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-59631	TPA	Sara Tran	2003-09-20	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-60734	TPA	Betty Scott	1987-07-27	—	—	3319 Washington St, Plano, TX, 75006	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-53276	TPA	Thersea Little	1957-10-27	—	2475402381	3599 Meadow Ln, Eden Prairie, MN	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
TPA-61974	TPA	Jeremy Howell	1981-03-25	—	4245135375	6008 Sage Ct, Minneapolis, MN, 55474	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61183	TPA	Ana Fernandez	1968-02-05	—	—	5819 Hillcrest Rd, Fresno, CA, 93789	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-60390	TPA	Fank Ruiz	1947-03-26	—	4617142767	2396 Lake View Rd, Eden Prairie, MN, 55340	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55707	TPA	Gregory Schultz	1969-02-25	UHC-14832-94	—	5342 Lincoln Way, Las Vegas, NV, 89194	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50851	TPA	Matt Carpenter	1955-06-10	UHC-33751-82	2363703581	6282 Desert Sky Blvd, Orlando, FL, 32857	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-64205	TPA	Logan Marshall	—	UHC-13279-34	—	—	0.66	Name re-cased Date of birth unreadable Gender normalised Whitespace trimmed+1 more
TPA-56970	TPA	Virginia M Mejia	1986-09-13	—	—	6665 Lake View Rd, Austin, TX, 78706	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-57549	TPA	Anna Coleman	1971-06-19	—	—	5577 Elm St, Gilbert, AZ, 85238	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63315	TPA	John Matthews	1957-08-27	—	—	5065 Indian School Rd, Plano, TX, 75029	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-55713	TPA	Laura C Hill	1985-12-11	—	—	3213 Sunset Blvd, Sacramento, CA, 95897	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-52257	TPA	Carlos I Richardson	1953-10-16	—	—	7392 Highland Ave, Las Vegas, NV, 89121	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-58827	TPA	Lisa Z Bradley	1983-04-28	—	6458501258	4817 Baseline Rd, Nashville, TN, 37263	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-55127	TPA	Andrea Espinoza	1995-10-20	—	—	4990 Church St, Eden Prairie, MN, 55312	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61189	TPA	Betty Watkins	1994-07-17	—	—	6891 Palm Dr, Tempe, AZ, 85286	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-62263	TPA	Jason Harris	2004-06-27	—	—	8576 Lake View Rd, San Diego, CA, 92116	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-61842	TPA	Rebecca Stevens	1940-08-09	—	2343656742	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
TPA-50533	TPA	Jennifer Brown	1944-11-06	UHC-69247-33	5643706462	5728 Lake View Rd, Chandler, AZ, 85258	0.66	Phone reformatted SSN last four extracted Gender normalised Whitespace trimmed+1 more
TPA-61009	TPA	Barbara Ruiz	1977-06-24	—	—	695 Willow Ct, Tempe, AZ, 85228	0.66	Name re-cased Phone missing area code Gender normalised Whitespace trimmed+1 more
TPA-54801	TPA	Sofia Li	2003-01-08	—	—	303 Palm Dr, Sacramento, CA, 95850	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55696	TPA	Cheryl Gonzales	1958-02-01	—	—	7206 Market St, Mesa, AZ, 85274	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60250	TPA	Adam Wood	1941-01-05	UHC-86873-43	—	8490 Highland Ave, Charlotte, NC, 28251	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59267	TPA	Lori Johnston	1998-12-05	—	6603641977	9855 Valley View Dr, Sacramento, CA, 95866	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-58750	TPA	Eric Snyder	1971-01-27	—	6676803896	4671 Union St, Scottsdale, AZ, 85283	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-54614	TPA	Melissa P Patterson	1964-03-08	—	—	64 Elm St, Sacramento, CA, 95845	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-54822	TPA	Arjun C Schmidt	1992-12-03	—	—	1003 Indian School Rd, Mesa, AZ, 85221	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59801	TPA	Samantha Gibson	1977-09-18	—	—	8088 Washington St, San Diego, CA, 92153	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
TPA-61430	TPA	Jordan Lawrence	2002-09-13	—	—	7239 Ocean Ave, Los Angeles, CA, 90071	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60195	TPA	Barbara Simmons	1958-11-02	—	—	5646 Indian School Rd, Las Vegas, NV, 89124	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-55541	TPA	Emily Black	1949-02-19	—	—	8359 Desert Sky Blvd, Jacksonville, FL, 32287	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-59935	TPA	Jonathan Garrett	1961-02-22	—	—	5631 Church St, Denver, CO, 80250	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57900	TPA	Mariana Ray	1981-12-14	—	4435063290	5557 Hillcrest Rd, Minneapolis, MN, 55417	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57382	TPA	Aisha Bailey	1993-03-09	—	—	2687 Camelback Rd, Tampa, FL, 33615	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55489	TPA	Alexis Watkins	1946-10-08	UHC-25813-01	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-51914	TPA	Gregory Nichols	1965-12-14	—	7366872442	6469 Central Ave, Minneapolis, MN, 55464	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-60644	TPA	Joe Reyes	1982-01-09	—	—	1612 Church St, Dallas, TX, 75219	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59763	TPA	Jacob Wallace	1969-05-04	—	8632623231	—	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-59687	TPA	Christina Morgan	1976-12-17	—	—	5685 Cedar Ln, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-52811	TPA	Glorria Elliott	1962-09-06	—	—	9566 Hillcrest Rd, Houston, TX, 77008	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-55553	TPA	Mark Cllark	1939-01-17	—	3398161429	5557 Meadow Ln, Sacramento, CA, 95837	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-55002	TPA	Daina Grant	1941-09-26	UHC-53597-96	5215756151	9206 Apache Blvd # 662, Glendale, AZ, 85350	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
TPA-57366	TPA	Sandra Vega	1949-12-23	UHC-13934-86	4785925746	2681 Lake View Rd, Glendale, AZ, 85370	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-55320	TPA	Julia Wells	1952-11-04	—	—	1572 Jefferson Ave, Scottsdale, AZ, 85210	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-56432	TPA	Joan Gutierrez	2006-05-28	UHC-02943-57	—	3674 Harbor Blvd, Tampa, FL, 33683	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63925	TPA	Sophia R Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60288	TPA	Brandon Hall	1997-08-11	—	9214937486	1192 Union St, Chandler, AZ, 85280	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-61139	TPA	Alexander Fowler	—	—	6175116671	—	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
TPA-53314	TPA	Jack Hernandez	1955-12-04	—	—	916 Indian School Rd, Columbus, OH	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more

2,435 rows, page 29 of 49Previous Next