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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-28513	PRV	Joshua Stevens	1980-10-26	—	7373281853	9610 Washington St # 268, Charlotte, NC, 28216	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+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
CLM-402606	CLM	Albert Myers	1959-03-01	—	7528889110	2650 Mountain View Dr Apt 20, Denver, CO, 80224	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-406783	CLM	Andrew Crawford	1944-10-27	UHC-51292-90	—	5392 Grand Ave # 770, Tempe, AZ	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-64212	TPA	Alxis Hicks	1950-12-06	—	—	7538 Market St Apt 10, Seattle, WA	0.34	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-129991	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-129990	ENR	Don D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd Apt 30, Orlando, FL, 32808	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
ENR-118421	ENR	GeraldJunk	1975-03-15	UHC-76960-16	2896459059	5589 Indian School Rd, Plano, TX, 75022	0.34	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
ENR-119738	ENR	Roy B Reid	1975-11-05	UHC-74723-28	2044353822	7434 Cedar Ln, Glendale, AZ, 85398	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-142071	ENR	Randy M Gonzalez	1951-05-02	UHC-84958-95	7466478219	7743 Meadow Ln Apt 16, Denver, CO, 80213	0.34	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-110071	ENR	Justin C Aguilar	1963-01-19	UHC-83597-02	—	1260 Canyon Rd, Las Vegas, NV, 89131	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+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-103705	ENR	Michael R Fernandez	2005-12-20	UHC-68247-93	2227347727	7948 Elm St Apt 5, Orlando, FL, 32805	0.34	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+5 more
TPA-56047	TPA	Melissa Yang	1968-05-01	—	—	6901 Hillcrest Rd, Plano, TX, 75036	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
CLM-412793	CLM	Christina Nelson	1904-05-19	—	6875653340	8514 Union St, San Antonio, TX, 78217	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130891	ENR	Christian L McCoy	—	UHC-69126-94	4142540815	3749 Park Pl, Los Angeles, CA, 90076	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-140680	ENR	Richard T Wells	1947-06-08	UHC-81803-04	3956808131	6092 Camelback Rd, Fresno, CA	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
CLM-407333	CLM	Julie Carroll	1974-10-14	UHC-17928-78	5768387250	456 Pine Dr # 471, Glendale, AZ, 85388	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+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-142814	ENR	Carolyn Wright	1976-05-19	UHC-94808-34	8584728544	3585 Jefferson Ave, Dallas, TX, 75210	0.34	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-29432	PRV	Stephen D Bowman	—	—	6836009142	4750 Indian School Rd # 414, Jacksonville, FL, 32248	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
PRV-28178	PRV	Mary Herrera	1973-03-20	—	8299189312	7943 Palm Dr, Houston, TX, 77040	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-107127	ENR	Benjamin C Ward	—	UHC-95958-47	5076283098	7178 Indian School Rd Apt 3, Seattle, WA, 98177	0.34	Name split from “Last, First”Date of birth missing Phone reformatted Unit split from street+5 more
CLM-405802	CLM	Harold V Reynolds	1985-09-02	UHC-89498-76	—	7204 Bayshore Dr, Tampa, FL, 33604	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
CLM-416557	CLM	Mei Le	—	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.34	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+5 more
ENR-137736	ENR	Sandra P Bradley	1970-05-25	UHC-59697-99	7829315135	216 Lake View Rd, Denver, CO, 80285	0.34	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-113583	ENR	Deborah Z Morrison	1975-03-18	UHC-27089-19	5276998981	8651 Central Ave # 503, Tempe, AZ, 85298	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-113810	ENR	Sarah Y Austin	1939-07-22	UHC-41524-15	7647098002	6125 Harbor Blvd Apt 29, Houston, TX	0.34	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-115053	ENR	Jack J Nunez	1941-11-25	UHC-98297-44	5964407584	337 Lake View Rd Apt 8, Nashville, TN, 37249	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
TPA-51717	TPA	Philip F Price	1999-11-07	—	5548342963	1953 Hillcrest Rd, Gilbert, AZ, 85296	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-124509	ENR	Ronald Ortiz	1969-08-20	UHC-32773-67	9379317958	3344 Harbor Blvd # 607, Eden Prairie, MN, 55337	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+5 more
CLM-401527	CLM	Daniel Wright	1970-12-24	UHC-24840-66	6022577663	1934 Valley View Dr Apt 25, Orlando, FL, 32856	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
CLM-421798	CLM	Jacqueline Hicks	1938-03-12	—	3807367879	9011 Cedar Ln # 748, Columbus, OH, 43214	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-139797	ENR	Sofia Y Bowman	1964-11-20	UHC-32544-49	—	3843 Baseline Rd, Scottsdale, AZ	0.34	Name re-cased Phone missing area code Street suffix standardised Address re-cased+5 more
ENR-124447	ENR	Terry J Tran	—	—	6984741248	3734 Church St, Atlanta, GA, 30331	0.34	Middle initial moved out of first name Name re-cased Date of birth missing Phone reformatted+5 more
ENR-123691	ENR	Bruce Cole	—	UHC-76142-82	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.34	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+5 more
ENR-128664	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-128663	ENR	Henry Jackson	1989-12-05	UHC-36524-58	—	6758 Forest Ave, Eden Prairie, MN, 55323	0.34	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+5 more
ENR-119714	ENR	Judith B Romero	1965-12-01	UHC-76613-51	6459399856	1753 River Rd, Austin, TX, 78784	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-136329	ENR	Lori X Hayes	—	—	9358116096	4548 Lincoln Way, Sacramento, CA	0.34	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+5 more
TPA-60914	TPA	Bradley R Watkins	2008-04-01	—	5773987294	4441 Valley View Dr, Atlanta, GA	0.34	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-124672	ENR	Gloria Banks	1950-07-06	UHC-84655-02	—	5506 Park Pl, Jacksonville, FL	0.34	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-135783	ENR	Wayne V Brooks	1985-11-28	UHC-24088-93	8023416758	7109 Church St # 673, Tempe, AZ	0.34	Name re-cased Two-digit birth year Phone reformatted Unit split from street+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
CLM-407124	CLM	Sandra Guzman	2007-11-26	UHC-35500-64	—	7954 Desert Sky Blvd, Houston, TX, 77083	0.34	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+5 more
PRV-28823	PRV	Zachary Harvey	1982-02-22	—	9485635188	9098 Oak St Apt 16, Dallas, TX, 75260	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-63562	TPA	Alexander Le	2005-11-18	UHC-62633-54	9329506105	5252 Lake View Rd, Plano, TX, 75032	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53784	TPA	Ethan Rodriguez	1938-05-11	—	5217837170	980 Sage Ct, Los Angeles, CA	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
CLM-419511	CLM	Katherine Black	1963-12-18	UHC-81943-57	—	6907 Elm St, Eden Prairie, MN	0.34	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
ENR-124607	ENR	Ashley F Davis	1939-01-14	UHC-48670-60	7038992279	1452 Church St Apt 23, Orlando, FL	0.34	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+5 more

55,824 rows, page 11 of 1,117Previous Next