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-63637	TPA	Butler Hannah	1987-06-26	UHC-70941-53	—	5044 Union St, San Antonio, TX, 78212	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63391	TPA	Helen Y Murphy	1940-04-15	—	2637328246	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62366	TPA	Helen Garcia	1973-01-28	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56541	TPA	Mary C Clark	2004-05-11	—	3718954354	343 Broadway, Los Angeles, CA, 90035	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52836	TPA	Elizabeth McDonald	1992-08-18	UHC-98519-77	9193616244	8972 Broadway, Tucson, AZ, 85719	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56389	TPA	Carlos Perry	2003-05-14	—	5754178557	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-52020	TPA	Sophia Howell	1997-04-28	—	4924674792	2377 Apache Blvd, San Diego, CA, 92144	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56063	TPA	Alexander Williamson	1968-05-24	—	—	5393 Ridge Rd, Las Vegas, NV, 89146	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55480	TPA	Timothy Walsh	1990-01-06	—	—	1204 Maple Ave, Charlotte, NC, 28211	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51977	TPA	John West	1938-01-22	—	7749919668	8348 Market St, Austin, TX, 78748	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-60608	TPA	Alice Gonzales	2004-02-05	—	3229531258	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62635	TPA	Ana Carr	1981-08-17	—	5898373919	3689 Pine Dr, Los Angeles, CA, 90074	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-56198	TPA	Christine Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-54350	TPA	Heather Cox	1991-04-26	—	—	5992 Apache Blvd, Las Vegas, NV, 89143	0.92	City re-cased State code upper-cased Plan code upper-cased Placeholder values cleared
TPA-60398	TPA	Frances Simpson	2005-11-27	UHC-84117-10	6885595262	2348 Sunset Blvd, Seattle, WA, 98185	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-50773	TPA	Mariana Shaw	1991-10-19	—	5577106620	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-62423	TPA	Christopher Wells	1953-04-09	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63162	TPA	Jessica Hunt	1981-04-27	UHC-73352-65	7764191539	3711 Valley View Dr, Miami, FL, 33171	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
TPA-50956	TPA	Jeremy Chen	1984-02-25	—	—	8578 Union St, Columbus, OH, 43238	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-52170	TPA	Kimberly Willis	1954-04-24	—	—	5805 Park Pl, San Diego, CA, 92106	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-59934	TPA	Jonathan Garrett	1961-02-22	—	9173091687	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-63904	TPA	Deborah Sullivan	1976-10-27	—	9393637306	6154 Sage Ct, Orlando, FL, 32871	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-53531	TPA	Thomas I Sullivan	1982-02-28	—	7659727137	3863 River Rd, Tampa, FL, 33672	0.92	Name re-cased Phone reformatted State code upper-cased Placeholder values cleared
TPA-53219	TPA	Jean Black	2006-07-24	UHC-16293-86	—	7087 Lincoln Way, Nashville, TN, 37274	0.92	City re-cased Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-59190	TPA	Michelle R Carpenter	1960-07-18	—	6545111132	8637 Ocean Ave, Chandler, AZ, 85278	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-52107	TPA	Laura Tucker	1991-02-16	—	—	7137 Lincoln Way, Minneapolis, MN, 55412	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-58057	TPA	Anna W Mjia	1953-01-17	UHC-23558-66	—	8238 Broadway, Tucson, AZ, 85782	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53850	TPA	Bradley Pierce	1994-09-12	—	9447976638	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-56705	TPA	Gerald Howell	1948-12-14	—	4362734873	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-57684	TPA	Melissa Edwards	1984-06-22	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50517	TPA	Carolyn Bell	1969-03-05	UHC-32776-84	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-56455	TPA	Denise B Sanchez	1994-11-02	—	3769388256	8771 Market St, Scottsdale, AZ, 85293	0.92	Date of birth reformatted Phone reformatted City re-cased Placeholder values cleared
TPA-50887	TPA	Larry Butler	1935-04-19	—	5824519472	3941 Palm Dr, San Antonio, TX, 78201	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58504	TPA	Hannah Roberts	2003-04-13	—	—	780 Meadow Ln, Tempe, AZ, 85251	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-63167	TPA	Nncy Porter	1940-07-15	—	8737810252	6331 Ocean Ave, Dallas, TX, 75291	0.92	Phone reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-62022	TPA	Olivia Medina	1968-07-12	—	—	9683 Canyon Rd, Orlando, FL, 32802	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58158	TPA	Issabella McDonald	1967-08-02	—	4816262445	—	0.92	Name re-cased Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-53022	TPA	Brandon Coleman	1945-02-20	—	2859462346	3945 Lake View Rd, Mesa, AZ, 85261	0.92	Date of birth reformatted Phone reformatted Email lower-cased Placeholder values cleared
TPA-60656	TPA	Valentina Harvey	1943-03-28	—	—	7433 Broadway, Scottsdale, AZ, 85261	0.92	Date of birth reformatted Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57284	TPA	Deborah Price	1940-11-15	—	—	—	0.92	Name re-cased Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55012	TPA	Emma Harrison	1939-12-13	—	—	1925 Mountain View Dr, Miami, FL, 33123	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-61368	TPA	Abigail Grant	1953-02-13	—	—	7908 Hillcrest Rd, Tempe, AZ, 85253	0.92	Name re-cased City re-cased Whitespace trimmed Placeholder values cleared
TPA-54673	TPA	Kayla Adams	1960-09-19	—	8122304566	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51295	TPA	Justin Satos	2004-04-04	—	—	8482 Apache Blvd, Orlando, FL, 32831	0.92	Date of birth reformatted City re-cased Whitespace trimmed Placeholder values cleared
TPA-60850	TPA	Luis M Hamilton	1969-07-08	—	—	7639 Broadway, Glendale, AZ, 85340	0.92	Name re-cased Address re-cased Whitespace trimmed Placeholder values cleared
TPA-60908	TPA	Betty Kennedy	1966-12-18	—	9128253165	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-58423	TPA	Nicole Peterson	1940-03-25	—	4045405548	—	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-51713	TPA	Deb Olson	1938-09-02	—	2346743406	—	0.92	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared
TPA-53798	TPA	Ruth I Fisher	1968-10-20	—	—	5096 Broadway, Los Angeles, CA, 90091	0.92	Name re-cased Date of birth reformatted Address re-cased Placeholder values cleared
TPA-57006	TPA	Bryan Evans	2007-08-25	—	5099702531	4502 Canyon Rd, Los Angeles, CA, 90094	0.92	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared

14,135 rows, page 223 of 283Previous Next