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

All sources, 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-134931	ENR	Barbara Cooper	1993-09-17	UHC-62320-38	4927428526	1440 Forest Ave Apt 5, Tempe, AZ, 85245	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
TPA-60036	TPA	Julia Baker	1975-07-01	—	—	659 Central Ave # 111, Glendale, AZ, 85321	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-429510	CLM	Natalie Freeman	1951-03-18	—	—	9006 Sage Ct # 621, Columbus, OH, 43219	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-425893	CLM	Maria Freeman	2004-03-22	—	9403892019	8019 Harbor Blvd Apt 13, Tampa, FL, 33686	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-402718	CLM	Raymond Smith	1940-04-03	—	—	240 Spring St Apt 8, Tempe, AZ, 85273	0.70	Unit split from street Gender normalised Placeholder values cleared
ENR-114426	ENR	Carlos Alvarez	1946-05-24	UHC-45709-79	—	2196 Harbor Blvd # 317, Houston, TX, 77096	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-400740	CLM	Juan Vega	1967-02-28	UHC-78778-54	—	5043 Park Pl Apt 21, Gilbert, AZ, 85223	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-116782	ENR	Diego G Alexander	2005-05-07	UHC-25817-28	—	8182 Jefferson Ave Apt 31, Austin, TX, 78736	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-405015	CLM	Camila Murphy	1977-05-27	UHC-32185-12	7648076360	7655 Forest Ave Apt 11, Scottsdale, AZ, 85253	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-137232	ENR	Danielle Fox	1952-10-14	UHC-44333-96	9334302992	6963 Ocean Ave Apt 30, Orlando, FL, 32831	0.70	Name split from “Last, First”Phone reformatted Unit split from street
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-141055	ENR	William Bennett	1988-11-22	UHC-64022-03	8598245165	3102 Main St Apt 17, Minneapolis, MN, 55498	0.70	Unit split from street Street suffix standardised Address re-cased
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-142978	ENR	Madison U Thomas	1945-05-25	UHC-45958-44	3853863289	9336 Maple Ave Apt 27, Minneapolis, MN, 55440	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-104356	ENR	Henry Ford	1999-08-12	UHC-72204-86	7464671197	1703 Indian School Rd Apt 15, Columbus, OH, 43276	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
ENR-119912	ENR	Karen C Turner	1995-07-17	UHC-23665-06	9616543257	6370 Ocean Ave Apt 22, Plano, TX	0.70	Phone reformatted Unit split from street ZIP missing
CLM-410537	CLM	Adam Bailey	—	—	—	6587 Jefferson Ave Apt 36, Scottsdale, AZ, 85222	0.70	Date of birth missing Unit split from street Placeholder values cleared
TPA-61953	TPA	Brittany Watson	1971-04-25	—	—	3073 Market St Apt 7, Sacramento, CA, 95874	0.70	Two-digit birth year Unit split from street Placeholder values cleared
ENR-140121	ENR	Steveen N Wheeler	1959-11-04	UHC-11227-17	—	7249 Harbor Blvd # 460, Houston, TX	0.70	Date of birth reformatted Unit split from street ZIP missing
ENR-115731	ENR	Julie W Howard	1981-12-13	UHC-57228-80	—	7117 Lake View Rd Apt 35, Tempe, AZ, 85231	0.70	Phone missing area code Unit split from street Email lower-cased
CLM-425550	CLM	Jean N Martin	1946-02-06	UHC-91488-52	—	6665 Broadway # 825, Gilbert, AZ, 85261	0.70	Two-digit birth year Unit split from street Placeholder values cleared
ENR-134377	ENR	Wei James	1987-05-16	UHC-53568-22	8928080751	7550 Sage Ct Apt 7, Orlando, FL, 32822	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-102510	ENR	Janet H Williams	2005-10-27	UHC-22963-28	—	8624 Bayshore Dr Apt 14, Sacramento, CA, 95857	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-142514	ENR	Nicole K Ortega	2003-03-20	UHC-23371-21	8305037171	2244 Maple Ave Apt 38, Fresno, CA, 93756	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-101227	ENR	Mary G Morris	1956-03-09	UHC-76266-14	6563886700	327 Sage Ct Apt 15, Glendale, AZ, 85320	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-403801	CLM	Frances Jacobs	1986-09-08	—	—	9439 Baseline Rd Apt 31, Atlanta, GA, 30373	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-428932	CLM	Theresa W West	1990-09-16	—	—	1312 Main St # 327, Columbus, OH, 43293	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-114452	ENR	Brittany E Elliott	1979-05-06	UHC-42385-49	—	9358 Pine Dr # 711, Miami, FL, 33137	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-407762	CLM	Priya I Price	1954-04-23	—	—	846 Spring St # 307, Gilbert, AZ, 85240	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-124456	ENR	Roy B Rios	1972-02-26	UHC-25856-56	7133187215	7323 Indian School Rd # 701, Nashville, TN, 37278	0.70	Middle initial moved out of first name Phone reformatted Unit split from street
CLM-432664	CLM	Zachray Allen	1997-01-10	UHC-52129-98	—	2122 Union St # 444, Plano, TX, 75021	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-117481	ENR	Lisa Chapman	1946-10-13	UHC-00607-80	4658835782	3855 Sunset Blvd Apt 24, Glendale, AZ	0.70	Unit split from street ZIP missing Placeholder values cleared
ENR-134801	ENR	Stephanie Moore	—	UHC-96480-12	5987382091	4646 Ridge Rd Apt 26, San Antonio, TX, 78256	0.70	Name re-cased Date of birth missing Unit split from street
TPA-62711	TPA	Joan Coleman	—	—	—	6592 Willow Ct Apt 11, Tampa, FL, 33636	0.70	Date of birth unreadable Unit split from street Placeholder values cleared
PRV-28487	PRV	VJunk	2008-07-06	UHC-92465-76	5184484802	7467 Bayshore Dr # 804, Dallas, TX, 75292	0.70	Unit split from street Placeholder values cleared No usable name (quarantined)
ENR-112668	ENR	Christina M Hayes	1942-03-27	UHC-01179-85	8254618220	2588 Cedar Ln Apt 34, Las Vegas, NV	0.70	Date of birth reformatted Unit split from street ZIP missing
ENR-105277	ENR	Christina Jackson	1962-06-02	UHC-91939-27	—	7008 Sunset Blvd Apt 28, Denver, CO, 80297	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-428797	CLM	Russell Weaver	1962-04-14	UHC-60979-31	8425905281	3160 Pine Dr # 798, Phoenix, AZ, 85016	0.70	Name split from “Last, First”Phone reformatted Unit split from street
ENR-141517	ENR	Emily M Watkins	1976-05-27	UHC-08567-93	7456723756	3883 Mesa Dr # 344, Miami, FL	0.70	Phone reformatted Unit split from street ZIP missing
ENR-130022	ENR	Austin Cox	2005-07-02	UHC-98527-54	5713295676	9511 Oak St Apt 20, Los Angeles, CA, 90013	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-130021	ENR	Austin Cox	2005-07-02	UHC-98527-54	5713295676	9511 Oak St Apt 20, Los Angeles, CA, 90013	0.70	Unit split from street State name converted to code Placeholder values cleared
ENR-108791	ENR	Barbara U Warren	1979-06-15	UHC-54834-89	4519681684	9804 Ocean Ave # 833, Austin, TX, 78763	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-415257	CLM	Janet Y Reynolds	1948-12-05	—	—	2594 Cedar Ln # 778, Nashville, TN, 37225	0.70	Name split from “Last, First”Date of birth reformatted Unit split from street
ENR-133826	ENR	Austin Y Tucker	1949-03-19	UHC-88141-66	—	9774 Central Ave Apt 7, Mesa, AZ, 85289	0.70	Unit split from street Street suffix standardised Address re-cased
ENR-125992	ENR	Mary L Park	2008-03-21	UHC-76025-30	8557223871	2838 Mesa Dr Apt 39, Plano, TX, 75055	0.70	Middle initial moved out of first name Unit split from street Whitespace trimmed
CLM-432328	CLM	Bobby Walsh	1990-07-09	UHC-84978-59	—	5742 Oak St Apt 33, Las Vegas, NV, 89158	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
TPA-51580	TPA	Elijah Stephens	1960-12-16	—	—	6193 Cedar Ln Apt 5, Eden Prairie, MN, 55393	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-129856	ENR	Terry Walsh	1960-07-19	UHC-43582-43	8695095746	1234 Desert Sky Blvd Apt 22, Los Angeles, CA, 90071	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
ENR-109910	ENR	Juan Schultz	1980-11-04	UHC-53321-36	9287367635	8127 Grand Ave # 743, Eden Prairie, MN, 55324	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
ENR-137981	ENR	Madison S Mendoza	1979-10-28	UHC-78916-73	—	7638 Lake View Rd Apt 3, Dallas, TX, 75215	0.70	Name re-cased Phone missing area code Unit split from street

6,994 rows, page 113 of 140Previous Next