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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138498	ENR	OJunk	1961-02-18	UHC-60478-77	7924332083	5033 Main St, Miami, FL, 33184	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Placeholder values cleared+1 more
CLM-421707	CLM	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd, Minneapolis, MN, 55495	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-131548	ENR	Ramirez Justin	1949-08-15	UHC-96494-50	8117383239	1627 Willow Ct, Denver, CO, 80233	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-136222	ENR	Alan P Evans	1941-03-07	UHC-27793-94	—	7622 Washington St, Sacramento, CA, 95827	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-121665	ENR	Adam Z Kelly	1996-05-07	UHC-34206-78	3575530441	4990 Highland Ave, Jacksonville, FL, 32283	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
CLM-413845	CLM	Mei Lee	1978-11-25	UHC-02340-97	7928350936	4010 Central Ave, Denver, CO, 80274	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110724	ENR	Anthony Contreras	1941-04-08	UHC-62351-46	4729745041	2424 Canyon Rd, Eden Prairie, MN, 55320	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-128827	ENR	Edward Sanchez	1951-09-13	UHC-11141-16	—	9732 Market St, Nashville, TN, 37268	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased+1 more
ENR-112834	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
ENR-112833	ENR	Steven Vazquez	1997-02-28	UHC-56994-16	9825841612	2766 Spring St, Tucson, AZ, 85730	0.66	Name split from “Last, First”Phone reformatted SSN last four extracted State code upper-cased+1 more
PRV-23088	PRV	Richard Brown	1955-05-11	UHC-07594-55	9155620804	304 Oak St, Columbus, OH, 43280	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-56631	TPA	Yuki Russell	1942-02-14	—	4839904752	4736 Ridge Rd, Mesa, AZ	0.66	Phone reformatted SSN last four extracted ZIP missing Whitespace trimmed+1 more
ENR-135918	ENR	Catherine Kelley	—	UHC-27584-01	3077608462	1279 Hillcrest Rd, Glendale, AZ, 85387	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-114310	ENR	Teresa R Payne	1959-09-23	—	7242527163	6952 Grand Ave, Dallas, TX, 75229	0.66	Two-digit birth year Phone reformatted SSN last four extracted Email lower-cased+1 more
PRV-26651	PRV	Aisha Peterson	1964-06-27	—	—	722 Church St, Houston, TX, 77035	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408297	CLM	Alice R Mejia	1971-03-07	UHC-85205-05	2619044980	6999 Forest Ave, Jacksonville, FL, 32267	0.66	Phone reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
PRV-20991	PRV	Tiler W Jackson	—	UHC-45708-12	9297363562	7548 Baseline Rd, Atlanta, GA, 30326	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
CLM-414203	CLM	Meyer Justin	—	UHC-91993-91	5996239149	420 Forest Ave, Tucson, AZ, 85768	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-140619	ENR	Patrica King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
CLM-403084	CLM	Tyler S Kelley	1962-11-01	UHC-71559-70	3709152539	2984 Hillcrest Rd, Tucson, AZ, 85751	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-128182	ENR	Megan Hunter	1963-11-19	UHC-01444-72	8278949767	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+1 more
ENR-131576	ENR	Willie B Butller	1978-04-20	UHC-72796-94	7027638949	5682 Union St, Sacramento, CA, 95872	0.66	Phone reformatted SSN last four extracted City re-cased State code upper-cased+1 more
CLM-406239	CLM	Sharon Kelly	1943-08-28	—	4456755720	—	0.66	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
CLM-406687	CLM	Virginia Hofmfan	1947-09-20	UHC-79617-30	—	4417 Spring St, Plano, TX, 75000	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-431987	CLM	Emily Taylor	1946-06-08	UHC-53019-81	—	6234 Elm St, Charlotte, NC, 28238	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-118278	ENR	Ryan Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd Apt 8, Tempe, AZ, 85234	0.66	SSN last four extracted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-141126	ENR	Wayne W Lawsno	1960-09-09	UHC-88328-78	8064155254	8404 Forest Ave, Orlando, FL, 32839	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-141507	ENR	Patrick Y Fisher	2008-04-12	UHC-39580-82	—	799 Church St, Dallas, TX, 75206	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-127644	ENR	Dennis H Sims	1968-04-06	UHC-98893-34	4218093139	4238 Broadway, Eden Prairie, MN, 55352	0.66	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+1 more
ENR-128509	ENR	Rachel U Anderson	1940-09-13	UHC-68512-24	—	8708 Union St, Las Vegas, NV, 89130	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429321	CLM	Katherine Porter	1998-09-10	UHC-66665-29	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Phone missing area code SSN last four extracted City re-cased+1 more
ENR-114924	ENR	Billy K Hansen	1960-03-13	UHC-35061-76	8119283330	8826 Grand Ave, San Diego, CA, 92132	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-138424	ENR	Vincent U Ramirez	1944-02-21	UHC-41583-48	5686812784	8003 Sunset Blvd, Charlotte, NC, 28266	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-139815	ENR	Billy D Owens	1961-11-09	UHC-98562-61	3963899560	235 Ridge Rd, Eden Prairie, MN, 55369	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-120892	ENR	Julie Z Fernandez	1941-10-24	UHC-13018-79	—	6804 Harbor Blvd, Chandler, AZ, 85295	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120891	ENR	Julie Z Fernandez	1941-10-24	UHC-13018-79	—	6804 Harbor Blvd, Chandler, AZ, 85295	0.66	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-125345	ENR	Hannah K Lane	1981-02-02	UHC-85848-94	9845497613	4374 Grand Ave, Jacksonville, FL, 32203	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-107908	ENR	George S Hawkins	1952-08-07	UHC-45207-79	7812624340	6268 Ridge Rd, Chandler, AZ, 85274	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
CLM-416518	CLM	Christian Ferguson	1949-08-19	UHC-15332-76	—	7562 Indian School Rd, Fresno, CA, 93733	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103561	ENR	Wei H Ferguson	1953-09-09	UHC-99640-40	7694226581	1093 Valley View Dr, Sacramento, CA, 95821	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-134019	ENR	Michelle Y Jimenez	1994-09-17	UHC-06168-30	—	5351 Hillcrest Rd, Scottsdale, AZ, 85255	0.66	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
ENR-121759	ENR	Priya Ellis	1996-01-11	UHC-47259-09	9194213268	7290 Lake View Rd, Miami, FL, 33131	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
CLM-417646	CLM	Diana S Bailey	1999-12-01	UHC-96404-93	—	7001 Central Ave, San Antonio, TX, 78246	0.66	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-64089	TPA	Maria Moore	1952-08-07	—	—	3317 Lincoln Way, Atlanta, GA, 30369	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-111245	ENR	Kelly O Stewart	1997-10-28	UHC-76105-71	—	5781 Jefferson Ave, San Antonio, TX, 78263	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-103146	ENR	Kellly Miller	1944-05-08	UHC-25101-70	7846563919	8861 Sage Ct, Plano, TX, 75073	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
CLM-421944	CLM	Douglas Soto	1984-12-21	—	—	5646 Canyon Rd, Fresno, CA, 93708	0.66	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-104041	ENR	Jack B Soto	1955-04-11	UHC-39725-43	4713813670	1297 Central Ave, Tampa, FL	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
ENR-125512	ENR	Ahmed O Mendez	1973-10-11	UHC-82391-46	9519155498	9108 Market St, Tucson, AZ, 85713	0.66	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-415109	CLM	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St, Austin, TX, 78774	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more

2,817 rows, page 35 of 57Previous Next