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-141922	ENR	Digo Dominguez	1985-01-01	UHC-90646-41	6667232138	3937 Lake View Rd # 689, Austin, TX, 78784	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-103839	ENR	Julie Boyd	2003-12-06	UHC-44414-07	6688057058	1427 Camelback Rd # 433, Seattle, WA, 98109	0.58	Name split from “Last, First”Unit split from street ZIP+4 trimmed
ENR-131022	ENR	Jean O Foster	1954-01-08	UHC-22005-73	3022443890	1817 Lake View Rd Apt 13, Atlanta, GA, 30318	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-128295	ENR	Peter Z Ford	1991-10-23	UHC-45344-03	4835706550	3506 Central Ave Apt 35, Columbus, OH, 43249	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-127250	ENR	Cynthia Hill	2006-08-21	UHC-85055-61	2036047667	3680 Indian School Rd Apt 33, Tucson, AZ, 85754	0.58	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+5 more
ENR-142629	ENR	Emma H Maldonado	1997-11-02	UHC-45716-23	6478713199	2613 Central Ave # 489, San Diego, CA, 92148	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-129551	ENR	Gloria Dean	1938-09-23	UHC-18635-38	2404923032	7637 Bayshore Dr Apt 12, Glendale, AZ, 85395	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-119884	ENR	Emma R White	1975-07-18	UHC-64207-18	5732322798	8102 Sage Ct # 613, Nashville, TN, 37263	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-138539	ENR	Sara Hawkins	1950-12-16	—	8323706464	6912 Willow Ct Apt 18, San Antonio, TX, 78278	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-119746	ENR	Eugene Y Kennedy	1955-02-04	UHC-35358-92	9085640173	4602 Grand Ave # 611, Fresno, CA, 93727	0.58	Name re-cased Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-136999	ENR	Abiggail A Scott	1948-11-19	UHC-92310-43	7582685007	6984 Washington St # 551, Tempe, AZ, 85290	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-140765	ENR	Emily I Ford	1977-10-26	UHC-15465-68	8507024266	1597 Meadow Ln Apt 18, Chandler, AZ, 85223	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-128894	ENR	Bradley Harvey	1947-11-21	UHC-86488-38	6213587952	6763 Ridge Rd Apt 31, Phoenix, AZ, 85078	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-104915	ENR	Tim L Burke	1988-05-14	UHC-40507-82	—	8047 Forest Ave # 660, Tucson, AZ, 85752	0.58	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+5 more
ENR-101334	ENR	Samantha V Espinoza	1996-10-22	UHC-68935-75	4577853550	8512 Valley View Dr Apt 22, Miami, FL, 33156	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-111749	ENR	Gerad A Munoz	1949-12-16	UHC-69213-94	4168756784	7824 Indian School Rd # 519, Las Vegas, NV, 89146	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-117904	ENR	Melissa G Perry	2002-09-27	UHC-68738-18	9134159167	459 Forest Ave # 790, Nashville, TN, 37249	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
ENR-104586	ENR	Carlos Perkins	1961-11-20	UHC-67445-33	4263007803	2484 Maple Ave # 305, Scottsdale, AZ, 85237	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-118272	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118271	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-110832	ENR	Elizabeth Lane	1943-05-04	UHC-54943-98	2445185748	9077 Hillcrest Rd Apt 36, Columbus, OH, 43224	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-136870	ENR	Dylan Day	1946-11-15	UHC-32420-88	—	8287 Central Ave # 731, Gilbert, AZ	0.58	Two-digit birth year Unit split from street ZIP missing
ENR-141727	ENR	Nathan Day	2004-03-20	UHC-18540-15	6145625518	4425 Broadway Apt 22, Dallas, TX	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-117477	ENR	Eugene Webb	1998-04-24	UHC-03845-70	3103051170	6304 Grand Ave # 574, Tampa, FL, 33686	0.58	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+5 more
ENR-125385	ENR	Fatima Henderson	1970-11-22	UHC-17129-93	5965636340	2871 Willow Ct Apt 23, Mesa, AZ, 85222	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
ENR-121022	ENR	Ryan J Hill	1966-09-13	UHC-71857-40	3593973007	5138 Harbor Blvd # 202, Austin, TX, 78793	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132728	ENR	Brittany Alvaredo	1991-09-17	UHC-89357-17	5975826766	7794 Baseline Rd # 601, Phoenix, AZ, 85044	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-103665	ENR	Billy Nunez	2006-01-11	UHC-35702-03	2149933735	4262 Washington St # 384, Eden Prairie, MN, 55385	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-126519	ENR	Julia I Snyder	1946-10-05	UHC-96900-09	7862064638	512 Willow Ct # 648, Sacramento, CA, 95816	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107834	ENR	Eugene Carlson	1993-08-18	UHC-73643-65	4763169237	7646 Ridge Rd # 888, Phoenix, AZ, 85051	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-101816	ENR	Maria Jones	1986-03-13	UHC-87021-76	4369810040	9532 Elm St # 575, Charlotte, NC, 28268	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-140866	ENR	Lawrence C Berry	1995-06-24	UHC-98898-79	4672041352	5911 Lake View Rd # 254, Seattle, WA, 98198	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-116341	ENR	Bruce Yang	1955-02-10	UHC-72059-81	—	578 Willow Ct Apt 1, Miami, FL, 33193	0.60	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-124257	ENR	Aaron Bell	1965-07-04	UHC-16001-92	5996254481	5517 Desert Sky Blvd # 635, Miami, FL, 33162	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120829	ENR	Arjun X Robinson	2004-09-19	UHC-13026-76	2095424717	7011 Forest Ave # 397, Tucson, AZ, 85718	0.60	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-102631	ENR	Walter Ortega	1960-11-18	UHC-32319-15	7589864166	3191 Elm St # 238, San Antonio, TX, 78296	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-120302	ENR	Priya Simpson	1997-11-22	UHC-26606-78	7079954573	5204 Meadow Ln Apt 29, Columbus, OH, 43257	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120393	ENR	Deborah Lawson	1955-02-26	UHC-80225-75	—	4298 Central Ave Apt 27, Tucson, AZ, 85734	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-107323	ENR	Harold U Little	1944-05-17	UHC-28581-15	6758344200	298 Mountain View Dr # 544, Austin, TX, 78782	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-109165	ENR	Ruth Q Weaver	1986-01-08	UHC-27012-03	3148644818	7988 Mesa Dr # 261, San Antonio, TX, 78217	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-111466	ENR	Aaron F Welch	2008-09-03	UHC-51582-83	6519602271	6030 Bayshore Dr # 696, Austin, TX, 78727	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-131418	ENR	Susan Salazar	1966-12-23	UHC-80684-62	7436860152	1616 Sunset Blvd Apt 30, Glendale, AZ, 85383	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121628	ENR	Joyec B Hunt	1951-05-13	UHC-05477-22	7968446569	901 Meadow Ln Apt 10, Glendale, AZ, 85347	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-111181	ENR	Luica Patel	2004-01-10	UHC-89569-07	9309212411	3672 Hillcrest Rd Apt 24, Los Angeles, CA, 90068	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-140432	ENR	Judy Armstrong	1941-08-04	UHC-08403-64	3349330130	2984 Sage Ct Apt 25, Seattle, WA, 98151	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-111426	ENR	Terry Z Austin	1950-11-15	UHC-94531-66	8574219838	3745 Park Pl # 465, Glendale, AZ, 85389	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-134239	ENR	Dorothy Cook	1982-07-23	UHC-19060-90	8492320783	5326 Union St Apt 37, Minneapolis, MN, 55408	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132433	ENR	Randy R Wallace	1987-05-26	UHC-72706-79	9032230751	415 Indian School Rd # 782, Mesa, AZ, 85296	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-130000	ENR	Benjamin H Rozs	1945-12-11	UHC-24918-60	3618549079	8110 Spring St Apt 38, Denver, CO, 80295	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-143009	ENR	Nathan G Phillips	1964-12-27	UHC-35983-06	3976039810	3692 River Rd # 385, Jacksonville, FL, 32218	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more

3,345 rows, page 28 of 67Previous Next