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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120223	ENR	Diana A Aguilar	1958-08-04	UHC-33485-42	7774006191	4656 Elm St Apt 6, Chandler, AZ, 85277	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104967	ENR	Robert Wels	1957-10-10	UHC-36855-16	2588341398	3675 Mountain View Dr # 443, San Antonio, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107923	ENR	Gerald W Richardson	1957-04-11	UHC-52791-35	2998825660	1747 Sage Ct # 988, Gilbert, AZ, 85254	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-139291	ENR	Rachel M Fowler	1983-05-20	UHC-83408-02	2438832716	8542 Forest Ave Apt 39, Minneapolis, MN, 55405	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-137201	ENR	Eugene V Watkins	1965-11-24	UHC-59440-01	6562618581	5076 Elm St # 250, Denver, CO, 80295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112867	ENR	Zachary Hill	1958-01-15	UHC-33929-52	2539570730	7404 Market St # 840, Sacramento, CA, 95805	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111534	ENR	Carol James	1950-05-14	UHC-38761-26	—	34 Sage Ct Apt 39, Scottsdale, AZ, 85209	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122979	ENR	Diane L Armstrong	2004-04-20	UHC-42308-24	2015399999	3013 Forest Ave # 864, Charlotte, NC, 28246	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142058	ENR	Timothy G Bennett	1940-11-17	UHC-58565-83	3744460647	1538 Harbor Blvd # 855, Tempe, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-132095	ENR	Jacob Peterson	1947-11-04	UHC-66053-39	2757434217	1241 Washington St Apt 40, Tucson, AZ, 85764	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121713	ENR	Nicholas W Armstronng	1968-08-14	UHC-86103-03	3006182934	3483 Willow Ct Apt 19, Tucson, AZ, 85719	0.52	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Unit split from street+2 more
ENR-140940	ENR	Maria Graham	1961-02-20	UHC-40957-36	7806038887	28 Mountain View Dr # 653, Mesa, AZ, 85261	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115636	ENR	Theresa W Cruz	1962-06-06	UHC-36360-26	—	8152 Camelback Rd # 212, Jacksonville, FL, 32280	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120838	ENR	Jacob V George	1957-06-02	UHC-55194-69	4223889938	1133 Lincoln Way # 436, Eden Prairie, MN, 55383	0.52	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-140212	ENR	Sophia M Soto	1949-02-25	UHC-01510-29	5622436561	8505 Ridge Rd # 709, Jacksonville, FL, 32287	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-107872	ENR	Philip A Gibson	1968-03-08	UHC-90044-54	7087159201	9675 Highland Ave Apt 23, Minneapolis, MN, 55448	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-122731	ENR	Luis C Payne	—	UHC-99621-94	7542827422	9208 Baseline Rd Apt 19, Houston, TX, 77057	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-116245	ENR	Jeffrey C Cruz	1953-02-14	UHC-64784-69	—	6155 Ocean Ave # 695, Nashville, TN, 37211	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112428	ENR	Joan Dominguez	2006-01-28	UHC-90621-19	3473873436	3534 Canyon Rd # 389, Miami, FL, 33119	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110428	ENR	Frank Franklin	2003-09-11	UHC-27271-24	5914512496	7574 Broadway # 630, Phoenix, AZ, 85020	0.52	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+2 more
ENR-135283	ENR	Ethan M Rogers	1938-12-18	UHC-76883-32	8694389533	1672 Spring St # 140, San Antonio, TX, 78251	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116059	ENR	Mary S Ellis	1954-11-08	UHC-94061-26	6196987767	5588 Palm Dr Apt 31, Jacksonville, FL, 32282	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
ENR-111039	ENR	Mason A Maldonado	1982-10-08	UHC-54625-23	—	1570 Union St # 121, Tampa, FL, 33604	0.52	Two-digit birth year Member ID reformatted Unit split from street Gender normalised+2 more
ENR-121888	ENR	Maatthew X Cruz	1944-06-17	UHC-91463-54	—	7979 Pine Dr # 573, Eden Prairie, MN, 55374	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130018	ENR	Santiago Gibson	2000-04-19	UHC-15032-49	4796051313	9582 Willow Ct # 618, Houston, TX, 77050	0.52	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-109613	ENR	Michael J Bishop	1994-10-07	UHC-91419-82	8286672415	8711 Apache Blvd # 216, Los Angeles, CA, 90058	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-102907	ENR	Vincent Delgado	1985-10-16	UHC-73386-28	7657915969	8194 Mountain View Dr # 824, Orlando, FL, 32888	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113943	ENR	Linda Martinez	1953-09-17	UHC-63238-73	3339614964	6116 Pine Dr Apt 30, Seattle, WA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-136973	ENR	Rebecca K Ortiz	1958-03-24	UHC-50581-76	4757577059	6811 Harbor Blvd Apt 8, Phoenix, AZ, 85091	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102385	ENR	Lawrence X Young	1953-09-03	UHC-86523-36	4359361407	3964 Oak St Apt 3, Tucson, AZ, 85772	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103194	ENR	Brittany N Wrgiht	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd # 586, Miami, FL, 33101	0.52	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
ENR-140223	ENR	Davis V Beverly	1975-07-12	UHC-26050-17	4556980357	3508 Grand Ave # 221, Dallas, TX, 75295	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124253	ENR	Ronald O Crawford	1985-12-25	UHC-84729-70	2114887181	3144 Market St Apt 9, San Antonio, TX, 78237	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137444	ENR	Isabella Murphy	1957-02-06	UHC-81397-53	2226476767	1338 Central Ave Apt 34, Columbus, OH, 43298	0.52	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-120404	ENR	Diego U Schmidt	1989-02-24	UHC-25673-02	5554641793	6886 Forest Ave Apt 36, Miami, FL, 33187	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-141469	ENR	Deborah Barnes	1978-07-21	UHC-58944-23	6976447256	1318 Cedar Ln # 646, Dallas, TX, 75228	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-112282	ENR	Aisha P Burke	1958-10-14	UHC-98365-72	6749400075	6872 Palm Dr # 999, Nashville, TN, 37298	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107028	ENR	Elijah A Brooks	1964-10-22	UHC-25287-21	2769406433	2640 Baseline Rd Apt 25, Orlando, FL, 32829	0.52	Two-digit birth year Phone reformatted Unit split from street Gender normalised+2 more
ENR-126765	ENR	Jean Martin	1980-08-25	UHC-24078-99	—	2678 Cedar Ln # 136, Columbus, OH, 43276	0.52	Name re-cased Phone missing area code Unit split from street State name converted to code+2 more
ENR-128414	ENR	Sophia Ray	1999-10-03	UHC-48513-75	7377922231	707 Valley View Dr # 825, Austin, TX	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137590	ENR	William T Woong	1980-05-15	UHC-15878-72	4207455743	7700 Palm Dr Apt 8, Scottsdale, AZ, 85254	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-125341	ENR	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St Apt 14, Nashville, TN, 37268	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-102705	ENR	Raymond Scott	1988-07-05	UHC-74464-51	2233122221	7866 Lincoln Way Apt 16, Denver, CO, 80228	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124314	ENR	Nick L Garrett	1987-02-16	UHC-58324-10	8963032558	8090 Lincoln Way # 428, Tucson, AZ, 85776	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138740	ENR	Carol A Shaw	2002-10-06	UHC-74988-59	5447173992	1968 Willow Ct # 833, Orlando, FL, 32826	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141305	ENR	Charles Jimenez	1946-02-17	UHC-25702-22	9815565596	5023 River Rd # 250, Austin, TX, 78767	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135294	ENR	Paul Marquez	1949-10-11	UHC-66457-34	—	2834 Indian School Rd # 749, Tampa, FL, 33661	0.52	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+2 more
ENR-109012	ENR	Ruth E Harvey	1940-10-13	UHC-80628-18	—	5958 Main St Apt 32, Gilbert, AZ, 85225	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-114754	ENR	Bryan Morrison	1992-11-17	UHC-63751-61	—	2645 Harbor Blvd Apt 40, Seattle, WA, 98155	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
ENR-130984	ENR	Bradley Z Lawrence	1954-01-17	UHC-30637-63	2993709265	6725 Valley View Dr Apt 6, Atlanta, GA, 30365	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

3,345 rows, page 22 of 67Previous Next