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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101669	ENR	Sophia P Edwards	1953-10-21	UHC-83419-85	9888400492	6192 Canyon Rd, Columbus, OH, 43270	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133302	ENR	Hrold O Maldonado	1965-10-14	UHC-83323-05	2033445176	9623 Market St, Minneapolis, MN, 55466	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119830	ENR	Alice I Baker	1994-09-15	UHC-01548-27	—	4209 Washington St, Denver, CO, 80219	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-118553	ENR	Danny G Bennett	2008-08-12	UHC-66829-88	3279523910	9592 Market St, Glendale, AZ, 85308	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-142440	ENR	Maria G Marshall	2002-02-08	UHC-46344-65	—	—	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-121367	ENR	Lisa Mills	1942-08-12	UHC-79129-20	6846097269	3787 Baseline Rd, Las Vegas, NV, 89126	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-112927	ENR	Priya Roberts	—	UHC-42307-61	5755388631	7499 Market St, Las Vegas, NV, 89101	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-140723	ENR	Gabriel Alvarez	1940-06-16	UHC-00863-68	5197450228	3520 Market St, Columbus, OH, 43292	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132035	ENR	Kelly A Munoz	1971-07-06	UHC-16171-83	6109535292	997 Bayshore Dr, Tempe, AZ, 85247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126320	ENR	Ann M Weaver	1980-11-21	UHC-46632-16	9092391968	2201 Apache Blvd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136531	ENR	George W Johnston	1985-06-01	UHC-45237-98	5974224185	1092 Highland Ave, Austin, TX, 78798	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138730	ENR	Sofia M Richards	1997-06-09	UHC-38846-21	5318896083	7080 Market St, Tampa, FL, 33690	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122049	ENR	Kieth Burke	1951-08-19	UHC-26388-23	7255806428	9829 Desert Sky Blvd, Miami, FL, 33192	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127212	ENR	Dylan E Morrisoon	1988-10-20	UHC-65054-17	6626495574	40 Apache Blvd, Tucson, AZ	0.62	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+3 more
ENR-105322	ENR	Abigail J Hunt	1979-11-28	UHC-64284-36	9834761383	8501 Park Pl Apt 18, Houston, TX, 77002	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-130911	ENR	Randy C Soto	1943-12-07	UHC-23233-32	8336914874	8000 Pine Dr, Dallas, TX, 75231	0.62	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-141167	ENR	Teresa Farnandez	1944-04-13	UHC-17297-11	6723745538	3320 Oak St, Atlanta, GA, 30365	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131210	ENR	Jacob Y Turner	1993-10-01	UHC-72094-54	6622507133	5366 Church St, Nashville, TN, 37234	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107777	ENR	Steven Salazar	1950-05-26	—	4385852568	694 Bayshore Dr # 764, Fresno, CA, 93798	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140745	ENR	Dorothy D Russell	1954-08-02	UHC-46658-12	6183804558	7312 Jefferson Ave, Las Vegas, NV, 89100	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101003	ENR	Melissa Johnston	1975-06-08	UHC-05580-07	8888694461	7998 Apache Blvd, Fresno, CA, 93776	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111375	ENR	Theresa Munoz	—	UHC-11208-80	8789573749	5154 Harbor Blvd, Tampa, FL, 33671	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-110612	ENR	Joyce Bailey	1991-02-18	UHC-28841-84	5255147377	6045 Sunset Blvd, Tucson, AZ, 85728	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103225	ENR	Olivia I Hunt	1987-09-16	UHC-22928-25	5355722990	8481 Union St, Miami, FL, 33166	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139034	ENR	Donald Payne	1959-06-26	UHC-97805-04	7782909563	6405 Hillcrest Rd, Gilbert, AZ, 85276	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127254	ENR	Santiago Park	1941-08-20	UHC-48055-29	7307465276	8358 River Rd, San Antonio, TX, 78278	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135455	ENR	Doris Armstrong	1946-07-03	UHC-89619-29	5795077045	9518 Lake View Rd, Atlanta, GA, 30322	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138495	ENR	Maria Carlson	1955-09-12	UHC-01702-71	9715473243	1113 Church St, Phoenix, AZ, 85048	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100638	ENR	Virginia Gibson	1959-11-11	UHC-43822-84	2536849939	2972 Jefferson Ave, Orlando, FL, 32886	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118643	ENR	Maria S Hicks	1978-05-15	UHC-96300-61	9593067115	4991 Lake View Rd, Houston, TX, 77048	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129220	ENR	Catherine Greene	1985-11-23	UHC-14019-01	7135916637	6073 Forest Ave, Jacksonville, FL, 32262	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116492	ENR	Jason E Gutierrez	1971-06-19	UHC-26533-02	3714187582	4563 Mesa Dr, Glendale, AZ, 85302	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136415	ENR	Christine Valdez	1969-03-12	UHC-20572-11	8573991733	8031 Union St, Houston, TX	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-140980	ENR	Helen Hernandez	1944-08-17	UHC-30505-42	8426164522	9585 Elm St, Minneapolis, MN, 55405	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134636	ENR	Santiago C Lewis	1975-02-03	UHC-07351-67	2308332714	9229 Hillcrest Rd, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108594	ENR	Carl S Pena	1939-07-24	UHC-49648-62	4377911630	2430 Jefferson Ave, Mesa, AZ, 85240	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-142134	ENR	Dan Jensen	2002-03-28	UHC-73429-49	2828782096	3089 Baseline Rd, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106924	ENR	Daniel Perkins	—	UHC-34433-03	7527978181	275 Palm Dr, Tucson, AZ, 85772	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116466	ENR	Nathan Thompson	1965-07-03	UHC-86157-10	5699782489	7069 River Rd, Houston, TX, 77059	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-125508	ENR	Barbara Chavez	1984-04-28	UHC-52218-29	9137712861	6126 Indian School Rd, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-133450	ENR	Marilyn Rice	1941-09-13	UHC-69910-24	4712389955	1406 Ocean Ave # 138, Nashville, TN, 37235	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-141945	ENR	Carlos Y Weber	1951-02-13	UHC-41704-07	3325843106	9779 Main St, Tucson, AZ, 85731	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116427	ENR	Dorothy Padilla	2002-12-01	UHC-67215-44	5543601961	412 River Rd, Tucson, AZ, 85751	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125744	ENR	Jeremy A Chen	1968-08-04	UHC-98905-98	9016425683	6714 Grand Ave, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-109335	ENR	Sophia Diaz	1944-07-10	UHC-97392-72	—	5031 Meadow Ln, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone missing area code State code upper-cased+3 more
ENR-120925	ENR	Megan L Le	1971-02-10	UHC-32794-78	7942773498	6796 Ridge Rd, Tampa, FL, 33685	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106945	ENR	Roger V Jensan	1977-04-21	UHC-86142-77	—	8290 Indian School Rd, Jacksonville, FL, 32293	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100734	ENR	Scott Stephens	1938-05-09	—	6525772506	9849 Sunset Blvd, Fresno, CA, 93701	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-136899	ENR	Sara Fuller	1981-12-28	UHC-29998-63	2059339536	7171 Sage Ct, Atlanta, GA, 30308	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130455	ENR	Sofia Silva	1960-09-16	UHC-37027-49	2662382510	7071 Maple Ave # 364, Mesa, AZ, 85288	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

8,934 rows, page 42 of 179Previous Next