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-62659	TPA	Pamela A Herrera	1962-07-27	—	—	9282 Indian School Rd, Glendale, AZ, 85331	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55150	TPA	Emma Washingtn	1949-12-01	UHC-20115-01	—	2206 Maple Ave, San Antonio, TX, 78222	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52524	TPA	Luis Richardson	1990-06-10	—	—	7253 Elm St, Los Angeles, CA, 90080	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-64301	TPA	Jass Butler	1961-06-06	—	—	1637 Sage Ct, Plano, TX, 75050	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-59439	TPA	Gloria M Stewart	1979-03-28	—	—	7869 Indian School Rd, Jacksonville, FL, 32200	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58022	TPA	Ronald Hoffman	1979-03-11	—	8652159800	4022 Park Pl, Austin, TX, 78792	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-59345	TPA	Michael Simmons	1978-04-13	—	—	7323 Park Pl # 618, Dallas, TX, 75206	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-52134	TPA	Julie Brooks	2000-01-15	—	—	2139 Park Pl, Scottsdale, AZ, 85269	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-52039	TPA	Lori Le	1962-06-12	—	—	7963 Jefferson Ave, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-58171	TPA	Mark Lynch	1997-12-19	—	—	5482 Main St, Orlando, FL, 32838	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-55229	TPA	Aisha Kelley	1946-11-03	—	—	5803 Spring St, Las Vegas, NV, 89131	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-51373	TPA	Brenda Estrada	1963-12-15	—	—	8397 Canyon Rd, Tucson, AZ, 85738	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-53218	TPA	Madison Garrett	—	—	—	8801 Desert Sky Blvd, Dallas, TX, 75229	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-52210	TPA	Bryan Mrshall	1959-12-05	—	—	4458 Spring St, Houston, TX, 77077	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-60351	TPA	Eugene K Nguyen	1992-09-24	—	—	6870 Camelback Rd, Dallas, TX, 75249	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58996	TPA	—Junk	1971-03-18	—	—	455 Central Ave, Tampa, FL, 33633	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57580	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50397	TPA	Juile Webb	1951-02-14	—	—	3557 Palm Dr, Eden Prairie, MN, 55331	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51226	TPA	Mariana Alvarado	1988-05-19	—	3708083444	24 Lake View Rd, Austin, TX, 78795	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-56530	TPA	Priya Edwards	1999-07-14	—	—	2881 Bayshore Dr # 677, San Antonio, TX, 78280	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50352	TPA	Jennifer Hernandez	1947-08-10	UHC-59786-48	—	6284 Indian School Rd, Chandler, AZ	0.64	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
TPA-56571	TPA	Gloria Nguyen	1948-12-13	—	—	242 Desert Sky Blvd # 869, Denver, CO, 80223	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57439	TPA	Ralph Vega	1993-05-04	—	—	627 Ridge Rd, Phoenix, AZ, 85094	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50127	TPA	Luis Sims	1995-11-24	—	—	2483 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-55527	TPA	Gerald T Valdez	1959-02-26	—	—	5482 Jefferson Ave Apt 13, Minneapolis, MN, 55403	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
TPA-59158	TPA	Dennis Hansen	1940-05-06	—	—	9125 Jefferson Ave, Phoenix, AZ, 85058	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59656	TPA	Carol Webb	1993-12-23	—	4518603749	2396 Washington St, Chandler, AZ, 85235	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51665	TPA	Cheryl Q Contreras	1986-08-24	—	6783404244	9492 River Rd, Houston, TX, 77096	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60077	TPA	Barbara Collins	2004-05-17	UHC-85662-20	—	647 Market St, Minneapolis, MN, 55468	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61177	TPA	Arthur Carter	1953-09-20	—	—	7582 Washington St, Chandler, AZ, 85272	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-54381	TPA	Debra Rojas	1942-07-15	—	—	8068 Meadow Ln, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-57428	TPA	Jeffrey Mendoza	—	UHC-92808-15	6374715196	9882 Washington St, Tucson, AZ, 85725	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-58600	TPA	Mark Smith	1999-12-23	—	—	9291 Elm St # 521, Seattle, WA, 98108	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56135	TPA	Samuel Richards	1938-05-17	UHC-77129-51	—	1323 Park Pl Apt 36, Seattle, WA, 98101	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63077	TPA	Charlotte Brown	1943-09-16	—	8034178320	7125 Central Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63164	TPA	Brenda Bennett	1963-03-11	—	—	6951 Sunset Blvd Apt 31, San Diego, CA, 92121	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57961	TPA	Bruce Cole	1952-03-11	—	3392178100	7356 Harbor Blvd, Los Angeles, CA, 90000	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-56417	TPA	Marilyn Martin	1996-11-28	—	—	2436 Indian School Rd, Eden Prairie, MN, 55376	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-61350	TPA	Elizabeth Soto	2003-08-26	—	—	2261 Bayshore Dr, Atlanta, GA, 30303	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51160	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51161	TPA	Anthony Mertin	1982-10-23	—	—	2343 Oak St, Phoenix, AZ, 85045	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50094	TPA	Sarah Sanders	—	UHC-10031-33	—	9257 Willow Ct, Phoenix, AZ, 85097	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
TPA-51519	TPA	Joshua Murphy	1958-12-18	—	—	5303 Baseline Rd, Chandler, AZ, 85280	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63397	TPA	Natalie Myers	1963-07-27	—	—	3976 Forest Ave, Los Angeles, CA, 90030	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55984	TPA	Justin Gilbert	1979-10-17	UHC-98842-28	—	5876 Indian School Rd, Mesa, AZ, 85232	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61519	TPA	Vincent Butler	1958-03-24	—	—	966 Bayshore Dr, Miami, FL, 33177	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
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

7,767 rows, page 58 of 156Previous Next