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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115418	ENR	Zachary Henry	—	UHC-50301-63	5606421092	4745 Palm Dr, Glendale, AZ, 85331	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-117859	ENR	Pauul A Bradley	2005-01-19	UHC-81814-37	8253165394	3539 Ocean Ave # 665, San Antonio, TX	0.54	SSN last four extracted Unit split from street City re-cased ZIP missing+1 more
ENR-126632	ENR	Martha Y Nichols	1989-04-27	UHC-63051-72	—	1787 Jefferson Ave, Mesa, AZ, 85240	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-102338	ENR	Justin M Gibson	—	UHC-22092-50	4167372768	2598 Central Ave, Phoenix, AZ, 85025	0.54	Date of birth missing Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139356	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	—	2185 Market St, Minneapolis, MN, 55468	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130089	ENR	Mark A Garrett	1994-11-07	UHC-56857-90	—	9121 Jefferson Ave, Houston, TX, 77095	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
ENR-134289	ENR	Anthony S Hernandez	1959-08-28	UHC-52509-78	—	8419 Lincoln Way, Dallas, TX, 75289	0.54	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+1 more
ENR-104553	ENR	Chrristian V Munoz	1992-02-12	UHC-66109-89	—	1973 Cedar Ln, Sacramento, CA, 95894	0.54	Two-digit birth year SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-121499	ENR	William F Simmons	1940-08-12	UHC-29547-53	—	3201 Apache Blvd, Nashville, TN, 37224	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-142656	ENR	Jereym Q Walsh	—	UHC-83689-77	—	2882 Lincoln Way, Orlando, FL, 32856	0.54	Name split from “Last, First”Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-117448	ENR	Keith M McCoy	1999-07-22	UHC-96522-26	3725611516	6187 Maple Ave, Minneapolis, MN, 55409	0.54	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+1 more
ENR-142723	ENR	Ruth Jordan	2005-02-16	UHC-16459-44	—	6914 Sage Ct Apt 30, Sacramento, CA, 95894	0.54	Name re-cased Two-digit birth year Unit split from street Gender normalised+1 more
ENR-126806	ENR	Ronald P Espinoza	1971-03-13	UHC-53546-06	—	1715 Highland Ave, Gilbert, AZ, 85270	0.54	Name split from “Last, First”SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-112892	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-112891	ENR	Joseph Hernandez	1973-03-03	UHC-40659-34	—	4451 Canyon Rd, San Diego, CA, 92169	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136140	ENR	Brian Patel	1955-12-13	UHC-11526-69	8403111600	2765 Lincoln Way Apt 17, Charlotte, NC, 28200	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-128284	ENR	Jerry F Chen	1976-06-01	UHC-02228-38	—	5860 Forest Ave, Denver, CO, 80225	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138747	ENR	Pamela J Welch	1946-05-25	UHC-09702-11	—	6696 Lake View Rd # 376, Tempe, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113688	ENR	Barbara H Peters	1945-08-28	UHC-20482-39	—	5311 Union St, Fresno, CA, 93769	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-103966	ENR	Dennis Clark	1959-08-01	UHC-72319-78	8089742295	1277 Indian School Rd, Fresno, CA, 93731	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-135941	ENR	Brian F Thomas	1956-12-02	UHC-07672-91	8093837394	1654 Baseline Rd, Chandler, AZ, 85274	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127029	ENR	Kevin Chen	1994-04-03	UHC-92993-91	—	4242 Forest Ave, Nashville, TN, 37216	0.54	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-124789	ENR	Bobby U Kelley	1961-12-26	UHC-42869-80	—	7569 Camelback Rd, Fresno, CA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111616	ENR	James Park	2008-04-11	UHC-67554-44	8294995123	5255 Church St Apt 20, Seattle, WA, 98113	0.54	Unit split from street State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-134483	ENR	Philip Freeman	—	UHC-41323-38	—	3882 Central Ave, Phoenix, AZ	0.54	Date of birth missing Street suffix standardised Address re-cased ZIP missing+1 more
ENR-132796	ENR	Jacob Riley	1943-04-26	UHC-23169-11	—	1862 Hillcrest Rd, Seattle, WA, 98179	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102014	ENR	Samantha Meyer	1992-03-20	UHC-98383-40	8155948815	8827 Main St, Chandler, AZ, 85240	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135587	ENR	Judith A Jenkins	1971-08-10	UHC-83319-71	8803860100	253 Highland Ave Apt 9, Phoenix, AZ, 85035	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119545	ENR	Gloriia D Ramirez	2008-09-21	UHC-49725-20	6735669244	6554 Highland Ave # 803, Seattle, WA, 98133	0.54	Unit split from street Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107689	ENR	Sofia O Duncan	1938-06-28	—	7576423281	2365 River Rd, Denver, CO, 80217	0.54	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-108797	ENR	Ana F Rojas	1971-07-05	UHC-82015-88	—	2168 Meadow Ln Apt 31, Mesa, AZ, 85214	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-139674	ENR	Gary Wagner	1964-06-27	UHC-71648-57	8843414597	7160 Desert Sky Blvd, San Antonio, TX, 78261	0.54	Two-digit birth year Phone reformatted State name converted to code Gender normalised+1 more
ENR-137999	ENR	Walter Payne	1960-04-08	UHC-73011-94	—	1587 Camelback Rd Apt 33, Tempe, AZ, 85229	0.54	SSN last four extracted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-118983	ENR	Diego F Ramos	2004-01-13	UHC-29121-61	—	4134 Maple Ave, Sacramento, CA, 95801	0.54	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-119500	ENR	Austin Wood	—	UHC-01868-34	—	5714 Cedar Ln, Atlanta, GA, 30356	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-113835	ENR	Sofia P Welch	2005-09-24	UHC-60104-27	—	9888 Main St, Eden Prairie, MN, 55330	0.54	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141252	ENR	Lucia E Foster	1941-02-06	UHC-10708-39	—	9138 Lincoln Way, Las Vegas, NV	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
ENR-111682	ENR	Melissa W Willis	2001-11-16	UHC-20645-30	—	2108 Sage Ct, Atlanta, GA	0.54	Phone missing area code Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112718	ENR	Joshua B Hoffman	—	UHC-75819-13	—	4968 Indian School Rd, Austin, TX, 78725	0.54	Name re-cased Date of birth missing Phone missing area code Gender normalised+1 more
ENR-141571	ENR	Sophia Jacobs	1941-04-15	UHC-74205-24	—	8862 Bayshore Dr Apt 26, Mesa, AZ, 85209	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-107588	ENR	Kelly Wong	2007-06-01	UHC-18814-73	5664562492	7943 Pine Dr, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
ENR-128222	ENR	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.54	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted State name converted to code+1 more
ENR-124938	ENR	Noah Ford	1992-05-17	UHC-06491-63	—	1617 Market St, Chandler, AZ	0.54	Name split from “Last, First”Phone missing area code ZIP missing Whitespace trimmed+1 more
ENR-138197	ENR	Diane Diaz	—	—	—	3673 Ocean Ave, Atlanta, GA, 30336	0.54	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+1 more
ENR-135072	ENR	Camila U Gibson	1968-03-15	UHC-37139-56	9162589539	999 Bayshore Dr, Jacksonville, FL, 32272	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120781	ENR	Edwad Santiago	1961-01-24	UHC-06807-55	9312845963	8477 Baseline Rd, Tempe, AZ, 85299	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-115214	ENR	Hannah Andrews	1987-09-21	UHC-15893-43	2962932989	9390 Palm Dr, Sacramento, CA	0.54	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+1 more
ENR-131179	ENR	Doris O Weaver	1994-04-04	UHC-85018-09	—	1270 Spring St, Columbus, OH, 43210	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120819	ENR	Karen L Woods	1944-07-03	UHC-39950-19	7016126988	9357 Indian School Rd, Plano, TX	0.54	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125488	ENR	Marc Murray	2007-03-02	UHC-72241-88	—	2029 Mountain View Dr # 686, Columbus, OH, 43220	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more

16,916 rows, page 39 of 339Previous Next