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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-400297	CLM	Douglas George	1985-12-18	UHC-91044-29	—	9884 River Rd, Tempe, AZ, 85217	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56398	TPA	Arthur Pierce	1950-01-16	—	—	6768 Lincoln Way, Tampa, FL, 33673	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-102106	ENR	Brittany V Contreras	1961-08-02	UHC-96678-57	5372095027	4487 Pine Dr, Nashville, TN, 37283	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135645	ENR	Ahmed G Harrison	1977-06-08	UHC-65862-40	—	1572 Palm Dr, Minneapolis, MN, 55485	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-58987	TPA	Noah Cook	1982-04-09	—	6506429202	496 Market St, Tempe, AZ, 85263	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-419889	CLM	Diana Flores	1943-09-06	UHC-29823-15	5509507556	8278 Hillcrest Rd, Tucson, AZ, 85750	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54706	TPA	Jose Munoz	1982-11-23	—	—	7787 Mesa Dr, Tampa, FL, 33665	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424867	CLM	Hiroshi Q Brooks	1990-08-15	UHC-65032-33	—	741 Canyon Rd, Nashville, TN, 37232	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-119899	ENR	Kyle Payne	1959-08-12	UHC-34802-47	5037025706	6422 Forest Ave, Gilbert, AZ, 85239	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-118770	ENR	Ralph Reed	1978-06-03	UHC-28797-29	3289065305	6164 Main St, Nashville, TN, 37205	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429085	CLM	Thomas Snyder	1999-07-18	—	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-120929	ENR	Alan Mills	1998-02-18	UHC-85719-06	—	6345 Church St, Eden Prairie, MN	0.52	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
CLM-429140	CLM	Carl Gibson	1986-02-04	—	—	1931 Camelback Rd, Jacksonville, FL, 32236	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-117737	ENR	Eugene T Hanson	1955-06-03	UHC-51392-83	7994356982	4699 Washington St, Atlanta, GA, 30324	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51138	TPA	Eugene Robinson	1958-11-01	UHC-47358-77	7946847171	6267 Oak St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-110439	ENR	Randy L Murphy	1944-02-26	UHC-31162-50	8496614340	243 Central Ave, Charlotte, NC, 28250	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414236	CLM	Lori I Austin	2003-07-23	UHC-45897-76	—	500 Camelback Rd, San Diego, CA, 92121	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-133873	ENR	Amy J Jacobs	1952-01-01	UHC-84427-31	3709816363	5267 Main St, San Diego, CA, 92158	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-58407	TPA	Eugene Fields	1946-04-17	—	2327990491	8134 Valley View Dr, Columbus, OH, 43232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-401095	CLM	Daniel Bailey	1967-02-12	—	—	6151 Desert Sky Blvd, Mesa, AZ, 85276	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123404	ENR	Susan Y Herrera	—	UHC-06139-07	6624850951	1060 Meadow Ln, Las Vegas, NV, 89156	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136204	ENR	Victoria F Clark	1988-04-08	UHC-71043-44	3966356640	9334 Grand Ave, Minneapolis, MN, 55437	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-403187	CLM	Yuki A Herrera	2004-09-05	—	2209178255	1268 Palm Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140759	ENR	Janice Z Marshall	1985-02-22	—	—	5578 Bayshore Dr, Sacramento, CA, 95824	0.52	SSN last four extracted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131029	ENR	Yukki Elliott	1992-02-18	UHC-02081-19	5678289868	4413 Church St, Chandler, AZ, 85273	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-103323	ENR	Oivia R Hughes	1985-02-19	UHC-11245-96	2379719758	6459 Lake View Rd, Denver, CO, 80228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-104502	ENR	Timothy Hamilton	1952-01-26	UHC-90711-45	8204608804	6114 Church St, Eden Prairie, MN, 55359	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-110970	ENR	Alexander I Shaw	1938-03-04	UHC-11225-39	4905439961	5813 Market St, Orlando, FL	0.52	Middle initial moved out of first name Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-114586	ENR	King Sofia	1959-10-18	UHC-08034-30	4546029507	1813 Valley View Dr Apt 31, Scottsdale, AZ, 85248	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101409	ENR	Olivia I Carrr	1950-07-25	—	6778441730	3834 Forest Ave Apt 20, Jacksonville, FL, 32222	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429160	CLM	Jason Z Thompson	1994-08-22	—	5913030233	1783 Indian School Rd, Nashville, TN, 37241	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100846	ENR	Justin Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX, 78238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63010	TPA	Austin Rogers	1986-07-06	—	—	7743 Sage Ct, San Antonio, TX, 78273	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-118078	ENR	Joshua O Lawson	1965-11-09	—	5304886448	7160 Apache Blvd, Denver, CO	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120562	ENR	Anna C Fox	1995-06-05	UHC-77555-18	4938302103	8586 Central Ave, San Diego, CA	0.52	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing+2 more
TPA-61873	TPA	Katherrine Estrada	1969-09-09	—	5177047628	3002 Elm St, Dallas, TX, 75262	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22440	PRV	Gloria Webb	1941-12-28	UHC-39563-01	—	7915 Mountain View Dr, Austin, TX, 78757	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133719	ENR	Jazon H Ruuiz	2000-12-27	UHC-96989-78	5813823891	5935 Jefferson Ave, Chandler, AZ, 85251	0.52	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-109712	ENR	Amber Z Moreno	—	UHC-42609-25	4634784921	7167 Elm St, Chandler, AZ, 85240	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50139	TPA	Priya Alexander	1983-03-13	—	—	1179 Canyon Rd, Tempe, AZ, 85292	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
PRV-23606	PRV	Kyle Hall	1971-12-28	UHC-40356-45	4987164866	3425 River Rd, Eden Prairie, MN, 55396	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114249	ENR	Megan P Carpenter	1946-06-01	UHC-78670-63	5025705284	3675 Willow Ct, Nashville, TN, 37231	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-405833	CLM	Sara Carr	1982-05-24	UHC-76869-45	—	3915 Washington St, Nashville, TN, 37293	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-114075	ENR	Ethna Jacobs	1943-12-05	UHC-87152-41	7244354459	8666 Mountain View Dr, Glendale, AZ	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121170	ENR	Donald OJunk	1999-01-19	UHC-13344-80	4376913779	5902 Broadway # 844, Eden Prairie, MN, 55322	0.52	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-116061	ENR	Arjun O Wong	1993-08-22	UHC-77127-41	4293948346	1565 Sunset Blvd, Gilbert, AZ, 85242	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127954	ENR	Victoria G Kelley	2004-12-11	UHC-58308-81	—	3826 Washington St, Glendale, AZ, 85321	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-59142	TPA	Karen Martin	1984-04-01	—	—	3754 Main St, Miami, FL, 33149	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-422647	CLM	Philip Vasquez	1942-01-18	UHC-19675-29	—	1135 Sage Ct, Jacksonville, FL, 32237	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24739	PRV	Rivera Logan	1976-05-01	UHC-27810-95	7747795587	8658 Elm St Apt 11, Phoenix, AZ	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP missing+2 more

16,828 rows, page 81 of 337Previous Next