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

Claims, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-424858	CLM	Stephanie Bell	1957-03-11	UHC-00317-15	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-402751	CLM	George Knight	1998-04-09	—	—	7834 Canyon Rd, Los Angeles, CA, 90070	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-431270	CLM	Alice T Ortiz	1971-04-13	UHC-15710-14	—	152 Maple Ave, Seattle, WA, 98195	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-430347	CLM	Hiroshi Tran	1986-02-04	UHC-69597-53	2873701322	5710 Jefferson Ave, Tempe, AZ, 85226	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-423836	CLM	Amanda Rogers	1938-02-02	UHC-77469-13	9177748046	—	0.82	Date of birth reformatted Phone reformatted Gender normalised
CLM-409309	CLM	Wayne Arnnold	1964-08-20	UHC-85666-65	—	6072 Pine Dr, Minneapolis, MN, 55455	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-421464	CLM	Denise Arnold	1939-08-26	UHC-66715-60	—	1440 Ridge Rd, Fresno, CA, 93747	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-421619	CLM	Merilyn Hawkins	2002-08-22	UHC-70032-40	—	7537 Pine Dr, Tempe, AZ, 85255	0.82	Date of birth reformatted Street suffix standardised Address re-cased
CLM-426815	CLM	Keith Watson	1991-02-08	UHC-99757-95	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-432463	CLM	Beverly Young	2007-12-12	UHC-77513-85	2066316696	7270 Union St, Glendale, AZ, 85335	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-421185	CLM	Jesse Davis	1944-02-15	UHC-65679-74	—	7335 Canyon Rd, Scottsdale, AZ, 85248	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427359	CLM	Evelyn S Walsh	1945-11-12	—	—	472 Apache Blvd Apt 35, San Antonio, TX, 78224	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-402804	CLM	Kimberyl Ryan	2004-10-07	UHC-73887-22	—	8063 Broadway, Charlotte, NC	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-414762	CLM	Sofia Clark	1987-06-19	—	—	6761 Forest Ave, Gilbert, AZ, 85262	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427487	CLM	Ruth Flores	1999-02-18	UHC-39966-48	4807777238	7256 Valley View Dr, Gilbert, AZ	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-423190	CLM	Jesse Armstrong	1941-04-03	UHC-52920-63	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-410933	CLM	Jesse D Warren	2008-11-17	UHC-51170-46	—	7100 Hillcrest Rd, Gilbert, AZ, 85243	0.82	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
CLM-412720	CLM	Andrea T Collins	1946-06-16	UHC-15673-23	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-403962	CLM	Brittany Maldonado	1960-07-22	UHC-58633-21	—	—	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-402369	CLM	Hiroshi Lawrence	2005-09-10	UHC-75535-02	—	8338 Cedar Ln Apt 1, Tucson, AZ, 85797	0.82	Date of birth reformatted Unit split from street Whitespace trimmed
CLM-430581	CLM	Nancy Carpenter	1980-06-07	UHC-82726-77	6596643853	7629 Ocean Ave, Dallas, TX, 75246	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-402295	CLM	Julie Fernandez	1978-03-03	UHC-84577-80	—	1216 Desert Sky Blvd, Atlanta, GA, 30382	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-400739	CLM	David S Sullivan	1938-12-13	—	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-430699	CLM	Alaxander Le	2005-11-18	—	—	5252 Lake View Rd # 918, Plano, TX, 75032	0.82	Date of birth reformatted Unit split from street Placeholder values cleared
CLM-410068	CLM	Natalie McCoy	2001-10-02	UHC-26564-74	—	7730 Hillcrest Rd, Charlotte, NC, 28237	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-408791	CLM	Susan V Torres	1948-07-23	—	4319310485	7638 Spring St, San Diego, CA	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-407132	CLM	Bradley H Weaver	1986-04-15	UHC-93569-57	—	6249 Ridge Rd, Jacksonville, FL	0.82	Date of birth reformatted City re-cased ZIP missing
CLM-425102	CLM	Mrk Z Jimenez	1974-06-08	UHC-85724-40	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-432022	CLM	Ashley Gordon	1943-03-21	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-407944	CLM	Jeremy Hill	1999-12-10	UHC-25891-17	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-423370	CLM	Juan Sandovaal	1980-02-06	UHC-24554-88	5887061964	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-414337	CLM	Lucia Welch	1983-09-18	UHC-74680-11	—	1802 Spring St, Mesa, AZ, 85213	0.82	Date of birth reformatted Gender normalised Whitespace trimmed
CLM-427315	CLM	Barb Le	1992-08-02	—	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-411675	CLM	Grace Guzman	1982-12-19	UHC-39682-17	7566431855	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-416333	CLM	Albert Perk	—	UHC-34842-61	2209014479	2447 Palm Dr, Tempe, AZ, 85273	0.82	Date of birth reformatted Date of birth unreadable Placeholder values cleared
CLM-420261	CLM	Raymond Austin	1980-11-07	UHC-70748-51	2546782802	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-411083	CLM	Gabriel Harrison	1947-08-24	—	—	2663 Meadow Ln, Jacksonville, FL	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-428535	CLM	Madison Butler	1975-06-07	UHC-99817-46	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-430912	CLM	Jose F Alexander	1974-01-13	UHC-74261-41	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-400253	CLM	Henry Brown	1998-08-21	UHC-21741-37	—	—	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-412513	CLM	Steven Bradley	1952-11-19	UHC-17904-26	—	4367 Desert Sky Blvd, Houston, TX, 77010	0.82	Date of birth reformatted State name converted to code Placeholder values cleared
CLM-428832	CLM	Roger Ross	2000-12-27	UHC-76258-52	8039597753	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-425154	CLM	Evans Stephanie	1957-09-08	UHC-75128-15	—	—	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-432721	CLM	Adam Delgado	1971-09-05	UHC-51736-88	—	—	0.82	Date of birth reformatted Gender normalised Placeholder values cleared
CLM-409089	CLM	Jose Espinoza	1996-08-14	UHC-99113-02	7514200056	8225 Market St, Seattle, WA, 98129	0.82	Name split from “Last, First”Date of birth reformatted Placeholder values cleared
CLM-424606	CLM	Paul Evans	1972-11-03	UHC-64104-74	—	3078 Main St, Eden Prairie, MN	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-424448	CLM	Olivia Wheeler	1965-10-28	UHC-30003-90	3785066639	3824 Union St, Dallas, TX	0.82	Date of birth reformatted ZIP missing Placeholder values cleared
CLM-431237	CLM	Ashley Diaz	1976-12-18	UHC-49500-48	—	6737 Oak St, Minneapolis, MN, 55416	0.82	Date of birth reformatted Phone missing area code Placeholder values cleared
CLM-432471	CLM	Kyle Medina	1968-11-28	UHC-64058-26	—	2454 Canyon Rd, Dallas, TX, 75246	0.82	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-415588	CLM	Eugeene Simmons	1980-05-22	UHC-26366-37	—	9297 Camelback Rd, Seattle, WA, 98194	0.82	Date of birth reformatted Gender normalised Placeholder values cleared

10,559 rows, page 148 of 212Previous Next