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 “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-122385	ENR	Roger T Hoffman	1962-02-03	UHC-52215-08	6632873018	7165 Willow Ct, Eden Prairie, MN, 55313	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23200	PRV	Charlotte I Payne	2005-01-13	—	4724983309	2382 Grand Ave, Glendale, AZ, 85354	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137606	ENR	Mary G Ellis	1973-07-22	UHC-46446-76	5652652472	848 Sage Ct, Plano, TX, 75072	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
TPA-59290	TPA	Denise Riley	1990-08-11	—	—	4126 Bayshore Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126184	ENR	Santiago Larson	1984-05-16	UHC-86142-96	2388644200	6526 Ocean Ave, Sacramento, CA, 95818	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-118773	ENR	Linda Torres	1956-04-10	UHC-32071-63	6054037364	6643 Mountain View Dr, Scottsdale, AZ, 85208	0.52	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-409295	CLM	Stephenie Hamilton	1963-09-04	UHC-40363-22	—	6214 Baseline Rd, Columbus, OH, 43244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-405184	CLM	Austin Watson	1998-06-16	UHC-30177-94	—	7865 Highland Ave, Minneapolis, MN, 55425	0.52	Name re-cased Two-digit birth year State name converted to code Gender normalised+2 more
CLM-410535	CLM	Ethan Morrison	1978-12-19	UHC-86725-04	4174832668	8293 Harbor Blvd, Fresno, CA, 93715	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138445	ENR	Barb E Reed	2006-12-15	UHC-22780-50	8878931641	878 Lake View Rd, Seattle, WA, 98166	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-128860	ENR	Steven Reyes	1985-02-21	UHC-42981-83	5423197531	2292 Mesa Dr Apt 18, Nashville, TN, 37201	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64218	TPA	Carl McCoy	1966-04-05	—	6098298021	6685 Sunset Blvd, Austin, TX, 78784	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124944	ENR	Christine Webb	1979-03-15	UHC-65802-97	8396118541	8114 Ridge Rd # 636, Eden Prairie, MN, 55376	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422280	CLM	Maria Jones	1981-12-28	—	—	5204 Spring St, Chandler, AZ, 85221	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405784	CLM	Doris L Robertson	1951-03-03	UHC-59682-46	—	1581 Canyon Rd, Houston, TX, 77097	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-406287	CLM	Isabella Carrr	1960-06-13	UHC-32279-06	—	1829 Mountain View Dr Apt 17, Phoenix, AZ, 85008	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-110840	ENR	Julia U Carroll	1972-07-10	UHC-35780-70	8312837561	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-117141	ENR	Carlos Myers	1958-01-13	UHC-75972-29	—	302 Bayshore Dr Apt 5, Las Vegas, NV, 89101	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57913	TPA	Ann Ford	1943-01-09	—	—	3659 Ridge Rd, Houston, TX, 77081	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-121535	ENR	Sean W Estrada	1976-12-02	UHC-36955-36	6758554042	6902 Washington St, Atlanta, GA	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-105931	ENR	Eugene Edwards	1992-04-08	UHC-98038-11	7368954724	4452 River Rd, Seattle, WA, 98112	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-56336	TPA	Bobby Stone	1954-07-02	—	7399530508	2672 Grand Ave, Scottsdale, AZ, 85241	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103719	ENR	Eugene Tran	1985-09-05	UHC-63592-24	4136552830	7045 Forest Ave, Las Vegas, NV, 89185	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59517	TPA	Kimberly Wright	1983-10-10	—	—	6957 Bayshore Dr, Los Angeles, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401136	CLM	Kayla Mejia	2003-09-22	UHC-37503-44	—	6725 Baseline Rd, Seattle, WA, 98160	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101394	ENR	Thomas Green	1980-12-23	UHC-57264-66	5085666952	6585 Desert Sky Blvd # 548, San Antonio, TX, 78271	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-417846	CLM	Sean Castro	1973-07-25	UHC-78224-40	—	9846 Bayshore Dr, Tampa, FL, 33672	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53472	TPA	Tyler Long	1981-04-15	—	4175177821	5731 Main St, Sacramento, CA, 95888	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58191	TPA	Lauren Castillo	1950-01-17	—	—	8106 Willow Ct Apt 25, Tempe, AZ, 85266	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58633	TPA	Dylan Robinson	2007-07-15	—	—	3396 Maple Ave, Orlando, FL, 32819	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-110213	ENR	Ana Ward	2001-06-13	UHC-74459-03	5524016221	2271 Mountain View Dr, Minneapolis, MN, 55435	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-411041	CLM	Charlotte I Payne	2005-01-13	—	—	2382 Grand Ave, Glendale, AZ, 85354	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63587	TPA	Ruth B Price	1965-03-04	—	7305057393	1483 Maple Ave, Minneapolis, MN, 55498	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121324	ENR	Gerald H Murphy	1940-12-23	UHC-39938-73	9487220126	6591 River Rd, Tampa, FL	0.52	Two-digit birth year Phone reformatted State name converted to code ZIP missing+2 more
ENR-109617	ENR	Joshua C Nelson	1975-02-24	UHC-27770-85	6143723454	1628 Camelback Rd, Denver, CO, 80238	0.52	Name re-cased Two-digit birth year City re-cased State name converted to code+2 more
TPA-61964	TPA	Olivia Grant	2003-08-15	UHC-01709-43	—	4874 Willow Ct, San Diego, CA, 92165	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142804	ENR	Denise C Sullivan	1965-08-05	—	8377944492	7428 Lincoln Way Apt 28, Chandler, AZ, 85272	0.52	Two-digit birth year Phone reformatted Unit split from street Gender normalised+2 more
ENR-126251	ENR	Charles K Baker	1979-05-09	UHC-20459-98	7306289105	784 Park Pl, Tucson, AZ, 85705	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61320	TPA	Madison Rose	1966-11-16	UHC-58752-22	—	3811 Bayshore Dr, Scottsdale, AZ, 85291	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-110471	ENR	Julia X Soot	1986-12-17	UHC-52203-01	5696691671	9040 Mountain View Dr, Minneapolis, MN, 55486	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-133191	ENR	Pamela R Arnold	1974-03-06	UHC-14514-49	3179312944	3833 Willow Ct, Tempe, AZ	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
CLM-418690	CLM	Billy Anderson	1984-05-10	—	7867473559	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-100748	ENR	Carlos P Kim	1967-12-10	UHC-90592-89	6782336264	1107 Park Pl, Columbus, OH, 43233	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102817	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	—	7383 Bayshore Dr, Columbus, OH	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-415830	CLM	Gabriel L Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-100741	ENR	Amy Z Sullivan	1964-12-06	UHC-96279-95	9255024808	3192 Willow Ct, Austin, TX, 78775	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25649	PRV	Emily Jimenez	1974-01-09	—	9217438580	2840 Spring St, Minneapolis, MN, 55416	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427819	CLM	Andrea Armstrong	1958-04-28	UHC-90391-35	—	1343 Willow Ct, Tampa, FL, 33602	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-128841	ENR	Cynthia I Kelley	1951-10-26	UHC-66524-42	3355513245	2490 Meadow Ln, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112884	ENR	Mason Wood	2006-11-17	UHC-07180-72	3712343111	9111 Cedar Ln, San Diego, CA, 92134	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

6,661 rows, page 30 of 134Previous Next