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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102004	ENR	Sophia Knight	1952-06-02	UHC-81254-07	7772446323	6841 Bayshore Dr, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126491	ENR	Gabriel Andrews	1952-08-17	UHC-06638-96	8406479207	816 Mesa Dr, Mesa, AZ, 85266	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101999	ENR	Jean E Bell	2006-05-09	UHC-44976-64	9399339866	5048 Palm Dr, Chandler, AZ, 85209	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101124	ENR	Barbara Greene	2007-11-17	—	3764992139	6074 Washington St, Scottsdale, AZ, 85202	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101053	ENR	Sofia Chvaez	1996-12-23	UHC-70365-92	4816672397	3709 Sunset Blvd, Los Angeles, CA, 90067	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106032	ENR	Frank E Dunn	1977-06-21	UHC-10912-05	4874379073	4244 Meadow Ln Apt 20, Denver, CO, 80224	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106208	ENR	Nancy Bailey	1983-09-05	UHC-79532-70	—	4842 Lincoln Way, Tampa, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112439	ENR	Pamela N Yang	1945-01-06	UHC-06553-73	6856135362	4873 Market St, Dallas, TX, 75230	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100566	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114155	ENR	William T Estrada	1986-03-23	UHC-21935-35	8633448733	8952 Cedar Ln, Plano, TX, 75003	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116738	ENR	Juan N Spencer	1975-01-13	UHC-44450-92	—	8430 Highland Ave, Miami, FL, 33136	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-117549	ENR	Martha T Brooks	2008-12-20	—	3279877861	4853 Apache Blvd, Mesa, AZ, 85229	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136150	ENR	Santiago Willis	2005-07-22	UHC-49113-42	3459769221	6570 Mesa Dr, Scottsdale, AZ, 85293	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141600	ENR	Anna Rice	1938-09-07	UHC-08508-68	3735381733	7568 Elm St, Mesa, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123724	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123723	ENR	William Ryan	—	UHC-34641-99	2524274978	8692 Forest Ave, Nashville, TN, 37202	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-103306	ENR	Natalie X Hicks	1986-02-06	UHC-73470-12	—	1023 Baseline Rd, Tampa, FL, 33684	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106413	ENR	Kathleen R Wallace	2000-03-14	UHC-39042-54	—	2363 Forest Ave, Chandler, AZ, 85242	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-133768	ENR	Harold Y Porter	1942-05-01	UHC-09588-38	2698621952	2658 Grand Ave, Glendale, AZ, 85372	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119856	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA, 93772	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-122601	ENR	Gary R Weber	1992-02-02	UHC-24191-48	2479030019	8978 Pine Dr, Seattle, WA, 98134	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-112915	ENR	Debra Q Lee	1977-01-25	UHC-96470-57	7693478346	2601 Hillcrest Rd, Jacksonville, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134137	ENR	Vigrinia W Stone	1968-02-22	UHC-66168-77	—	329 Spring St, Austin, TX, 78792	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110067	ENR	Jean P Little	1955-10-07	—	4547171982	387 Market St, Tempe, AZ, 85267	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103068	ENR	Brittany S Watkins	1940-07-23	—	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125849	ENR	Russell U Turner	1954-06-20	UHC-44249-74	—	31 Maple Ave, San Diego, CA, 92162	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135246	ENR	Susan Coleman	1990-10-24	UHC-35193-53	4185984179	650 Indian School Rd, Houston, TX, 77087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125308	ENR	Joan Burton	1996-12-17	UHC-29497-54	4513116808	4143 River Rd, Denver, CO, 80253	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113343	ENR	Brian J Foster	1972-02-23	UHC-46349-46	3188934463	3564 Oak St, Las Vegas, NV, 89149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133960	ENR	Joseph Reynolds	1960-03-27	UHC-06955-82	2734248384	6878 Grand Ave Apt 1, Fresno, CA, 93700	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118444	ENR	Dorothy Washington	1973-04-06	UHC-61161-52	—	9015 Ocean Ave, Tampa, FL, 33686	0.62	Name re-cased Phone missing area code City re-cased State name converted to code+3 more
ENR-125761	ENR	Yuki Grant	2001-02-24	UHC-41576-65	8977902154	6752 Indian School Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138666	ENR	Lucia H Le	1959-09-08	UHC-53838-39	5104709211	7725 Pine Dr, Las Vegas, NV, 89168	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-112043	ENR	TerryJunk	1967-05-21	UHC-10965-56	2942099762	2368 Camelback Rd, Mesa, AZ, 85231	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120236	ENR	Steve Medina	1986-04-03	UHC-17398-49	9337517844	6462 Lincoln Way, Austin, TX, 78793	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105969	ENR	Richard Campbell	1995-06-22	UHC-74323-91	3408897940	9162 Valley View Dr Apt 3, Miami, FL, 33159	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133264	ENR	Alexander W Guerrero	1960-11-25	UHC-55391-43	6385699871	4649 Harbor Blvd, Tempe, AZ, 85250	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105903	ENR	Alexander Hart	1940-05-07	—	3612581682	8068 Park Pl, Minneapolis, MN	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-126703	ENR	Gregory Smith	1987-10-09	UHC-05181-14	4026604922	2142 Indian School Rd, Charlotte, NC, 28207	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-117615	ENR	Joan Porter	1989-01-07	UHC-74508-47	6846757885	6094 Hillcrest Rd, Chandler, AZ, 85220	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-141627	ENR	Elizabeth Pierce	1970-02-24	UHC-88301-75	8745917377	1754 Union St, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109706	ENR	Suasn Padilla	1981-03-01	—	2138349397	2782 Central Ave, Seattle, WA, 98182	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-112636	ENR	Russell V Dean	1981-07-23	UHC-69426-13	7348393066	772 Central Ave, Houston, TX, 77038	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133691	ENR	Sean T Fuller	1981-11-11	UHC-78444-99	—	9504 Baseline Rd, Eden Prairie, MN, 55332	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-110437	ENR	Andrea Marshall	1967-04-12	UHC-19707-52	8385072948	1561 Cedar Ln, Sacramento, CA, 95814	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117438	ENR	Andrew H Montgomery	—	UHC-31571-55	4409979938	4498 Sunset Blvd, Columbus, OH, 43296	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
ENR-132274	ENR	Diane Morales	1958-05-02	UHC-58169-52	3276320176	6994 Jefferson Ave, Seattle, WA, 98122	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111818	ENR	Alex Torres	1960-08-17	UHC-79406-78	8047436784	5623 Hillcrest Rd, Houston, TX	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-136836	ENR	Kathleen Hudson	1949-01-18	UHC-81595-06	7937086911	7360 Church St, Miami, FL, 33100	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114320	ENR	Jose V Henry	1970-11-15	UHC-69072-64	8526459556	4364 Willow Ct, Seattle, WA, 98100	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more

16,916 rows, page 70 of 339Previous Next