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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-53297	TPA	Jeffrey Jensen	1965-08-17	—	—	6869 Willow Ct, Tempe, AZ, 85287	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51710	TPA	Laura Hunt	1976-05-20	UHC-71086-48	—	8673 River Rd, Atlanta, GA, 30339	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52412	TPA	AlbertJunk	1974-11-08	—	8178794171	6938 Camelback Rd, Atlanta, GA, 30309	0.80	Name re-cased Phone reformatted Placeholder values cleared No usable name (quarantined)
TPA-55851	TPA	Frank F Alexander	1999-12-26	—	—	2263 Washington St, Phoenix, AZ, 85022	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57069	TPA	Michelle Taylor	2003-11-02	—	—	9367 Park Pl, Tucson, AZ, 85790	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58767	TPA	Linda Yang	1984-09-27	—	—	1067 Washington St, Seattle, WA, 98155	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-59234	TPA	Linda Hart	1951-12-22	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-57247	TPA	Laura I Herrera	1959-06-27	UHC-79427-43	2112781293	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-58496	TPA	Ann Kennedy	1955-04-17	—	—	5760 Cedar Ln, Chandler, AZ	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
TPA-57269	TPA	Madison Meyer	1954-09-22	—	—	6065 Ridge Rd, Tampa, FL, 33615	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-60622	TPA	Espinoza Mark	1949-06-23	UHC-64946-78	—	6788 Ocean Ave Apt 22, Mesa, AZ, 85259	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
TPA-56777	TPA	Betty Howell	1945-07-07	UHC-85571-97	—	7429 Canyon Rd, Fresno, CA, 93723	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60082	TPA	Ruth Jackson	2003-08-16	—	7248121502	4532 Jefferson Ave, Mesa, AZ, 85236	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
TPA-53878	TPA	Christian Ray	—	—	7582319477	5974 Grand Ave, Tampa, FL, 33646	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-50793	TPA	Janet Johnson	1980-02-22	—	—	4171 Lincoln Way, Los Angeles, CA, 90036	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62676	TPA	Adam P Hicks	1979-05-03	—	—	5348 Mountain View Dr, Denver, CO, 80282	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-59796	TPA	Martha Duncan	1975-04-24	—	—	7161 Hillcrest Rd, San Diego, CA, 92135	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62961	TPA	Stevens Valenitna	1943-01-26	—	—	8592 Mountain View Dr, Houston, TX, 77011	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56727	TPA	Bradley Jackson	1949-08-27	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-51398	TPA	Wood Gerald	1992-07-05	—	—	3824 Harbor Blvd, Jacksonville, FL, 32263	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63845	TPA	Christine Robinson	1972-06-05	UHC-30697-65	—	9172 Meadow Ln, Las Vegas, NV, 89111	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61369	TPA	Judith Banks	1949-01-10	—	9692258400	3720 Main St, Orlando, FL, 32890	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-54140	TPA	Donald Jamas	1972-11-14	—	—	5823 Harbor Blvd, Austin, TX, 78769	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59034	TPA	Dorothy Fowler	1990-02-06	—	—	2653 Lincoln Way, Phoenix, AZ, 85079	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-60652	TPA	Henry W Delgado	1981-05-26	—	—	5525 Oak St, Minneapolis, MN, 55456	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56745	TPA	Priya Berry	1958-07-07	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58439	TPA	Katherine Hudson	1983-12-15	—	—	1002 Indian School Rd, Tucson, AZ, 85753	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
TPA-54464	TPA	Mateo X Austin	1976-03-24	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
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-55249	TPA	Nathan Robertson	1995-01-26	—	—	1798 Desert Sky Blvd, Fresno, CA, 93744	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59510	TPA	Melissa Roberts	2003-02-12	—	—	4456 Sage Ct, Fresno, CA, 93791	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55393	TPA	Doris Mills	—	—	8485147047	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
TPA-53944	TPA	Frances Schmidt	1966-09-23	—	—	1285 Bayshore Dr, Miami, FL, 33113	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-50472	TPA	Kenneth Parker	—	—	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
TPA-62960	TPA	Carl Miller	1965-01-16	—	9457385035	170 Willow Ct, Miami, FL, 33151	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
TPA-63635	TPA	Michael A Padilla	1982-03-20	—	—	8386 Pine Dr, Miami, FL, 33136	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51084	TPA	Russell Walkre	1991-03-18	—	—	3949 Main St, Orlando, FL, 32835	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-57124	TPA	Keith Henry	1976-10-20	—	—	1963 Canyon Rd, Glendale, AZ	0.80	Name re-cased State code upper-cased ZIP missing Placeholder values cleared
TPA-57690	TPA	Julie Carr	1985-04-06	—	—	6342 Spring St, San Antonio, TX, 78204	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59558	TPA	Jean Ramirez	2005-03-05	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54463	TPA	Sandra Tucker	1962-06-06	—	—	4843 Grand Ave, San Diego, CA, 92176	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54966	TPA	Amber Young	1990-08-06	—	—	5945 River Rd, Nashville, TN, 37218	0.80	Name re-cased Street suffix standardised Address re-cased 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-53138	TPA	Stephanie Roberts	1945-10-01	—	—	—	0.80	Name re-cased Two-digit birth year 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-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-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-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

5,750 rows, page 72 of 115Previous Next