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

Provider network, flag “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25720	PRV	Wei Hamilton	1938-05-27	—	—	4558 Cedar Ln, Plano, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21223	PRV	Camila Delgado	1975-06-05	UHC-77210-26	8896251986	4527 Desert Sky Blvd, Glendale, AZ, 85301	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24462	PRV	Diego W Lawson	1966-10-07	UHC-46964-36	4479788753	8363 Cedar Ln, Mesa, AZ, 85237	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
PRV-22349	PRV	Valentina Adams	1955-01-24	UHC-04850-47	5356165261	3261 Mesa Dr, Seattle, WA, 98130	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27669	PRV	Christopher Mendoza	1986-10-10	—	3393631130	1970 Central Ave, Nashville, TN, 37268	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-26630	PRV	Larry Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL	0.64	Name re-cased City re-cased ZIP missing Gender normalised+2 more
PRV-24443	PRV	Grace Jenkins	1998-10-08	—	6244733419	4259 Sage Ct, Tampa, FL, 33608	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-25358	PRV	Jaack N Burns	—	—	3045836899	4753 Apache Blvd, San Diego, CA, 92197	0.64	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29349	PRV	Stephanie Elliott	1957-09-15	—	3688106511	2713 Bayshore Dr, Gilbert, AZ, 85252	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
PRV-23967	PRV	Anthony L Palmer	1953-06-21	UHC-35596-29	6407435110	867 Elm St, Fresno, CA, 93755	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28721	PRV	Angela O Harrison	1950-06-12	—	2668981906	2120 Sunset Blvd, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23546	PRV	Nancy Gray	1941-07-06	—	3363845937	5749 Ridge Rd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23545	PRV	Nancy Gray	1941-07-06	—	3363845937	5749 Ridge Rd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-27460	PRV	Thomas Matthews	2002-08-28	UHC-58466-91	—	8141 Mountain View Dr, Miami, FL, 33161	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24480	PRV	Betty W Romero	1970-01-02	UHC-86415-53	5552874995	5730 Union St # 903, Tucson, AZ, 85777	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21576	PRV	Daniel T Williams	1993-11-01	UHC-57654-55	3412590056	8390 Park Pl, Minneapolis, MN, 55408	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26374	PRV	Larry Mejia	2008-10-26	—	—	9043 Bayshore Dr, Fresno, CA, 93712	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24682	PRV	Carol Phillips	1977-12-05	—	6265882479	8747 Apache Blvd, Plano, TX, 75076	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20436	PRV	Mark Gomez	1959-12-09	UHC-95727-77	5138700456	5174 Meadow Ln, Seattle, WA, 98159	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-23393	PRV	Cal C Watson	1947-06-09	UHC-46114-22	6356141072	4297 Palm Dr, Miami, FL, 33100	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28745	PRV	Catherine R Larson	1971-12-20	—	6422852095	2721 Sunset Blvd, San Diego, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23328	PRV	Barbara Pena	2005-02-23	—	4433485397	2978 Church St, Atlanta, GA	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-23424	PRV	Maria S Dominguez	1985-05-22	UHC-32345-88	8708945614	6206 Lincoln Way, Dallas, TX, 75254	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20247	PRV	Laurra A Sullivan	1974-11-11	—	6567179083	1021 Highland Ave, Atlanta, GA, 30378	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28268	PRV	Randy D Ward	1966-08-21	UHC-18923-49	—	5264 Sage Ct, Mesa, AZ, 85277	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-28176	PRV	Randy R Vazqquez	1960-06-15	UHC-86837-23	6365778967	9686 Lake View Rd, Austin, TX, 78792	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25528	PRV	Steven Clark	2006-02-12	UHC-49567-83	7169435065	5715 Jefferson Ave, Glendale, AZ, 85358	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22073	PRV	Jennifer Hawkins	1943-07-14	UHC-46500-91	7906113647	1107 Lake View Rd, Denver, CO, 80266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28517	PRV	Frank Scott	1988-11-22	UHC-44570-96	9323558609	2437 Highland Ave Apt 36, Dallas, TX, 75249	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-21288	PRV	Thomas Espinoza	1975-04-25	—	2457435717	2938 Maple Ave, Atlanta, GA, 30397	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28067	PRV	Aisha N Martin	1972-02-24	UHC-24039-32	8456994850	6550 Union St, Seattle, WA, 98184	0.64	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
PRV-21084	PRV	Camila Walsh	1956-04-22	—	—	238 Market St, Miami, FL, 33187	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20427	PRV	Willie Valdez	1943-12-12	UHC-40042-33	5905463036	4034 River Rd # 898, Minneapolis, MN, 55475	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20257	PRV	Albert Hanson	1940-03-10	UHC-65216-04	—	7146 Central Ave, Seattle, WA, 98191	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28749	PRV	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
PRV-22342	PRV	Brian Ortiz	1959-11-08	—	5194910191	6054 Cedar Ln, Tampa, FL, 33660	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-26854	PRV	Sam Adams	1960-07-20	UHC-62298-66	4058150327	2770 Canyon Rd, Columbus, OH, 43226	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28813	PRV	Carol Warren	1952-07-21	—	7727283716	7040 Hillcrest Rd, Gilbert, AZ	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
PRV-21505	PRV	Barbara Silva	1965-04-05	—	3364136039	7394 Valley View Dr, Austin, TX, 78781	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24010	PRV	Dennis Elliott	1975-04-06	—	4146987519	3313 Maple Ave, Gilbert, AZ, 85265	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-29217	PRV	Jusitn Coleman	1977-12-02	—	8784173750	6753 Baseline Rd, San Diego, CA, 92138	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-20318	PRV	Bobby Garcia	1940-10-09	UHC-75717-45	3767933181	3222 Valley View Dr Apt 33, Minneapolis, MN, 55428	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26049	PRV	Ethan Richardson	1951-02-27	UHC-74350-59	—	1264 Palm Dr, Sacramento, CA, 95885	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-26296	PRV	Douglas H Kennedy	1959-02-15	—	4076271319	9050 Sunset Blvd, Eden Prairie, MN, 55335	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-28470	PRV	Jonathan Ramirez	1962-03-14	UHC-25636-58	—	995 Spring St, Columbus, OH, 43276	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
PRV-24616	PRV	Larry Mejia	1944-06-07	—	8282764875	3854 Desert Sky Blvd Apt 20, Jacksonville, FL, 32222	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
PRV-22228	PRV	Kelley Abgail	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd, Seattle, WA, 98172	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28154	PRV	Teresa Z Coleman	2005-06-26	—	8149449845	5737 Maple Ave, Phoenix, AZ, 85029	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26944	PRV	Ethan Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27074	PRV	Denise Z Jackson	1949-03-07	—	6568391082	3077 Valley View Dr, Tampa, FL, 33626	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

5,467 rows, page 36 of 110Previous Next