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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105354	ENR	Anna Griffin	2008-10-06	UHC-37776-09	4186279626	2287 Elm St, Atlanta, GA, 30305	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-108953	ENR	Emily Murray	1939-04-26	UHC-72032-01	4855819334	7178 Main St, Jacksonville, FL, 32263	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-102468	ENR	Jaqueline Simpson	1951-06-01	UHC-21238-96	8582951486	1304 Mountain View Dr, Gilbert, AZ, 85294	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-128344	ENR	Santiago T Gnozales	1989-11-03	UHC-46097-50	6169054240	2699 Ocean Ave, Miami, FL, 33178	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-136261	ENR	Joshua Hudson	1955-09-05	UHC-06238-41	2865723716	3049 Park Pl, Glendale, AZ, 85344	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-119215	ENR	Nicole Long	1966-04-13	UHC-11303-28	6672336262	200 Grand Ave, Chandler, AZ, 85203	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122241	ENR	Natalie C Fernandez	1965-01-19	UHC-04526-89	2784361967	7790 Sage Ct, Mesa, AZ, 85294	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-141827	ENR	Natalie Sims	2005-12-03	UHC-28880-78	9789908382	5553 Elm St, Glendale, AZ, 85367	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-141793	ENR	Dorothy Henry	1948-05-26	UHC-42030-56	6643720282	5730 Pine Dr, Glendale, AZ, 85332	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-134458	ENR	Bobby A Jorden	1969-07-05	UHC-56770-06	3723408224	8316 Mesa Dr, Fresno, CA, 93714	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-108474	ENR	Grace F Mdeina	2001-09-27	UHC-02912-01	6919863663	6594 Canyon Rd, Minneapolis, MN, 55417	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-111905	ENR	Sara M Coleman	1946-10-25	UHC-14505-51	9453607445	5395 Hillcrest Rd, Tempe, AZ, 85256	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-123005	ENR	Joyce Snyder	1961-01-07	UHC-38342-05	6782539977	7991 Meadow Ln, Glendale, AZ, 85350	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-111165	ENR	Jacob S Porter	1969-10-26	UHC-09627-22	2565122254	2981 Park Pl, Chandler, AZ, 85204	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-102273	ENR	Arjun Robinson	1964-07-14	UHC-47362-33	2548579329	4830 Main St, Fresno, CA, 93757	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-125699	ENR	Ruzsell Carpenter	1986-01-13	UHC-91659-25	4858168874	7836 Camelback Rd, Plano, TX, 75004	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-131220	ENR	Danielle Sanchez	1999-09-01	UHC-70077-98	6446887232	2453 Main St, Houston, TX, 77031	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-135478	ENR	Edward N Ray	1980-01-04	UHC-25720-33	9824473753	5698 Palm Dr, Tempe, AZ, 85252	0.88	Name re-cased Phone reformatted City re-cased Email lower-cased+2 more
ENR-101348	ENR	Sofa Walker	1945-03-20	UHC-03102-14	4214520773	4802 Oak St, Austin, TX, 78761	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
ENR-102309	ENR	Kathrine T Russell	1954-11-01	UHC-43937-93	2699667607	1701 Washington St, Las Vegas, NV, 89176	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-112790	ENR	Grace A Ortega	1965-11-15	UHC-65945-55	8504233760	6367 Elm St, Los Angeles, CA, 90082	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-104259	ENR	Harold Z Cox	1990-07-21	UHC-17614-53	8966329013	7364 Lincoln Way, Las Vegas, NV, 89137	0.88	Name re-cased Phone reformatted City re-cased Plan code upper-cased+2 more
ENR-124119	ENR	Camila L Ramos	1952-05-01	UHC-23396-60	3156815432	8909 Market St, Charlotte, NC, 28213	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-124118	ENR	Camila L Ramos	1952-05-01	UHC-23396-60	3156815432	8909 Market St, Charlotte, NC, 28213	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-123792	ENR	Mark J Miller	1956-10-03	UHC-79114-24	4323905934	1832 Mesa Dr, Las Vegas, NV, 89156	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-118654	ENR	Martha E Coleman	1957-07-23	UHC-19978-55	4716163793	3597 Oak St, Jacksonville, FL, 32270	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-106942	ENR	Ramos X Charlotte	1974-07-17	UHC-96639-46	5517819373	8596 Indian School Rd, Jacksonville, FL, 32211	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-122219	ENR	Kayla A Ellis	1953-06-22	UHC-40454-27	6007909574	3107 Union St, Atlanta, GA, 30353	0.88	Phone reformatted Member ID reformatted City re-cased Email lower-cased+2 more
ENR-105586	ENR	Jeremy X Garrett	1978-01-24	UHC-02447-65	6599596810	2339 Park Pl, San Diego, CA, 92181	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-105133	ENR	Fuller C Heather	1938-10-26	UHC-24859-05	8946722041	1004 Bayshore Dr, Mesa, AZ, 85204	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-114820	ENR	Adam A Weaver	1941-07-08	UHC-75387-09	2108899697	4901 Spring St, Mesa, AZ, 85271	0.88	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-138483	ENR	Harold Green	1949-02-27	UHC-22405-40	8092659483	5450 Spring St, Seattle, WA, 98175	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-138192	ENR	Racheel White	2005-07-15	UHC-55755-99	9589550749	4247 Broadway, Tampa, FL, 33688	0.88	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+2 more
ENR-134943	ENR	Olivia G Berry	1950-02-17	UHC-85170-17	6255832229	5276 Broadway, Seattle, WA, 98120	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-112126	ENR	Alexander Pena	1965-11-10	UHC-14599-26	2889785879	9573 Indian School Rd, Minneapolis, MN, 55480	0.88	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-125347	ENR	Heather R Hunt	1943-08-23	UHC-00875-09	3138254674	2126 Lake View Rd, Seattle, WA, 98192	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-123779	ENR	Brian P Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway, Las Vegas, NV, 89171	0.88	Name re-cased Date of birth reformatted Address re-cased City re-cased+2 more
ENR-124639	ENR	Leura T McDonald	1952-12-28	UHC-73353-15	6575870782	2841 Pine Dr, Columbus, OH, 43261	0.88	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+2 more
ENR-106165	ENR	Elizabeth V Johnson	1983-02-26	UHC-01763-99	2512282097	1899 Broadway, Nashville, TN, 37262	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-142208	ENR	Owens P Elizabeth	1949-09-17	UHC-81340-30	8548711123	163 Oak St, Houston, TX, 77026	0.88	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-128600	ENR	Judith Alvarado	1939-10-28	UHC-00289-77	7792292261	5015 Broadway, Scottsdale, AZ, 85252	0.88	Name re-cased Phone reformatted Address re-cased City re-cased+2 more
ENR-134676	ENR	Doris Rivera	1969-02-21	UHC-42495-13	2635246876	5068 Mesa Dr, San Diego, CA, 92185	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-122864	ENR	Eric C Bailey	1988-04-01	UHC-24801-64	7746891750	2012 Mountain View Dr, Atlanta, GA, 30315	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-131340	ENR	Jenniefr Medina	2000-06-27	UHC-07728-57	7192372482	1107 Valley View Dr, Eden Prairie, MN, 55325	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
ENR-103340	ENR	Tyler Thomas	1940-09-01	UHC-49246-18	6455068278	24 Union St, Columbus, OH, 43280	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-111889	ENR	Wallace V Betty	1938-07-14	UHC-94593-87	9595695101	4159 Harbor Blvd, Houston, TX, 77041	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
ENR-103435	ENR	Stephanie Rice	2006-09-11	UHC-33740-10	6429450703	6160 Lincoln Way, Minneapolis, MN, 55409	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-135424	ENR	Sofia K Harris	1950-01-08	—	9584242976	7101 Indian School Rd, Denver, CO, 80289	0.88	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-136694	ENR	Barbara J Padilla	1957-07-01	UHC-22986-71	4312118886	3337 Hillcrest Rd, Plano, TX, 75016	0.88	Date of birth reformatted Phone reformatted Member ID reformatted City re-cased+2 more
ENR-141188	ENR	Cynthia P Martinez	1996-09-25	UHC-73516-61	5378608979	7315 Broadway, Gilbert, AZ, 85227	0.88	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more

8,423 rows, page 144 of 169Previous Next