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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54730	TPA	Bobby Price	1980-05-25	—	9138244449	9033 Ocean Ave, Las Vegas, NV, 89186	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52742	TPA	Ronald Reed	1947-10-26	—	—	9356 Forest Ave, Jacksonville, FL, 32254	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
TPA-58704	TPA	Frakn Crawford	1956-03-28	—	2973393821	964 Ocean Ave, Jacksonville, FL	0.64	Name re-cased ZIP missing Email lower-cased Gender normalised+2 more
TPA-57383	TPA	Ralph Sullivan	1944-12-18	—	—	19 Washington St, Orlando, FL, 32867	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-51411	TPA	Adma Burke	1940-09-04	—	—	1835 Hillcrest Rd, Nashville, TN, 37249	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
TPA-62703	TPA	Patricia Colleman	1958-05-18	—	6429868458	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
TPA-60766	TPA	Dennis Ford	1939-10-12	—	—	8159 Desert Sky Blvd, Fresno, CA, 93752	0.64	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-63064	TPA	Ahmde Sanders	1970-10-02	—	7449930595	7646 Willow Ct, Atlanta, GA, 30310	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56867	TPA	Barbara Brown	1968-11-14	—	7309086890	1741 Market St, Jacksonville, FL, 32230	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61710	TPA	Amanda McDonald	1961-09-28	—	—	6337 Apache Blvd, Miami, FL, 33178	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54505	TPA	Edwrad Cole	1994-09-24	—	—	9543 Forest Ave, Fresno, CA, 93763	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-62564	TPA	Amber E Obrien	1986-01-02	—	—	8267 Spring St, Houston, TX, 77031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58849	TPA	Andrea Kim	1945-04-05	—	—	4014 Washington St, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59635	TPA	Sharon W Gerge	1959-01-13	—	6069106660	1079 Grand Ave, Columbus, OH, 43236	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62001	TPA	Harold Murphy	1948-08-24	—	—	7183 River Rd, Los Angeles, CA, 90004	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52053	TPA	Matthew J Reid	1952-03-09	—	—	6808 Highland Ave, Seattle, WA, 98128	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-53875	TPA	Alan Cole	1977-06-25	—	—	4335 Ocean Ave, Mesa, AZ, 85295	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51497	TPA	Roy Baker	1990-07-17	UHC-57070-14	—	3701 Washington St, Tampa, FL, 33607	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51620	TPA	Charles Bryaant	1941-02-14	—	3836539595	5600 Baseline Rd, San Antonio, TX, 78237	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-53327	TPA	Betty Tucker	1958-07-15	—	—	3595 Central Ave, Tucson, AZ, 85789	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-56575	TPA	Donald Hamilton	1965-03-16	—	—	4473 Canyon Rd, Columbus, OH, 43291	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-57354	TPA	Jason Ray	1940-09-10	—	—	6764 Valley View Dr, Phoenix, AZ, 85028	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-56936	TPA	Gabriel Hawkins	1949-12-22	—	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-55563	TPA	Dorothy Lawson	1996-03-21	—	4726217370	9381 Harbor Blvd, Scottsdale, AZ, 85215	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62137	TPA	Jacqueline Bennett	1977-07-05	—	3159626158	5967 Washington St, Tempe, AZ, 85271	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50093	TPA	Jessica Armstrong	1962-09-14	—	6735478980	1123 Bayshore Dr, Plano, TX, 75025	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63978	TPA	Melissa Gray	1999-07-22	—	9107018468	720 Sunset Blvd, Eden Prairie, MN, 55319	0.64	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+2 more
TPA-58544	TPA	Richard Boyd	1957-09-01	—	8805923977	7982 Central Ave, Glendale, AZ, 85337	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-62307	TPA	Nancy Johnson	1982-09-21	—	—	5070 Mountain View Dr, Atlanta, GA, 30375	0.64	Name re-cased Date of birth reformatted State name converted to code Email lower-cased+2 more
TPA-58656	TPA	Thomas F Smith	1987-09-18	UHC-95598-56	—	8313 Hillcrest Rd, Los Angeles, CA, 90031	0.66	State name converted to code Email lower-cased Gender normalised Whitespace trimmed+1 more
TPA-57987	TPA	Edward Fowler	2006-03-17	—	—	630 Lincoln Way, Glendale, AZ, 85356	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-53038	TPA	Betty Stewart	1963-09-14	—	—	468 Highland Ave, Columbus, OH, 43208	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57102	TPA	Pamela Ruiz	1973-02-23	—	—	383 Meadow Ln, Charlotte, NC, 28235	0.66	City re-cased State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-50868	TPA	Kathleen Roberts	1979-08-12	—	—	9030 Ocean Ave, Tampa, FL, 33636	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50379	TPA	Grace Little	1972-02-06	—	—	4309 Spring St, Scottsdale, AZ, 85229	0.66	Date of birth reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-60266	TPA	Omar Ortiz	1956-02-23	—	—	2029 Ridge Rd, Nashville, TN, 37239	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63729	TPA	Sharon Lewis	1982-06-20	—	9035266511	7383 Central Ave, Houston, TX, 77018	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52433	TPA	Kelly Stevens	1958-08-25	—	—	8166 Ocean Ave, Houston, TX, 77006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53246	TPA	Katherine James	2001-09-14	—	—	6636 Highland Ave, Miami, FL, 33180	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55087	TPA	Kathleen F Robertson	1975-05-13	—	—	7407 Pine Dr, Tampa, FL, 33685	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-63059	TPA	Pamela Kim	1980-03-14	UHC-79074-20	7699753197	2856 Washington St, Minneapolis, MN, 55408	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56806	TPA	Arjun Martinez	1938-06-17	—	—	210 Union St, Minneapolis, MN, 55436	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62202	TPA	Paul Reynolds	1967-03-18	—	4046704966	1055 Mesa Dr, Tempe, AZ, 85244	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-61127	TPA	Sean Harper	1966-04-26	UHC-34117-81	—	3513 Indian School Rd, Nashville, TN, 37206	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63026	TPA	Kyle Richardsun	1976-01-01	—	9023234080	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-53162	TPA	Gloria Rogers	1985-03-18	—	—	5350 Desert Sky Blvd, Atlanta, GA, 30347	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56444	TPA	Adam Williamson	1963-11-25	UHC-76610-04	—	4862 Washington St, Scottsdale, AZ, 85244	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55933	TPA	Cynthia Sandoval	2002-04-06	—	—	9753 Lake View Rd, Austin, TX, 78787	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55174	TPA	Christopher Hoffman	1946-05-04	—	—	6080 Baseline Rd, Houston, TX, 77022	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-56386	TPA	Jordan Porter	2001-04-17	—	—	2631 Highland Ave, Austin, TX, 78707	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

2,435 rows, page 25 of 49Previous Next