordan	1985-02-17	—	—	1088 Sunset Blvd, Seattle, WA, 98186	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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

32,400 rows, page 139 of 648Previous Next