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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138211	ENR	Heather Nelson	1977-12-27	UHC-32033-88	9344533818	3480 Main St # 814, Plano, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123483	ENR	Michael Q Santiago	1982-03-19	UHC-18032-12	2472944322	6144 Indian School Rd # 650, Atlanta, GA, 30313	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122077	ENR	Aaron D Clark	1940-11-08	UHC-73956-30	4158140615	1800 River Rd Apt 39, Charlotte, NC, 28202	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135484	ENR	Beverly Andrews	1967-12-18	UHC-52608-79	5166347246	2649 Canyon Rd Apt 13, Nashville, TN, 37299	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100774	ENR	Judith J Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd Apt 2, Orlando, FL, 32893	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-104951	ENR	Gerald F Miller	1983-04-03	—	8506331760	3450 Maple Ave Apt 39, Denver, CO, 80218	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137881	ENR	Olivia Montgomery	—	UHC-04428-79	8856161836	9665 Market St Apt 40, Gilbert, AZ, 85200	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-112486	ENR	Priya K Weber	1977-01-08	UHC-74953-20	6895453724	7071 Forest Ave Apt 21, Glendale, AZ, 85398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-124319	ENR	Jacqueline Mason	1993-07-08	UHC-70522-46	8082142473	5140 Cedar Ln Apt 8, Minneapolis, MN, 55456	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114824	ENR	Omar V Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St # 135, Eden Prairie, MN	0.52	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-124630	ENR	Jasno N Watson	1999-06-27	UHC-31272-97	4322193804	8344 Harbor Blvd # 141, Columbus, OH, 43282	0.52	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-131402	ENR	Payne T Jerry	2007-09-09	UHC-08650-24	2464010636	8748 Harbor Blvd Apt 27, Denver, CO, 80283	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133672	ENR	Brian Davis	1966-07-20	UHC-04570-35	—	6652 Park Pl # 207, Jacksonville, FL, 32214	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129370	ENR	Sarah U Kelley	1946-09-03	UHC-44030-41	7053860570	9831 Mountain View Dr Apt 13, Orlando, FL, 32802	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107510	ENR	Sadra Jackson	1946-02-22	UHC-13086-58	—	5992 Oak St Apt 20, Jacksonville, FL, 32207	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107474	ENR	Olivia U Chavez	1973-01-15	UHC-71126-91	6156628928	5964 Meadow Ln Apt 17, Atlanta, GA, 30371	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-139071	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave Apt 40, Chandler, AZ, 85281	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-103687	ENR	Sandra L Wang	1992-07-25	UHC-11750-72	—	4488 Cedar Ln Apt 2, Seattle, WA, 98127	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108897	ENR	Nicholas Z Reyes	1975-02-18	UHC-88476-59	2558078897	6595 Meadow Ln Apt 17, San Antonio, TX, 78221	0.52	Date of birth reformatted Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-137777	ENR	Hiroshi J Shaw	1972-05-08	UHC-17958-15	8947945234	119 Camelback Rd # 933, Miami, FL, 33183	0.52	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-100186	ENR	Christina Russell	1960-05-17	UHC-19733-52	—	662 Ridge Rd # 957, Gilbert, AZ	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142674	ENR	Bobby Butler	1974-09-27	UHC-92800-68	—	9720 Central Ave # 524, Columbus, OH	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135346	ENR	Nicholas Diaz	2004-04-09	UHC-37468-77	2239982353	9304 Elm St # 560, Seattle, WA, 98139	0.52	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-112085	ENR	Emily T Rose	1981-08-12	UHC-79044-52	9749847204	7724 Grand Ave # 881, Nashville, TN, 37229	0.52	Middle initial moved out of first name Name re-cased Unit split from street State name converted to code+2 more
ENR-114134	ENR	Lawrence P Romero	1947-12-28	UHC-11868-35	3973857667	4907 Apache Blvd # 703, Eden Prairie, MN, 55395	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-118323	ENR	Judith Foster	—	UHC-34522-45	5396566661	6667 Elm St # 433, Dallas, TX, 75243	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121279	ENR	Yuki D Jones	1987-04-24	UHC-69070-02	5826373080	2363 Maple Ave # 476, Jacksonville, FL, 32260	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-106593	ENR	Carl V Dean	1972-03-28	UHC-87857-89	5768443760	9585 Oak St # 839, Tampa, FL, 33642	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114300	ENR	Carol Hughes	1979-02-28	UHC-70476-15	3375477490	2280 Bayshore Dr # 570, Seattle, WA, 98128	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-138496	ENR	Carolyn S Hernandez	1939-12-07	UHC-64823-02	3632254257	2739 Pine Dr Apt 27, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-125658	ENR	Alexxander Fisher	1947-06-15	UHC-01049-28	2939755973	3904 Baseline Rd # 325, Jacksonville, FL, 32299	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131240	ENR	Fatima T Carroll	1945-03-08	UHC-54168-90	6583010002	8669 Maple Ave Apt 19, Tempe, AZ, 85291	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-123036	ENR	Jennifer Dominguez	1988-12-24	UHC-64982-19	3275226904	18 Meadow Ln Apt 16, Columbus, OH, 43263	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-103955	ENR	Juan S Silva	1974-10-08	UHC-07687-33	6512826389	5111 Mountain View Dr Apt 2, Las Vegas, NV, 89175	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-137458	ENR	Jacqueline F Salazar	1945-04-25	UHC-37624-77	5147655952	7958 Bayshore Dr # 730, San Antonio, TX, 78239	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102693	ENR	Emily Z Adams	2000-07-22	UHC-15907-13	4666348658	9365 Sage Ct # 739, Orlando, FL, 32823	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-104545	ENR	Lori N Duncan	1965-10-18	UHC-77386-40	—	2740 Oak St Apt 15, Plano, TX, 75093	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123072	ENR	Alan Gibson	2000-06-13	UHC-40231-80	3442607218	6176 Mountain View Dr # 875, Fresno, CA, 93740	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-140129	ENR	Joan Hudson	1956-12-10	UHC-12759-13	8622299644	8106 Ridge Rd Apt 6, Tempe, AZ, 85285	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115549	ENR	Samantha V Romero	1976-08-07	UHC-70881-28	6645502381	909 Lincoln Way Apt 33, Minneapolis, MN, 55447	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137351	ENR	Harold B Sanders	2006-04-26	UHC-57938-52	6742296498	498 Park Pl # 337, Sacramento, CA, 95813	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109888	ENR	Juan Tran	2007-06-20	UHC-08444-39	4312024556	354 Central Ave # 791, Plano, TX, 75047	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-101149	ENR	Kayla M Chavez	—	UHC-09981-99	3549727209	8478 Oak St Apt 10, Las Vegas, NV, 89198	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101975	ENR	Amy R Hawkins	1994-05-13	UHC-63576-09	8703173142	6772 Hillcrest Rd Apt 11, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-111330	ENR	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave # 493, San Antonio, TX, 78205	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114606	ENR	Eric T Bowman	1950-05-23	UHC-56333-05	4509303605	8419 Central Ave # 287, Nashville, TN, 37296	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127310	ENR	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	6502 Market St # 568, Charlotte, NC, 28239	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130397	ENR	Klye Harper	1997-08-03	UHC-68942-57	2679801331	1435 Jefferson Ave Apt 25, Gilbert, AZ, 85294	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136737	ENR	Shirley Spencer	1968-09-14	UHC-49565-98	5578512458	4384 Lincoln Way Apt 22, Fresno, CA, 93780	0.52	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-112438	ENR	Sandra Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct Apt 16, Chandler, AZ, 85292	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more

3,345 rows, page 23 of 67Previous Next