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 “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
PRV-27255	PRV	Sandra Obrien	1975-11-28	—	4458089307	6992 Jefferson Ave, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25889	PRV	Mei White	1958-08-20	UHC-19755-67	7335976534	3997 Central Ave, Eden Prairie, MN, 55329	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22762	PRV	Aisha H Price	1939-08-27	UHC-23862-75	4062283541	2027 Ocean Ave, Miami, FL, 33124	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-26635	PRV	Sean Gardner	1964-07-20	—	7313075480	9447 Lake View Rd, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28524	PRV	Christopher Mendez	1989-01-10	—	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
PRV-21753	PRV	Heather Q Taylor	1945-07-23	UHC-41950-84	5308836062	753 Camelback Rd, Mesa, AZ, 85209	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
PRV-25559	PRV	Julie Jenkins	1941-06-04	UHC-74393-86	4509498674	6858 Camelback Rd Apt 23, San Antonio, TX, 78208	0.66	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+1 more
PRV-20591	PRV	Mei F Etrada	1958-06-13	UHC-89965-96	9867750981	8211 Church St, Tempe, AZ, 85267	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20315	PRV	Kenneth Wung	1994-06-21	—	—	6751 Central Ave, Chandler, AZ, 85250	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-24269	PRV	Mateo Elliott	1995-02-27	—	—	5947 Valley View Dr, Orlando, FL, 32817	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
PRV-23480	PRV	Victoria Wang	1940-10-15	—	7836307201	3793 Canyon Rd, Nashville, TN, 37207	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-24139	PRV	Chris Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24711	PRV	Margaret Lane	1979-04-20	—	8725231524	2784 Spring St, Plano, TX, 75015	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-27251	PRV	Mei Alexander	1941-04-04	UHC-21643-14	—	968 Ridge Rd, Sacramento, CA, 95820	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
PRV-22659	PRV	Raymond Pierce	—	—	—	9508 Market St, Eden Prairie, MN, 55328	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
PRV-20890	PRV	Christian T Rivera	2000-04-11	UHC-95771-57	5122835725	2617 Sage Ct, Seattle, WA	0.66	Name re-cased Two-digit birth year ZIP missing Whitespace trimmed+1 more
PRV-28239	PRV	Roy Gonzalez	1944-06-16	UHC-99240-65	9507968171	1918 Elm St, Chandler, AZ, 85293	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
PRV-22444	PRV	Isabella Williams	2005-12-04	—	6505415742	1402 Maple Ave, Mesa, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-24346	PRV	John D Hery	1944-01-19	—	8532614998	9524 Desert Sky Blvd, Atlanta, GA, 30391	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
PRV-25214	PRV	Jason Garrett	—	—	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
PRV-26762	PRV	Stephanie Payne	1974-07-04	UHC-82530-78	2415154803	640 Indian School Rd, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-28975	PRV	Betty Griffin	—	UHC-23779-75	3918274461	4989 Central Ave, Las Vegas, NV, 89163	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26380	PRV	Bobby R Turner	1943-12-25	UHC-32889-50	2087869270	484 Washington St, Houston, TX	0.66	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-21994	PRV	Bradley B Russell	2000-07-16	UHC-45171-11	2749922193	5244 Valley View Dr, Minneapolis, MN, 55446	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-24424	PRV	Elizabeth Ray	1992-08-26	UHC-71909-01	5403587821	3693 Main St, Scottsdale, AZ, 85288	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
PRV-24776	PRV	Lori S George	1947-08-05	UHC-37487-27	5437123950	6812 Broadway, Tempe, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
PRV-20948	PRV	Keith Bennett	—	—	—	1922 Ocean Ave, Jacksonville, FL, 32227	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22746	PRV	Elijah Gray	2003-07-26	UHC-73436-77	6382969891	1329 Elm St, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
PRV-26632	PRV	Scott Thomas	1979-06-10	—	7138305068	3750 Bayshore Dr, Chandler, AZ, 85239	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-20842	PRV	Maria Snyder	1940-07-24	—	—	6204 Ocean Ave Apt 13, Plano, TX, 75030	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21980	PRV	Gloria Stone	1965-04-03	UHC-46016-18	4863376974	2107 Park Pl, Charlotte, NC	0.66	Name re-cased Phone reformatted State name converted to code ZIP missing+1 more
PRV-28570	PRV	Ashley E Wallace	1961-07-08	—	8478064359	2406 Church St, Tucson, AZ, 85772	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20788	PRV	Carl Lynch	1955-06-17	—	4126320042	2173 Highland Ave, Charlotte, NC, 28298	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21914	PRV	Melissa Q Montgomery	1985-02-11	—	3985284849	1611 Spring St, Plano, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
PRV-20143	PRV	Santiago Peters	1999-11-21	UHC-16126-85	—	8248 Willow Ct, San Antonio, TX, 78210	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25413	PRV	Christine Warren	1963-10-03	—	8026679446	9742 Sunset Blvd, Dallas, TX, 75248	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29365	PRV	Virginia Fowler	1958-10-27	UHC-04162-62	5828842421	9688 Union St, Las Vegas, NV, 89126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-29232	PRV	Samantha R Thompson	1941-01-01	—	4139936843	2218 Indian School Rd, Austin, TX, 78713	0.66	State code upper-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
PRV-28775	PRV	Ashley Marquez	1939-01-03	—	4835801301	384 Lake View Rd, Nashville, TN, 37279	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28269	PRV	Jesse Bker	1985-01-05	UHC-05897-89	—	6412 Lincoln Way, Houston, TX, 77033	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
PRV-26655	PRV	Randy Green	2005-06-07	—	2489980247	49 Ocean Ave, Tempe, AZ, 85211	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
PRV-26052	PRV	Sandra Reynolds	1954-03-23	—	7583436760	7653 Valley View Dr, Austin, TX, 78785	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
PRV-29333	PRV	Margaret F Fernandez	1938-09-28	UHC-38371-52	—	1878 Ocean Ave, Atlanta, GA, 30309	0.66	Date of birth reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
PRV-22709	PRV	Brandon H Walker	1966-03-01	—	6258159431	5607 Cedar Ln, Mesa, AZ, 85238	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29510	PRV	Sandra M Scott	1974-11-01	—	4115808782	3389 Harbor Blvd, Las Vegas, NV, 89158	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-25865	PRV	William Garcia	1954-01-11	UHC-02353-22	2242930388	4474 Highland Ave, San Antonio, TX, 78234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22861	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-22862	PRV	Frances D Graham	1971-04-22	—	—	1867 Ocean Ave, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
PRV-27804	PRV	Martha Q Soto	1987-07-21	UHC-39559-98	6494123942	1011 Lincoln Way, Glendale, AZ, 85337	0.66	Name split from “Last, First”Phone reformatted Email lower-cased Gender normalised+1 more
PRV-23386	PRV	Melissa Jordan	1981-10-21	—	6308822653	1628 Central Ave, Mesa, AZ	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more

9,344 rows, page 63 of 187Previous Next