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
ENR-131961	ENR	Olivia O Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX, 75246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-422608	CLM	Jacqueline Flores	1974-06-19	—	6676841267	8905 Washington St, San Diego, CA, 92173	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423086	CLM	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.62	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
ENR-111439	ENR	Douglas Boyd	2008-01-05	UHC-31244-35	2359283386	4939 Grand Ave, Tempe, AZ, 85228	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418697	CLM	George E Shaw	1984-10-02	—	7996539568	6572 Bayshore Dr, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54486	TPA	Steven Rogers	1984-08-23	—	5934662378	5940 Mesa Dr, Minneapolis, MN, 55434	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128055	ENR	Betty Wnag	1999-02-05	UHC-35789-18	5588161366	5018 Elm St, Jacksonville, FL, 32277	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20339	PRV	Angela Mills	1973-10-09	UHC-64081-98	7142756815	3753 Harbor Blvd, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61010	TPA	Noah Mendoza	1975-08-12	—	3199880516	4158 Valley View Dr, Phoenix, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117341	ENR	Matthew S Medina	1961-09-14	UHC-54702-19	6442752167	9132 Spring St, Houston, TX, 77061	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107753	ENR	Patricia Hanson	2006-01-25	UHC-26195-41	4478472521	142 Mesa Dr, Seattle, WA, 98179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-418055	CLM	Karen Anderson	1974-08-20	—	3175019423	3300 Mountain View Dr, Los Angeles, CA, 90049	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-416208	CLM	Maria Meyer	1957-11-25	UHC-73025-52	7899410388	7272 Mesa Dr, Dallas, TX, 75247	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-417848	CLM	Sean Castro	1973-07-25	—	9756356992	9846 Bayshore Dr, Tampa, FL	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401483	CLM	Bryan C McDonald	1943-01-28	UHC-55577-57	4758629058	5985 Grand Ave, Atlanta, GA, 30348	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-58612	TPA	Zachary Evans	1988-09-27	—	4344142493	724 Forest Ave, Scottsdale, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-412536	CLM	Charlotte F Brynt	2002-04-24	UHC-22651-59	—	1933 Grand Ave, Dallas, TX, 75255	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-141288	ENR	Amanda Ramirez	1977-06-27	UHC-56022-98	4645621660	9257 River Rd, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129798	ENR	Omar F Freeman	1968-07-21	UHC-21072-58	7112739404	6603 Highland Ave, Seattle, WA, 98178	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28985	PRV	Ketherine G Black	1997-07-25	UHC-68969-40	2322677319	45 Palm Dr, Tucson, AZ, 85765	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430068	CLM	Lawrence Hoffman	1971-02-10	UHC-12016-65	9539432023	5415 River Rd Apt 22, Minneapolis, MN, 55416	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23937	PRV	Jacqueline Padilla	1985-07-25	UHC-58059-62	6917465292	8450 Cedar Ln Apt 34, Fresno, CA, 93782	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136779	ENR	Susan Braadley	1982-11-11	UHC-96595-29	9597875567	3310 Camelback Rd, Denver, CO, 80201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-62558	TPA	Nicholas Santos	1973-05-25	UHC-65934-13	6419171258	6211 Main St Apt 18, Mesa, AZ, 85237	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-25822	PRV	Arthur Sanders	1946-01-06	—	7082885927	8522 Main St # 670, Orlando, FL, 32809	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123529	ENR	Elizabeth O Wells	1985-09-11	UHC-74329-89	4477961760	8340 Baseline Rd, Dallas, TX, 75282	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-400701	CLM	Cheryl Parker	1988-06-09	—	7462616992	8286 Bayshore Dr, Tampa, FL, 33649	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-24113	PRV	—Junk	2004-11-27	—	5989373221	1699 Hillcrest Rd, Miami, FL, 33123	0.62	Two-digit birth year Phone reformatted City re-cased Email lower-cased+3 more
ENR-111692	ENR	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111693	ENR	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-432229	CLM	Lisa Graham	1951-12-26	UHC-27955-94	2176652716	4093 Ridge Rd, Tampa, FL, 33671	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409147	CLM	Zachary O Nichols	1973-09-11	UHC-39053-23	—	7771 Harbor Blvd Apt 37, Atlanta, GA, 30378	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134482	ENR	Ruuth U Garcia	1950-03-07	UHC-31706-77	2347775141	7453 Forest Ave # 135, Mesa, AZ, 85280	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62229	TPA	Pamela Harvey	1953-11-17	—	—	5210 River Rd Apt 25, San Antonio, TX, 78252	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-110552	ENR	Steven Bradley	1945-04-08	UHC-73547-55	5435971253	3819 Canyon Rd, Denver, CO, 80271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403716	CLM	Mei Y Mendoza	1963-08-04	UHC-90746-47	6364097441	8355 Pine Dr, Gilbert, AZ, 85299	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118564	ENR	Gabriel D Cloe	2007-05-03	UHC-91900-15	—	373 Cedar Ln, Houston, TX, 77062	0.62	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
TPA-58278	TPA	Randy Woods	1976-04-09	—	3947042040	1919 Market St, Phoenix, AZ, 85057	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51442	TPA	Evelyn Montgomery	1980-09-25	—	3807102392	3702 Valley View Dr, Eden Prairie, MN, 55379	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26561	PRV	Dylan King	1987-06-20	—	4903523959	1249 Washington St # 678, Austin, TX, 78754	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-131652	ENR	Anna Hamilton	1982-06-21	UHC-04826-75	4307866289	6670 Apache Blvd, Atlanta, GA, 30326	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408695	CLM	Aisha A Allen	1979-02-22	—	7486011768	6345 Meadow Ln, Scottsdale, AZ, 85262	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400734	CLM	Emma Henry	1980-04-13	UHC-50050-99	—	9496 Cedar Ln, Plano, TX, 75032	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404017	CLM	Betty Olson	1985-04-28	—	—	3868 Camelback Rd, Phoenix, AZ, 85037	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50109	TPA	Jeremy Adams	1971-07-04	—	—	4817 Oak St, Austin, TX, 78775	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-132612	ENR	Lawrence T Aguilar	1978-05-28	UHC-26192-03	6512957001	2892 Jefferson Ave Apt 35, Los Angeles, CA, 90054	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138470	ENR	Frank N Duncan	1992-10-19	UHC-13504-43	9028585600	8825 Baseline Rd, Jacksonville, FL, 32264	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404805	CLM	Emma A Simpson	1966-03-13	UHC-49747-10	—	2298 Lake View Rd # 746, Charlotte, NC, 28232	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-419243	CLM	Christina Foster	1940-05-04	UHC-20894-63	6903074633	1579 Church St, Plano, TX, 75052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61027	TPA	Jason Willis	1938-04-20	—	7248061970	684 Baseline Rd, Orlando, FL, 32812	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 182 of 1,426Previous Next