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-63198	TPA	Janice Park	1971-10-21	—	7485512400	7404 Meadow Ln, Eden Prairie, MN, 55363	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53065	TPA	Jesscia Dixon	1950-06-11	—	—	7604 Canyon Rd, Charlotte, NC, 28281	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54265	TPA	Helen Alexander	1967-12-14	—	3625748619	7137 Cedar Ln, Nashville, TN, 37262	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55472	TPA	Heather Simmons	1959-10-01	—	—	839 Central Ave, Sacramento, CA, 95812	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62085	TPA	Mei Grant	1967-07-21	—	—	8400 Main St, Eden Prairie, MN, 55319	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-52265	TPA	Richard Hudson	1974-01-08	—	7017400006	7415 Sage Ct, Seattle, WA, 98183	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-53807	TPA	Jean Vasquez	1972-09-15	UHC-72732-38	—	447 Ocean Ave, Jacksonville, FL, 32204	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58434	TPA	Christine Lawson	1940-02-08	—	4548798020	8494 Market St, Charlotte, NC, 28251	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63441	TPA	Matthew Ellis	1967-12-06	UHC-13836-14	—	4838 Jefferson Ave, Houston, TX, 77053	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62465	TPA	Adam Obrien	1982-04-02	—	4268543684	4314 Sunset Blvd, Chandler, AZ, 85208	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-64128	TPA	Diego F Ellis	1977-03-18	—	—	7590 Willow Ct, Orlando, FL, 32876	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-61909	TPA	Alexis Arnold	1978-10-19	—	—	6036 Bayshore Dr, San Diego, CA, 92150	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58550	TPA	Dylan Obrien	1981-08-09	—	5179956815	4022 Meadow Ln, Fresno, CA, 93761	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50271	TPA	Kenneth Dunn	1950-03-15	—	—	345 Harbor Blvd, Atlanta, GA, 30390	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54476	TPA	Philip George	1973-10-03	—	—	3287 Main St, Phoenix, AZ, 85055	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61461	TPA	Lisa Payne	1977-09-12	—	—	6546 Pine Dr, Tucson, AZ, 85769	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58457	TPA	Drew Marquez	1997-07-22	UHC-66250-40	6105242161	6343 Willow Ct, Orlando, FL, 32838	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50537	TPA	Linda Riley	1982-07-15	—	7425941177	1557 Central Ave, Seattle, WA, 98123	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58140	TPA	Justin Schultz	1985-08-09	—	4286094867	6556 Mountain View Dr, Glendale, AZ, 85309	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-51270	TPA	Carlos Vega	1954-09-24	—	6799189248	819 Desert Sky Blvd, Tampa, FL, 33623	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54013	TPA	Frances Simpson	2006-12-03	—	—	4657 Forest Ave, Plano, TX, 75084	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-63778	TPA	Stephen Robertson	1974-04-26	—	6807791144	4568 Canyon Rd, Fresno, CA, 93735	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53608	TPA	Angela Montgomery	1972-11-26	UHC-50629-28	—	5712 Baseline Rd, Plano, TX, 75047	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-62908	TPA	Thomas P Pierce	1948-03-05	—	3765254748	1406 Maple Ave, Orlando, FL, 32812	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64382	TPA	Pamela Franklin	1977-06-13	—	9167143901	8256 Pine Dr, San Antonio, TX, 78223	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51934	TPA	Lucia Wood	1943-05-22	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52698	TPA	Mraiana Peters	1948-07-02	—	3892379222	8657 Meadow Ln, Houston, TX, 77000	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-61106	TPA	Wei Knight	2003-01-13	—	—	5983 Harbor Blvd, Minneapolis, MN, 55440	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-54679	TPA	Carolyn King	1957-07-13	—	—	2064 Park Pl, San Antonio, TX, 78271	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56214	TPA	Roy Chavez	1939-11-04	—	—	1429 Apache Blvd, Chandler, AZ, 85295	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50962	TPA	Steven Ruyz	1971-06-18	—	5573298954	860 Bayshore Dr, Tucson, AZ, 85734	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51002	TPA	Debra Ray	1981-11-28	—	6167834031	2737 Meadow Ln, Miami, FL, 33123	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50151	TPA	Eric Sims	1947-06-04	—	2535772240	4759 Oak St, Tampa, FL, 33682	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52984	TPA	Julie Pena	1988-12-02	—	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63882	TPA	Waalter Munoz	2001-05-12	UHC-46892-79	—	6152 Sage Ct, Seattle, WA, 98156	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-59843	TPA	Daniel Z Bllack	2005-02-09	—	—	4370 Spring St, Phoenix, AZ, 85078	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52027	TPA	Christina Snyder	1943-04-03	—	4248819209	5219 Willow Ct, Phoenix, AZ, 85058	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60632	TPA	Arthur Johnston	1943-01-08	—	—	9472 Cedar Ln, Plano, TX, 75067	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
TPA-54788	TPA	Adam Lnua	1941-11-08	—	—	6056 Main St, Tempe, AZ, 85296	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-50403	TPA	Brandon Munoz	1965-08-06	—	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54102	TPA	Patrick O Jones	1960-04-02	—	4379201990	4740 Canyon Rd, Charlotte, NC, 28245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57637	TPA	Debra C Matthews	1973-10-28	—	3579459511	3697 Lake View Rd, Chandler, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54894	TPA	Pat Alexander	1967-08-09	UHC-70757-96	—	1326 River Rd, Austin, TX, 78721	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63903	TPA	Richard Clark	1972-10-03	—	7992782888	569 Forest Ave, Atlanta, GA, 30377	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58562	TPA	Patrick Andrews	2001-03-04	—	6435693627	4763 Church St, Plano, TX, 75068	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57517	TPA	Ryan Mendoza	1985-06-19	—	5549423880	3085 Baseline Rd, Los Angeles, CA, 90052	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54559	TPA	Diana Obrien	1971-09-07	UHC-82105-09	9458802963	5504 Indian School Rd, Fresno, CA, 93792	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60579	TPA	Jerry Silva	1958-10-15	—	—	8957 Camelback Rd, Chandler, AZ, 85243	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-52192	TPA	Arthur Contreras	1943-10-20	—	3339948394	3294 Baseline Rd, Jacksonville, FL, 32277	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56141	TPA	Sean Y Tucker	1984-10-08	—	—	4906 Sage Ct, Gilbert, AZ, 85263	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more

7,854 rows, page 96 of 158Previous Next