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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106351	ENR	Angela G Gordon	1989-03-20	UHC-91021-02	—	4781 Pine Dr, Miami, FL, 33108	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-113412	ENR	Christina Burton	1943-07-17	UHC-38322-16	5853474604	7991 Mesa Dr, Miami, FL, 33194	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-104913	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	9213022278	6927 Oak St, Eden Prairie, MN, 55365	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108928	ENR	Randy L Sandoval	1951-11-13	UHC-38306-80	9443515197	5598 Canyon Rd, Denver, CO, 80235	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141531	ENR	Kayla Rojas	1944-07-13	UHC-54092-53	—	6042 Church St, Tucson, AZ, 85785	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125032	ENR	Kathy W Perry	1973-08-28	UHC-08328-12	8977080143	6377 Park Pl, Nashville, TN	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108654	ENR	Brenda Bradley	1954-10-17	UHC-06264-52	6167524312	5192 Meadow Ln, Jacksonville, FL, 32242	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114012	ENR	Joshua D Rogers	1964-01-23	UHC-33304-48	7892493354	7625 Maple Ave, San Diego, CA, 92187	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101719	ENR	Raymond U Foster	1973-06-17	UHC-62692-55	2869869404	9571 Sunset Blvd, Jacksonville, FL	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-142778	ENR	Samantha Johnston	1973-06-25	UHC-14942-21	—	6942 Valley View Dr, Eden Prairie, MN	0.52	Two-digit birth year State name converted to code ZIP missing Email lower-cased+2 more
ENR-101492	ENR	Soifa Lewis	1968-03-02	UHC-63635-58	9627927290	9224 Bayshore Dr, Mesa, AZ, 85214	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-136446	ENR	Sophia A Nguen	1979-10-14	UHC-35591-59	—	1745 Highland Ave, Miami, FL, 33119	0.52	Name re-cased Two-digit birth year Phone missing area code Email lower-cased+2 more
ENR-120835	ENR	Gabriel Hawkins	1949-12-22	UHC-32513-52	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100508	ENR	Ana Morales	1955-09-19	UHC-77060-06	7784196274	1236 Valley View Dr, Scottsdale, AZ, 85247	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130684	ENR	Kevin X Guerrero	1985-05-16	UHC-46668-36	3487841390	2840 Apache Blvd, Dallas, TX	0.52	Two-digit birth year Phone reformatted ZIP missing Gender normalised+2 more
ENR-112438	ENR	Sandra Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct Apt 16, Chandler, AZ, 85292	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101279	ENR	Sean Hunter	1944-01-18	UHC-33259-01	6185124174	5604 Pine Dr, Austin, TX, 78795	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128049	ENR	Stephen K Jimenez	2006-09-27	UHC-39923-61	—	3249 Bayshore Dr, Denver, CO, 80254	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-116653	ENR	Greg Sanders	1978-01-20	UHC-11903-39	7708126755	2084 Sage Ct, Sacramento, CA, 95826	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109808	ENR	Ronald V Sandoval	1996-04-08	UHC-16953-93	—	6996 Mountain View Dr, Chandler, AZ, 85299	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-108000	ENR	Brandon Hill	1984-07-26	UHC-22856-42	2154126435	9744 Maple Ave, Scottsdale, AZ	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-133197	ENR	Philip Tucker	1982-02-21	UHC-65487-82	7326363269	9361 Jefferson Ave, Orlando, FL, 32873	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-123411	ENR	Donald E Burns	1976-06-18	UHC-07422-52	5682396235	887 Mesa Dr Apt 27, Fresno, CA, 93780	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-131085	ENR	Isabella D Cen	1952-04-22	UHC-16836-61	2087295520	577 Willow Ct, Tempe, AZ, 85260	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127675	ENR	Lori W Johnston	1998-12-05	UHC-64408-29	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-110081	ENR	Peter Kelly	1981-07-09	UHC-28833-25	5439815708	8295 Mountain View Dr, Las Vegas, NV, 89106	0.54	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-127485	ENR	Michelle R Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave Apt 21, Chandler, AZ, 85278	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-113090	ENR	Jason Cole	2007-07-06	UHC-46743-18	6412113722	1897 Washington St # 701, Phoenix, AZ, 85006	0.54	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-120212	ENR	John Clark	1944-10-26	UHC-32961-20	3784046841	1606 Desert Sky Blvd, Plano, TX, 75037	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-136872	ENR	Ryan Richards	1978-06-09	UHC-25214-36	3646159985	4533 Mesa Dr # 596, Los Angeles, CA, 90039	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-136293	ENR	Billy A Washington	1996-02-02	UHC-77163-13	—	1371 Desert Sky Blvd, Glendale, AZ, 85336	0.54	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-108652	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108653	ENR	Carroll Z Sophia	1979-02-23	UHC-64413-52	5816388412	5642 Desert Sky Blvd, Atlanta, GA, 30394	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132441	ENR	Jeremy V McDonald	1940-06-12	UHC-67446-94	—	5567 Willow Ct, Fresno, CA, 93729	0.54	Two-digit birth year Phone missing area code Gender normalised Whitespace trimmed+1 more
ENR-138597	ENR	Austin Rogers	1986-07-06	UHC-96104-23	6477430493	7743 Sage Ct, San Antonio, TX, 78273	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-102147	ENR	Nathan M Armstrong	1942-02-06	UHC-15778-11	—	5140 Highland Ave, Orlando, FL	0.54	Two-digit birth year ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-106456	ENR	Linda N Murray	1957-10-15	UHC-87160-20	4236600658	9085 Washington St Apt 28, Mesa, AZ, 85250	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-109811	ENR	Abigail N Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.54	Name split from “Last, First”Two-digit birth year State name converted to code Email lower-cased+1 more
ENR-126190	ENR	Mary X Williams	1960-06-08	UHC-91552-92	4679682584	975 Mesa Dr, Denver, CO, 80254	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136903	ENR	Steven Z Banks	1996-02-04	UHC-07451-51	3894330654	3470 Bayshore Dr, Eden Prairie, MN, 55348	0.54	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-138415	ENR	Noah D Marquez	1954-02-05	UHC-44909-14	7477686986	3964 Cedar Ln, Columbus, OH	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-133116	ENR	Arthur P Carter	1953-09-20	UHC-46569-38	5048582651	7582 Washington St, Chandler, AZ, 85272	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141637	ENR	Camila Cook	1993-11-17	UHC-38400-90	5407392334	8990 Willow Ct, San Diego, CA, 92184	0.54	Two-digit birth year SSN last four extracted City re-cased Gender normalised+1 more
ENR-135524	ENR	James S Banks	1999-03-22	UHC-39366-98	8353343174	2151 Ocean Ave Apt 1, Nashville, TN, 37280	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-107557	ENR	Janet H Tran	2005-01-12	UHC-47381-71	4412058427	6574 Pine Dr, Chandler, AZ, 85268	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-110692	ENR	Elijah Brown	1957-07-13	UHC-79098-85	7633106802	9090 Palm Dr, Miami, FL, 33161	0.54	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-111235	ENR	Tyler Thomas	1948-08-01	UHC-19916-14	7237238977	6416 Pine Dr, San Antonio, TX, 78264	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116958	ENR	Amanda Cuok	1967-05-04	UHC-27610-61	5578452757	802 Sage Ct, Miami, FL, 33123	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135491	ENR	Bryan Bryant	1940-08-23	UHC-64075-40	9323895451	625 Willow Ct, Chandler, AZ, 85253	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-111584	ENR	Arnold Eugene	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr # 593, Gilbert, AZ, 85204	0.54	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+1 more

2,874 rows, page 19 of 58Previous Next