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
CLM-412805	CLM	Brittany Hernandez	1972-01-22	—	—	8092 Washington St, Miami, FL, 33152	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108140	ENR	Jerry S Meyer	1955-02-05	UHC-94668-47	6818803780	6076 Pine Dr, Plano, TX, 75071	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130994	ENR	Elijah Alexander	2005-04-15	UHC-94455-08	8213486616	2219 Palm Dr, Seattle, WA	0.52	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55604	TPA	Christian West	1982-01-14	—	—	7534 Sage Ct, Los Angeles, CA, 90037	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-408675	CLM	Mariana L Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102111	ENR	Sophia Fox	1973-06-20	UHC-96989-32	4989404410	5249 Sage Ct, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109012	ENR	Ruth E Harvey	1940-10-13	UHC-80628-18	—	5958 Main St Apt 32, Gilbert, AZ, 85225	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-402289	CLM	Lauren Guzman	1969-10-09	UHC-74677-14	8047247512	6579 Bayshore Dr, Dallas, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
CLM-407703	CLM	Natalie Singh	1946-01-04	—	—	1116 Market St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-406932	CLM	Amber O Delgado	1998-09-15	UHC-52060-85	—	6469 Market St, Minneapolis, MN, 55401	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107715	ENR	Benjamin W Brown	1951-08-19	UHC-16254-06	8848062463	9444 Union St, Mesa, AZ, 85284	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
ENR-109109	ENR	Marilyn H Herrrera	1959-02-03	UHC-34250-05	2843742460	9296 Ridge Rd, Orlando, FL, 32834	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416321	CLM	Gabriel Carr	2007-02-14	—	—	2015 Jefferson Ave, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-408729	CLM	Fernandez Maria	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56299	TPA	Judith Gomez	1944-02-18	—	—	7594 Pine Dr # 271, Denver, CO, 80231	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114754	ENR	Bryan Morrison	1992-11-17	UHC-63751-61	—	2645 Harbor Blvd Apt 40, Seattle, WA, 98155	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
TPA-63202	TPA	Barbara C Carroll	1966-01-23	—	—	7998 Harbor Blvd, San Diego, CA, 92116	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59221	TPA	Arthur Kelley	1973-10-12	—	—	5723 Washington St, Jacksonville, FL, 32202	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-115920	ENR	Jess K Stephens	1948-06-15	UHC-76732-26	—	9811 Canyon Rd, Eden Prairie, MN, 55340	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-430828	CLM	Sandra Jaackson	1946-04-25	UHC-53077-56	—	3183 Union St # 539, Fresno, CA, 93728	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431878	CLM	Jeremy Dunncan	1977-04-20	—	—	3976 Mountain View Dr, Fresno, CA, 93709	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115117	ENR	Jerry L Riey	1941-10-02	UHC-25201-66	—	4607 Pine Dr, Charlotte, NC, 28214	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-403856	CLM	Shirley Fowler	1997-01-19	UHC-32210-23	—	6694 Sage Ct, San Diego, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52298	TPA	Keith Hernandez	1998-11-21	—	4353518061	1394 Apache Blvd # 931, Scottsdale, AZ, 85239	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117558	ENR	Stephanie Knight	1950-11-05	UHC-08962-38	5248963925	6930 Main St, Gilbert, AZ, 85284	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-420586	CLM	Margaret Carlson	1983-05-22	—	—	4067 Ridge Rd, Plano, TX, 75003	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118552	ENR	Benjamin Moore	—	UHC-21155-12	2456425065	8078 Meadow Ln, Jacksonville, FL, 32285	0.52	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
ENR-126172	ENR	Ana TJunk	1940-12-03	UHC-78398-32	4823253706	7129 Washington St, Orlando, FL, 32830	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130984	ENR	Bradley Z Lawrence	1954-01-17	UHC-30637-63	2993709265	6725 Valley View Dr Apt 6, Atlanta, GA, 30365	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138211	ENR	Heather Nelson	1977-12-27	UHC-32033-88	9344533818	3480 Main St # 814, Plano, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142089	ENR	Bobby T Bailey	1943-08-01	UHC-45632-49	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.52	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-426411	CLM	Frances Payne	2003-01-05	—	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-61323	TPA	Jennifer Castro	1950-04-02	—	—	1633 Sage Ct Apt 35, Jacksonville, FL, 32287	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57662	TPA	Austin C Richards	1989-08-07	—	—	9292 Forest Ave, Seattle, WA, 98168	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-132080	ENR	Judy X Walker	1964-12-08	UHC-62518-63	6175755014	1921 Grand Ave, Fresno, CA, 93728	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115901	ENR	Sofia Anderson	1967-01-26	UHC-62309-86	8154175839	5335 Forest Ave, Fresno, CA, 93762	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27893	PRV	Elijah Weaver	1954-12-01	UHC-12057-36	3912403286	2757 Cedar Ln, Seattle, WA, 98180	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-123483	ENR	Michael Q Santiago	1982-03-19	UHC-18032-12	2472944322	6144 Indian School Rd # 650, Atlanta, GA, 30313	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-59929	TPA	Charlotte Welch	2005-01-19	—	—	3149 Cedar Ln, Plano, TX, 75039	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121827	ENR	Beverly D Wodos	—	UHC-61084-84	4206867407	715 Willow Ct, Chandler, AZ, 85277	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126777	ENR	Nick V Jones	1987-04-25	UHC-74859-20	3296739739	2080 Valley View Dr, Nashville, TN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124107	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	3017906448	1996 Elm St, Tampa, FL, 33661	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111833	ENR	Joan F Jacobs	1985-03-01	UHC-79278-16	—	4384 Cedar Ln, Miami, FL, 33133	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139288	ENR	Chrristian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422762	CLM	Omar Freeman	1968-07-21	UHC-21072-58	7112739404	6603 Highland Ave, Seattle, WA, 98178	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114511	ENR	Doris Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-129111	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129112	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117546	ENR	Logan Y Gonzales	1986-07-13	UHC-19729-25	—	6025 River Rd, Orlando, FL, 32899	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-428152	CLM	Gloria Yang	1940-02-03	UHC-03625-33	—	9382 Indian School Rd, Orlando, FL, 32871	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

55,824 rows, page 169 of 1,117Previous Next