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-62800	TPA	Harold Olson	1982-04-21	—	—	2989 Baseline Rd Apt 30, Tucson, AZ, 85764	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54783	TPA	Christian Le	1971-11-18	—	7589227788	7506 Mountain View Dr, San Diego, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-56862	TPA	Josh Harris	1945-03-05	—	—	7597 Hillcrest Rd, Dallas, TX, 75270	0.50	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-57047	TPA	Ryan Elliott	1962-07-01	—	8323083910	5526 Sunset Blvd Apt 8, San Antonio, TX, 78260	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-54766	TPA	Priya Jimenez	1962-12-10	—	—	1209 Central Ave, Dallas, TX, 75242	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
TPA-55813	TPA	Noah Hawkins	1976-10-12	—	4703777460	3221 Union St, San Antonio, TX, 78286	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60511	TPA	Sean Garrett	1941-08-10	—	7509554676	3081 Indian School Rd, Tampa, FL, 33662	0.52	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-53715	TPA	Brenda Garrett	1985-09-28	UHC-01984-24	2547333168	3668 Ridge Rd, Phoenix, AZ, 85018	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61173	TPA	Gloria Clark	1976-08-27	UHC-28114-30	—	5774 Indian School Rd, Sacramento, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
TPA-63847	TPA	Raymond V McDonald	—	—	3492346630	9897 Canyon Rd, Atlanta, GA, 30362	0.52	Name split from “Last, First”Date of birth missing Phone reformatted State name converted to code+2 more
TPA-63895	TPA	Pamela Young	—	—	—	3553 River Rd, Columbus, OH	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
TPA-53759	TPA	Diane Butler	1984-02-05	—	4077191224	309 Hillcrest Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
TPA-57998	TPA	Hayes B Gloria	2006-11-05	UHC-74017-49	—	9821 Spring St, Fresno, CA, 93770	0.52	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+2 more
TPA-52827	TPA	Mason Litle	1947-02-26	—	—	840 Market St, Gilbert, AZ, 85204	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-56516	TPA	Billy L Little	2002-08-12	—	—	5327 Canyon Rd, Columbus, OH, 43296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62607	TPA	Michael Johnston	1994-08-25	—	—	9651 Ocean Ave, Charlotte, NC, 28251	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55327	TPA	Hirohsi Hanson	1939-12-11	—	—	6791 Baseline Rd, Minneapolis, MN, 55425	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-50386	TPA	Charlotte Stevens	1957-02-02	—	—	4201 Spring St, Gilbert, AZ, 85226	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51350	TPA	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
TPA-51379	TPA	Jacob Wong	1982-10-02	—	—	5567 Palm Dr, Houston, TX, 77049	0.52	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+2 more
TPA-53590	TPA	Austin Tucker	2003-03-02	—	8785571233	6741 Cedar Ln, Tampa, FL	0.54	Street suffix standardised Address re-cased State name converted to code ZIP missing+1 more
TPA-61093	TPA	Kelly Baker	1953-02-17	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+1 more
TPA-50598	TPA	Andrea McDonald	1960-02-20	—	—	8541 Camelback Rd, Tempe, AZ, 85238	0.54	Two-digit birth year State name converted to code Email lower-cased Gender normalised+1 more
TPA-54449	TPA	Alxis Brooks	1966-03-25	—	—	741 Ridge Rd, San Antonio, TX, 78284	0.54	Name split from “Last, First”State name converted to code Email lower-cased Gender normalised+1 more
TPA-57881	TPA	Kelly Park	2003-01-04	UHC-31870-54	2154662801	4154 Apache Blvd, Las Vegas, NV, 89132	0.56	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
TPA-59623	TPA	Terry Powell	1971-06-24	UHC-79657-29	2657634139	3918 Maple Ave, Austin, TX	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-63839	TPA	Tyler Ortiz	1976-09-09	—	—	9412 Highland Ave Apt 29, San Antonio, TX, 78265	0.58	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
TPA-50615	TPA	Benjamin B Harris	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-58593	TPA	Jennifer Fisher	1993-11-23	—	—	3366 Palm Dr, Jacksonville, FL, 32292	0.58	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+5 more
TPA-64245	TPA	Virginia Armstrong	1961-07-18	UHC-99958-97	8458388168	2450 Valley View Dr, Mesa, AZ, 85204	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
TPA-53876	TPA	Alan Cole	1977-06-25	—	9124839337	4335 Ocean Ave, Mesa, AZ, 85295	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
TPA-55385	TPA	Gabriel Guzman	2007-09-24	—	—	6274 Lake View Rd, Chandler, AZ, 85276	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54578	TPA	Patrick Sanchez	1955-04-09	—	—	8588 Church St, Dallas, TX, 75215	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-52997	TPA	Grace C Kelly	1992-06-04	—	7665060494	5725 Maple Ave, San Diego, CA, 92122	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-53667	TPA	Ahmed Spencer	1994-06-20	UHC-74337-10	—	317 Park Pl Apt 14, Mesa, AZ, 85244	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-62653	TPA	Martha Davis	1983-01-03	—	7237325112	1368 Harbor Blvd, San Antonio, TX, 78271	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50198	TPA	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd Apt 12, Orlando, FL	0.60	Name re-cased Date of birth reformatted Unit split from street City re-cased+4 more
TPA-52759	TPA	Frank Armsrtong	1977-11-07	—	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54009	TPA	Hannah Oliver	1951-07-08	—	2558020399	926 Oak St, Scottsdale, AZ, 85270	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-59304	TPA	Elijah Carlson	1990-07-25	—	—	7199 Broadway Apt 31, Miami, FL, 33181	0.60	Date of birth reformatted SSN last four extracted Unit split from street Address re-cased+4 more
TPA-51158	TPA	Luis Sandoval	1986-02-12	—	7709047669	2264 Harbor Blvd, Charlotte, NC, 28276	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-54506	TPA	Lawrence Hicks	1954-03-16	—	6608903294	1518 Canyon Rd, Eden Prairie, MN	0.60	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
TPA-51897	TPA	Pamela Contreras	1990-04-02	UHC-42414-79	—	8748 Elm St Apt 24, Las Vegas, NV, 89196	0.60	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+4 more
TPA-62710	TPA	Priya Phillips	1984-06-03	—	—	1868 Hillcrest Rd, Miami, FL	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-53773	TPA	Ahmed Peters	1946-01-14	—	7319567631	9559 Spring St # 849, Seattle, WA, 98172	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-54553	TPA	Sara Campbell	1942-12-26	—	2949606419	5159 Desert Sky Blvd, Gilbert, AZ, 85261	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
TPA-59133	TPA	Lauren Johnson	1955-02-23	UHC-97366-63	2549616595	8349 Harbor Blvd, Minneapolis, MN, 55440	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-60021	TPA	Bruce Wells	1977-11-17	—	5457998325	7373 Pine Dr, Charlotte, NC	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-62890	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-62891	TPA	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

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