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-137440	ENR	Richard Tran	1938-07-21	UHC-09404-57	8859134278	7877 Oak St, Plano, TX	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121720	ENR	Joan P Allen	—	UHC-43523-68	6904581662	6847 Main St, Scottsdale, AZ, 85231	0.32	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+6 more
ENR-103227	ENR	Catherne P Nelson	1954-10-12	UHC-61771-81	4817875132	7047 Oak St, Los Angeles, CA, 90001	0.32	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-103498	ENR	ElizabethJunk	1949-02-13	UHC-51524-84	9452067176	3180 River Rd, Gilbert, AZ, 85221	0.32	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+6 more
ENR-100589	ENR	Bradley U Carroll	2004-12-02	UHC-60033-71	—	1790 Highland Ave, Columbus, OH, 43233	0.32	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+6 more
CLM-428831	CLM	Nicholas King	1992-05-02	UHC-48082-65	2465985861	2780 Oak St, San Antonio, TX, 78231	0.32	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+6 more
ENR-101116	ENR	Joan Lee	1953-12-07	UHC-09101-25	4428955182	7927 Market St Apt 10, Plano, TX, 75051	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-400593	CLM	Daniel Burton	1962-04-20	UHC-24083-79	—	8924 Canyon Rd Apt 18, Phoenix, AZ, 85021	0.32	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+6 more
ENR-114974	ENR	Charles C Bryant	1969-02-06	UHC-01319-03	4216140249	5690 Lincoln Way Apt 26, Sacramento, CA	0.32	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+6 more
ENR-126189	ENR	Judith Rodriguez	—	—	2368689933	3081 Sage Ct, Scottsdale, AZ, 85279	0.32	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+6 more
ENR-108829	ENR	Zachary H Palmer	1947-02-28	UHC-29115-60	9367893997	5230 Apache Blvd, Dallas, TX, 75225	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
CLM-408248	CLM	Samuel Kennedy	2001-10-07	UHC-13635-82	—	3167 Church St, Tempe, AZ, 85231	0.32	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+6 more
PRV-25507	PRV	Steven Howell	2008-02-19	—	4822045345	1820 Maple Ave, Sacramento, CA, 95878	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-139254	ENR	Patrick Sanders	2005-09-06	UHC-58486-46	3583540598	4835 Apache Blvd, San Diego, CA	0.32	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+6 more
ENR-132033	ENR	Douglas Shaw	2003-06-09	UHC-63265-53	7303602095	7808 Union St, San Diego, CA, 92129	0.32	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+6 more
ENR-124296	ENR	Wei W Garrett	1986-11-10	UHC-19525-85	—	2747 Harbor Blvd, Seattle, WA	0.32	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+6 more
CLM-400338	CLM	Ralph Little	1941-02-04	—	8487806162	3843 Elm St # 201, Tucson, AZ, 85760	0.32	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+6 more
ENR-119644	ENR	Marcus Carlson	1952-10-07	UHC-22047-61	5296521919	4973 Spring St # 808, Orlando, FL, 32876	0.34	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-129164	ENR	Gabriel H Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-26412	PRV	Alan G Bradley	1971-09-10	UHC-99205-78	—	5458 Oak St, Tampa, FL, 33633	0.34	Name re-cased Two-digit birth year Member ID reformatted SSN last four extracted+5 more
ENR-134009	ENR	George H Le	2006-05-06	UHC-06211-11	5269622393	9213 Central Ave, Tucson, AZ, 85754	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-141072	ENR	Kelly Foowler	—	UHC-70294-56	8219749261	4775 Washington St # 735, Mesa, AZ, 85242	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
TPA-61517	TPA	Lauren Contreras	1976-01-15	—	—	2727 Forest Ave, Gilbert, AZ, 85257	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
CLM-431795	CLM	Amber Jordan	1987-03-10	—	—	6220 Cedar Ln, Tempe, AZ, 85208	0.34	Name re-cased Phone missing area code SSN last four extracted Street suffix standardised+5 more
ENR-137004	ENR	Jacqueline M Jackson	1952-07-07	UHC-10320-15	6553373931	593 Sunset Blvd Apt 34, Jacksonville, FL, 32219	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-118392	ENR	Stephen L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr, Denver, CO	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-140405	ENR	QJunk	1971-06-06	UHC-76693-97	6105356549	3298 Bayshore Dr, Los Angeles, CA, 90011	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-423313	CLM	Elizabeth Simpson	1942-05-15	UHC-88527-17	—	7249 Valley View Dr, Las Vegas, NV	0.34	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+5 more
CLM-403732	CLM	Jessica Alexander	1939-07-15	UHC-53980-36	6044701402	3491 Pine Dr # 497, Atlanta, GA, 30323	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-407483	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-407482	CLM	Jeremy R Patel	1990-06-20	UHC-07309-11	2818759233	9506 Meadow Ln, Miami, FL, 33164	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
CLM-401260	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.34	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+5 more
CLM-409469	CLM	Laura S Dunn	1976-02-22	UHC-44881-02	6166557095	8838 Park Pl # 812, Mesa, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-401374	CLM	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd, Minneapolis, MN, 55475	0.34	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-101398	ENR	Samantha Flores	—	UHC-62256-11	2182269409	519 Lake View Rd, Eden Prairie, MN	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-117544	ENR	Anthony G Lee	—	UHC-33113-68	7874653933	276 Hillcrest Rd Apt 13, Charlotte, NC, 28262	0.34	Date of birth missing Phone reformatted Member ID reformatted SSN last four extracted+5 more
TPA-60853	TPA	Sofia Banks	1974-10-01	—	2256355737	8990 Sunset Blvd # 855, Gilbert, AZ, 85250	0.34	Name re-cased Phone reformatted SSN last four extracted Unit split from street+5 more
CLM-401433	CLM	Sophia Pierce	—	UHC-04501-42	4766693777	6744 Desert Sky Blvd, Glendale, AZ, 85382	0.34	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+5 more
CLM-418138	CLM	Chris Diaz	1975-08-24	UHC-64030-78	9432688743	5277 Mountain View Dr # 572, Los Angeles, CA, 90040	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-124240	ENR	Frances I Romero	1943-02-01	UHC-62187-84	3247173625	867 Forest Ave # 184, Chandler, AZ	0.34	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+5 more
ENR-112866	ENR	Christina Pena	1941-07-20	UHC-98004-36	7193359166	4121 Meadow Ln, San Diego, CA, 92127	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-123442	ENR	Julie Mason	2004-03-06	UHC-93214-75	7003611232	315 Desert Sky Blvd, Tempe, AZ, 85298	0.34	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-108131	ENR	Sandra T Lucas	2007-12-14	UHC-39711-12	5374051445	5385 River Rd, Denver, CO	0.34	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+5 more
ENR-116316	ENR	Wei Payne	1990-05-02	UHC-85194-30	7702144456	5580 Valley View Dr Apt 30, Charlotte, NC, 28257	0.34	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-131478	ENR	Priya Ortiz	1954-04-27	UHC-63640-79	—	855 Indian School Rd # 353, Jacksonville, FL, 32287	0.34	Name re-cased Member ID reformatted SSN last four extracted Unit split from street+5 more
ENR-141262	ENR	Pamela Sandoval	1945-05-07	UHC-92873-42	—	6572 Union St, Gilbert, AZ, 85225	0.34	Two-digit birth year Phone missing area code SSN last four extracted Street suffix standardised+5 more
CLM-426712	CLM	Tereza D Cunningham	—	—	—	981 Willow Ct Apt 24, San Diego, CA, 92163	0.36	Name re-cased Date of birth missing SSN last four extracted Unit split from street+4 more
ENR-123663	ENR	Scott E Scott	—	UHC-61124-09	3095821368	3841 Central Ave, Phoenix, AZ, 85040	0.36	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+4 more
ENR-125268	ENR	Anthony U Wells	1955-06-12	UHC-46535-81	8936221346	8883 Central Ave, Glendale, AZ, 85336	0.36	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-138200	ENR	Kelly J Soto	—	UHC-56412-43	—	619 Church St, Scottsdale, AZ, 85263	0.36	Date of birth reformatted Date of birth unreadable Member ID reformatted SSN last four extracted+4 more

2,817 rows, page 2 of 57Previous Next