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-51151	TPA	Juan Wheeler	1984-09-25	—	—	1189 Ocean Ave, Scottsdale, AZ, 85274	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62238	TPA	Peter Y West	1975-01-06	UHC-81086-81	—	9360 Elm St, Los Angeles, CA, 90076	0.78	Name re-cased Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-55788	TPA	Timothy Stnoe	1970-03-26	UHC-35791-77	2627238203	1872 Ridge Rd, Chandler, AZ, 85237	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62237	TPA	Isabella West	1941-02-13	—	—	6180 Highland Ave, Plano, TX, 75021	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53296	TPA	Dennis Santos	1998-09-18	—	—	2748 Sage Ct, Tucson, AZ, 85743	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55330	TPA	Mike T Mills	1943-11-05	—	—	5667 Central Ave, Houston, TX, 77050	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-57699	TPA	Scott Murray	1940-07-26	—	—	8246 Forest Ave, Los Angeles, CA, 90098	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55403	TPA	David Hansen	2003-02-20	—	—	8251 Apache Blvd, Jacksonville, FL, 32255	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54304	TPA	Bryan Williams	2007-08-09	—	—	3380 Park Pl, Tempe, AZ, 85201	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64231	TPA	Bobby Simpson	1961-07-27	—	5796655691	133 River Rd, Dallas, TX, 75257	0.78	Street suffix standardised Address re-cased State code upper-cased Plan code upper-cased+1 more
TPA-52939	TPA	Deborah Reyes	1972-12-05	—	—	139 Main St, Scottsdale, AZ, 85278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51327	TPA	Alice Carroll	1948-06-15	—	—	6738 Oak St, Mesa, AZ, 85272	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-60809	TPA	Christina D Fox	1962-06-21	—	—	5274 Valley View Dr, Gilbert, AZ, 85235	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-59408	TPA	Santiago L Green	1998-04-02	—	8138824526	6800 Canyon Rd, Columbus, OH, 43216	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60211	TPA	Jeremy Hanson	1950-07-21	—	—	7782 Meadow Ln, Columbus, OH, 43278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62860	TPA	Brenda Phillips	1961-06-05	—	8043537023	1876 Central Ave, Miami, FL, 33110	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51585	TPA	Evelyn Ray	1941-10-09	—	2313290812	1967 Camelback Rd, Eden Prairie, MN, 55330	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53913	TPA	Keith Washington	1945-03-09	—	—	273 Harbor Blvd, Nashville, TN, 37275	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63321	TPA	Samuel Oliver	1955-11-01	—	—	6300 Mountain View Dr, San Antonio, TX, 78299	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63403	TPA	Mariana Garrett	2003-11-15	—	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
TPA-57265	TPA	Noah Santiago	1979-07-05	—	—	7426 Baseline Rd, Los Angeles, CA, 90037	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54196	TPA	Andrea Fuller	1997-06-11	—	3936734561	5434 Maple Ave, Minneapolis, MN, 55427	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62048	TPA	Cheryl M Pena	1992-06-08	—	—	2669 Pine Dr, Sacramento, CA, 95850	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56403	TPA	Kimberly Z Cooper	1983-09-12	UHC-95289-30	—	9356 Central Ave, Sacramento, CA, 95865	0.78	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-54190	TPA	Ana Martin	1951-02-28	—	6886228454	4551 Lake View Rd, Columbus, OH, 43213	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56924	TPA	Ryan Gordon	2000-09-19	—	5988345854	491 Main St, Fresno, CA, 93725	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
TPA-54974	TPA	Stephen A Lawson	1977-11-05	—	—	8901 Meadow Ln, Nashville, TN, 37200	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-50422	TPA	Kayla Harris	1946-08-10	—	—	1704 Elm St, Seattle, WA, 98114	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55455	TPA	Amanda Powell	1958-02-20	UHC-15061-46	3244032591	5353 Meadow Ln, Tempe, AZ, 85251	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58928	TPA	Tyler Mendez	1984-07-19	—	3425592286	8168 Church St, Tampa, FL, 33604	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
TPA-63858	TPA	Robert Miller	1984-11-03	—	—	4044 Market St, Minneapolis, MN, 55403	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52024	TPA	Billy Tucker	1987-12-20	—	5508771851	1246 Hillcrest Rd, Tampa, FL, 33679	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60127	TPA	Amy Andrews	1944-02-27	—	5436882075	3903 Bayshore Dr, Jacksonville, FL, 32265	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52869	TPA	Melissa Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX, 75087	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51230	TPA	Michael Fernandez	2005-12-20	—	—	4113 Highland Ave, Mesa, AZ, 85282	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55404	TPA	Benjamin Elliott	1948-03-08	—	—	5730 Sunset Blvd, San Antonio, TX, 78208	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62929	TPA	Sofia Alvarez	1970-01-10	—	—	3305 Mesa Dr, Orlando, FL, 32802	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62930	TPA	Sofia Alvarez	1970-01-10	—	—	3305 Mesa Dr, Orlando, FL, 32802	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62970	TPA	Judith Woods	1971-04-21	—	3484905379	8981 Mesa Dr, Austin, TX, 78798	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59024	TPA	George Lopez	1951-11-13	—	—	9472 Sunset Blvd, San Diego, CA, 92182	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-55511	TPA	Henry Pierce	2007-07-20	—	9179138692	6795 Park Pl, Plano, TX, 75007	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55687	TPA	Heather Chapman	1981-12-02	—	—	7036 Park Pl, Minneapolis, MN, 55418	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51489	TPA	Carlos Hanson	1971-09-03	—	4344881217	4864 Indian School Rd, Houston, TX, 77037	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63680	TPA	Jacqueline Rojas	1950-04-05	—	—	4836 Main St, Sacramento, CA, 95824	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-63045	TPA	James Mitchell	1940-05-27	—	—	8842 Highland Ave, Sacramento, CA, 95895	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-59611	TPA	Maria Mejia	1995-03-27	—	—	5526 Spring St, Mesa, AZ, 85227	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54349	TPA	Omar Wong	1952-11-11	—	2372375706	8933 Mesa Dr, Minneapolis, MN, 55458	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63233	TPA	Jessica Scott	1971-03-12	—	—	2188 Hillcrest Rd, Gilbert, AZ, 85274	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62034	TPA	Alex King	1974-02-01	UHC-17995-02	—	2968 Main St, Phoenix, AZ, 85071	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61577	TPA	Walter Reyes	1992-04-13	UHC-60664-75	—	3935 Lake View Rd, Seattle, WA, 98141	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more

7,854 rows, page 115 of 158Previous Next