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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134356	ENR	Matthew Snyder	1965-02-08	UHC-80600-14	4953355630	4075 Hillcrest Rd, Seattle, WA, 98197	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-117641	ENR	Hiroshi Black	1965-05-07	UHC-45278-92	4599583599	4931 Forest Ave, Mesa, AZ, 85267	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135847	ENR	Ruth Garrett	2003-10-09	UHC-34655-43	9529143682	3904 Baseline Rd, Orlando, FL, 32882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131049	ENR	Billy Dean	1979-11-24	—	5519135207	3731 Bayshore Dr, Miami, FL, 33194	0.64	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
ENR-126090	ENR	Brian Y Hart	1972-08-20	UHC-91803-27	6385126569	1729 Highland Ave, San Antonio, TX, 78258	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-123078	ENR	Gloria J Simpson	1956-08-27	UHC-36962-36	7096947847	4897 Oak St, Atlanta, GA, 30301	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-103461	ENR	Carl M George	1959-08-09	UHC-98825-70	—	2222 Oak St, Tucson, AZ, 85739	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-136309	ENR	Sarah N Washington	1975-02-02	UHC-90115-28	3136396837	7915 Meadow Ln, Fresno, CA, 93757	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119974	ENR	Anthony K Moreno	1940-10-18	UHC-93745-83	6639937052	3602 Baseline Rd Apt 34, Scottsdale, AZ, 85252	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100864	ENR	Amanda D Wheeler	1938-07-07	—	7297087633	9600 Maple Ave # 118, Phoenix, AZ, 85055	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128498	ENR	Henry Allen	1971-08-01	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132686	ENR	Craol C Meyyer	1979-07-21	UHC-67181-84	2429489581	3897 Camelback Rd, Nashville, TN, 37265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133054	ENR	Donna Scott	1986-12-11	UHC-62612-35	—	1923 Ocean Ave, Nashville, TN, 37221	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-137885	ENR	Brittany T Griffin	1967-12-24	UHC-33334-49	5369864995	8300 Mountain View Dr # 683, San Antonio, TX, 78229	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-118215	ENR	Camila Taylor	1979-10-05	UHC-16383-13	9225490117	8393 Bayshore Dr, Chandler, AZ, 85217	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125213	ENR	Sara Austin	1988-09-26	—	4124953250	1712 Bayshore Dr, Dallas, TX, 75283	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102008	ENR	Deborah Wright	1997-11-24	UHC-99995-15	8386554709	7683 Market St, Orlando, FL, 32813	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125591	ENR	Dylan W Morgan	1981-01-19	UHC-86195-65	3859932206	790 Broadway, Seattle, WA, 98119	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-124935	ENR	Sharon S Maldonado	1938-10-27	UHC-77322-66	—	2247 Palm Dr, Jacksonville, FL, 32250	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128266	ENR	Christine Simpson	1983-04-24	UHC-84786-76	9419304036	4139 Palm Dr, Nashville, TN, 37269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131568	ENR	Fatima E Fisher	1971-07-19	UHC-13643-76	—	6660 Spring St, Tucson, AZ, 85733	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-138486	ENR	Jordan V Robertson	1979-09-13	UHC-62701-47	8422219195	1875 Ocean Ave, Tempe, AZ, 85216	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126099	ENR	Arhur Munoz	1956-01-04	UHC-55142-03	5238035252	4160 Sage Ct, Tampa, FL, 33691	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-113815	ENR	Joan Wheler	1996-12-21	—	4117643757	1955 Park Pl, Fresno, CA, 93729	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132917	ENR	Austin X Hansen	1989-01-04	UHC-38354-03	4367850509	1402 Sunset Blvd, Houston, TX, 77032	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132918	ENR	Austin X Hansen	1989-01-04	UHC-38354-03	4367850509	1402 Sunset Blvd, Houston, TX, 77032	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118016	ENR	Mark Ross	1997-07-21	UHC-63530-22	5974027658	1949 Mountain View Dr # 735, Los Angeles, CA, 90028	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126246	ENR	Wayne Ray	1973-12-03	UHC-44062-04	9297003107	7029 Cedar Ln Apt 19, Jacksonville, FL, 32215	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-132655	ENR	Scott Patel	2000-06-04	UHC-96356-10	—	4716 Forest Ave, Mesa, AZ, 85216	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-115063	ENR	Padilla Q Carol	1956-09-09	UHC-29340-50	4758588554	7172 Washington St, Plano, TX, 75014	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101360	ENR	Cynthia K Delgado	1944-05-25	UHC-58331-57	6984269363	8420 Oak St, Sacramento, CA, 95883	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121312	ENR	Carlos S Ryan	1989-06-02	UHC-94370-95	2713289946	814 Meadow Ln Apt 30, Mesa, AZ, 85290	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-117716	ENR	Tyyler E Allen	1971-09-22	UHC-93667-86	6758426337	6556 Apache Blvd, Plano, TX, 75082	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-113625	ENR	Camila H Hamilton	—	UHC-11513-95	9793806921	2058 Broadway, San Antonio, TX, 78253	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-109584	ENR	Priya L King	2005-04-05	UHC-86564-50	9332262394	2281 River Rd, San Antonio, TX, 78226	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-105811	ENR	Billy O Diaz	1946-11-23	UHC-25565-73	6884057464	6602 Grand Ave, San Antonio, TX, 78237	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100202	ENR	Thomas Lee	1992-10-01	UHC-71574-96	—	7162 Camelback Rd, Scottsdale, AZ	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-120784	ENR	Daniel Henry	1994-05-09	UHC-35049-99	6498581674	8016 Maple Ave, Eden Prairie, MN, 55363	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127613	ENR	Dot Green	1985-08-21	UHC-13074-61	3933189687	1200 Harbor Blvd, Minneapolis, MN, 55482	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117332	ENR	Jackie Little	1987-12-24	UHC-07892-65	4069434164	8051 Camelback Rd, Eden Prairie, MN, 55303	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-112371	ENR	Diane J Tran	1943-02-07	UHC-37638-51	4469908920	7600 Park Pl, Orlando, FL, 32836	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-138009	ENR	Jack Pena	2004-03-20	UHC-35249-07	6559910376	4207 Baseline Rd, Phoenix, AZ, 85083	0.66	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+1 more
ENR-134378	ENR	Hannah Munoz	1942-11-28	UHC-67975-18	4872096529	9778 Ridge Rd, Plano, TX, 75060	0.66	Date of birth reformatted SSN last four extracted City re-cased Email lower-cased+1 more
ENR-136286	ENR	Wllie D Nguyen	1987-11-23	UHC-05114-92	8322992306	9795 Highland Ave, San Diego, CA, 92196	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-126824	ENR	Mary Wheeler	1975-09-27	UHC-61948-57	—	4043 Pine Dr, Seattle, WA, 98133	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-130395	ENR	Brian Gonzales	1993-02-14	UHC-44363-15	5682296724	7880 Maple Ave, Phoenix, AZ, 85036	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108992	ENR	Victoria Kelley	1970-01-05	UHC-40929-68	2525909094	7982 Palm Dr, Houston, TX, 77008	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-111558	ENR	WJunk	1960-07-07	UHC-18558-36	3716764022	9797 Lake View Rd, Los Angeles, CA, 90018	0.66	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-110366	ENR	Stephanie Davis	1998-07-04	UHC-00664-75	3729160040	8734 Grand Ave, Atlanta, GA, 30387	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136257	ENR	Davis P Stephen	1963-12-19	UHC-10367-58	—	4730 Washington St, Las Vegas, NV, 89174	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more

13,989 rows, page 91 of 280Previous Next