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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126694	ENR	Gregory X Rivera	1956-02-21	UHC-01682-52	9426628580	40 Park Pl, Orlando, FL	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129625	ENR	Jonathan Garrett	1961-02-22	UHC-48138-96	9173091687	5631 Church St, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126104	ENR	Randy J Guzman	1967-11-04	UHC-25385-67	5368285274	5574 Elm St # 116, Houston, TX, 77011	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-119435	ENR	Caarol Peters	1985-03-27	UHC-96890-16	3553566629	9826 Baseline Rd, San Antonio, TX, 78215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-107015	ENR	Sophia Hughes	2006-11-23	UHC-77760-37	7506300514	2143 Bayshore Dr # 257, Tempe, AZ, 85230	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100350	ENR	Rachel D Jimenez	1940-03-14	UHC-99298-02	5458891774	8153 Oak St, Nashville, TN, 37235	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-125106	ENR	Arjun M Ramirez	1990-05-09	UHC-84085-42	3807599608	2896 Sunset Blvd, Gilbert, AZ, 85259	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-140877	ENR	Sarah J Hamilton	1963-02-16	UHC-22904-19	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129923	ENR	Jonathan Kelly	1985-10-27	UHC-10931-15	—	5606 Washington St, Phoenix, AZ, 85082	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100946	ENR	Marcus P Wood	1995-06-17	UHC-19067-25	—	9416 Indian School Rd, Denver, CO, 80293	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-131560	ENR	Joseph Wallace	1976-07-05	UHC-18297-39	—	916 Canyon Rd, Atlanta, GA, 30355	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-125203	ENR	Tyler R Simpson	1958-12-13	UHC-59723-53	—	8568 Cedar Ln, Denver, CO, 80272	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-118986	ENR	Mei B Bradley	1998-03-09	UHC-98883-33	9696536131	3322 Palm Dr Apt 27, Denver, CO, 80277	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125929	ENR	Ryan V Wong	1941-03-06	UHC-57924-23	4772707195	6303 River Rd, Atlanta, GA, 30337	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-139890	ENR	Michael Wilson	1955-10-15	UHC-38739-27	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-113966	ENR	Hiorshi Lynch	1965-10-25	UHC-75411-44	6435216019	581 Cedar Ln # 365, Tampa, FL, 33626	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137614	ENR	Beverly Rose	1983-07-12	UHC-30839-28	5637182899	5475 Grand Ave, San Antonio, TX, 78262	0.66	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-109896	ENR	John Ray	1943-10-02	UHC-32122-35	8863400298	4554 Meadow Ln, Phoenix, AZ, 85017	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-121344	ENR	Stphen Weber	1987-01-28	UHC-69344-67	—	8952 Sage Ct, Charlotte, NC, 28253	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-128306	ENR	Eric F Reed	1963-01-18	UHC-79375-83	—	8032 Market St Apt 36, Denver, CO, 80263	0.66	Name re-cased Phone missing area code Unit split from street Whitespace trimmed+1 more
ENR-120334	ENR	Samuel U Castro	1975-05-08	UHC-99010-79	9047985083	216 Indian School Rd, Dallas, TX	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-140777	ENR	Lawrence E Hansen	1988-02-04	UHC-08508-41	3675128277	2358 Meadow Ln, Miami, FL, 33103	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126194	ENR	Vicky D Vazquez	1968-12-08	UHC-94194-46	—	3230 Oak St, Houston, TX, 77092	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-107693	ENR	Kelly P Aguilar	1938-11-04	UHC-52255-77	2432705425	5312 Ridge Rd Apt 6, San Antonio, TX, 78246	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131902	ENR	Judith Adams	1964-09-06	UHC-44634-33	4065211873	3744 Harbor Blvd, San Diego, CA, 92180	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113395	ENR	Cheryl K Murray	—	UHC-17856-63	2627120325	8800 Union St, Nashville, TN, 37293	0.66	Name re-cased Date of birth missing Phone reformatted City re-cased+1 more
ENR-116908	ENR	Sean T Weber	2003-08-02	UHC-37854-75	8442143874	503 Park Pl, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-121788	ENR	Hannah Willis	1984-12-27	UHC-06307-65	6416642178	9453 Indian School Rd # 171, Denver, CO, 80262	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-109164	ENR	Joshua F Vargas	1992-10-08	UHC-88006-16	—	5441 Cedar Ln, Houston, TX, 77014	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-119873	ENR	Virginia Garrett	1989-01-04	UHC-92042-53	6719892736	380 Apache Blvd, Tucson, AZ, 85760	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-131720	ENR	Patricia L Gibson	1952-10-13	UHC-08082-86	7217943477	8177 Ocean Ave, Dallas, TX, 75248	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-135244	ENR	Justin Salazar	2000-10-21	UHC-48165-59	4123794664	5286 Main St, Minneapolis, MN, 55414	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134523	ENR	Aaron O Moore	1995-06-17	UHC-40687-94	7935208211	7264 Indian School Rd, San Diego, CA, 92174	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103179	ENR	Gloria U Powell	1989-02-04	UHC-77382-05	—	7812 Central Ave, Orlando, FL, 32888	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-130109	ENR	Robert N Maldonado	1994-03-20	UHC-70978-88	8314695053	8660 Valley View Dr # 804, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-141015	ENR	Joan R Rivera	1988-12-18	UHC-22799-76	9143633518	7244 Oak St, Miami, FL, 33179	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104294	ENR	Hannah I Menoza	—	UHC-59675-28	2909254756	7245 Baseline Rd, Chandler, AZ, 85224	0.66	Name re-cased Date of birth unreadable Phone reformatted SSN last four extracted+1 more
ENR-110798	ENR	Sofia X Smith	1978-12-13	UHC-50362-18	8097645285	7046 Market St Apt 33, Las Vegas, NV, 89158	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-119771	ENR	Sophia V Maldonado	2002-05-12	UHC-56984-29	—	1306 Ridge Rd, Miami, FL, 33193	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-101737	ENR	Carolyn Snyder	1981-08-10	UHC-13237-39	7363917189	6684 Meadow Ln Apt 6, Scottsdale, AZ, 85288	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-132563	ENR	Diana Chavez	1956-04-26	UHC-17528-84	—	2540 Sunset Blvd # 806, Atlanta, GA, 30325	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-128504	ENR	Dennis Morris	1992-03-10	UHC-83204-10	5093429408	1592 Cedar Ln # 237, Seattle, WA, 98162	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
ENR-133735	ENR	Jordan Williamson	2007-06-02	UHC-39394-42	5307968577	8677 Union St, Eden Prairie, MN, 55320	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117169	ENR	Gabriel D Evans	1957-11-25	UHC-09691-23	6278628703	3036 Apache Blvd, Columbus, OH	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119631	ENR	Donald Hamilton	1965-03-16	UHC-49782-38	—	4473 Canyon Rd, Columbus, OH, 43291	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-101031	ENR	Zachay E Wheeler	1990-07-19	UHC-14123-52	5793804033	5313 Spring St, San Diego, CA, 92169	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-139835	ENR	Hiroshi N Tran	1986-02-04	UHC-69597-53	2873701322	3262 Lincoln Way, Austin, TX, 78738	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-109420	ENR	Kim Munoz	2007-12-22	UHC-59562-45	5384042562	5212 Spring St, Jacksonville, FL, 32237	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139673	ENR	Noah N Hill	1946-06-04	UHC-04268-29	—	4936 Broadway, Phoenix, AZ, 85029	0.66	Name re-cased Phone missing area code SSN last four extracted Address re-cased+1 more
ENR-128607	ENR	Kelly S Holmes	1975-12-16	UHC-09935-47	2793446966	3850 Desert Sky Blvd, Las Vegas, NV, 89172	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more

17,310 rows, page 124 of 347Previous Next