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-105970	ENR	Roger Guerrero	2007-05-28	UHC-47048-77	2509268708	5799 Church St, Minneapolis, MN, 55455	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-129639	ENR	Stephanie F Day	1968-05-02	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123430	ENR	Sharon Cox	1949-11-02	UHC-14494-39	—	4839 Ridge Rd, San Antonio, TX, 78224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114535	ENR	Eric V Mejia	1942-05-17	UHC-15564-26	3602878877	6702 Desert Sky Blvd, San Antonio, TX, 78255	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112780	ENR	Lawrence Banks	1978-09-08	—	5354229068	8422 Jefferson Ave, Columbus, OH, 43264	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106937	ENR	Deborah Z Torres	1955-03-14	UHC-39822-20	3832279156	9173 Ridge Rd, Gilbert, AZ, 85284	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131464	ENR	George Schmidt	1938-02-14	UHC-87968-01	—	4919 Washington St, Las Vegas, NV, 89112	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130643	ENR	Mariana T Snyder	1982-04-19	UHC-99299-91	4652236941	3949 Forest Ave, Houston, TX, 77098	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-112765	ENR	Donna Coleman	1942-10-15	UHC-56324-15	6245065244	7430 Palm Dr, Sacramento, CA, 95848	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-138381	ENR	Christopher George	1960-12-24	UHC-71164-91	6702044232	1925 Sage Ct, Austin, TX, 78761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134229	ENR	Douglas K Edwards	—	UHC-17771-69	—	5647 Maple Ave, Scottsdale, AZ, 85244	0.64	Name re-cased Date of birth reformatted Date of birth unreadable ZIP+4 trimmed+2 more
ENR-110188	ENR	Jordan N Allen	1950-04-10	UHC-98523-56	2929447650	7388 Meadow Ln Apt 3, Columbus, OH, 43212	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130200	ENR	Karen G Hayes	1973-07-22	UHC-56362-87	8705322922	4270 Hillcrest Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120806	ENR	Charles Walker	1952-02-15	UHC-36240-36	4335898997	2543 Oak St, Orlando, FL, 32828	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113353	ENR	Roger U Ray	1977-08-03	UHC-43599-50	7875008643	4127 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-123053	ENR	Santiago X Jiimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave, Chandler, AZ, 85260	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128173	ENR	Victoria R Carroll	1948-01-02	UHC-24385-84	—	8671 Central Ave, Gilbert, AZ, 85273	0.64	Name re-cased SSN last four extracted State name converted to code Plan code upper-cased+2 more
ENR-117026	ENR	Kevin Q Rivera	1943-08-09	UHC-07697-20	3653984769	881 Spring St, Eden Prairie, MN, 55386	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120975	ENR	Karen O Montgomery	1949-10-28	UHC-84155-80	5132862299	6291 Oak St, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-135360	ENR	Wei Ruiz	1962-05-15	UHC-43378-20	—	4731 Canyon Rd, Sacramento, CA, 95879	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121087	ENR	Mark Hart	—	UHC-51511-77	8049933833	9124 Park Pl, Atlanta, GA	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-135196	ENR	Justin I Rios	1941-03-24	UHC-51097-31	8944618988	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133882	ENR	Maria G Rojes	1943-08-21	UHC-01066-43	5245561709	5968 Mountain View Dr, Nashville, TN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135713	ENR	Alex W King	1974-02-01	UHC-17995-02	2749452516	2968 Main St, Phoenix, AZ, 85071	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105186	ENR	Ahmed W Montgomery	1977-03-04	UHC-51952-62	—	5749 Baseline Rd, Gilbert, AZ, 85233	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114735	ENR	Mason R Wagner	1966-04-13	UHC-90831-50	2297681839	6319 Jefferson Ave, Miami, FL, 33175	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-108283	ENR	Ashley Warren	—	UHC-81081-61	2014962915	8015 Willow Ct, Austin, TX, 78773	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-135293	ENR	Frank Garcia	1940-07-01	UHC-99822-51	7367514389	9059 Market St, Denver, CO	0.64	Name re-cased Phone reformatted State name converted to code ZIP missing+2 more
ENR-128831	ENR	Sarah Brown	1973-01-21	UHC-49452-97	7378659813	1396 Apache Blvd, Fresno, CA, 93743	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126960	ENR	Amber S Ross	1963-01-15	UHC-76266-30	—	8205 Spring St Apt 6, Minneapolis, MN, 55414	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-108186	ENR	Arthur Thompson	1941-09-20	UHC-87768-94	7646388935	9081 Canyon Rd, Chandler, AZ, 85204	0.64	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-114779	ENR	Maria Perkins	1979-04-14	UHC-07913-66	8338908253	4106 Park Pl, Scottsdale, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123793	ENR	Judith Lawrence	1976-01-24	UHC-43217-77	3145426255	8822 Maple Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110407	ENR	Dennis Hart	1994-12-15	UHC-52556-86	4162975677	4934 Jefferson Ave, Jacksonville, FL, 32207	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-126424	ENR	Christina Hunter	1958-08-07	UHC-22457-29	6496449248	8080 Palm Dr, Atlanta, GA, 30331	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129133	ENR	Dylan King	1987-06-20	UHC-96987-27	4903523959	1249 Washington St Apt 7, Austin, TX, 78754	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114814	ENR	Charles Z White	1958-10-28	UHC-91542-57	7353052138	6356 Cedar Ln, Orlando, FL, 32869	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131160	ENR	JohnJunk	1973-04-09	UHC-51662-47	5338158149	4512 Mountain View Dr, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-112998	ENR	Mark Marquez	1973-02-09	UHC-65595-79	4114338695	2581 Maple Ave, San Antonio, TX, 78228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-112326	ENR	Tim C Crawford	1970-08-17	UHC-33870-20	2738922197	2957 Cedar Ln, Glendale, AZ, 85395	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-106155	ENR	Sophia Hill	1960-12-15	UHC-87798-97	6692955019	3946 Elm St, Minneapolis, MN, 55401	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142279	ENR	Patricia U Edwards	—	UHC-98173-36	9783003273	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-114915	ENR	Dylan Dean	1940-04-18	UHC-33903-05	3722813844	3307 Apache Blvd, Atlanta, GA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141352	ENR	Tricia Robertson	1972-02-10	UHC-63151-88	8342676995	523 Desert Sky Blvd, Eden Prairie, MN, 55365	0.64	Name re-cased Two-digit birth year Phone reformatted State name converted to code+2 more
ENR-118690	ENR	Adam Geen	2003-05-12	UHC-08215-14	9595158897	731 Market St, Austin, TX, 78743	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129202	ENR	Richard N Castillo	1980-07-01	UHC-32013-85	2463512371	6073 Apache Blvd, Glendale, AZ, 85373	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102615	ENR	Joyce Fernandez	1987-07-11	UHC-59485-50	3118307909	5478 Ocean Ave, Plano, TX, 75018	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128810	ENR	George I Schultz	2002-11-11	UHC-55554-57	2096549594	7977 River Rd, Tucson, AZ, 85729	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135303	ENR	Omar Li	1952-06-27	UHC-33271-88	—	2889 Central Ave, Mesa, AZ, 85299	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-104276	ENR	Tim C Cook	2004-02-16	UHC-20743-60	9704746692	2519 Desert Sky Blvd, Columbus, OH	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more

17,310 rows, page 92 of 347Previous Next