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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-50786	TPA	James Thomas	1994-11-16	UHC-33106-13	2266784450	8806 Desert Sky Blvd, Atlanta, GA, 30324	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-52328	TPA	Diana Hill	1999-04-05	—	—	3644 Sunset Blvd, Atlanta, GA, 30364	0.78	Name split from “Last, First”State code upper-cased Email lower-cased Whitespace trimmed+1 more
TPA-59105	TPA	Virginia Anderson	2004-06-06	—	7256440054	9727 Baseline Rd # 447, Tampa, FL, 33684	0.78	Date of birth reformatted Unit split from street Email lower-cased Whitespace trimmed+1 more
TPA-50499	TPA	Wayne B Dunn	1945-09-03	—	—	3943 Grand Ave, Tampa, FL, 33628	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-57384	TPA	Samuel Montgomery	1946-10-24	—	—	1004 Pine Dr, Sacramento, CA, 95879	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-62188	TPA	Logan Spencer	—	UHC-89476-48	9266759382	6116 Meadow Ln, Las Vegas, NV, 89191	0.78	Date of birth unreadable Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-59297	TPA	Maria Fields	2001-09-12	—	8792688239	8076 Highland Ave, Seattle, WA, 98195	0.78	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+1 more
TPA-55609	TPA	Ethan U Turner	1979-07-21	UHC-63512-82	—	3909 Central Ave, Seattle, WA, 98119	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-58365	TPA	Barbara Castillo	1940-11-11	—	—	2447 Mesa Dr, Columbus, OH, 43292	0.78	SSN last four extracted City re-cased Email lower-cased Whitespace trimmed+1 more
TPA-58622	TPA	Mary Lewis	1964-12-11	—	—	801 Highland Ave, Eden Prairie, MN, 55315	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-55900	TPA	Camila Snyder	1951-11-11	—	—	8443 Valley View Dr, Austin, TX, 78762	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-55692	TPA	Elijah Meyer	1957-01-17	—	—	1014 Mountain View Dr, Atlanta, GA, 30316	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-62818	TPA	Jessica Petersno	2006-07-07	—	—	8905 Indian School Rd, Scottsdale, AZ, 85296	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-58096	TPA	Pamela Pierce	1985-09-21	—	—	5981 Meadow Ln, Phoenix, AZ, 85037	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-51076	TPA	Peter Scott	1950-11-02	—	—	2722 Mesa Dr, Scottsdale, AZ, 85217	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-56508	TPA	Frances White	1968-11-16	—	—	3852 Main St, Dallas, TX, 75296	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-52710	TPA	Adam R Collins	1975-06-08	—	3995848023	2667 Canyon Rd, Tucson, AZ, 85765	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-60552	TPA	Christine Phillips	2005-12-25	—	—	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-52009	TPA	Andrew Arnold	1988-09-26	—	—	3704 Spring St, Tampa, FL, 33606	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58740	TPA	Lawrence U Smith	1964-03-19	UHC-22685-39	8889655008	259 Central Ave, Orlando, FL, 32877	0.78	Phone reformatted Member ID reformatted State name converted to code Email lower-cased+1 more
TPA-59556	TPA	Lori K Soto	1956-09-26	—	—	9248 Harbor Blvd, Tampa, FL, 33669	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-59018	TPA	Bruuce Perkins	1973-10-17	UHC-27600-51	—	8366 Lake View Rd, Los Angeles, CA, 90048	0.78	Name re-cased City re-cased State name converted to code Email lower-cased+1 more
TPA-56004	TPA	Wei Cooper	1980-10-26	—	9248358912	9846 Washington St, Columbus, OH, 43211	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58341	TPA	Beverly I Martinez	1985-09-20	—	3366673465	127 Valley View Dr, Phoenix, AZ, 85045	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-53857	TPA	Eugene Arnold	1945-12-07	—	—	8379 Valley View Dr, Gilbert, AZ, 85204	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
TPA-63140	TPA	Lauren Franklin	1954-12-22	—	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
TPA-50844	TPA	Rachel Duncan	1956-12-06	—	4463054175	7976 Meadow Ln, Denver, CO, 80206	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-55869	TPA	Amanda West	1987-06-04	—	—	9779 Valley View Dr, Tucson, AZ, 85734	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-61379	TPA	Doris Klly	1957-03-07	—	—	9827 Highland Ave, Seattle, WA, 98162	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-60039	TPA	Logan Richards	1975-05-13	—	—	—	0.78	Date of birth reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-63599	TPA	Judy Armstrong	1940-08-04	—	3349330130	—	0.78	Phone reformatted Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-64147	TPA	Wayne Li	1960-01-10	—	6184614168	7279 Mountain View Dr Apt 10, Jacksonville, FL, 32265	0.78	Name re-cased Phone reformatted Unit split from street Email lower-cased+1 more
TPA-52496	TPA	Lori Li	1994-08-08	—	4574607825	4073 Camelback Rd, Tucson, AZ, 85784	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-50167	TPA	Christopher Pierce	1944-11-18	—	—	3313 Desert Sky Blvd, Minneapolis, MN, 55405	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-59831	TPA	Betty Rilley	2003-08-15	—	—	9568 Grand Ave, Sacramento, CA, 95862	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-50778	TPA	Ann Reyes	1967-04-16	—	9199293513	5760 Oak St, Gilbert, AZ, 85281	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51986	TPA	Douglas Gilbert	1994-10-23	—	—	7249 Market St, San Antonio, TX, 78216	0.78	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-52080	TPA	Roebrt Perkins	1968-11-24	UHC-38217-24	6955273693	7520 Ocean Ave, Jacksonville, FL, 32240	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51698	TPA	Ashley Thompson	1961-04-11	—	8898004941	—	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
TPA-56653	TPA	Gloria Wagner	1996-10-14	—	—	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
TPA-50808	TPA	Theresa Olson	1955-11-04	—	—	9320 Main St, Glendale, AZ, 85354	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-64220	TPA	Grace Gilbert	2005-04-17	UHC-23695-84	4377449257	821 Cedar Ln, Denver, CO, 80242	0.78	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+1 more
TPA-54283	TPA	Lucia Santos	2005-05-25	UHC-15390-10	—	1203 Baseline Rd, Tempe, AZ, 85211	0.78	Name re-cased Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-63738	TPA	Elijah Owens	1953-05-21	—	4575761718	8030 Cedar Ln, Mesa, AZ, 85278	0.78	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
TPA-51606	TPA	Michelle Lane	1940-12-15	—	—	7817 Lake View Rd, Phoenix, AZ, 85050	0.78	City re-cased State name converted to code Email lower-cased Whitespace trimmed+1 more
TPA-52181	TPA	Maria Vargas	1996-10-16	—	—	6130 Canyon Rd, Orlando, FL, 32810	0.78	Street suffix standardised Address re-cased Email lower-cased Whitespace trimmed+1 more
TPA-55892	TPA	Samuel Obrien	2000-10-08	—	—	8778 Oak St, Tampa, FL, 33693	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-51027	TPA	Margaret Franklin	1941-10-02	—	8007245347	4443 Central Ave, Gilbert, AZ, 85274	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58894	TPA	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave, Orlando, FL, 32846	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
TPA-58895	TPA	Heather Freeman	1961-09-08	—	2063831906	2537 Grand Ave, Orlando, FL, 32846	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more

832 rows, page 10 of 17Previous Next