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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60817	TPA	Alexander Silva	1984-08-10	—	—	5783 Pine Dr, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52648	TPA	Cheryl Torres	1995-02-26	—	8975129326	3902 Baseline Rd, Gilbert, AZ, 85223	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58391	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58390	TPA	Helen Guzman	1987-05-19	—	—	7313 Maple Ave, Plano, TX, 75031	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56879	TPA	Lucia W Russell	2001-11-13	UHC-89539-23	6595649114	3497 Oak St, Tampa, FL, 33652	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50963	TPA	Steve Ruiz	1971-06-18	—	—	860 Bayshore Dr, Tucson, AZ, 85734	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57314	TPA	Bobby Rice	1938-01-19	—	5103470594	8491 Desert Sky Blvd, Sacramento, CA, 95810	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-51242	TPA	Peter Brooks	1965-09-18	—	—	2138 Union St # 748, Seattle, WA, 98164	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-59920	TPA	George Flores	1959-01-16	—	—	8251 Pine Dr, Jacksonville, FL, 32280	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56858	TPA	Cheryl Jones	—	—	—	701 Forest Ave, Orlando, FL, 32843	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-54902	TPA	Charles Maldonado	1949-05-15	UHC-76931-42	3857732832	4005 Grand Ave, Minneapolis, MN, 55489	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52810	TPA	JudithJunk	1940-07-01	—	—	7317 Sage Ct, Minneapolis, MN, 55427	0.64	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+2 more
TPA-52887	TPA	Evelyn Green	2006-05-03	—	—	5420 Jefferson Ave Apt 22, Los Angeles, CA, 90036	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-55267	TPA	Martha N Gonzales	2002-08-18	—	7194810776	4367 Church St, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56826	TPA	Priya Ray	1962-05-28	UHC-58523-45	—	7268 Cedar Ln, Gilbert, AZ, 85287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-63900	TPA	Henry Jacobs	1962-05-18	—	—	6411 Forest Ave # 557, Las Vegas, NV, 89188	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58274	TPA	Paul White	1995-03-22	—	9138684896	3950 Elm St, Seattle, WA, 98132	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56387	TPA	George Little	2001-03-14	—	—	9260 Cedar Ln, Orlando, FL, 32841	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55384	TPA	Joan Montgomery	2006-06-07	—	—	2668 Park Pl, Glendale, AZ, 85327	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56564	TPA	Joseph E Chavez	1996-10-02	—	—	5116 Main St, Tampa, FL, 33670	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-61450	TPA	Jonathan Rivera	1953-04-10	—	5869724641	8587 River Rd, Phoenix, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-52088	TPA	Jack Griffin	1977-02-25	UHC-51506-16	4369476377	5316 Canyon Rd, Minneapolis, MN, 55474	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53984	TPA	Robert E Pierce	1988-03-04	—	—	3041 Hillcrest Rd, Houston, TX, 77072	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-60581	TPA	Juan Cooper	1950-04-20	—	4658076511	3666 Sage Ct, San Diego, CA, 92199	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-50360	TPA	Billy Medina	1989-09-14	UHC-16597-76	—	810 Washington St, Sacramento, CA, 95868	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59634	TPA	Donald Singh	1976-08-13	—	8872937964	3049 Park Pl, Tampa, FL	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61035	TPA	Ralph Morris	1971-12-28	—	—	2055 Forest Ave, Austin, TX, 78718	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-54663	TPA	Vicoria Contreras	1974-07-19	—	—	7228 Baseline Rd, Orlando, FL, 32817	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53200	TPA	Scott Simmons	1976-01-09	—	—	2254 Lake View Rd, Mesa, AZ, 85226	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-62118	TPA	Christian Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN, 55474	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50041	TPA	Olivia H Estrada	1963-04-22	—	3377885512	8818 Camelback Rd, Sacramento, CA, 95866	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50163	TPA	Daniel Howell	2008-09-20	—	—	3838 Central Ave, Tucson, AZ, 85760	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51956	TPA	Natalie King	1946-01-09	—	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-51724	TPA	Sharon Mason	1939-03-23	—	—	6653 Park Pl # 183, Chandler, AZ, 85209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63657	TPA	Ethan S Garza	2002-06-26	—	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56133	TPA	Roy Coleman	1986-11-12	—	—	4485 Pine Dr, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54286	TPA	Joe Q Hernandez	1984-04-12	—	7448370918	795 Maple Ave, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56845	TPA	Lgoan Lawson	—	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
TPA-60699	TPA	Charles Murray	1951-01-15	—	—	5473 Mesa Dr # 768, San Diego, CA, 92199	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-55339	TPA	Jean Hamilton	1965-02-08	—	4167143383	4244 Oak St, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55868	TPA	Sarah Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63175	TPA	Jake Marquez	1945-06-08	UHC-72121-60	—	8943 Market St, Columbus, OH, 43293	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52906	TPA	Ralph F Torrees	1945-09-17	—	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-61312	TPA	Nathan Reynolds	1964-03-05	—	—	5436 Park Pl, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62836	TPA	Kyle Howell	1986-12-25	—	—	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60293	TPA	Maria Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62670	TPA	Jacqueline Reid	2004-11-04	—	—	8207 Cedar Ln, Sacramento, CA, 95880	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-53120	TPA	Nathan Schultz	1968-02-18	—	—	4204 Highland Ave, Miami, FL, 33144	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55932	TPA	Cynthia Sandoval	2002-04-06	—	—	9753 Lake View Rd, Austin, TX, 78787	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61282	TPA	Teresa Mitchell	2001-09-12	UHC-68340-13	—	1695 Cedar Ln, San Antonio, TX, 78272	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more

7,854 rows, page 59 of 158Previous Next