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-117101	ENR	Teresa Richardson	1963-10-21	UHC-92136-25	9434253605	4238 Highland Ave, Fresno, CA, 93770	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
ENR-105326	ENR	Austin I Rodriguez	1994-10-26	UHC-11337-61	9074348731	9749 Mesa Dr, Mesa, AZ	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-129560	ENR	Andrea Woods	1955-06-21	UHC-37440-63	—	7509 Desert Sky Blvd, Austin, TX, 78757	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-114787	ENR	Henry Rodriguez	1959-05-24	UHC-67679-87	6267414210	8981 Bayshore Dr, Atlanta, GA, 30313	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-116790	ENR	Laura Cruz	1945-07-02	UHC-16221-79	9555967754	4987 Valley View Dr, Orlando, FL, 32876	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-123709	ENR	Alexis F Howell	2005-09-05	UHC-00431-38	5859599109	128 Cedar Ln, Fresno, CA, 93746	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-138511	ENR	Ronald Z Allen	2007-12-18	UHC-61529-91	8238184725	7166 Meadow Ln, Mesa, AZ, 85200	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-137983	ENR	Debbie Ortega	1966-09-17	UHC-05686-65	5073373848	5164 Lincoln Way, Atlanta, GA, 30370	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-116793	ENR	Christina M Herrera	1954-09-19	—	4422218009	6995 Pine Dr, Plano, TX, 75052	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-114651	ENR	Catherine K Jensen	1947-10-25	UHC-06420-48	5464331855	4835 Grand Ave, Tucson, AZ, 85735	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-103864	ENR	Carolyn S Ward	2004-03-16	UHC-59025-32	5162297629	9472 Desert Sky Blvd, Chandler, AZ	0.68	Phone reformatted Member ID reformatted ZIP missing Gender normalised
ENR-123610	ENR	Benjamin Chen	2006-10-09	UHC-03850-87	6885730437	6943 Apache Blvd, Gilbert, AZ, 85214	0.68	Member ID reformatted Street suffix standardised Address re-cased Gender normalised
ENR-115880	ENR	Joseph X Washington	1992-03-12	UHC-01161-96	—	3388 Bayshore Dr, San Diego, CA, 92148	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-137059	ENR	Patrick B Jacoobs	1971-01-09	UHC-46572-14	9213298293	2987 Elm St, Eden Prairie, MN, 55389	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-137060	ENR	Patrick B Jacoobs	1971-01-09	UHC-46572-14	9213298293	2987 Elm St, Eden Prairie, MN, 55389	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-133100	ENR	Gloria Clark	1976-08-27	UHC-28114-30	7976787660	5774 Indian School Rd, Sacramento, CA, 95882	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-130521	ENR	Nick C Bradley	2006-03-27	UHC-85987-71	4087121957	4519 Palm Dr, Eden Prairie, MN, 55331	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-133830	ENR	Austin V Evans	1974-06-26	UHC-08309-61	4894475520	6408 Camelback Rd, Houston, TX, 77068	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-135550	ENR	Isabella Barnes	1995-09-02	UHC-98826-91	2236578131	5646 Elm St, Fresno, CA, 93724	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-141161	ENR	Richard Medina	1972-05-09	UHC-46415-43	—	3811 Mesa Dr, Chandler, AZ, 85214	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-138839	ENR	Aaron Cox	1974-11-25	UHC-81716-18	8029675752	3792 Jefferson Ave Apt 19, Plano, TX, 75037	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-116178	ENR	Jacob L Evans	1966-12-02	UHC-47768-24	9006880173	7447 Baseline Rd, Fresno, CA, 93759	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-108332	ENR	Lawrence R Li	1998-10-05	UHC-16606-42	9489782199	2792 Sage Ct, Sacramento, CA, 95831	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-134337	ENR	Anna G Payne	1966-11-27	UHC-93456-64	4408977065	3257 Market St, Austin, TX, 78786	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-101882	ENR	Teresa C Hill	1990-08-22	UHC-82145-43	7315170560	8639 Meadow Ln, Seattle, WA, 98178	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-131555	ENR	Stephens Dylan	1984-07-11	UHC-50693-09	6137339350	453 Cedar Ln, Las Vegas, NV, 89132	0.68	Date of birth reformatted State name converted to code Email lower-cased Gender normalised
ENR-130786	ENR	BJunk	1951-04-18	UHC-30141-52	9079492053	1592 Camelback Rd, Sacramento, CA, 95827	0.68	Phone reformatted Gender normalised Plan code upper-cased No usable name (quarantined)
ENR-106610	ENR	Bruce Y Fuller	1988-04-26	UHC-98369-58	7989699926	7507 Market St, Jacksonville, FL, 32220	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-120622	ENR	Charles I Fowler	—	UHC-45989-53	9655437918	3451 Mountain View Dr, Mesa, AZ, 85269	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
ENR-128837	ENR	Noah Park	1979-10-18	UHC-63320-76	3307778973	9779 Harbor Blvd, Tucson, AZ	0.68	ZIP missing Email lower-cased Gender normalised Whitespace trimmed
ENR-131299	ENR	Cynthia W Harper	2005-02-15	UHC-74116-62	2359978660	2423 Grand Ave, Tucson, AZ, 85790	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-142554	ENR	Jessica Butler	—	UHC-65037-61	8485021671	1637 Sage Ct, Plano, TX, 75050	0.70	Date of birth unreadable Gender normalised Whitespace trimmed
ENR-129574	ENR	Carolyn Y Lawson	1971-06-23	UHC-79277-26	—	1506 Mountain View Dr, Fresno, CA, 93779	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-130221	ENR	Olivia Cooper	1981-09-05	UHC-66987-31	6877811662	683 Bayshore Dr, Minneapolis, MN	0.70	Name re-cased ZIP missing Gender normalised
ENR-131834	ENR	Amy N Elliott	1991-01-14	UHC-64891-74	—	8031 Broadway, Nashville, TN, 37235	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-133157	ENR	Thomas Gonzalez	1975-09-24	UHC-73038-56	8923921982	1811 Indian School Rd, Phoenix, AZ	0.70	Phone reformatted ZIP missing Gender normalised
ENR-111550	ENR	Justin I Williams	1983-06-26	UHC-16413-13	2132093236	7613 Mountain View Dr, San Diego, CA, 92117	0.70	Name re-cased Two-digit birth year Gender normalised
ENR-141012	ENR	Alexander V Austin	1967-04-02	UHC-33590-56	9027890818	7119 Bayshore Dr, Chandler, AZ, 85284	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-100562	ENR	Stephen M Vasquez	1957-08-23	UHC-70906-85	6998107538	7979 Canyon Rd, Houston, TX, 77029	0.70	Middle initial moved out of first name Email lower-cased Gender normalised
ENR-134610	ENR	Frances Payne	2003-01-05	UHC-53313-88	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-104298	ENR	Beverly H Flores	1948-09-02	UHC-34954-61	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-128116	ENR	Anna V Crawford	1943-11-06	UHC-20462-56	5918207984	2440 Main St # 544, Houston, TX, 77042	0.70	Unit split from street City re-cased Gender normalised
ENR-134614	ENR	Rachel Carroll	1968-07-14	UHC-04151-02	6946965889	8789 Valley View Dr, Sacramento, CA, 95843	0.70	State name converted to code Gender normalised Whitespace trimmed
ENR-140885	ENR	Nathan Thompson	1947-04-04	UHC-57408-91	9046490973	8222 Jefferson Ave, Denver, CO, 80244	0.70	Name split from “Last, First”Member ID reformatted Gender normalised
ENR-101198	ENR	Ruth O Jones	1980-04-22	UHC-52748-04	3646761837	4009 Oak St Apt 21, San Diego, CA, 92152	0.70	Unit split from street Gender normalised Whitespace trimmed
ENR-139752	ENR	Sean T Garza	2006-02-24	UHC-91731-85	3047521286	5996 Ridge Rd, Sacramento, CA, 95887	0.70	Phone reformatted State name converted to code Gender normalised
ENR-107349	ENR	Omar Richardson	1941-06-13	UHC-14844-78	—	8804 Baseline Rd, Chandler, AZ, 85250	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-141860	ENR	Donald H Hill	2002-06-09	UHC-38228-20	—	3153 Church St, Atlanta, GA	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-128849	ENR	Mary R Wagner	1950-04-04	UHC-20608-83	6636042454	—	0.70	Name re-cased SSN last four extracted Gender normalised
ENR-140918	ENR	Jose Ellis	1964-01-01	UHC-56744-12	8406938899	3255 Elm St, Miami, FL, 33145	0.70	Phone reformatted State name converted to code Gender normalised

7,326 rows, page 115 of 147Previous Next