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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-55615	TPA	Christina Larson	1955-07-09	—	—	4690 Ridge Rd, Scottsdale, AZ, 85255	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52825	TPA	Philip Bradley	1945-06-28	UHC-47879-82	6299844473	2457 Hillcrest Rd, Minneapolis, MN, 55448	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
TPA-55271	TPA	Pamela U Ortega	1956-08-27	—	—	871 Baseline Rd, Seattle, WA, 98157	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52708	TPA	Alan W Tran	1970-06-06	—	4134792832	7475 Valley View Dr, Nashville, TN, 37292	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-55364	TPA	Evelyn Gonzales	1962-02-20	—	7034106660	942 Valley View Dr, San Antonio, TX, 78274	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61815	TPA	Kimberly Stewart	1998-11-18	—	—	7738 Harbor Blvd, Denver, CO, 80243	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50390	TPA	Donald Morrison	1970-11-26	—	—	6285 Park Pl, Denver, CO, 80283	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54138	TPA	Angela Wang	1967-03-01	—	—	8641 Valley View Dr, Orlando, FL, 32887	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50960	TPA	Christina Bradley	1958-08-26	—	9852474058	934 Apache Blvd, Plano, TX, 75078	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-61357	TPA	Amber Jordan	1985-02-17	—	—	1088 Sunset Blvd, Seattle, WA, 98186	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57627	TPA	Scott Gonzales	1994-01-25	—	4427706629	7746 Pine Dr, Tampa, FL, 33642	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-62801	TPA	Kevin Willis	1978-08-28	—	—	8245 Valley View Dr, San Diego, CA, 92101	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-61170	TPA	Roy Spencer	1981-07-16	—	—	7299 Main St, Fresno, CA, 93758	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-59706	TPA	Jeffrey Dominguez	1962-05-18	—	—	6186 Baseline Rd, Sacramento, CA, 95851	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50749	TPA	Andrea Holmes	1965-05-05	—	—	1113 River Rd, Atlanta, GA, 30336	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-56304	TPA	Jeremy Ortega	2002-08-07	—	—	4675 Indian School Rd, Charlotte, NC, 28278	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50339	TPA	Margaret Pena	1985-10-06	—	9358328314	978 Market St, Eden Prairie, MN, 55319	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55303	TPA	Kenneth Harrison	1961-04-04	—	—	1680 Lake View Rd, Las Vegas, NV, 89177	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52082	TPA	Lucia Jenkins	1993-12-04	—	—	1182 Main St, Glendale, AZ, 85317	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52222	TPA	Patricia Grant	1962-11-13	—	—	2725 Hillcrest Rd, Mesa, AZ, 85264	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52613	TPA	Jack Harris	1949-11-01	—	—	3975 Cedar Ln, Plano, TX, 75093	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54409	TPA	Steven Nelson	1964-01-11	UHC-42830-85	—	960 Apache Blvd, Chandler, AZ, 85211	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58521	TPA	Sara Gibson	1955-12-02	—	9592943473	7592 Indian School Rd, Dallas, TX, 75282	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62784	TPA	Andrea Griffin	1985-06-07	—	9826562855	5822 Bayshore Dr, Charlotte, NC, 28203	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-64071	TPA	Beverly Singh	1958-07-28	UHC-78091-79	—	8154 Sunset Blvd, Seattle, WA, 98132	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-51844	TPA	Priya Rodriguez	1950-11-12	—	6889821901	3100 Apache Blvd, Seattle, WA, 98174	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63225	TPA	Ashley Parker	1968-02-15	UHC-65675-26	6409045682	277 Park Pl, Tempe, AZ, 85275	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-62924	TPA	Hiroshi Holmes	1973-11-23	—	—	1266 Lincoln Way, Phoenix, AZ, 85051	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-57188	TPA	Grace Soto	1948-12-28	—	—	3732 Highland Ave, Scottsdale, AZ, 85206	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-54591	TPA	Mariana E Herrera	1979-09-25	—	3016989214	4823 Mountain View Dr, Sacramento, CA, 95863	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60223	TPA	Mark Howell	2000-10-15	—	—	8095 Bayshore Dr, San Diego, CA, 92135	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-50191	TPA	Cheryl R Fernandez	1964-05-13	—	—	5415 Lake View Rd, San Diego, CA, 92152	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56104	TPA	Teresa Castro	1974-07-06	—	—	324 Ridge Rd, Tampa, FL, 33656	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-52911	TPA	Jimmy A Butler	1955-08-09	—	2764282583	4933 Valley View Dr, Tempe, AZ, 85204	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-60345	TPA	Adam Morgan	1970-12-26	—	—	7848 Bayshore Dr, Chandler, AZ, 85268	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-61261	TPA	Jeffrey V Soto	2006-08-10	—	—	4743 Desert Sky Blvd, Fresno, CA, 93734	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-58035	TPA	Peter Santiago	1962-08-17	—	—	8587 Valley View Dr, Eden Prairie, MN, 55337	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-63205	TPA	Ana Y Mkcoy	1965-09-24	UHC-95888-71	—	2208 Highland Ave, San Diego, CA, 92192	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-54011	TPA	Emma Robertson	1974-03-04	—	—	434 Pine Dr, Tempe, AZ, 85242	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-63138	TPA	Bilyl Z Wells	1947-09-03	UHC-28507-55	—	6266 Maple Ave, Minneapolis, MN, 55440	0.80	Street suffix standardised Address re-cased Email lower-cased Placeholder values cleared
TPA-51255	TPA	Elijah Portter	1950-09-15	—	—	1753 Desert Sky Blvd, Plano, TX, 75042	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-55098	TPA	Barbara Pena	2005-02-23	—	—	2978 Church St, Atlanta, GA, 30318	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-53744	TPA	Gary Contreras	1999-07-12	—	—	3338 Bayshore Dr, Los Angeles, CA, 90020	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-56586	TPA	Andrew Y Carlson	1979-02-07	—	—	1592 Ridge Rd, Los Angeles, CA, 90074	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-59879	TPA	Philip Hanson	1996-01-09	—	—	4609 Spring St, Eden Prairie, MN, 55373	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-63409	TPA	Diaz Kelly	1996-08-11	—	2416917221	5998 Mesa Dr, Austin, TX, 78785	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
TPA-50827	TPA	Pamela Ruiz	1951-01-16	—	—	2604 Baseline Rd, Gilbert, AZ, 85256	0.80	Street suffix standardised Address re-cased City re-cased Placeholder values cleared
TPA-57532	TPA	Gary Carr	1957-05-06	—	—	9019 Washington St, Scottsdale, AZ, 85209	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-58218	TPA	Catherine Carroll	1971-06-08	—	—	5270 Highland Ave, Orlando, FL, 32847	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
TPA-59995	TPA	Bath Reyes	1944-11-12	—	3417211908	6171 Spring St, Fresno, CA, 93733	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

7,767 rows, page 148 of 156Previous Next