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

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26982	PRV	Ashley Wong	1981-05-08	UHC-65191-42	4245107653	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27228	PRV	Carlos Hoffman	1963-08-01	—	—	559 Mesa Dr Apt 27, Austin, TX, 78768	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-26306	PRV	Paul Harris	1943-10-08	UHC-51958-95	—	881 Forest Ave, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-26749	PRV	Bruce Wells	1977-11-17	—	5457998325	7373 Pine Dr, Charlotte, NC, 28233	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26417	PRV	Henry Allen	—	UHC-76663-03	8587768212	8503 Pine Dr, Columbus, OH, 43254	0.62	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+3 more
PRV-24524	PRV	Sofia Lopaz	1997-04-09	—	6672772546	5094 Mesa Dr Apt 23, Gilbert, AZ, 85254	0.62	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+3 more
PRV-22491	PRV	Davis Jason	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22490	PRV	Davis Jason	2008-11-02	UHC-10468-58	8886258419	8435 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22643	PRV	Paul Warren	1989-02-11	UHC-23202-90	6558986393	4438 Willow Ct, Los Angeles, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22807	PRV	Sophia Taylor	—	UHC-53505-21	2156519022	9815 Washington St, Orlando, FL, 32842	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-27118	PRV	Danielle Herrera	1948-03-21	UHC-14995-82	4577387148	3140 Lincoln Way, Denver, CO, 80238	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
PRV-29134	PRV	Joshua Gonzales	2001-03-06	—	4668332251	4712 Sunset Blvd, Phoenix, AZ, 85052	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27179	PRV	Billy M Burns	1994-09-28	UHC-06095-01	6327330132	1909 River Rd, Columbus, OH, 43251	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24035	PRV	Christian Sanders	1966-12-19	UHC-91645-49	3813776241	1092 Park Pl, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28399	PRV	David P Price	1938-01-09	—	6524434175	7458 Bayshore Dr, Columbus, OH, 43245	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28277	PRV	Bryan Y Foster	2001-12-01	—	4513496968	636 Ocean Ave, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28039	PRV	Philip Wells	—	—	6092012456	5226 Baseline Rd, San Antonio, TX, 78229	0.62	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
PRV-22209	PRV	Henry Z Hoffmaan	1945-04-24	UHC-24303-37	9004649957	8962 Hillcrest Rd, Orlando, FL, 32845	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22166	PRV	Kiimberly White	—	UHC-64583-03	—	6560 Camelback Rd, San Antonio, TX, 78255	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-24041	PRV	Fatima James	1988-09-04	—	2188143101	5401 Market St, Fresno, CA, 93774	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21201	PRV	Julie M Garza	1973-01-15	—	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28660	PRV	Stevens Zachary	1983-11-03	—	2497305113	6105 Park Pl, Chandler, AZ, 85270	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24662	PRV	Mary James	1951-07-02	—	8399511799	4017 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22625	PRV	Mariana Mason	1965-12-17	UHC-25369-28	4572467847	7478 Mountain View Dr, Jacksonville, FL, 32270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24397	PRV	Alexander D Welch	1986-01-05	—	7666300088	2046 Palm Dr, Fresno, CA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-20914	PRV	Vncent Brooks	1946-11-09	UHC-04330-68	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-20719	PRV	Alexis Nguyen	1960-09-04	—	4247615077	9279 Forest Ave # 208, Houston, TX, 77040	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-28220	PRV	Jack Chen	1959-04-17	—	9696147099	1301 Apache Blvd, Gilbert, AZ, 85206	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28052	PRV	Henry V Obrien	1954-02-08	UHC-71537-80	2409165120	1614 Camelback Rd, Atlanta, GA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-25853	PRV	David Ward	—	—	4603592942	1937 Baseline Rd, Mesa, AZ, 85232	0.62	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
PRV-25800	PRV	Gerald E Fisher	1943-06-08	—	6159272625	268 Indian School Rd, Charlotte, NC, 28241	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-29516	PRV	Brittany Jackson	1956-01-05	UHC-56213-21	—	2035 Oak St, Mesa, AZ, 85281	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28498	PRV	Kathryyn Coopre	2000-07-27	UHC-35430-35	2757043925	2987 Spring St, San Antonio, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
PRV-22688	PRV	Lawrence Adams	1971-01-08	—	6979426797	529 Sunset Blvd, Charlotte, NC, 28238	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-26290	PRV	Abbby Cunningham	1938-09-28	—	8772953074	4046 Oak St, Tampa, FL, 33663	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29318	PRV	Michael X McDonald	1982-07-05	—	2312030340	6489 Camelback Rd, Gilbert, AZ, 85245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22681	PRV	Mariana Wheeler	1959-10-23	—	—	9891 Washington St, Columbus, OH, 43204	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21585	PRV	Marilyn Fisher	1985-04-16	—	6327881364	4815 Sage Ct, San Antonio, TX, 78201	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-28463	PRV	Ralph Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL, 32832	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-27310	PRV	Frank Robertson	1984-02-24	UHC-54618-22	4582597528	5146 Jefferson Ave, Miami, FL, 33166	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20714	PRV	Karen Little	1959-03-03	—	7352192983	7996 Willow Ct, Orlando, FL, 32830	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25303	PRV	Charlie Mitchell	2008-12-26	UHC-47452-54	8942419102	4323 Oak St, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21266	PRV	Gloria Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-28419	PRV	Patricia S Davis	2002-01-17	—	6146052699	5868 Oak St, Plano, TX, 75095	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-26199	PRV	Santiago Patterson	1978-05-19	—	7479540450	6551 Mesa Dr, Charlotte, NC, 28248	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28884	PRV	Theresa Munoz	1962-04-06	—	—	2470 Camelback Rd, Atlanta, GA, 30364	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
PRV-25602	PRV	Dorothy Hughes	1980-03-27	—	7649083664	7079 Main St, Atlanta, GA, 30332	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22636	PRV	Miike S Murphy	1985-10-03	UHC-63081-80	2512166136	4930 Central Ave, Plano, TX, 75039	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-25576	PRV	Raymond Herrera	1954-06-02	—	—	9418 Indian School Rd, Columbus, OH, 43290	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more
PRV-26222	PRV	Laura White	1957-09-20	—	4803539112	693 Lincoln Way, Houston, TX, 77007	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

3,816 rows, page 16 of 77Previous Next