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
TPA-61931	TPA	Madison Dean	1972-12-12	—	3164987718	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21343	PRV	Sofia Lane	1964-08-03	—	—	5091 Sage Ct, Scottsdale, AZ, 85283	0.80	Name split from “Last, First”Date of birth reformatted City re-cased Placeholder values cleared
ENR-125349	ENR	Alice Gordon	1961-02-17	UHC-20139-14	2206721411	9363 Lincoln Way, Seattle, WA, 98122	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted
ENR-103175	ENR	Paul Ortega	1985-04-12	UHC-74684-62	9052809397	8222 Ridge Rd, Orlando, FL, 32813	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55897	TPA	Amber Alexander	1960-05-26	—	2306384043	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-413836	CLM	Tyler Gardner	1995-06-13	UHC-36316-34	6889289513	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
ENR-130432	ENR	Maria B Clark	1949-12-07	UHC-75430-55	6947598833	8006 Apache Blvd, Columbus, OH, 43289	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
ENR-137877	ENR	Luis Perez	2002-08-15	UHC-57144-77	8839338205	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118549	ENR	Randy T Lopez	1984-03-13	—	7366970823	7109 Ocean Ave, Dallas, TX, 75285	0.80	Name split from “Last, First”Phone reformatted City re-cased State code upper-cased
CLM-403191	CLM	Mary Daniels	1969-09-15	UHC-02753-64	3262426146	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-416242	CLM	Mei Espinoza	2003-05-05	—	3728246592	7842 Baseline Rd, Gilbert, AZ, 85259	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-104939	ENR	Vincent Esipnoza	1980-10-11	UHC-29654-36	7965684784	3999 Church St, Las Vegas, NV, 89101	0.80	Name split from “Last, First”State code upper-cased Email lower-cased Whitespace trimmed
TPA-53768	TPA	Jerry Lawson	1992-06-03	—	5596205988	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-55848	TPA	Amy Martin	1982-07-04	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-417834	CLM	Hannah Porter	1991-06-15	UHC-63800-64	3564612216	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-107619	ENR	Ahmed Q Reyees	1997-04-08	UHC-18333-58	7332927881	5482 Park Pl, Phoenix, AZ, 85059	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
PRV-28066	PRV	Jamees Bryant	1982-01-07	UHC-17281-99	5765912996	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-431762	CLM	Rebecca Espinoza	1954-12-27	UHC-91958-97	—	—	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-405497	CLM	Ahmed Bailey	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA, 30310	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
ENR-104204	ENR	Julie Lee	1997-11-09	UHC-43362-11	2882322721	5969 Broadway, Scottsdale, AZ, 85207	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
ENR-132830	ENR	Nicole F Riley	2000-12-27	UHC-46627-03	3845626863	5128 Baseline Rd, Miami, FL, 33183	0.80	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed
CLM-431641	CLM	Christian Wells	1946-07-26	—	—	3640 Indian School Rd, Los Angeles, CA, 90042	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-409647	CLM	Owens Elijah	1989-06-04	UHC-32230-66	6147492074	428 Church St, Scottsdale, AZ, 85276	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-110678	ENR	Harold Hunt	1943-12-24	UHC-87704-14	8373328788	6737 Lincoln Way, Austin, TX, 78743	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
CLM-423964	CLM	Marilyn Perkins	1981-04-09	UHC-97616-01	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-122299	ENR	Ana Wright	1989-02-05	UHC-03675-88	—	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-417724	CLM	Sophia Kelley	1951-11-13	—	3668810763	6604 Park Pl, Charlotte, NC, 28280	0.80	Name split from “Last, First”City re-cased Whitespace trimmed Placeholder values cleared
TPA-57879	TPA	Justin Turner	1995-11-12	—	4686196634	3538 Indian School Rd, Miami, FL, 33160	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-129795	ENR	Randy G Gonzales	1963-06-10	—	7609111496	37 Forest Ave, Las Vegas, NV, 89159	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-123013	ENR	Patricia R Sandoval	1992-08-25	UHC-68939-94	9089761394	5270 Highland Ave, Chandler, AZ, 85227	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-138804	ENR	Roy W Edwards	1991-09-12	UHC-95393-02	2316610302	6782 Harbor Blvd, Seattle, WA, 98114	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared
CLM-408303	CLM	Kayla G Webb	1975-12-06	—	—	8894 Broadway, Gilbert, AZ, 85280	0.80	Name split from “Last, First”Address re-cased City re-cased Placeholder values cleared
ENR-136076	ENR	Barbera L Kennedy	1969-02-21	UHC-10787-91	3258561919	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421038	CLM	Evelyn Gray	1968-09-15	—	—	5902 Canyon Rd, Denver, CO, 80284	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-421037	CLM	Evelyn Gray	1968-09-15	—	—	5902 Canyon Rd, Denver, CO, 80284	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
ENR-133318	ENR	Dorothy Larson	1963-06-04	UHC-65134-70	5072231371	809 Ridge Rd, Los Angeles, CA, 90047	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
ENR-118752	ENR	Fatima Pena	1940-12-03	UHC-34378-05	2162230056	8502 Broadway, Orlando, FL, 32889	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
ENR-141155	ENR	Ryan T Anderson	1999-10-17	UHC-78959-95	5563823951	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60267	TPA	Grifffin U Pamela	1985-08-14	—	6688691862	8907 Camelback Rd, Tempe, AZ, 85210	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-54285	TPA	Carlos Gonzalez	2004-10-12	—	3434173094	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62774	TPA	Susan Z Barnes	1999-01-17	—	2894137118	9887 Lincoln Way, Seattle, WA, 98149	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed
ENR-119852	ENR	Janet Lawson	1984-11-18	UHC-13690-62	5126694176	6354 Park Pl, Seattle, WA, 98159	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased
CLM-403230	CLM	Rachel Washington	1964-11-02	—	—	7169 Broadway, Glendale, AZ, 85382	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-420017	CLM	Santiago Jimenez	1984-08-25	—	8444390603	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-411387	CLM	Mateo Medina	1950-03-15	UHC-80796-72	—	5639 Willow Ct, Sacramento, CA, 95805	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-142870	ENR	Ahmed Q Hughes	1976-07-24	UHC-53596-51	2786303265	7300 Highland Ave, Dallas, TX, 75233	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed
CLM-414735	CLM	Shirley R Alvarez	1957-10-21	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
CLM-430163	CLM	Ray Catsillo	1944-12-19	UHC-29214-49	—	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428961	CLM	Yuki Vazquez	1960-04-08	UHC-48005-22	7367985899	—	0.80	Name split from “Last, First”Plan code upper-cased Whitespace trimmed Placeholder values cleared
PRV-23159	PRV	Jese Wrren	2008-11-17	UHC-51170-46	4638301687	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.80	Name split from “Last, First”Phone reformatted City re-cased Placeholder values cleared

9,980 rows, page 169 of 200Previous Next