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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-130203	ENR	Ryan H Nichols	2006-06-12	UHC-25221-97	7072066119	6765 Spring St, Jacksonville, FL, 32223	0.68	Phone reformatted SSN last four extracted City re-cased Gender normalised
ENR-122467	ENR	Keeith Reyonlds	1952-02-17	UHC-80661-55	—	1564 Broadway, Seattle, WA, 98136	0.68	Name re-cased Phone missing area code City re-cased Gender normalised
CLM-428442	CLM	Teresa Spencer	1995-05-10	UHC-23682-43	—	5215 Grand Ave, San Diego, CA, 92120	0.68	SSN last four extracted City re-cased Gender normalised Placeholder values cleared
CLM-404660	CLM	Scott F Bradley	1952-02-24	UHC-01675-10	—	1227 Lincoln Way, Mesa, AZ, 85224	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-133864	ENR	Raymond Jenkins	2004-03-16	UHC-34809-40	9199131442	669 Washington St Apt 39, Plano, TX, 75097	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-100719	ENR	Helen Singgh	—	UHC-90545-25	—	5714 Sage Ct, San Antonio, TX, 78272	0.68	Date of birth missing City re-cased ZIP+4 trimmed Whitespace trimmed
TPA-61633	TPA	Susan Perez	1978-02-15	—	2405458956	4972 Sunset Blvd, Minneapolis, MN	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-418983	CLM	Abigail Hill	1972-10-10	UHC-09488-21	4914166976	8313 Camelback Rd, Gilbert, AZ, 85260	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
ENR-104693	ENR	Joseph T Cunningham	1939-09-10	UHC-10594-91	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.68	Middle initial moved out of first name Phone reformatted City re-cased State name converted to code
ENR-121668	ENR	Emily Watkins	1958-03-17	UHC-53607-54	7596659879	9342 Union St, Chandler, AZ, 85295	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
CLM-422992	CLM	Brittany Alexander	1988-01-14	UHC-44945-33	—	7028 Lincoln Way, Glendale, AZ, 85361	0.68	Name split from “Last, First”City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-112103	ENR	Noah P Gray	1949-02-15	UHC-47882-02	4503916887	6076 River Rd, Orlando, FL, 32862	0.68	Two-digit birth year Street suffix standardised Address re-cased City re-cased
TPA-50074	TPA	Rick Kelley	1961-01-10	—	—	1539 Spring St # 849, Atlanta, GA, 30307	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
ENR-126538	ENR	Valentina Nguyen	1947-05-01	UHC-34214-65	—	8410 Sunset Blvd, Columbus, OH, 43270	0.68	Phone missing area code City re-cased State name converted to code Whitespace trimmed
ENR-123373	ENR	Priya B Valdez	1986-04-28	UHC-59028-98	5067940364	8682 Highland Ave, Tucson, AZ, 85744	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
TPA-58961	TPA	Paul Brooks	1952-12-01	—	—	5911 Lake View Rd, Tucson, AZ, 85762	0.68	Name split from “Last, First”City re-cased State name converted to code Placeholder values cleared
ENR-109916	ENR	Sandra R Sanders	1958-04-12	UHC-26766-16	9358289327	189 Lincoln Way Apt 2, San Antonio, TX, 78214	0.68	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed
ENR-114211	ENR	Rebecca N Turner	1989-08-20	UHC-85294-06	—	5569 Hillcrest Rd, Gilbert, AZ, 85215	0.68	Street suffix standardised Address re-cased City re-cased Gender normalised
ENR-140785	ENR	Bobby S Alexander	1979-07-27	UHC-60752-33	6029723371	4516 Bayshore Dr, Orlando, FL, 32858	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
CLM-423550	CLM	Lauren Reynolds	—	—	—	7932 Willow Ct, Columbus, OH	0.68	Date of birth unreadable City re-cased ZIP missing Placeholder values cleared
ENR-106104	ENR	Josh Martinez	1944-08-14	UHC-37146-04	6326915939	4272 Lincoln Way, Nashville, TN, 37235	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
CLM-418728	CLM	Catherine Smith	1969-04-03	UHC-24248-33	—	6032 Market St Apt 31, Dallas, TX, 75299	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
ENR-141671	ENR	Jose Q Rodriguez	1970-01-05	UHC-27459-40	5206882218	6126 Camelback Rd, Houston, TX, 77074	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-123097	ENR	Marilyn S King	1970-10-14	UHC-52925-80	—	7092 Pine Dr, Houston, TX, 77078	0.68	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased
ENR-132818	ENR	Sean T Larson	1990-01-19	UHC-19173-70	3963992486	3183 Camelback Rd, Sacramento, CA, 95844	0.68	Street suffix standardised Address re-cased City re-cased State name converted to code
TPA-63325	TPA	Ronald Thomas	1999-03-07	—	—	700 Grand Ave Apt 11, Los Angeles, CA, 90054	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-28623	PRV	Branndon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-126796	ENR	Joyce V Morrison	—	UHC-12150-71	8293765765	1476 Forest Ave, Jacksonville, FL	0.68	Date of birth missing City re-cased ZIP missing Whitespace trimmed
ENR-114380	ENR	Fatima D Harris	1993-07-21	UHC-21646-86	—	9585 Oak St, Tampa, FL, 33629	0.68	Phone missing area code Street suffix standardised Address re-cased City re-cased
ENR-118470	ENR	Collins T Natalie	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-133476	ENR	Paul Yang	1955-08-02	UHC-89647-40	—	4233 Forest Ave, Houston, TX	0.68	Phone missing area code City re-cased ZIP missing Email lower-cased
CLM-404106	CLM	Emily X Jenkins	2001-03-17	—	8436494979	7216 Canyon Rd # 969, Austin, TX, 78700	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
ENR-106268	ENR	Janice D Hill	1991-10-06	UHC-86534-99	2927760357	7665 Valley View Dr, Seattle, WA, 98140	0.68	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed
ENR-114122	ENR	Ahmed H Wells	1988-02-11	UHC-76495-59	7094427702	7072 Central Ave, Columbus, OH, 43298	0.68	SSN last four extracted Street suffix standardised Address re-cased City re-cased
ENR-135249	ENR	Jordan Ferguson	1942-06-09	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA	0.68	Name split from “Last, First”Phone reformatted City re-cased ZIP missing
ENR-136100	ENR	Stephanie S Perez	1965-08-25	UHC-82601-85	4752201274	3980 Market St, Plano, TX, 75005	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-109904	ENR	Melissa Valdez	1954-02-10	UHC-81960-04	6816351928	962 Valley View Dr, Dallas, TX	0.68	City re-cased ZIP missing Gender normalised Whitespace trimmed
ENR-126477	ENR	Marilyn T Matthews	1967-05-04	UHC-96493-55	—	9390 Lincoln Way, Chandler, AZ, 85241	0.68	Middle initial moved out of first name Two-digit birth year City re-cased Placeholder values cleared
ENR-118332	ENR	Marcus Cole	2006-08-10	UHC-24481-53	4087511612	6687 Canyon Rd # 946, Miami, FL, 33122	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-118689	ENR	Alice C Howell	1999-02-22	UHC-12482-61	7373880070	5815 Broadway Apt 1, San Diego, CA, 92134	0.68	Name re-cased Two-digit birth year Unit split from street City re-cased
TPA-57824	TPA	Robert Palmer	1977-11-13	—	8903221400	5226 Forest Ave # 180, Tucson, AZ, 85735	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-428097	CLM	Melisas Hawkins	1975-06-26	UHC-87638-87	4386689792	9255 Harbor Blvd, Chandler, AZ, 85225	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-107384	ENR	Jordan M Li	2001-04-14	UHC-59491-82	—	4365 Sage Ct, Glendale, AZ	0.68	Name re-cased Phone missing area code City re-cased ZIP missing
CLM-406614	CLM	Jose Roberts	1942-07-12	UHC-90725-16	—	1301 Elm St, Jacksonville, FL	0.68	Street suffix standardised Address re-cased City re-cased ZIP missing
ENR-111541	ENR	Timothy L Myers	1948-03-24	UHC-88645-59	3104737877	4105 Mesa Dr # 653, Eden Prairie, MN, 55382	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
ENR-111944	ENR	Logan Z Vega	1999-02-16	UHC-11562-55	—	2873 Cedar Ln, Austin, TX, 78767	0.68	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed
CLM-413016	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St # 849, Scottsdale, AZ, 85282	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
ENR-133213	ENR	Samantha F Gomez	1978-10-28	UHC-85750-01	6956281265	2653 Jefferson Ave, Orlando, FL, 32836	0.68	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased
CLM-403153	CLM	Patrick Carter	1994-02-05	—	—	6994 Cedar Ln, Miami, FL	0.68	Name split from “Last, First”City re-cased ZIP missing Placeholder values cleared
PRV-28183	PRV	Kye L Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared

17,850 rows, page 149 of 357Previous Next