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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59559	TPA	Laura Bennett	1964-02-07	—	7307201192	3622 Desert Sky Blvd, Dallas, TX, 75238	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104598	ENR	Diego Castillo	2007-02-09	UHC-69309-44	8524490456	3312 Maple Ave Apt 35, Houston, TX, 77038	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-401697	CLM	Stephen Jensen	1981-11-03	—	—	5564 Washington St, Minneapolis, MN, 55430	0.52	SSN last four extracted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-417866	CLM	Jacqueline Maldonado	1983-10-05	UHC-29559-72	4487602518	5838 Apache Blvd, Glendale, AZ, 85300	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
TPA-62780	TPA	Mark Wang	1989-10-27	—	9354879405	1548 River Rd Apt 28, Tempe, AZ, 85235	0.52	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+2 more
CLM-402235	CLM	Jack Jimenez	1965-07-22	UHC-31944-66	—	1751 Apache Blvd # 717, Tucson, AZ, 85725	0.52	Name re-cased Phone missing area code Unit split from street Street suffix standardised+2 more
CLM-429311	CLM	Jessica Meyer	1990-09-22	UHC-76285-11	—	2783 Union St, Glendale, AZ	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP missing+2 more
TPA-59205	TPA	Russell Bell	2006-04-02	—	—	2688 Jefferson Ave, Atlanta, GA, 30380	0.52	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+2 more
ENR-140506	ENR	Jesse K Kim	1995-01-28	UHC-52083-96	—	8917 Maple Ave, Phoenix, AZ, 85002	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-110254	ENR	Emily B Gibson	1977-10-15	UHC-33914-45	5169147893	960 Palm Dr Apt 15, Fresno, CA, 93744	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27464	PRV	Betty Watkins	1994-07-17	UHC-83199-38	3932035504	6891 Palm Dr, Tempe, AZ, 85286	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-61420	TPA	Ethan Contreras	1974-12-03	—	—	3510 Grand Ave, Dallas, TX, 75287	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406088	CLM	Linda V Fields	—	UHC-49146-78	—	1120 Pine Dr, Phoenix, AZ, 85081	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27520	PRV	Adnrea Salazar	—	—	6068865263	8269 Mesa Dr, Columbus, OH, 43270	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
TPA-51780	TPA	Jean M Kelly	1954-06-06	—	—	5987 Central Ave, Seattle, WA, 98124	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-420712	CLM	Dennis N Ray	1961-07-12	—	—	959 Sunset Blvd, Atlanta, GA, 30368	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63923	TPA	Sophia Gonzales	1944-04-12	—	—	9811 Ocean Ave, Minneapolis, MN, 55454	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-432086	CLM	Arthur Wilson	—	—	—	8847 Ridge Rd, Chandler, AZ, 85284	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-54007	TPA	Logan Hamilton	1972-01-12	—	—	7925 Pine Dr, Charlotte, NC	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-416912	CLM	Jesse Mendez	1971-07-20	—	—	7000 Mesa Dr, Chandler, AZ, 85286	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-427075	CLM	Jack Jordna	1957-07-13	UHC-50049-24	4172964300	6754 Canyon Rd, Columbus, OH, 43278	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-21559	PRV	Ryan Z Warren	1946-08-13	UHC-88581-01	2195835859	243 Sunset Blvd Apt 12, Nashville, TN	0.52	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+2 more
PRV-20952	PRV	Alexis Garcia	—	—	7847261760	9065 Desert Sky Blvd, Charlotte, NC, 28215	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407504	CLM	Julie Lee	1985-06-28	—	9624847955	7238 Main St # 929, Tucson, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-124986	ENR	ElizabethJunk	1985-06-17	UHC-07694-89	9257653754	9041 Baseline Rd, Fresno, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-425930	CLM	Danel Snyder	1965-05-24	—	5536740787	2733 Grand Ave Apt 21, Minneapolis, MN, 55474	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57810	TPA	Amy Evans	1967-05-21	—	4207141903	6124 Hillcrest Rd # 556, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-421837	CLM	Billy Griffin	1963-04-04	UHC-50393-25	—	4415 Union St, Las Vegas, NV, 89120	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-428014	CLM	Terry Z Perkins	1970-06-03	—	8533485710	9150 Hillcrest Rd, Los Angeles, CA, 90055	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51567	TPA	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57275	TPA	Margaret Tucker	1993-08-05	—	—	3606 Mesa Dr, San Diego, CA, 92146	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-414091	CLM	Natalie Collins	1957-07-26	UHC-61521-40	4856365413	8209 River Rd, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414595	CLM	Diego Castillo	1949-12-03	UHC-99368-85	8097957030	5556 Central Ave, Columbus, OH, 43285	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
PRV-25622	PRV	Russell Valedz	1968-04-09	UHC-94337-10	6368216455	1589 Willow Ct, Tampa, FL, 33652	0.52	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-413806	CLM	Willie Robinson	1967-08-05	—	—	5548 Valley View Dr, Jacksonville, FL, 32295	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-124421	ENR	Russell Powell	1939-10-22	UHC-73379-98	—	8283 Willow Ct, Fresno, CA	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-429098	CLM	Emily Ramirez	1959-12-05	—	—	2364 Broadway, Tempe, AZ, 85294	0.52	Two-digit birth year Address re-cased State name converted to code Gender normalised+2 more
CLM-415935	CLM	Ben I Dunn	1962-04-25	—	7507349160	3300 Oak St, Eden Prairie, MN, 55319	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21430	PRV	Zachary Ortega	1947-11-11	UHC-23727-64	—	7811 Washington St, Fresno, CA	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25633	PRV	—Junk	2002-03-22	—	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.52	Date of birth reformatted Phone missing area code State name converted to code Whitespace trimmed+2 more
CLM-430361	CLM	Mariana Garrett	2003-11-15	—	—	6949 Sunset Blvd Apt 4, Mesa, AZ, 85258	0.52	Two-digit birth year Unit split from street City re-cased Gender normalised+2 more
CLM-420883	CLM	Paul Bennett	1970-06-17	UHC-74898-50	9694094238	—	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-133548	ENR	Bradley Flores	—	UHC-20706-40	—	3417 Indian School Rd, Gilbert, AZ, 85296	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
CLM-416750	CLM	Jordan Fisher	1949-10-12	UHC-55830-11	—	7641 Mesa Dr, Denver, CO	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111395	ENR	Alexis Garza	1969-02-17	UHC-59195-32	3157024133	141 Bayshore Dr, Tucson, AZ, 85706	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-421895	CLM	Ethan L Jackson	—	UHC-62313-89	—	801 Main St, San Antonio, TX, 78269	0.52	Date of birth missing Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-411977	CLM	Frank Castillo	2005-01-02	—	—	3298 Jefferson Ave, Miami, FL, 33129	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63163	TPA	Densie Lynch	1965-06-12	—	8706280498	4354 Sunset Blvd, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57935	TPA	Debra Hudson	1999-06-22	—	—	8828 Union St Apt 14, Atlanta, GA, 30327	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425348	CLM	Dot Patterson	—	—	—	3384 Cedar Ln, Nashville, TN, 37266	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more

71,257 rows, page 108 of 1,426Previous Next