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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120619	ENR	Ben O Welch	2001-07-14	UHC-88140-28	3417502380	8914 Willow Ct, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-139283	ENR	Gregory C Salazar	1952-03-17	UHC-57766-77	8995304982	5541 Highland Ave, Los Angeles, CA	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-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-113609	ENR	Evelyn McDonald	1960-11-01	UHC-62319-26	7698415872	1973 Sage Ct, Chandler, AZ, 85242	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114685	ENR	Karen W Shaw	1995-04-08	UHC-04059-22	5218202286	9539 Camelback Rd, Austin, TX, 78745	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119045	ENR	Eugene Shaw	2004-11-24	UHC-47201-99	2788236660	8996 Mesa Dr, Gilbert, AZ, 85254	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138841	ENR	Diane G Robinson	1989-02-15	UHC-99457-09	5445453060	6755 Park Pl, Atlanta, GA, 30379	0.62	Name re-cased 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-138326	ENR	Denise W Daniels	1984-02-09	—	5729107954	5397 Valley View Dr, Denver, CO, 80228	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-122044	ENR	George Coleman	1961-02-13	UHC-34296-72	9609266717	4707 Meadow Ln, Las Vegas, NV, 89154	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+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-102694	ENR	Kelly V Evans	1990-07-11	UHC-53747-07	8765873832	2275 Meadow Ln, Fresno, CA, 93780	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125689	ENR	Larry Rojas	2002-07-16	UHC-95279-11	2176116806	9139 Palm Dr, Seattle, WA, 98103	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110844	ENR	Sofia Simmons	1981-03-04	UHC-52191-53	7134001449	3595 Elm St, Miami, FL, 33192	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106881	ENR	Randy Nichols	2004-09-25	UHC-80809-06	6048711724	3698 Forest Ave, Scottsdale, AZ, 85243	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110106	ENR	Carol K Stephens	1964-07-24	UHC-03862-38	2656162827	6222 River Rd, Tucson, AZ, 85778	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-111869	ENR	Wayne Y Armstrong	2005-12-22	UHC-55770-22	5279983210	1981 Mountain View Dr, Columbus, OH	0.62	Date of birth reformatted 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-120953	ENR	Rachel H Allen	1990-08-27	UHC-61641-27	9706551598	1261 Lake View Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-110823	ENR	Madison W Lopez	1970-08-17	UHC-62337-01	4813102984	3579 Willow Ct, Miami, FL, 33104	0.62	Phone reformatted Member ID 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-118028	ENR	Evelyn P Parker	1954-02-02	UHC-89247-75	4559466082	2784 Sunset Blvd Apt 12, Gilbert, AZ, 85292	0.62	Phone reformatted Member ID reformatted Unit split from street 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-117063	ENR	Daniel B Long	1991-04-20	UHC-54887-82	5307312182	7111 Lake View Rd, Chandler, AZ, 85297	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-123594	ENR	Larry Rogers	1970-02-10	UHC-32272-09	4189493983	7957 Highland Ave, Eden Prairie, MN, 55349	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-128829	ENR	Gary Wood	1975-01-23	UHC-33276-59	7298943870	3233 Maple Ave, Fresno, CA, 93760	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132953	ENR	Charlotte K Stone	1962-09-11	UHC-93258-86	4764076686	2236 Washington St, Miami, FL, 33128	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127042	ENR	Joyce Andrews	2003-04-05	UHC-90507-70	4118984468	4125 Indian School Rd, Denver, CO, 80243	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135834	ENR	Scott U Boyd	1961-05-06	UHC-40250-67	5788993387	8030 Forest Ave Apt 38, Jacksonville, FL, 32299	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+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-135634	ENR	Alice W Palmer	1967-07-18	UHC-90767-83	6022567270	2542 Palm Dr, Minneapolis, MN, 55402	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135125	ENR	Lawrence W Rodriguez	1954-05-19	UHC-79646-43	3512953415	2472 Spring St Apt 34, Atlanta, GA, 30367	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-120084	ENR	Danielle X Lawrence	1984-09-14	UHC-64538-98	9512991607	3317 Forest Ave, Tempe, AZ, 85257	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102520	ENR	Sofia U Garza	1971-11-23	UHC-84750-50	2557590276	8092 Park Pl, San Antonio, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City 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-118672	ENR	Jonathan Roberts	1992-11-16	UHC-61724-28	7599278215	9440 Harbor Blvd, San Diego, CA, 92103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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-136031	ENR	Lauren E Howell	1955-11-11	UHC-02859-87	7164019163	5487 Meadow Ln, Sacramento, CA, 95899	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103300	ENR	Brian A Foster	1958-02-21	UHC-43884-73	5567946570	4475 Ocean Ave, Dallas, TX, 75290	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 109 of 564Previous Next