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 “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
TPA-60756	TPA	Jacob N Gonzales	2003-01-01	—	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-60757	TPA	Jacob N Gonzales	2003-01-01	—	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-50541	TPA	Maria Washington	1968-08-24	—	—	1478 Bayshore Dr, Sacramento, CA, 95859	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61569	TPA	Barbara E Dun	2007-01-04	—	—	8620 Cedar Ln, Miami, FL, 33198	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61458	TPA	Nathan Turner	1976-03-05	—	—	8594 Palm Dr, Mesa, AZ, 85285	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63464	TPA	Eric Harris	1989-03-15	—	9037720571	2516 Ridge Rd, Los Angeles, CA, 90064	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-51155	TPA	Noah Lawrence	1965-07-20	—	2895613596	169 Baseline Rd, Minneapolis, MN, 55443	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63964	TPA	Lauren Medina	1962-06-02	—	7458414713	2179 Bayshore Dr, Phoenix, AZ, 85086	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62225	TPA	Ralph N Larson	1978-06-24	—	—	4382 Sage Ct, Atlanta, GA	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
TPA-61047	TPA	Aaron Lopez	2003-04-10	—	—	2613 Palm Dr, Fresno, CA, 93785	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-52982	TPA	Bradley Taylor	1977-02-24	—	—	4774 Meadow Ln, Plano, TX, 75045	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58532	TPA	Izabella Walsh	1979-06-04	—	—	8165 Camelback Rd, Orlando, FL, 32827	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52105	TPA	Lauren James	1965-04-05	—	3897590217	9798 Main St, Tucson, AZ, 85732	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-51836	TPA	Janet Ross	2007-08-11	—	—	4119 Bayshore Dr, Charlotte, NC, 28251	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59677	TPA	Raymond Ford	1987-12-19	—	9214215096	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-64194	TPA	Diane Gordon	1974-08-21	—	2423452434	9110 Camelback Rd, Dallas, TX, 75211	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-62483	TPA	Brucce G Evans	1965-11-07	—	—	6479 River Rd, Denver, CO, 80250	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53801	TPA	Ralph Gonzalez	1942-03-16	—	—	6584 Bayshore Dr, Dallas, TX, 75218	0.80	Street suffix standardised Address re-cased State code upper-cased Placeholder values cleared
TPA-56056	TPA	Alice Baker	1952-04-16	—	—	2666 Church St, Gilbert, AZ, 85211	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63697	TPA	Sofia S Web	1960-12-02	—	—	265 Ridge Rd, Tampa, FL, 33645	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-63819	TPA	Teresa Munoz	1949-05-17	UHC-73954-80	—	4514 Broadway, Orlando, FL, 32868	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
TPA-64444	TPA	Joyce W Henry	1995-02-16	UHC-60364-77	7735758245	7448 Cedar Ln, Chandler, AZ, 85270	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-55873	TPA	Marilyn Porter	1945-10-24	—	7159387684	1787 Mountain View Dr # 933, Gilbert, AZ, 85299	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
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-62395	TPA	Carl K Austin	1951-01-09	—	—	8305 Broadway Apt 28, San Diego, CA, 92142	0.80	Unit split from street Email lower-cased Plan code upper-cased Placeholder values cleared
TPA-60433	TPA	Debra Hall	1943-04-06	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58386	TPA	Gabriel Wong	1950-02-27	—	—	3548 Harbor Blvd, Tampa, FL, 33636	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58752	TPA	Doris Hoffman	1938-11-04	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51463	TPA	Rachle Hughes	1969-06-06	—	—	3782 Meadow Ln, Glendale, AZ, 85328	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51533	TPA	Joseph Wang	1976-04-25	—	—	—	0.80	Name split from “Last, First”Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-52664	TPA	Maria Garcia	1947-07-16	—	—	7132 Sage Ct, Tempe, AZ	0.80	Name re-cased Date of birth reformatted ZIP missing Placeholder values cleared
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-60834	TPA	Carlos Hoffman	1963-08-01	—	—	—	0.80	Name re-cased Two-digit birth year 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-64034	TPA	Cahrles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX, 78770	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58240	TPA	Billy Weaver	1953-05-24	—	6538022577	1760 Pine Dr Apt 32, Sacramento, CA, 95874	0.80	Phone reformatted Unit split from street Whitespace trimmed 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-50229	TPA	Carolyn Wilson	1948-05-14	—	3516852977	2995 Pine Dr, Charlotte, NC, 28254	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed 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-59170	TPA	Barbara Thompson	1967-10-28	—	6273534245	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed 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-51675	TPA	Emma Coleman	1992-05-06	—	9285603134	8276 Oak St, Tempe, AZ, 85215	0.80	Phone reformatted State name converted to code Whitespace trimmed 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

14,135 rows, page 168 of 283Previous Next