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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111849	ENR	Sarah M Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St # 614, Los Angeles, CA, 90017	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed
CLM-427879	CLM	Joyce Nunez	1991-01-18	UHC-97504-31	—	6894 Desert Sky Blvd # 693, Seattle, WA	0.56	SSN last four extracted Unit split from street ZIP missing Placeholder values cleared
TPA-56447	TPA	Rayomnd Nelson	1955-03-01	—	—	8292 Sunset Blvd Apt 8, Houston, TX, 77058	0.56	Name split from “Last, First”Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-109954	ENR	Joe G Cole	1985-08-07	UHC-46172-66	4989124773	7865 Maple Ave Apt 35, Gilbert, AZ, 85294	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-408141	CLM	Elizabeth Edwards	2004-12-03	UHC-73277-83	—	2881 Bayshore Dr Apt 6, Phoenix, AZ, 85007	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
CLM-429765	CLM	Raplh Cox	—	UHC-70393-90	—	2393 Sage Ct Apt 21, Charlotte, NC, 28240	0.56	Date of birth unreadable Unit split from street State name converted to code Placeholder values cleared
ENR-115780	ENR	Megan N Griffin	2002-12-19	UHC-61856-74	9242532644	4173 Canyon Rd Apt 13, Gilbert, AZ, 85223	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
CLM-423280	CLM	—Junk	1942-11-23	UHC-80279-32	—	3751 Forest Ave # 346, Los Angeles, CA, 90061	0.56	Unit split from street ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
CLM-404098	CLM	VirginiaJunk	1981-04-11	—	—	8224 Maple Ave Apt 17, Fresno, CA, 93751	0.56	Unit split from street Gender normalised Placeholder values cleared No usable name (quarantined)
TPA-55510	TPA	Henry Pierce	2007-07-20	—	—	6795 Park Pl # 146, Plano, TX, 75007	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
CLM-403253	CLM	Harold V Ford	1948-12-14	UHC-03013-33	—	7988 Mesa Dr # 691, Miami, FL	0.56	Unit split from street State name converted to code ZIP missing Placeholder values cleared
ENR-117331	ENR	Anan S Walsh	1957-03-01	UHC-93358-69	—	1738 Sunset Blvd # 498, Jacksonville, FL	0.56	Phone missing area code Unit split from street ZIP missing Whitespace trimmed
TPA-60422	TPA	Santiago Price	1978-05-09	UHC-98266-18	2632983584	8949 Mesa Dr Apt 27, Houston, TX, 77059	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-409847	CLM	Priya Montgomery	1942-05-27	UHC-56767-57	—	2829 Ocean Ave Apt 18, Seattle, WA, 98152	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
ENR-131041	ENR	Emily Y Hill	2004-10-21	UHC-56455-83	—	7166 Hillcrest Rd # 498, Denver, CO, 80213	0.56	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-115792	ENR	Mariaan G Riley	1995-06-25	UHC-27492-53	2787018958	5620 Valley View Dr # 390, Gilbert, AZ, 85263	0.56	Unit split from street Street suffix standardised Address re-cased State name converted to code
TPA-56474	TPA	Wei Dunn	1946-05-02	—	—	6309 Lincoln Way # 257, Plano, TX, 75041	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
CLM-429573	CLM	Brittany Patel	2007-11-28	UHC-64753-20	7217012571	7747 Apache Blvd Apt 10, Mesa, AZ, 85280	0.56	Unit split from street ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-130151	ENR	David Mendoza	1946-04-09	UHC-49624-81	2842007174	4939 Bayshore Dr Apt 40, Miami, FL, 33143	0.56	Name split from “Last, First”Unit split from street State name converted to code Whitespace trimmed
ENR-100944	ENR	Ethan Vargas	1950-02-18	UHC-32789-06	—	6425 Highland Ave Apt 3, Phoenix, AZ, 85005	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Placeholder values cleared
ENR-122550	ENR	Jesse West	1991-03-21	UHC-94829-66	3066856455	7491 Union St Apt 28, Eden Prairie, MN, 55365	0.56	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased
ENR-102775	ENR	Amber Armstrong	1991-11-26	UHC-39729-71	—	145 Sage Ct # 117, Atlanta, GA, 30392	0.56	Name re-cased Two-digit birth year Phone missing area code Unit split from street
TPA-53227	TPA	Jean Edwards	1991-12-01	UHC-85008-34	—	4057 Sage Ct Apt 4, Sacramento, CA, 95868	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
TPA-59866	TPA	George Riley	1959-08-20	—	—	1602 Elm St # 416, San Antonio, TX	0.56	Two-digit birth year Unit split from street ZIP missing Placeholder values cleared
ENR-111649	ENR	Roy F Baker	1988-08-17	UHC-30265-04	6099120916	3050 Elm St Apt 21, Phoenix, AZ, 85061	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Email lower-cased
TPA-53568	TPA	Tylre S Alvarez	—	UHC-06222-12	7976380868	9548 Mountain View Dr # 419, Mesa, AZ, 85242	0.56	Date of birth missing Unit split from street Gender normalised Placeholder values cleared
CLM-405686	CLM	Jerry Lynch	1978-12-27	UHC-81730-62	—	5218 Broadway Apt 32, Miami, FL, 33112	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-131956	ENR	Scutt Z Lawrence	2002-08-06	UHC-34761-11	5983835297	823 Valley View Dr # 845, Tempe, AZ, 85281	0.56	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street
TPA-59016	TPA	Nicole George	2006-06-12	—	—	5730 Sunset Blvd # 529, Austin, TX, 78750	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
TPA-57507	TPA	Gerald Hamilton	1986-10-02	—	—	6006 Spring St Apt 21, San Antonio, TX, 78237	0.56	Two-digit birth year Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-55639	TPA	Danielle Jordan	1998-12-05	—	—	5513 Market St Apt 18, Phoenix, AZ, 85087	0.56	Name split from “Last, First”Phone missing area code Unit split from street Placeholder values cleared
ENR-108941	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-108940	ENR	Jacob W Jenkins	1968-04-24	UHC-53925-63	—	3294 Union St Apt 12, Glendale, AZ, 85355	0.58	Phone missing area code Unit split from street Gender normalised
ENR-109587	ENR	Ana Z Burns	1979-01-27	UHC-41549-61	8255969663	226 Ocean Ave # 137, Orlando, FL, 32861	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
PRV-28864	PRV	Jennifer M Webb	2007-03-07	UHC-32803-28	3437145056	2087 Mesa Dr # 893, Fresno, CA, 93716	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-123312	ENR	Carlos G Thomas	1955-02-15	UHC-95358-09	5856435143	4110 Camelback Rd Apt 17, Mesa, AZ, 85267	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-133419	ENR	Steven G Spencer	1948-07-11	UHC-81845-88	4979342500	2764 Apache Blvd Apt 31, Tampa, FL, 33685	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-134067	ENR	Cheryl T Reed	1984-06-12	UHC-67483-06	6153693348	984 Meadow Ln # 979, Nashville, TN, 37207	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-103589	ENR	Katherine Hill	1979-09-20	UHC-53855-27	7516947971	983 Spring St # 199, Fresno, CA, 93731	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
TPA-55288	TPA	Adam Jacobs	1956-07-03	UHC-06104-59	7529918001	2921 Mesa Dr # 424, Phoenix, AZ, 85010	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-21453	PRV	Arthur Contreras	1943-10-20	UHC-78188-71	3339948394	3294 Baseline Rd Apt 34, Jacksonville, FL, 32277	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-129711	ENR	Lori W Valdez	1985-03-18	UHC-39983-48	—	1140 Main St Apt 40, Charlotte, NC, 28273	0.58	Phone missing area code Unit split from street Gender normalised
TPA-63839	TPA	Tyler Ortiz	1976-09-09	—	—	9412 Highland Ave Apt 29, San Antonio, TX, 78265	0.58	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
ENR-117700	ENR	Larry Freemman	1973-10-19	UHC-74769-25	5942131143	8114 Sage Ct Apt 15, Tampa, FL, 33688	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-412845	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
CLM-412844	CLM	Jerry Romero	1964-03-24	UHC-98312-99	—	855 Lake View Rd Apt 2, Tucson, AZ, 85786	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118330	ENR	Olivia J Hunt	2002-12-18	UHC-49329-86	2317836571	1027 Oak St Apt 29, Mesa, AZ, 85241	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
CLM-403427	CLM	Jessica Burns	2007-05-20	UHC-28147-73	4863633735	8189 Sage Ct # 415, Seattle, WA, 98114	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-26392	PRV	Lauren D Montgomery	1963-12-10	UHC-09615-90	7428355449	2528 Desert Sky Blvd Apt 16, Minneapolis, MN, 55495	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-101788	ENR	Douglas Carlson	1939-01-28	UHC-97519-33	—	3127 Washington St Apt 34, Austin, TX, 78718	0.58	Two-digit birth year Unit split from street Gender normalised

6,994 rows, page 54 of 140Previous Next