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

Third-party administrator, flag “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51254	TPA	Sarah Reed	1980-11-17	—	—	6096 Hillcrest Rd, Tempe, AZ, 85242	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57331	TPA	Samantha Henderson	1945-01-13	—	—	2943 Canyon Rd, Jacksonville, FL, 32266	0.80	Date of birth reformatted Street suffix standardised Address re-cased City re-cased
TPA-51146	TPA	Emma J Romero	1974-01-25	—	—	1356 Jefferson Ave, Minneapolis, MN, 55486	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60501	TPA	Jennifer Vargas	1989-11-03	—	—	2753 River Rd, Plano, TX, 75058	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64300	TPA	Lori Luna	2005-04-02	—	—	6738 Mesa Dr, Atlanta, GA, 30328	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51594	TPA	Margaret Rice	2007-03-25	—	—	6974 Mesa Dr, Tucson, AZ, 85729	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62938	TPA	Harold Butler	1939-08-28	—	7384268489	151 Valley View Dr, Seattle, WA, 98145	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52986	TPA	Christina Weber	1991-07-10	—	7505781103	5850 Mountain View Dr, Tampa, FL, 33600	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54049	TPA	Scott Jacobs	1954-07-22	—	—	9154 Cedar Ln, Seattle, WA, 98102	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64152	TPA	Helen Rivera	1960-06-28	—	9249898584	2648 Sunset Blvd, Mesa, AZ, 85267	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50114	TPA	Barb Nchols	1983-11-17	—	—	2632 Meadow Ln, Phoenix, AZ, 85000	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55961	TPA	Isabella U Payne	1990-06-09	—	—	2458 Forest Ave, Houston, TX, 77019	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57618	TPA	Martha Henderson	2008-10-26	UHC-24638-57	3896377268	6710 Washington St, Minneapolis, MN, 55437	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55750	TPA	Rivera Barbara	1996-04-26	—	—	3211 Main St, Plano, TX, 75077	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-61859	TPA	Paul Bailey	1944-02-13	—	—	8032 Church St, Mesa, AZ, 85208	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62548	TPA	Waltar Bowman	1971-04-16	—	—	9491 Apache Blvd, Houston, TX, 77035	0.80	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased
TPA-64271	TPA	Jonathan Schultz	1945-06-08	—	—	3118 Pine Dr, Charlotte, NC, 28298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56127	TPA	Priya O Gonzales	1946-02-20	—	6446722901	8243 Hillcrest Rd, Nashville, TN, 37281	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58037	TPA	Ronald Price	1983-08-01	—	—	280 Spring St, Gilbert, AZ, 85200	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-53363	TPA	Luis Burns	2000-08-08	—	—	3270 Oak St, Denver, CO, 80219	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56946	TPA	Eric Q Andrews	1996-10-25	—	—	9487 Apache Blvd, Glendale, AZ, 85348	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55073	TPA	Linda Smith	1989-09-17	—	8909450678	6905 Hillcrest Rd, Tempe, AZ, 85222	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-59852	TPA	Frank Fernandez	1960-04-04	UHC-46561-13	—	6763 Mesa Dr, Glendale, AZ, 85323	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62816	TPA	Matoe Welch	1945-11-08	—	—	5941 Apache Blvd, San Antonio, TX, 78279	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52777	TPA	Arjun Sanders	1961-05-25	UHC-60332-28	—	1118 Oak St, Miami, FL, 33190	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-56928	TPA	Karen Woods	1944-07-03	—	—	9357 Indian School Rd, Plano, TX, 75014	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64416	TPA	Frances Meyer	1984-11-08	—	—	4342 Main St, Phoenix, AZ, 85091	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62201	TPA	Albert Hoffman	1967-12-23	—	—	3682 Pine Dr, San Diego, CA, 92153	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59162	TPA	Noah Hall	1967-05-02	—	—	8762 Desert Sky Blvd, Tampa, FL, 33644	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63067	TPA	Luis Nichols	1975-08-02	—	—	7229 Union St, Seattle, WA, 98198	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51008	TPA	Terry B Kelley	1963-01-07	—	—	8993 Camelback Rd, Tempe, AZ, 85223	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-62887	TPA	Susan Hanson	1982-10-01	—	—	4755 Maple Ave, Minneapolis, MN, 55488	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63220	TPA	Alice Mendez	1992-04-02	—	—	3762 Jefferson Ave, Orlando, FL, 32851	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51243	TPA	Jerrry Murray	1986-02-06	UHC-55351-47	—	7532 Cedar Ln, Nashville, TN, 37277	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63324	TPA	Michael George	1955-06-24	UHC-92579-34	—	3589 Baseline Rd, Miami, FL, 33173	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-55344	TPA	Carl Cole	1962-09-09	—	3319963046	7658 Oak St, Austin, TX, 78776	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51552	TPA	Philip K George	1952-09-16	UHC-01483-44	7644815635	2537 Sage Ct, Jacksonville, FL, 32223	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
TPA-52338	TPA	Amy Washngton	1963-07-27	UHC-41659-76	—	8281 Mountain View Dr, Fresno, CA, 93710	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59430	TPA	Julie Vasquez	1944-08-01	—	—	4713 Jefferson Ave, Tampa, FL, 33613	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58288	TPA	Kathryn Mills	2008-02-24	—	—	2641 Ocean Ave, Miami, FL, 33111	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-64364	TPA	Mariana Henderson	1986-11-02	—	—	8672 Highland Ave, Orlando, FL, 32884	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57797	TPA	Danielle Ferguson	1945-04-19	—	—	3567 Elm St, San Antonio, TX, 78209	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52289	TPA	Thomas Boyd	1984-09-28	—	—	7546 Sunset Blvd, Sacramento, CA, 95883	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50227	TPA	Catherine S Gomez	1944-12-26	—	—	790 Meadow Ln, Sacramento, CA, 95805	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58176	TPA	Camila Howell	1993-08-02	UHC-03133-67	2122468677	882 Harbor Blvd, Phoenix, AZ, 85036	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52744	TPA	Nancy Mendoza	1988-03-18	UHC-66651-92	—	7989 River Rd, Gilbert, AZ, 85298	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54563	TPA	Catherine Bennett	1945-01-20	—	—	9312 Indian School Rd, Orlando, FL, 32854	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53824	TPA	Jerry Scott	2004-10-26	—	3052959367	8838 Baseline Rd, Nashville, TN, 37249	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62499	TPA	Price Brenda	1950-07-23	—	—	553 Forest Ave, Atlanta, GA, 30397	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62500	TPA	Price Brenda	1950-07-23	—	—	553 Forest Ave, Atlanta, GA, 30397	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 138 of 156Previous Next