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 “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
PRV-24234	PRV	George Jensen	1951-03-02	UHC-18575-03	4303150474	4915 Highland Ave, Columbus, OH, 43237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123099	ENR	Arthur K Rojas	1958-06-23	—	3555961573	749 Church St, Miami, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142092	ENR	Wei L Rogers	1991-09-25	UHC-97411-91	7742378258	9562 Elm St, Orlando, FL, 32889	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-62318	TPA	Laura Arnnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142668	ENR	Barbara Montgmoery	1940-07-04	UHC-47451-46	4798634206	6648 Palm Dr, Eden Prairie, MN, 55310	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-406799	CLM	Teresa Hunt	1976-08-13	UHC-72508-09	8098077514	6343 Lake View Rd, Chandler, AZ, 85206	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
ENR-119709	ENR	Alan Z Wong	1972-08-15	UHC-15810-46	4606860412	5091 Canyon Rd, Eden Prairie, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428026	CLM	Deborah Carlson	—	—	—	3493 Mountain View Dr, Sacramento, CA, 95894	0.62	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+3 more
ENR-121885	ENR	Janice Gonzales	1941-03-08	UHC-63619-57	4969405807	6691 Mesa Dr, Orlando, FL, 32819	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-51832	TPA	Janice C Clark	1988-06-25	—	—	2719 River Rd, Orlando, FL, 32817	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-427460	CLM	Lori U Ellis	1947-10-21	UHC-66036-03	6647841979	7470 Bayshore Dr, Scottsdale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25697	PRV	Judith Herrera	2000-05-21	—	5244278363	1589 Meadow Ln, Austin, TX, 78752	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401241	CLM	Lina V Riley	1982-07-15	—	7425941177	1557 Central Ave, Seattle, WA, 98123	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-53771	TPA	Vincent Pena	1945-02-06	—	3683430541	3385 Hillcrest Rd, Minneapolis, MN, 55480	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-58358	TPA	Kyle O Bryant	1976-09-16	UHC-45658-55	5824359988	3140 Ocean Ave, Nashville, TN, 37281	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124126	ENR	Madison P Watson	2001-01-27	UHC-15705-43	4945429925	3991 Pine Dr, Phoenix, AZ, 85037	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104999	ENR	Camila V Walsh	1957-04-22	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-122543	ENR	Bruce Rogers	1941-02-23	UHC-94024-16	3539535607	5876 Ridge Rd, Atlanta, GA, 30320	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114743	ENR	Natalie Powell	1985-12-22	UHC-10257-01	9074525869	9673 Jefferson Ave, Tampa, FL, 33687	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413735	CLM	Santiago N Hudson	1951-09-25	UHC-21919-41	—	6607 Meadow Ln, Houston, TX, 77077	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126702	ENR	Sophia E Kennedy	1978-12-02	UHC-74147-24	9556093104	2158 Main St, Tucson, AZ, 85742	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125053	ENR	Dennis Elliott	1999-11-09	UHC-76269-92	8323926784	8507 Apache Blvd # 489, Los Angeles, CA, 90051	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431519	CLM	Samantha Cook	1946-05-07	UHC-28805-55	—	3442 Hillcrest Rd, Denver, CO	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-406643	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406644	CLM	Joyce Robertson	1954-12-23	UHC-29622-20	7529408338	561 Ocean Ave, San Antonio, TX, 78228	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404553	CLM	Julie Fields	1956-08-09	UHC-68737-10	3175116525	6025 Oak St, San Antonio, TX, 78241	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62099	TPA	Donna Reynolds	1941-10-22	—	—	6169 Elm St # 505, Chandler, AZ, 85251	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-100813	ENR	Charles Spencer	1981-10-28	UHC-95929-04	7877301869	4148 Lake View Rd Apt 32, Tampa, FL, 33658	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411508	CLM	Juan Bell	1953-01-03	—	—	8862 Hillcrest Rd, Phoenix, AZ, 85021	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-64222	TPA	Dylan Castillo	1996-10-13	—	—	3459 Baseline Rd, Scottsdale, AZ, 85273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111405	ENR	Katherine I Williamson	1999-08-27	UHC-87938-64	2908776161	6785 Sunset Blvd, Tucson, AZ, 85760	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-122583	ENR	Peter Siva	1964-07-15	UHC-85660-24	8516120948	5964 River Rd, Tampa, FL, 33621	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100402	ENR	Sarah Walace	1991-07-26	UHC-57969-98	—	1915 Washington St # 939, San Antonio, TX, 78286	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-58527	TPA	Madison Knight	1984-02-05	—	—	8677 Baseline Rd Apt 37, Atlanta, GA, 30319	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-425897	CLM	Susan Perry	2003-07-18	UHC-84096-55	4237405827	5019 Meadow Ln, Orlando, FL, 32862	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29258	PRV	Jonathan Meyer	1993-07-27	UHC-33815-73	9179306798	5475 Baseline Rd, Atlanta, GA, 30368	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104373	ENR	Christine Clark	2001-10-24	UHC-65967-56	8077268978	1201 Sunset Blvd, San Antonio, TX, 78215	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
CLM-421706	CLM	Aisha Bishop	1987-05-26	—	3303496472	7135 Baseline Rd, Charlotte, NC, 28235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137368	ENR	Angela Y Hamilton	1978-09-10	UHC-43739-87	5548289045	9542 Bayshore Dr, Las Vegas, NV, 89162	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21137	PRV	Jesse Ryan	1984-11-25	—	5747534802	1048 Mesa Dr, Glendale, AZ, 85303	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-127800	ENR	Ashley Howard	1981-01-22	UHC-68473-02	2876462150	9460 Washington St, Gilbert, AZ, 85291	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127962	ENR	Luis Wilson	1961-07-11	UHC-54875-60	3467737954	2391 Ocean Ave, Miami, FL, 33167	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115871	ENR	Kevin Johnston	1959-08-24	UHC-12730-25	5208922698	6104 Camelback Rd, Minneapolis, MN, 55492	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-431490	CLM	Alexis Richardson	1966-10-20	UHC-21092-12	—	8579 Baseline Rd Apt 7, Nashville, TN, 37202	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
PRV-21926	PRV	Camila Santiago	1940-08-03	UHC-21140-26	5508216953	1728 Valley View Dr, Scottsdale, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50377	TPA	Steve Armstroong	1947-09-03	—	8308514947	2077 Grand Ave, Plano, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124967	ENR	Jennifer Andrews	1984-10-18	UHC-59849-74	—	3500 Lincoln Way, Jacksonville, FL, 32229	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
TPA-58551	TPA	Santiago Hamilton	2007-02-12	—	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-432776	CLM	Mason M Washington	1965-08-16	UHC-11018-53	—	5155 Ridge Rd, Minneapolis, MN, 55467	0.62	Name re-cased Date of birth reformatted State code upper-cased ZIP+4 trimmed+3 more
PRV-23773	PRV	Lawrence King	1953-12-26	—	2084035748	569 Ridge Rd, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 206 of 1,426Previous Next