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
PRV-23580	PRV	Sharon Thomas	1942-09-22	UHC-96128-13	—	3073 Lincoln Way, San Antonio, TX, 78243	0.64	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed+2 more
CLM-420275	CLM	Jesse C Perkins	1939-08-23	UHC-21132-90	—	2291 Market St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50314	TPA	Betty Simpson	1985-03-11	—	—	3543 Elm St, Plano, TX, 75010	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51454	TPA	Roger L Ryan	1975-08-28	UHC-35596-61	—	5731 Ridge Rd # 723, Minneapolis, MN, 55463	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405676	CLM	Mari Hanzen	1983-11-28	UHC-89653-21	—	9210 Sage Ct, Tempe, AZ, 85292	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-123469	ENR	Joseph V Singh	2004-02-27	UHC-18019-52	8848440562	6408 Market St, Austin, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-408447	CLM	Joshua T Walsh	1988-08-25	UHC-33244-92	3834786648	3529 Union St, Eden Prairie, MN, 55349	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20435	PRV	Amber Yang	1959-09-10	—	3556570858	1998 Jefferson Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+2 more
ENR-128144	ENR	Joshua Andrews	1993-02-11	UHC-24660-45	—	9516 Sunset Blvd, Minneapolis, MN, 55457	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409686	CLM	Isabella F Sandoval	1960-09-25	UHC-55384-75	—	3929 Mountain View Dr, Los Angeles, CA, 90073	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118671	ENR	Michelle W Rivera	1989-06-02	UHC-89576-64	3225737826	6134 Hillcrest Rd, Tampa, FL, 33667	0.64	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-104923	ENR	Linda Luna	1956-06-23	UHC-58794-29	6947805839	5602 Baseline Rd, Denver, CO, 80214	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-420700	CLM	Donna Guerrero	1993-09-18	UHC-56642-68	—	5282 Main St, Charlotte, NC, 28204	0.64	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-121224	ENR	Btety F McCoy	1946-02-21	UHC-82664-27	3772547425	8162 Elm St, Seattle, WA, 98119	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-405093	CLM	Valentina J Alvarado	1954-06-20	—	2494603363	2353 Palm Dr, Orlando, FL, 32831	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-129371	ENR	Stephanie X Pamler	1987-10-22	UHC-89086-16	7517468238	3874 Elm St, Gilbert, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138077	ENR	Marcus X Walsh	1997-07-05	UHC-37839-21	9878415044	9217 Church St, Tampa, FL, 33645	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25570	PRV	Ronald Long	1972-07-10	—	—	3301 Oak St, Charlotte, NC, 28270	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-417624	CLM	Jennifer Hicks	1977-06-28	UHC-17473-44	3962482075	9182 Ridge Rd, Tempe, AZ, 85226	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61816	TPA	Roger Nguyen	1946-11-14	—	9607734942	4808 Highland Ave, Glendale, AZ, 85381	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101720	ENR	Tyler Estrada	1977-04-19	UHC-86807-20	—	5571 Central Ave, Gilbert, AZ, 85223	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114020	ENR	Thomas Q Myers	1988-01-26	UHC-75619-36	7984446750	4476 Desert Sky Blvd Apt 35, Atlanta, GA, 30353	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-52739	TPA	Donna G Mitcell	1947-08-01	UHC-84277-54	—	1369 Canyon Rd, Gilbert, AZ, 85290	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417984	CLM	Christine C Delgado	1941-08-20	—	4209125213	6732 Elm St, Jacksonville, FL, 32237	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132147	ENR	Gerald F Walsh	1992-12-12	UHC-26959-99	5344482132	4133 Forest Ave, Las Vegas, NV, 89126	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421423	CLM	Denise Wang	2005-07-13	UHC-08918-74	—	1095 Bayshore Dr # 855, Sacramento, CA, 95863	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128728	ENR	Rachel Flores	2001-04-19	UHC-51774-44	4768515262	3695 Maple Ave Apt 33, Houston, TX, 77045	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122248	ENR	Philip T Thomas	2003-05-05	UHC-21836-23	4322716466	7967 Meadow Ln, Mesa, AZ, 85248	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402508	CLM	William Simmons	1972-06-17	UHC-76744-15	4213430868	3955 Oak St, Miami, FL, 33134	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136036	ENR	Maria Henderson	2010-11-21	UHC-96129-77	9462942356	7846 Washington St, Phoenix, AZ, 85083	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111034	ENR	Wayne Carlson	1975-08-09	UHC-25678-31	6516015704	5863 Grand Ave, Charlotte, NC, 28265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116670	ENR	Frank V West	2008-07-19	UHC-04003-72	3652722280	9071 Cedar Ln, Tempe, AZ, 85266	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27216	PRV	Stephanie Harris	1943-12-15	UHC-40495-92	6903715635	3844 Spring St, Eden Prairie, MN, 55306	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-120330	ENR	Jacqueline G Owens	1994-08-23	UHC-62366-83	—	2104 Mountain View Dr, Gilbert, AZ, 85242	0.64	Date of birth reformatted State name converted to code Email lower-cased Gender normalised+2 more
CLM-401401	CLM	Gabriel Robertson	1946-05-09	UHC-65311-64	—	5918 Mountain View Dr, Glendale, AZ, 85335	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27211	PRV	Bruce Cruz	1981-12-23	UHC-98583-63	7274964163	5953 Elm St, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-137209	ENR	Waltr Wang	1979-05-02	UHC-11747-41	6956390188	2283 Meadow Ln Apt 25, Jacksonville, FL, 32220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-27874	PRV	Rebecca D Meendoza	2006-03-10	—	—	9585 Baseline Rd # 463, Houston, TX, 77094	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130421	ENR	Raymond I Snyder	1957-01-06	UHC-68621-79	7075318291	2895 Park Pl, Denver, CO, 80280	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112053	ENR	Sean Z Sims	1966-10-05	UHC-28541-23	8875415263	5018 Elm St, Mesa, AZ, 85281	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430496	CLM	Sean Schmidt	1984-12-05	—	4822037122	4144 Sage Ct, Fresno, CA, 93715	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432632	CLM	Mateo Black	1994-09-12	UHC-06260-45	3126194905	1266 Jefferson Ave, Tucson, AZ, 85722	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-416147	CLM	Harold Greene	1994-12-16	UHC-22101-81	9595439891	7545 Ocean Ave, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-124753	ENR	Philip Scott	1943-05-13	UHC-89601-27	5666321495	6752 River Rd, Tempe, AZ, 85240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115243	ENR	Kevin R Ngueyn	1960-09-17	UHC-91720-45	—	7436 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Email lower-cased+2 more
ENR-138538	ENR	Michelle Dunn	2003-01-16	UHC-48007-78	4885728736	4866 Meadow Ln, Nashville, TN, 37202	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-118872	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
ENR-118873	ENR	Kevin PJunk	1961-12-15	UHC-11236-73	6676859604	2062 Camelback Rd, Los Angeles, CA, 90030	0.64	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
CLM-426905	CLM	Douglas Gray	1992-08-04	UHC-82303-97	—	—	0.64	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased+2 more
CLM-426612	CLM	Elizabeth G Reed	1950-03-08	—	9325660609	8057 Palm Dr, Tempe, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more

32,400 rows, page 162 of 648Previous Next