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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23072	PRV	Eugene L Peterson	1942-11-20	—	8679725228	2480 Ocean Ave, Minneapolis, MN, 55489	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27087	PRV	Kathryn Holmes	1939-03-10	—	2668528374	8055 Desert Sky Blvd, Denver, CO, 80259	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26206	PRV	Sara Powell	2005-02-03	—	4595729223	4148 Ocean Ave, Houston, TX, 77044	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-21900	PRV	Judy Hughes	1983-06-14	UHC-26972-28	7409855473	2731 Forest Ave, Gilbert, AZ, 85239	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-22022	PRV	Walter Bryant	1946-05-12	—	6013886323	5632 Pine Dr, Houston, TX, 77021	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29182	PRV	Denise Y Gibson	1973-06-15	—	5727006996	3493 Elm St, Charlotte, NC, 28256	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-25623	PRV	Arjun Barnes	2000-11-01	—	2032452113	—	0.78	Name re-cased Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-26918	PRV	David Woods	1938-05-26	UHC-82071-75	6292712914	1578 Union St, Nashville, TN, 37211	0.78	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-27900	PRV	Eugene Crawford	1954-05-05	—	9867989533	6267 Broadway, Scottsdale, AZ, 85277	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-24333	PRV	Bradley Santos	1975-08-20	—	8174485674	326 Forest Ave, San Diego, CA, 92144	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26843	PRV	Dennis I Guerrero	1999-02-16	UHC-15583-27	2174740533	6401 Mountain View Dr, Mesa, AZ, 85229	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24203	PRV	Henry Jeknins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
PRV-24488	PRV	Robert Knight	1974-11-08	UHC-63802-23	7698021759	7235 Spring St, Minneapolis, MN, 55483	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-26507	PRV	Christian Y Garrett	1955-04-21	UHC-16481-13	3628741346	3870 Canyon Rd, Jacksonville, FL, 32283	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25138	PRV	Anna Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-24675	PRV	Roger Moreno	1987-02-24	—	8087692396	8883 Meadow Ln, Sacramento, CA, 95863	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27691	PRV	Daniel A Edwards	1974-01-08	—	2875095232	8072 Cedar Ln, Los Angeles, CA, 90016	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-20178	PRV	Anna Kelley	2002-01-02	—	8749851574	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27506	PRV	Carolyn Howard	1951-05-02	UHC-95418-97	9065647459	3359 Meadow Ln, Nashville, TN, 37262	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28947	PRV	Wei Rojas	1959-03-01	UHC-02111-50	4474536178	—	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-27771	PRV	Priya Vldez	1977-12-20	—	9829299460	6896 Canyon Rd, Plano, TX, 75033	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25982	PRV	Arthur I Espinoza	1991-10-23	—	5154727968	2783 Market St # 919, Gilbert, AZ, 85284	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
PRV-27246	PRV	Charles P Griffin	2003-10-08	UHC-79368-12	3085847986	6431 Oak St, Eden Prairie, MN, 55384	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-22517	PRV	Bobby Dominguez	2005-12-21	—	8704841361	1263 Canyon Rd, Dallas, TX, 75265	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28876	PRV	Beverly Smith	1969-03-16	—	9818347806	5753 Apache Blvd, Dallas, TX, 75248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25269	PRV	Mason Rose	1948-06-12	UHC-72109-49	6539590695	1468 Central Ave, Phoenix, AZ, 85021	0.78	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
PRV-22677	PRV	Joe Freeman	2007-11-17	—	7794698530	3030 Park Pl, Charlotte, NC, 28248	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-21035	PRV	QJunk	1949-10-19	—	4463092832	729 Broadway, Plano, TX, 75070	0.78	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-27028	PRV	Aissha Brooks	1951-06-13	—	2563247034	3747 Canyon Rd # 880, Jacksonville, FL, 32260	0.78	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed+1 more
PRV-28308	PRV	Santiago Warren	1989-01-17	UHC-28156-54	5885587323	5906 Pine Dr, Glendale, AZ, 85305	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29158	PRV	Jack N Jordan	1968-12-26	UHC-46514-85	8123620354	7965 Washington St, Houston, TX, 77007	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26681	PRV	Jacqueline Flores	1974-06-19	UHC-20775-72	6676841267	8905 Washington St, San Diego, CA, 92173	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-23979	PRV	Douglas Welch	1980-07-10	UHC-34288-43	7235375636	3626 Hillcrest Rd, Dallas, TX, 75250	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27726	PRV	Wei James	1987-05-16	UHC-53568-22	8928080751	7550 Sage Ct, Orlando, FL, 32822	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-22437	PRV	Aaron Chapman	1980-11-08	UHC-51747-57	8196567354	8489 Sunset Blvd, Orlando, FL, 32869	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-27763	PRV	Sam Palmer	2000-08-01	UHC-81616-47	6529075080	7508 Cedar Ln, Chandler, AZ, 85208	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22508	PRV	Priya Ray	1985-09-26	UHC-69452-31	5644196221	727 Canyon Rd, Denver, CO, 80252	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28653	PRV	Jaes L Mitchell	1940-05-27	UHC-22235-84	4684360070	8842 Highland Ave, Sacramento, CA, 95895	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27906	PRV	Ethan Rogers	1938-12-18	UHC-76883-32	8694389533	1672 Spring St, San Antonio, TX, 78251	0.78	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+1 more
PRV-23488	PRV	Hannah Sims	1985-11-24	—	4083020675	9768 Sunset Blvd, Dallas, TX, 75256	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
PRV-21036	PRV	Brenda Owens	1949-10-19	—	4463092832	729 Broadway, Plano, TX, 75070	0.78	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed+1 more
PRV-21946	PRV	Isabella Flores	2000-06-04	—	7473884284	3163 Forest Ave, Plano, TX, 75000	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23616	PRV	Henry Nguyen	1975-07-18	—	4925628011	3106 Palm Dr, Columbus, OH, 43272	0.78	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27259	PRV	Danielle Grahaam	1985-10-18	UHC-01900-59	3775011977	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21640	PRV	Brenda Marquez	1974-03-24	—	7079907062	5518 Grand Ave, Las Vegas, NV, 89172	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-26808	PRV	Ralph Washington	1977-07-06	—	4508913008	3498 Meadow Ln, Plano, TX, 75077	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24705	PRV	Betty Hart	1993-04-17	UHC-32493-85	9158180225	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-29499	PRV	Joe Martin	2009-02-18	UHC-97135-53	9537448775	9024 Bayshore Dr, Minneapolis, MN, 55483	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-21441	PRV	Aaron Mendez	2006-05-23	UHC-95807-32	3994284583	4835 Main St, Orlando, FL, 32867	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22051	PRV	Danielle F Knight	1957-08-19	—	8993695753	8549 Jefferson Ave, Gilbert, AZ, 85220	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more

5,906 rows, page 68 of 119Previous Next