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 “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
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
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
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
PRV-26882	PRV	Sara K Roberts	1950-08-19	—	5388898222	7982 Maple Ave, Fresno, CA, 93799	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
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-29531	PRV	Dot U Fernandez	1958-06-18	—	—	4640 Pine Dr Apt 37, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26398	PRV	Frank Arnold	1969-03-10	UHC-80971-82	6813421805	2031 Central Ave, San Antonio, TX, 78298	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27676	PRV	Carlos Estrada	1969-05-14	—	—	4195 Ocean Ave, Denver, CO, 80281	0.52	Phone missing area code Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22159	PRV	Christina Meyer	1958-09-22	UHC-53968-37	7853766672	9661 Maple Ave, Sacramento, CA, 95861	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24469	PRV	Joshua Gordon	1958-12-25	—	—	4104 Union St, Jacksonville, FL, 32286	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-28113	PRV	Grace Wong	2000-12-03	—	—	3571 Spring St, Sacramento, CA, 95834	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-21214	PRV	Carlos Gray	1941-08-12	UHC-64484-73	—	8227 Grand Ave, San Diego, CA	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
PRV-20810	PRV	Gerald P Li	1954-12-24	—	7913213625	7477 River Rd, Jacksonville, FL	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21987	PRV	Aaron Willis	1938-05-01	UHC-70017-39	—	8138 Ridge Rd, Los Angeles, CA, 90021	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-24817	PRV	Amanda Washington	2000-07-01	UHC-98242-34	7737883172	2909 Spring St, Charlotte, NC	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-20457	PRV	Mateo Shaw	1955-06-19	—	9385570806	1818 Church St # 860, San Antonio, TX, 78281	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-29017	PRV	Kye A Hunt	1959-07-03	—	2033574048	9635 Highland Ave, Denver, CO, 80254	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
PRV-26505	PRV	Donna Hansen	1961-06-10	—	8704506805	33 Meadow Ln, Atlanta, GA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28973	PRV	Christopher Evans	1905-10-23	—	8439633499	9894 Maple Ave, Tucson, AZ, 85730	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23066	PRV	Paul Burke	1956-05-24	—	9405355052	7574 Apache Blvd, Eden Prairie, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
PRV-26721	PRV	Heather Hart	1960-06-27	UHC-02743-92	6385063717	8139 Highland Ave, Jacksonville, FL, 32212	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-21622	PRV	Alice Welker	—	UHC-55066-76	3084175809	3598 Willow Ct, Minneapolis, MN, 55437	0.52	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+2 more
PRV-29220	PRV	Lauren Ryan	—	UHC-05185-18	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-23150	PRV	Amanda Ortiz	2003-09-19	UHC-69544-44	—	7344 Baseline Rd, Seattle, WA, 98125	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23211	PRV	Sandra Morgan	1939-05-20	UHC-28897-69	—	1706 Palm Dr, Denver, CO, 80287	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24358	PRV	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-24614	PRV	Jacqueline Gonzales	1997-03-13	UHC-44443-96	5432296178	5010 Cedar Ln, Mesa, AZ, 85226	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
PRV-21118	PRV	Hannah X Nguyen	1972-05-08	—	7235525865	8201 Meadow Ln, Dallas, TX, 75293	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24717	PRV	Elijah Montgomery	—	UHC-48585-51	—	6026 Sage Ct Apt 5, Denver, CO, 80230	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
PRV-20046	PRV	Mari Davis	—	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ, 85247	0.52	Date of birth missing Street suffix standardised Address re-cased Gender normalised+2 more
PRV-29315	PRV	Doris Espinoza	—	—	—	5805 Meadow Ln, Scottsdale, AZ, 85244	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-28922	PRV	Billy Wnag	1952-12-17	—	2838710778	9796 Canyon Rd # 922, San Antonio, TX, 78246	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
PRV-26956	PRV	Bryan Franklin	1981-12-17	—	—	325 Valley View Dr, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24880	PRV	Lori Lee	1943-09-07	—	7793828307	7843 Sunset Blvd, Scottsdale, AZ	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25456	PRV	Noah Munoz	1973-01-26	—	—	5381 Pine Dr, Houston, TX, 77095	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-20254	PRV	Jeffrey S Dixon	2007-02-12	—	—	3804 Hillcrest Rd, Mesa, AZ, 85223	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23634	PRV	Noah E Sims	2002-05-14	UHC-54449-78	—	7793 Harbor Blvd, Chandler, AZ, 85215	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23264	PRV	Debra Hill	1947-12-10	—	3066553236	3871 Bayshore Dr, Phoenix, AZ, 85041	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22440	PRV	Gloria Webb	1941-12-28	UHC-39563-01	—	7915 Mountain View Dr, Austin, TX, 78757	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23606	PRV	Kyle Hall	1971-12-28	UHC-40356-45	4987164866	3425 River Rd, Eden Prairie, MN, 55396	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23064	PRV	Paul A Crawford	2000-04-03	UHC-85132-11	—	5404 Highland Ave, Columbus, OH, 43298	0.52	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-22066	PRV	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21962	PRV	Judith K Daniels	1940-03-13	—	5416562075	862 Sunset Blvd, Phoenix, AZ, 85015	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23666	PRV	Dennis Castro	2000-05-06	—	3268442329	5520 Washington St Apt 16, Miami, FL, 33174	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
PRV-27273	PRV	Jerry Jordan	1997-06-11	UHC-64857-05	9672415441	2771 Spring St Apt 17, Tempe, AZ, 85244	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-26424	PRV	Nancy Graham	1959-03-19	—	7094605128	4350 Apache Blvd, Seattle, WA, 98197	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-28328	PRV	Dennis Kelley	1978-04-18	UHC-97854-14	7932220150	3742 Meadow Ln, Chandler, AZ, 85217	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22106	PRV	Dylan Watkins	2007-10-27	—	8029169881	343 Bayshore Dr, Seattle, WA, 98191	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26229	PRV	Doris Bell	—	UHC-49343-44	6277660285	3718 Forest Ave, Nashville, TN, 37265	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more

5,462 rows, page 16 of 110Previous Next