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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138384	ENR	Lucia P Ellis	1973-09-15	UHC-81593-46	9297806190	1316 Sage Ct, Chandler, AZ, 85252	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430868	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-430867	CLM	Dennis Brown	1944-05-22	—	—	5143 Cedar Ln, Minneapolis, MN, 55447	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-404292	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-404293	CLM	Carloos Graay	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA, 92146	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-118139	ENR	Roger Perkins	1990-12-09	UHC-42079-03	—	9858 Camelback Rd, Miami, FL, 33130	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-59245	TPA	Mari X Rivera	1989-09-25	—	—	6492 River Rd # 541, Glendale, AZ, 85353	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111308	ENR	Tim George	1951-04-03	UHC-97376-17	6778141778	397 Sage Ct Apt 38, Denver, CO, 80240	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112019	ENR	Donald Walker	2002-06-26	UHC-23250-48	2969652931	6076 Palm Dr, Tempe, AZ, 85264	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-401112	CLM	Jeffrey Garrett	1942-07-10	—	8367469073	9155 Bayshore Dr, Seattle, WA, 98141	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53888	TPA	Bruce Perkins	1968-04-02	—	3819597953	7248 Grand Ave, Jacksonville, FL, 32257	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-122669	ENR	Willliam I Stewart	1961-07-10	UHC-93919-22	6522388424	3967 Central Ave, San Antonio, TX, 78270	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-401587	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-401588	CLM	Lucia Perkins	1968-10-09	UHC-64440-21	—	9799 Washington St, Denver, CO, 80247	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-407693	CLM	Ryan Ramos	1990-12-12	UHC-27963-44	—	1686 Hillcrest Rd, Columbus, OH, 43227	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
PRV-20873	PRV	Denise Bennett	2003-06-18	—	3614947193	3143 Mountain View Dr Apt 33, Denver, CO, 80286	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-128269	ENR	Terry L Li	1965-05-07	UHC-83597-11	4623377466	8628 Oak St, San Antonio, TX, 78245	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-62446	TPA	Gerald Garza	1945-04-09	—	—	3829 Main St, Denver, CO, 80234	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP+4 trimmed+2 more
CLM-410682	CLM	Steven Campbell	1996-09-20	UHC-56403-13	4432794992	5909 Central Ave, Orlando, FL, 32898	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-106883	ENR	Brandon E Lane	1986-11-24	UHC-12070-15	—	8331 Maple Ave, Tampa, FL, 33653	0.64	Name re-cased SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-124042	ENR	Waayne Phillips	1985-01-07	UHC-08722-05	6203962170	8846 Canyon Rd, Orlando, FL, 32840	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-418715	CLM	Jazon Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd, Columbus, OH	0.64	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased+2 more
ENR-130274	ENR	Christina G Mills	1988-03-10	UHC-90641-03	6979072831	8171 Ridge Rd, Plano, TX, 75059	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-108392	ENR	Judith H Collins	1940-07-01	UHC-17083-49	—	3939 Oak St, Scottsdale, AZ, 85221	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20574	PRV	Sarah D Grant	1999-01-04	—	3543233551	4672 Canyon Rd, Minneapolis, MN, 55413	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106916	ENR	Kate Daniels	1993-12-04	UHC-46531-41	7475710519	4170 Market St, Glendale, AZ, 85319	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63096	TPA	Walter Nelson	1983-03-25	—	—	3472 Cedar Ln, Jacksonville, FL, 32264	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-58478	TPA	Jeffrey Lane	1941-09-24	—	—	3740 Mesa Dr, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-430896	CLM	Valentina Reid	1965-04-06	—	—	4462 Lake View Rd, Phoenix, AZ, 85029	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-121626	ENR	Kimberly Matthews	1995-04-26	UHC-07806-94	—	8851 Lake View Rd, Austin, TX, 78745	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-124470	ENR	Harold H Martinez	1994-01-03	UHC-94658-96	6657099300	2922 Forest Ave, Phoenix, AZ, 85029	0.64	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406725	CLM	Carl A Clark	1977-10-08	UHC-03377-54	2355177070	6214 Bayshore Dr, Los Angeles, CA, 90007	0.64	Street suffix standardised Address re-cased City re-cased State code upper-cased+2 more
PRV-23269	PRV	Margaret Roberts	1962-05-20	UHC-10370-08	3216525886	6363 Highland Ave, Los Angeles, CA, 90039	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407108	CLM	Omar Oliver	2008-10-01	UHC-32622-59	8862881687	7149 Market St, San Diego, CA, 92147	0.64	Name re-cased Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-28690	PRV	Arjun Martinez	1977-04-11	—	6263650166	5901 Central Ave # 438, Phoenix, AZ, 85091	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54358	TPA	Herny Espinoza	1959-07-26	—	3546701432	1745 Church St, Austin, TX, 78795	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
ENR-142402	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142401	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55196	TPA	Zachary Simpson	1964-12-08	—	—	5711 Church St, Miami, FL, 33183	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+2 more
TPA-62054	TPA	Michelle Hart	1972-04-06	—	—	2271 Lake View Rd, Houston, TX, 77096	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-57804	TPA	Jennifer Fisher	1960-11-02	UHC-08664-81	—	4602 Spring St, Dallas, TX, 75286	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-429134	CLM	Juan Murray	—	UHC-76789-10	—	9062 Park Pl, Gilbert, AZ, 85263	0.64	Date of birth missing Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-403548	CLM	Kelly Shaw	1994-12-10	UHC-70062-36	—	7662 Lake View Rd, Chandler, AZ, 85265	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421525	CLM	Bevery Fox	1990-03-13	UHC-82946-02	4622587225	1338 Park Pl, Las Vegas, NV	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-141466	ENR	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 533, Sacramento, CA, 95887	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
PRV-28714	PRV	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	7931 Forest Ave, Plano, TX, 75052	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-404255	CLM	Jordan Ross	1975-01-26	—	—	8556 Market St, Eden Prairie, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-108916	ENR	Amy Andrews	1968-08-10	UHC-27865-67	—	6269 Market St, Minneapolis, MN	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-26525	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP missing+2 more
TPA-55929	TPA	Noah Moreno	1950-01-19	—	6237746058	2347 Bayshore Dr, Charlotte, NC, 28283	0.64	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised+2 more

4,010 rows, page 25 of 81Previous Next