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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104644	ENR	Angela D Welch	1963-11-11	UHC-58809-48	9725356718	2500 Lake View Rd, Jacksonville, FL, 32215	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114832	ENR	Judy Nichols	1977-03-04	UHC-99799-36	—	468 Spring St, Phoenix, AZ, 85003	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134211	ENR	Alexander T Cunningham	1961-02-02	UHC-18955-29	7624349080	4091 Market St, San Diego, CA, 92153	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108210	ENR	Harold H Gonzalez	1941-01-04	UHC-11640-03	8419183552	6036 Ridge Rd, Houston, TX, 77014	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134597	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV, 89167	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-103123	ENR	Hiroshi West	—	UHC-60964-87	5019621321	2311 Bayshore Dr, Tucson, AZ, 85757	0.54	Date of birth unreadable Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-132226	ENR	Marcus O Parker	1940-09-01	UHC-00441-29	4266241266	7772 Park Pl Apt 30, Glendale, AZ, 85322	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117547	ENR	Walter V Gardner	2006-10-02	UHC-02634-71	4254334483	4041 Bayshore Dr, Denver, CO, 80245	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-139582	ENR	Samuel Oliver	1955-11-01	UHC-84083-21	4236480086	9710 Meadow Ln, Austin, TX, 78763	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138948	ENR	Dabra T Carlson	1955-01-16	UHC-48214-96	8225533351	3548 Mountain View Dr, Scottsdale, AZ, 85231	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105946	ENR	Joseph H Leiws	2005-04-10	UHC-11816-62	6975544240	1020 Cedar Ln, Scottsdale, AZ, 85227	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-107949	ENR	Debra Robertson	1940-12-17	UHC-69069-26	6143143770	668 Union St, Atlanta, GA, 30396	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-109998	ENR	Maira F Kim	1984-10-06	UHC-95297-64	8703153953	7710 Desert Sky Blvd, Plano, TX, 75065	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-109997	ENR	Maira F Kim	1984-10-06	UHC-95297-64	8703153953	7710 Desert Sky Blvd, Plano, TX, 75065	0.54	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-140577	ENR	Christian Morgan	—	UHC-72777-44	—	9000 Palm Dr, Tucson, AZ, 85722	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104262	ENR	Omar W Rios	—	UHC-69358-19	3705221701	5383 Union St, Plano, TX, 75043	0.54	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-135495	ENR	Amenda G Singh	1947-10-03	UHC-34285-94	3987867358	2132 Baseline Rd, Dallas, TX	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-122440	ENR	Charlotte M Parker	1975-03-14	—	4225668589	6182 Desert Sky Blvd, Scottsdale, AZ, 85210	0.54	Street suffix standardised Address re-cased State name converted to code Email lower-cased+1 more
ENR-115981	ENR	Santiago W Kelley	1984-08-10	UHC-71672-31	5854394556	7157 Grand Ave, Denver, CO, 80205	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-129633	ENR	Nancy Myers	1979-02-15	UHC-89328-39	8819443602	667 Sunset Blvd, Nashville, TN, 37285	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-106214	ENR	Ashley F Black	1941-07-20	UHC-62159-82	2045510577	4377 Camelback Rd, Eden Prairie, MN, 55386	0.54	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-142389	ENR	Christian Q Wheeler	1976-08-08	UHC-84072-99	2552216963	6628 Lincoln Way Apt 22, Tampa, FL, 33620	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-100439	ENR	Christine V Salazar	1973-11-05	UHC-75118-47	9447804785	7127 Sunset Blvd, Plano, TX, 75020	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-117176	ENR	Joyce K Fsiher	1974-05-01	UHC-71280-23	6424829456	6729 Washington St, Chandler, AZ, 85205	0.54	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-120284	ENR	Christian Wbeb	1951-06-16	UHC-95905-42	3522157928	2035 Sunset Blvd, Houston, TX, 77044	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
ENR-130442	ENR	Jose X Gordun	1994-04-13	UHC-27613-60	8759569091	2402 Willow Ct, Tempe, AZ, 85268	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117565	ENR	Sarah V Brown	1976-04-18	UHC-04155-27	—	9173 Apache Blvd, Minneapolis, MN, 55496	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-131423	ENR	Mray L Bishop	1971-12-21	UHC-15059-18	—	4398 Sage Ct, Glendale, AZ, 85301	0.54	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-100833	ENR	Diane Hart	2008-02-04	UHC-90073-96	2598166920	7848 Ridge Rd, Miami, FL	0.54	Name split from “Last, First”Phone reformatted ZIP missing Gender normalised+1 more
ENR-113202	ENR	PJunk	1985-01-23	UHC-31708-64	9413372476	2064 Pine Dr, Tempe, AZ, 85218	0.54	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
ENR-102248	ENR	Jan Hill	1973-11-18	UHC-37787-33	7657184208	5687 Washington St, Phoenix, AZ, 85004	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110529	ENR	Diane N Perez	1968-05-22	UHC-33040-39	8738954054	4520 Spring St # 384, Plano, TX, 75097	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111007	ENR	Alexander Perez	1993-06-05	UHC-58073-33	7566544101	1775 Lincoln Way, Phoenix, AZ	0.54	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
ENR-125221	ENR	Jesse Fisher	1982-08-26	UHC-84739-48	4945850163	5232 Elm St Apt 37, Houston, TX, 77041	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123493	ENR	Raymond L Palmer	1983-06-22	UHC-07780-39	7574499563	728 Apache Blvd, Austin, TX, 78742	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137598	ENR	Ralph Arnold	1998-08-26	UHC-79978-65	—	1334 Jefferson Ave, San Antonio, TX, 78254	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124227	ENR	Omar Y Evans	1971-06-08	UHC-04207-13	7705504523	3145 Jefferson Ave, Charlotte, NC, 28242	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120304	ENR	Keith Williamson	1976-03-27	UHC-70723-03	—	1299 Valley View Dr, Phoenix, AZ	0.54	Name split from “Last, First”Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-116806	ENR	Logan S Evans	1999-03-16	UHC-46383-50	4534277399	7167 Valley View Dr Apt 16, Fresno, CA, 93766	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-117574	ENR	Priya Hamilton	1971-06-27	UHC-51752-38	4177490637	5118 Apache Blvd, Atlanta, GA, 30381	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-108261	ENR	Stephanie Q Crawford	1961-05-03	UHC-48820-47	9725849053	19 Pine Dr Apt 21, Nashville, TN, 37201	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-106989	ENR	Laura J Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132536	ENR	Frank K Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St # 551, Phoenix, AZ, 85050	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139123	ENR	Teresa G James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave Apt 40, Plano, TX, 75084	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-133276	ENR	Donald Y Lene	1974-01-25	UHC-25028-43	9223675811	4221 Cedar Ln, Denver, CO, 80291	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-107729	ENR	John P Herrera	1968-03-13	UHC-51994-47	7694802111	5996 Oak St, Plano, TX, 75086	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138074	ENR	Vincent T Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
ENR-127805	ENR	Brian Fuller	1992-11-16	UHC-89616-14	4076237329	8939 Spring St, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-105091	ENR	Robert T Young	1978-11-18	UHC-06031-99	9233945781	393 Willow Ct, Tampa, FL, 33686	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118779	ENR	Megan Watson	1975-04-10	UHC-62910-31	9274237287	257 Pine Dr, Miami, FL, 33164	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more

7,326 rows, page 48 of 147Previous Next