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

Enrollment, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134917	ENR	Donna Myers	1954-01-21	UHC-28456-29	9273674387	648 Oak St, Gilbert, AZ, 85215	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106558	ENR	Santiago Ross	1972-09-08	UHC-67982-12	—	2850 Lake View Rd, San Diego, CA, 92128	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-109517	ENR	Kenneth Gordon	1939-07-13	UHC-62055-42	2056183860	8838 Sage Ct, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120524	ENR	Nicholas Espinoza	2003-07-25	UHC-39988-70	2948060529	2471 Indian School Rd, Glendale, AZ, 85381	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118210	ENR	Jesssica G Perez	1997-02-15	UHC-75199-96	8917133214	9284 Willow Ct, Dallas, TX, 75277	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131776	ENR	Carol Bryant	1990-11-22	UHC-19112-85	8627026676	5725 Baseline Rd, Seattle, WA, 98103	0.60	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-118942	ENR	Ahmed A Jones	1943-03-22	UHC-81105-23	3932081531	2851 Indian School Rd, Miami, FL, 33127	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-107078	ENR	Andrew U Gutierrez	1981-04-13	UHC-30348-83	3406524371	7873 Cedar Ln, Los Angeles, CA, 90061	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100511	ENR	Grace P Burton	1981-01-26	UHC-52024-75	2889449993	8064 Maple Ave, Columbus, OH, 43279	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-133304	ENR	Pamela Bailey	2008-05-18	UHC-81807-50	9346485691	4529 Church St # 166, Miami, FL, 33152	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-101345	ENR	Sue Taylor	1959-08-10	UHC-47369-79	3212126844	867 Bayshore Dr, Gilbert, AZ, 85284	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123062	ENR	Emily Johnson	1975-09-13	UHC-34879-85	4289981778	7510 Meadow Ln, Miami, FL, 33103	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134297	ENR	Nathan H Brown	2004-07-03	UHC-58183-45	7184169819	7754 Mountain View Dr, Austin, TX, 78746	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109835	ENR	Shirley E Rice	1955-01-14	UHC-46384-12	7628816467	9570 Harbor Blvd, Houston, TX, 77069	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134564	ENR	Raymond D Wesst	1958-12-27	UHC-79449-15	7544736506	451 Union St Apt 25, Columbus, OH, 43207	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-114591	ENR	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.60	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+4 more
ENR-105563	ENR	Carl Y Li	1956-09-06	UHC-41105-72	5179122797	8507 Highland Ave, Houston, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125112	ENR	Luis N Wang	1950-12-22	UHC-24120-80	8509369707	4636 Maple Ave # 122, Minneapolis, MN, 55493	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-126377	ENR	Ashley Garrett	1975-10-05	UHC-61998-34	6482839997	5074 Sage Ct, Phoenix, AZ, 85000	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109745	ENR	Amanda Rodriguez	1951-11-11	UHC-01866-39	—	2060 Valley View Dr Apt 38, Tampa, FL, 33618	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-142603	ENR	Patricia S Richards	1965-06-27	UHC-53338-88	8175337623	2662 Main St, Chandler, AZ, 85211	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-113951	ENR	Douglas A Obrien	—	UHC-06611-98	9703175716	8787 Central Ave, Atlanta, GA, 30382	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-101113	ENR	Helen X Munoz	1983-02-20	UHC-59265-33	8249746784	1197 Lake View Rd, Las Vegas, NV, 89195	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-135081	ENR	Jennifer Gray	1977-08-21	UHC-61559-04	3082645014	1201 Maple Ave, Atlanta, GA, 30345	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124597	ENR	Carl W Banks	1979-07-28	UHC-44122-85	7795715705	7792 Jefferson Ave, Fresno, CA, 93782	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-125097	ENR	Karen S Rivera	1984-05-22	UHC-62284-61	6439595537	9144 Ridge Rd, Fresno, CA, 93779	0.60	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-135605	ENR	Heather Austin	1994-10-27	UHC-79946-28	2465374210	4774 Harbor Blvd, Gilbert, AZ, 85244	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118844	ENR	Jordan Stone	1989-11-22	UHC-29838-90	4534019809	2253 Sage Ct, Fresno, CA, 93795	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-129254	ENR	Edwerd Reed	1957-05-20	UHC-06276-31	8336528564	1422 Lincoln Way, San Antonio, TX, 78207	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100481	ENR	Bruce Henry	2001-02-18	UHC-59684-25	9738491510	5877 Indian School Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-138422	ENR	Brittany J Richardson	1952-12-02	UHC-80551-30	5917710659	4734 Baseline Rd, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108281	ENR	Judith Jacobs	1941-10-18	UHC-48697-92	5493781961	5550 Lake View Rd, Gilbert, AZ, 85225	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109652	ENR	Santiago Elliott	1989-06-01	UHC-52585-76	—	5848 Elm St Apt 22, Orlando, FL, 32832	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-101169	ENR	Randy G Sanchez	1958-11-11	UHC-33973-66	9557342487	1774 Willow Ct, Orlando, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125796	ENR	Janet N Mdeina	1946-07-22	UHC-79714-34	4147760228	4997 Main St, Seattle, WA, 98104	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116201	ENR	Alice L Alvarez	2007-10-06	UHC-16932-07	8704290398	1521 Harbor Blvd, Eden Prairie, MN, 55373	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110943	ENR	Alex Gilbert	1959-12-23	UHC-21575-56	8366844875	4963 Mesa Dr Apt 15, Las Vegas, NV, 89136	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-137552	ENR	Stephen Gordon	1988-03-22	UHC-82600-06	7244221938	5705 Meadow Ln, Seattle, WA, 98145	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-123420	ENR	Virginia Wagner	1996-02-14	UHC-84809-43	3396212520	992 Cedar Ln, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101429	ENR	Grace N Young	1959-12-03	UHC-64513-41	3739765223	3752 Mesa Dr, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131054	ENR	Jorddan Rice	1965-09-13	UHC-17038-94	8926828107	8671 Forest Ave, Sacramento, CA, 95866	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135869	ENR	Keith Wheeler	1952-02-22	UHC-48227-16	—	1930 Park Pl, Scottsdale, AZ, 85289	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134964	ENR	Mason A Reid	1994-02-25	UHC-94678-82	8328805841	4264 Palm Dr # 906, Seattle, WA, 98165	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-100459	ENR	Ben K Flores	1965-12-08	UHC-64309-29	3015918723	735 Central Ave, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-121647	ENR	Olivia Maldonado	1959-04-02	UHC-73748-47	8716659768	3376 Washington St, Gilbert, AZ, 85285	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133194	ENR	Linda H Willis	1997-05-06	UHC-42566-34	8094645504	4422 Union St, Denver, CO, 80260	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-110634	ENR	Mary Hunter	1948-03-07	UHC-79113-04	7572556514	9548 Palm Dr, Plano, TX, 75001	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-111516	ENR	Kathy X Harris	1996-05-02	UHC-29359-29	5332526689	7651 Ocean Ave, Charlotte, NC	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137237	ENR	Victoria T Evans	1962-08-16	UHC-91282-09	4574529704	5865 Palm Dr, Tempe, AZ, 85230	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-118547	ENR	Ethan E Mills	1938-07-25	UHC-93643-96	4245738596	6811 Park Pl, Plano, TX, 75081	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more

17,310 rows, page 48 of 347Previous Next