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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104312	ENR	Gerald V Robertson	1997-03-28	UHC-86460-12	7969302546	7199 Camelback Rd, San Diego, CA, 92127	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-415215	CLM	Jerry Armstrong	1940-04-10	UHC-40480-51	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-63691	TPA	Ann Castro	1997-07-15	—	—	8768 Washington St, Charlotte, NC, 28237	0.70	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed
CLM-421428	CLM	Mason Chapman	1978-07-24	UHC-97175-04	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-127324	ENR	Shirley Y Brooks	2008-01-09	UHC-97696-13	5898571779	9548 Washington St, Atlanta, GA, 30396	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-112975	ENR	Jessica Chavez	2008-08-08	UHC-93346-83	2198131810	3793 Washington St, Phoenix, AZ, 85091	0.70	Name split from “Last, First”Phone reformatted Gender normalised
CLM-416165	CLM	Ralph Simmons	—	—	3536288229	—	0.70	Name split from “Last, First”Date of birth missing Placeholder values cleared
CLM-429003	CLM	Eugene V Davis	1996-04-01	UHC-67371-84	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-408417	CLM	James Burke	1947-01-12	UHC-47425-07	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-122523	ENR	Lori S Meyer	1992-05-01	UHC-60823-70	8387135443	4365 Sunset Blvd, Las Vegas, NV, 89104	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
TPA-61576	TPA	Abigail Gibson	1947-09-22	—	—	8715 Mesa Dr, Dallas, TX, 75239	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-121737	ENR	Henry Walker	1949-05-17	UHC-07090-42	7967168117	9002 Oak St, Sacramento, CA, 95823	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-121736	ENR	Henry Walker	1949-05-17	UHC-07090-42	7967168117	9002 Oak St, Sacramento, CA, 95823	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
CLM-429876	CLM	Ralph G Wagner	1987-05-28	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-140608	ENR	Barbara R Guerrero	1968-05-23	UHC-21791-45	3894558954	2245 Hillcrest Rd, Eden Prairie, MN, 55384	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed
ENR-100279	ENR	Ann N Flores	1978-10-19	UHC-43456-24	—	5599 Broadway, Nashville, TN, 37234	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-405060	CLM	Bryan T Marshall	1959-12-05	UHC-99023-50	—	4458 Spring St, Houston, TX, 77077	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-112818	ENR	Gabriel C Wagner	1959-04-13	UHC-51157-17	4998731225	6034 Apache Blvd, Jacksonville, FL, 32231	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-400557	CLM	Amy Hudson	1994-02-15	—	—	8671 Willow Ct, Denver, CO, 80271	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-57983	TPA	Kayla Perez	1964-12-11	UHC-80886-56	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-136693	ENR	Emily E Howell	1981-01-27	UHC-11036-74	3025679301	5799 Market St, Columbus, OH, 43267	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-107338	ENR	Arthur George	1979-07-14	UHC-27469-48	5108137191	6880 Central Ave, San Antonio, TX, 78239	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-132131	ENR	Alexander C Moore	1976-02-04	UHC-19433-71	3414943983	6873 Pine Dr, Scottsdale, AZ, 85215	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
TPA-62179	TPA	Joshua Gibson	1987-11-05	—	—	4752 Washington St, Tempe, AZ, 85232	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-117051	ENR	Scott P Fisher	1993-01-07	UHC-42842-40	5197242915	3131 Jefferson Ave, Austin, TX, 78721	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
TPA-57421	TPA	Kathleen Howard	1986-01-21	—	—	3370 Oak St, Houston, TX, 77060	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
CLM-418045	CLM	Jennifer Lewis	1973-02-23	UHC-67406-74	—	3020 Washington St, Houston, TX, 77090	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
CLM-418991	CLM	Kelly N Gonzales	1965-12-21	UHC-01397-49	—	4772 Forest Ave, Plano, TX, 75014	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-418990	CLM	Kelly N Gonzales	1965-12-21	UHC-01397-49	—	4772 Forest Ave, Plano, TX, 75014	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-123850	ENR	Lori Willis	2008-09-22	UHC-64947-31	2573781870	1029 Pine Dr, Columbus, OH, 43249	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
CLM-417314	CLM	Jason Wheeler	1954-08-10	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-55449	TPA	Heather Berry	—	—	—	—	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
TPA-54753	TPA	Eric Lane	1948-11-21	—	5986373246	1483 Meadow Ln, Fresno, CA, 93756	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-60520	TPA	John Hamilton	1939-02-07	—	6365820436	3945 Main St, Tucson, AZ, 85749	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
ENR-110364	ENR	Judy R Mills	1940-08-26	UHC-25520-89	3664549843	1260 Mountain View Dr, Dallas, TX, 75211	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-102490	ENR	Camila F Gutierrez	1981-01-01	UHC-50330-47	8184289736	4059 Maple Ave, Glendale, AZ, 85343	0.70	Name split from “Last, First”Street suffix standardised Address re-cased
ENR-119579	ENR	Brenda Wood	1976-07-03	UHC-45323-67	—	47 Maple Ave, Glendale, AZ, 85320	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-122723	ENR	Alexander N Cruz	1939-10-24	UHC-37791-88	6322530751	3701 Sage Ct, Plano, TX	0.70	Name split from “Last, First”ZIP missing Whitespace trimmed
ENR-138065	ENR	Marilyn Matthews	1961-05-19	UHC-75503-07	5332114737	6552 Canyon Rd, Atlanta, GA, 30352	0.70	Name split from “Last, First”Phone reformatted ZIP+4 trimmed
CLM-416224	CLM	Amy D Mason	1974-07-27	UHC-63861-38	—	5602 Camelback Rd, Las Vegas, NV, 89113	0.70	Name split from “Last, First”State name converted to code Placeholder values cleared
TPA-51167	TPA	Sandra Wallace	1943-05-15	—	6383857939	9327 Lincoln Way, Mesa, AZ, 85228	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-64311	TPA	Christina Cooper	1958-05-08	—	—	6821 Sage Ct, Miami, FL, 33179	0.70	Name split from “Last, First”ZIP+4 trimmed Placeholder values cleared
TPA-50475	TPA	Jack Hudson	1946-12-16	—	—	5259 River Rd, Gilbert, AZ, 85265	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-24232	PRV	Nancy Wright	1984-01-05	—	6073773218	1451 Grand Ave, Seattle, WA, 98111	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-428412	CLM	William Bradley	1938-04-02	—	—	—	0.70	Name split from “Last, First”Phone missing area code Placeholder values cleared
ENR-122278	ENR	Michael I Fisher	2008-03-22	UHC-99907-59	8183022977	1291 Bayshore Dr, Miami, FL, 33109	0.70	Name split from “Last, First”Phone reformatted State name converted to code
CLM-410135	CLM	Andy Little	1972-07-06	UHC-11547-97	—	7344 Oak St, Chandler, AZ, 85276	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-141535	ENR	Isabella Franklin	1973-04-07	UHC-14942-32	3435136420	3386 Elm St, Jacksonville, FL, 32258	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-402242	CLM	Jesse Stewart	—	—	—	6125 Oak St, Gilbert, AZ, 85258	0.70	Name split from “Last, First”Date of birth unreadable Placeholder values cleared
ENR-122211	ENR	Douglas Q Tucker	1971-11-13	UHC-69945-91	6739321900	7086 Cedar Ln, San Antonio, TX, 78281	0.70	Name split from “Last, First”State name converted to code Whitespace trimmed

9,980 rows, page 151 of 200Previous Next