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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60937	TPA	Justin Gordon	1988-03-01	—	3783913676	2293 Union St, Denver, CO, 80284	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-53243	TPA	Jeremy Nichols	1978-04-27	UHC-36703-86	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50596	TPA	Jose Lane	1969-10-15	—	9127056604	3821 Broadway, San Antonio, TX, 78201	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59558	TPA	Jean Ramirez	2005-03-05	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53976	TPA	Janice T Henry	1944-10-20	—	9245473305	160 Camelback Rd, Jacksonville, FL, 32295	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-59998	TPA	Mariana Padilla	1949-05-16	—	—	8125 Valley View Dr, Los Angeles, CA, 90070	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58046	TPA	Isabella Harper	1952-12-28	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57221	TPA	Brandon Stevens	1976-11-18	—	—	4843 Palm Dr, Eden Prairie, MN, 55345	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63834	TPA	Rayymond Chapman	1975-12-27	—	2023467133	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63286	TPA	Jason Smith	1972-06-13	—	—	6480 River Rd, Glendale, AZ, 85315	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63192	TPA	Ralph Fowler	1998-08-16	—	—	3163 Oak St, Miami, FL, 33166	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-60393	TPA	Steve Hunt	1959-08-22	—	—	2211 Willow Ct, Charlotte, NC, 28208	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51404	TPA	Zachary Reynolds	2006-09-10	—	9077672286	1038 Main St, Plano, TX, 75037	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56315	TPA	Marilyn Hicks	1943-02-26	—	—	4833 Mountain View Dr, Austin, TX, 78799	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-53060	TPA	Austin Flores	1945-03-14	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52304	TPA	Randy Nichols	2004-09-25	—	—	3698 Forest Ave, Scottsdale, AZ, 85243	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-61817	TPA	Bradley Bishop	2002-09-22	UHC-02311-67	—	3761 Oak St, Chandler, AZ, 85221	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54586	TPA	Elizabeth X Black	1964-02-19	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50685	TPA	Johnny Santiago	2005-10-04	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58794	TPA	Arjun Jones	1979-06-19	—	—	5653 Spring St, Mesa, AZ, 85223	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51028	TPA	Margaret D Franklin	1941-10-02	—	—	4443 Central Ave, Gilbert, AZ, 85274	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-54041	TPA	Jason Gordon	1952-06-05	—	2277306812	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-63112	TPA	Carl G Marquez	1958-09-18	—	8199189280	2916 Sage Ct, Miami, FL, 33117	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53362	TPA	Michelle Kelley	1996-03-02	—	6954920437	3767 Forest Ave, Tucson, AZ, 85730	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61196	TPA	Christopher Hansen	2002-05-03	—	2219238600	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
TPA-54599	TPA	Vincent West	1939-07-15	—	—	5605 Desert Sky Blvd, Austin, TX, 78735	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55982	TPA	Beverly Elliott	1993-12-28	—	—	4808 Lincoln Way, Minneapolis, MN, 55464	0.80	Name re-cased City re-cased Gender normalised Whitespace trimmed
TPA-54785	TPA	Alice Armstrong	1984-04-18	—	3442920712	7640 Forest Ave, Columbus, OH, 43261	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59313	TPA	Amy Romero	1975-11-21	UHC-51754-58	4474549405	—	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
TPA-50585	TPA	Catherine X Ellis	1939-12-19	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55595	TPA	Judy E Jackson	1966-08-27	—	—	1493 Lincoln Way, Nashville, TN, 37256	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63690	TPA	Karen Thomas	2005-11-05	—	—	6718 Mesa Dr, Houston, TX, 77082	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-63484	TPA	Justin Fowler	1981-12-21	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54900	TPA	Virginia Hudson	1954-05-12	—	—	4992 Washington St, Dallas, TX, 75226	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50944	TPA	Ryan Cooper	1995-07-25	—	6345758109	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61297	TPA	Mason Morales	1966-12-11	—	2416145526	4948 River Rd, Gilbert, AZ, 85249	0.80	City re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54281	TPA	Mei A Turner	1965-10-04	UHC-09846-26	7789672297	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-60764	TPA	Bradley Morris	1956-11-20	—	5946223359	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53570	TPA	Jessica Patel	2005-06-16	—	2145901087	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-55066	TPA	Ruth Hicks	1985-02-22	—	3646543765	5034 Grand Ave, Houston, TX, 77090	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60033	TPA	Kathleen Alvarado	2006-09-04	—	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-58489	TPA	Tim Henry	1955-01-07	—	3277416921	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-62105	TPA	Jason Scott	1950-04-03	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53224	TPA	Pauul Hamilton	1979-04-27	—	—	3908 Maple Ave, Los Angeles, CA, 90064	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-53225	TPA	Pauul Hamilton	1979-04-27	—	—	3908 Maple Ave, Los Angeles, CA, 90064	0.80	Name re-cased Date of birth reformatted Gender normalised 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-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-60655	TPA	Valentina Harvey	1943-03-28	—	2708863345	7433 Broadway, Scottsdale, AZ, 85261	0.80	Name re-cased Phone reformatted Address re-cased Gender normalised
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-60433	TPA	Debra Hall	1943-04-06	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared

2,435 rows, page 40 of 49Previous Next