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-58046	TPA	Isabella Harper	1952-12-28	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52804	TPA	Alexander Yang	1993-07-25	UHC-49539-93	—	527 Lincoln Way, Dallas, TX, 75297	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60150	TPA	Arthur Jimenez	2001-02-01	—	—	4586 Lake View Rd, Eden Prairie, MN, 55342	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53614	TPA	Jacqueline Moore	1995-03-14	UHC-13379-89	7705662126	9435 Broadway, Houston, TX, 77087	0.80	Two-digit birth year Phone reformatted 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-64159	TPA	Virginia Luna	1952-02-07	—	—	5487 Palm Dr, Chandler, AZ, 85200	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53138	TPA	Stephanie Roberts	1945-10-01	—	—	—	0.80	Name re-cased Two-digit birth year 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-58662	TPA	Ryan Smith	1942-09-01	—	—	5462 Indian School Rd, Gilbert, AZ, 85299	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53425	TPA	Benjamin Webb	1967-03-24	—	—	9584 Hillcrest Rd, San Diego, CA, 92173	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60771	TPA	Ralph Ruiz	1950-05-14	—	8179605979	5738 Valley View Dr Apt 28, Mesa, AZ, 85298	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-52694	TPA	Sara Burton	1938-03-28	—	—	2589 Canyon Rd, Atlanta, GA, 30328	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-58185	TPA	Russell Powell	1939-10-22	—	6546722457	8283 Willow Ct, Fresno, CA, 93760	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
TPA-51969	TPA	Paul Simmons	1953-06-17	—	5654598640	3135 Baseline Rd, Phoenix, AZ, 85017	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58510	TPA	Judith Garza	1949-03-27	—	—	7413 Sunset Blvd, Las Vegas, NV, 89118	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63319	TPA	Carolyn Li	1943-09-13	—	—	2737 Lake View Rd, Minneapolis, MN, 55479	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58392	TPA	Carol Gibson	1941-01-10	—	—	6007 Oak St, Tempe, AZ, 85235	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60287	TPA	Brandon Hall	1997-08-11	—	—	1192 Union St, Chandler, AZ, 85280	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-52415	TPA	Ann Simpson	1975-01-13	—	—	63 Indian School Rd, Tempe, AZ, 85297	0.80	Date of birth reformatted Street suffix standardised Address re-cased 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-52591	TPA	Sara King	1996-12-15	—	—	4661 Central Ave, Tucson, AZ, 85706	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-62095	TPA	Paul Hudson	—	—	—	—	0.80	Date of birth unreadable Email lower-cased Whitespace trimmed 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-50502	TPA	Rebecca Gaarza	1976-06-04	—	—	5159 Mountain View Dr, Gilbert, AZ, 85272	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52947	TPA	Douglas Schultz	1954-10-05	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50447	TPA	Amanda Estrada	1941-04-18	—	8842619281	2694 Jefferson Ave, Plano, TX, 75073	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50416	TPA	Olivia Wels	1950-06-10	—	—	9276 Hillcrest Rd, Sacramento, CA, 95868	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54031	TPA	Aisha C Boyd	1976-06-01	—	—	418 Palm Dr, Miami, FL, 33165	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54403	TPA	Michelle Owens	2006-04-18	—	—	3887 Church St, Atlanta, GA, 30389	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-51098	TPA	Wod Carl	1976-03-07	—	—	7718 Willow Ct, Dallas, TX, 75292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58933	TPA	Sandra Mejia	1979-07-28	—	9264409875	5213 Valley View Dr, Scottsdale, AZ	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
TPA-62959	TPA	Betty Wright	1996-05-07	—	—	6345 Desert Sky Blvd, Miami, FL, 33102	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63034	TPA	Lucia Le	1959-09-08	UHC-53838-39	—	7725 Pine Dr, Las Vegas, NV, 89168	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53043	TPA	Kelly Griffin	1952-07-16	—	4939397936	7750 Canyon Rd, Mesa, AZ, 85231	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55367	TPA	Sean L Fuller	1986-08-24	—	—	1395 Grand Ave, Chandler, AZ, 85201	0.80	Name split from “Last, First”State code upper-cased Whitespace trimmed Placeholder values cleared
TPA-64150	TPA	Jak Yang	1992-01-27	—	—	1847 Central Ave, Gilbert, AZ, 85209	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-53580	TPA	Christian N Taylor	1940-05-07	—	—	5386 Valley View Dr, Dallas, TX, 75264	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52385	TPA	Maria Ramirez	1999-04-23	—	4519246038	1102 Market St, Los Angeles, CA, 90037	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
TPA-58728	TPA	Justin Elliott	2007-08-16	—	—	797 Mountain View Dr, Phoenix, AZ, 85043	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58738	TPA	Aaron Ortiz	1971-12-01	UHC-59807-57	—	3890 Baseline Rd, Tempe, AZ, 85238	0.80	Street suffix standardised Address re-cased Whitespace trimmed 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-64369	TPA	Willie Reyes	1967-07-18	—	—	9120 Mountain View Dr, Nashville, TN, 37225	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-64373	TPA	Jose Z Walker	1967-09-02	—	9264652931	3288 Apache Blvd, Dallas, TX, 75287	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50027	TPA	Patricia Anderson	1974-04-15	—	—	1229 Desert Sky Blvd, Charlotte, NC, 28235	0.80	Date of birth reformatted Street suffix standardised Address re-cased 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-53217	TPA	Jason Fowler	1940-08-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-60460	TPA	Sandra Vasquez	1938-09-12	—	—	5203 Church St, Dallas, TX, 75283	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60466	TPA	Samantha Reid	1977-02-22	—	—	5376 Canyon Rd, Los Angeles, CA, 90092	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
TPA-55194	TPA	Mary Guerrero	1980-09-18	—	—	6697 Valley View Dr, Tucson, AZ, 85789	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared

14,135 rows, page 162 of 283Previous Next