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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-54164	TPA	Zachary Perry	—	—	6392581928	1235 Main St, Charlotte, NC, 28237	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+2 more
TPA-59864	TPA	Jlia Certer	1993-12-09	—	—	7784 Apache Blvd, Columbus, OH, 43266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-53126	TPA	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO, 80280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50200	TPA	Philip B Mendez	2005-08-23	—	—	7910 Willow Ct, Nashville, TN, 37219	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61304	TPA	William Phillips	1952-12-19	—	—	1219 Desert Sky Blvd, Charlotte, NC, 28222	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59338	TPA	Nathan Nelson	1980-02-19	—	7148570254	2023 Park Pl, Tampa, FL, 33608	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54786	TPA	Doris Syms	1987-06-10	—	5789359821	9430 Grand Ave, Chandler, AZ, 85247	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63508	TPA	Holmes Brittany	1989-02-22	—	—	1374 Apache Blvd, Columbus, OH, 43266	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-55927	TPA	Melissa Palmer	1959-06-18	—	—	1888 Cedar Ln, Denver, CO, 80267	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-62164	TPA	Kimberly Elliott	1980-04-02	UHC-63437-77	—	5434 Hillcrest Rd, Seattle, WA, 98157	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-59862	TPA	Edward Z Sims	1993-02-01	—	—	1338 Hillcrest Rd, Houston, TX, 77051	0.64	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+2 more
TPA-60766	TPA	Dennis Ford	1939-10-12	—	—	8159 Desert Sky Blvd, Fresno, CA, 93752	0.64	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
TPA-52060	TPA	Nanncy Bailey	1983-09-05	—	7412940864	4842 Lincoln Way, Tampa, FL, 33625	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54893	TPA	Patrick Alexander	1969-08-09	—	—	1326 River Rd, Austin, TX, 78721	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-62624	TPA	Angela Burns	1959-02-14	—	4909447303	8684 Ridge Rd, Eden Prairie, MN, 55350	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-61390	TPA	Lucia Weaver	2000-08-24	—	—	4920 Lake View Rd, Columbus, OH, 43296	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51037	TPA	Terry Z Johnston	1948-11-09	UHC-45521-73	7623354194	5215 Highland Ave, Orlando, FL, 32887	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
TPA-57102	TPA	Pamela Ruiz	1973-02-23	—	—	383 Meadow Ln, Charlotte, NC, 28235	0.66	City re-cased State code upper-cased ZIP+4 trimmed Gender normalised+1 more
TPA-64264	TPA	Judith Sanddoval	1983-09-26	—	—	5058 Lake View Rd, Charlotte, NC, 28204	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54856	TPA	Carl Thompson	1958-01-03	—	—	683 Spring St, Orlando, FL, 32803	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58112	TPA	Omar Evans	1971-06-08	—	—	3145 Jefferson Ave, Charlotte, NC, 28242	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60584	TPA	Mariana Dixon	1990-10-07	—	3932577303	6216 Camelback Rd, Scottsdale, AZ, 85224	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55409	TPA	Thomas Richards	1945-02-21	—	—	4221 Oak St, Las Vegas, NV, 89129	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-53340	TPA	Burton Logan	1945-08-04	—	—	9374 Canyon Rd, Houston, TX, 77017	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58432	TPA	Victoria Yang	1998-08-24	—	8715532764	4664 Forest Ave, Gilbert, AZ, 85248	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-64448	TPA	Adam Williamson	1957-09-07	—	2062376599	6488 Central Ave, Fresno, CA, 93772	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-59013	TPA	Alice Hernandez	1987-10-06	—	—	4948 Sage Ct, Nashville, TN, 37211	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
TPA-56780	TPA	Jose Reyes	1942-06-27	UHC-54323-16	7698933572	5287 Valley View Dr, Charlotte, NC, 28250	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63263	TPA	Christine Marquez	1941-01-03	—	—	5341 Meadow Ln, Tampa, FL, 33627	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62478	TPA	Austin Wlch	1963-04-23	—	7728276325	278 Palm Dr, Gilbert, AZ, 85277	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-57147	TPA	Jason Montggomery	1998-09-24	—	8256252792	8845 Park Pl, Orlando, FL, 32891	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-63028	TPA	Megan Elliott	1999-03-18	—	—	2593 Harbor Blvd, Orlando, FL, 32822	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-58648	TPA	Aisha Hoffman	1939-04-24	—	—	341 Sage Ct, San Diego, CA, 92111	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53583	TPA	Kyle Jackson	1990-08-01	—	—	1123 Willow Ct, Atlanta, GA, 30325	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-55031	TPA	Angeela King	1988-12-23	UHC-91366-31	5689376706	6442 Main St, Mesa, AZ, 85269	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-63022	TPA	Bobby Salazar	1978-06-09	—	9273911269	6704 Main St Apt 24, Seattle, WA, 98194	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
TPA-51762	TPA	Sandra Fuller	1983-09-17	UHC-21692-45	—	2866 Bayshore Dr, Los Angeles, CA, 90064	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
TPA-61510	TPA	Wei Arnold	1976-05-23	UHC-93430-91	5936496455	9213 Pine Dr, Glendale, AZ, 85331	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-53368	TPA	Christine Carpenter	1987-07-20	—	—	3743 Harbor Blvd, Charlotte, NC, 28241	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
TPA-58930	TPA	Sandra Kelley	1960-02-27	—	3683386402	6943 Lincoln Way, Tucson, AZ, 85705	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-63249	TPA	Ralph Porter	1943-05-08	—	8318631985	2418 Valley View Dr, Nashville, TN, 37262	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57117	TPA	Steven Young	1950-05-13	—	—	6301 Ocean Ave, Las Vegas, NV, 89102	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-52336	TPA	George Sims	1997-01-02	—	9832619092	461 Jefferson Ave, Plano, TX, 75094	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
TPA-53261	TPA	Gloria Fowler	1964-09-07	—	—	6908 Sage Ct, Tucson, AZ, 85753	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-58518	TPA	Kayla Grent	1939-01-16	—	3166447406	3675 Market St, Glendale, AZ, 85327	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62397	TPA	Christian D King	1952-07-18	—	—	5526 Sunset Blvd, Tempe, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-53654	TPA	Thomas Richardson	1996-01-21	—	—	8105 Bayshore Dr, Tucson, AZ, 85775	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-62550	TPA	Richard Rice	1977-10-05	—	5268844805	2371 Mesa Dr, Plano, TX, 75010	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-51772	TPA	Jeremy Richards	1990-07-11	—	—	9885 Union St, Atlanta, GA, 30394	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60591	TPA	Alice Russell	1976-09-09	—	—	1599 Bayshore Dr, Orlando, FL, 32890	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

1,145 rows, page 14 of 23Previous Next