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-20494	PRV	Eric Wood	1994-08-23	UHC-89956-89	3518241256	6996 Canyon Rd, Denver, CO, 80288	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-29261	PRV	Gerald Gordon	2005-01-03	—	4303097705	9126 Main St, Mesa, AZ, 85201	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24053	PRV	Grace Elliott	1991-04-24	UHC-39662-05	4243180936	8435 Grand Ave, Dallas, TX, 75264	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27776	PRV	Anna Boyd	1965-11-09	UHC-73892-28	5442414118	6021 Broadway, Dallas, TX	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-21659	PRV	Roy Stephens	2007-03-23	UHC-69885-63	4514038073	9170 Cedar Ln, Denver, CO, 80227	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-28115	PRV	Frank Q Hansen	1998-04-09	UHC-07640-62	9218993113	1390 Mesa Dr, Los Angeles, CA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-22304	PRV	David Marshall	2008-01-19	—	4303141225	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25133	PRV	Andrew C Johnson	1988-02-15	—	3665129442	845 Pine Dr, Plano, TX, 75013	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29320	PRV	Diana Chavez	1980-02-02	UHC-06047-05	6112894481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29321	PRV	Diana Chavez	1980-02-02	UHC-06047-05	6112894481	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20774	PRV	Aaron Harvey	2001-07-05	UHC-57296-51	8199599752	5852 Apache Blvd, Glendale, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-20667	PRV	Lawrence Montgomery	1986-11-18	—	5985851297	201 Church St, Phoenix, AZ, 85043	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-21718	PRV	Alexis Q Yang	1997-12-20	UHC-98520-52	6987630604	6129 Sunset Blvd, San Antonio, TX, 78200	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27489	PRV	Patrick Gilbert	1968-05-26	UHC-38235-14	7817051727	9878 Indian School Rd, Atlanta, GA, 30300	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
PRV-29052	PRV	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	4316 Mesa Dr, Nashville, TN, 37252	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28833	PRV	Jesse D Wang	1951-05-04	UHC-64399-80	5627903791	4970 Grand Ave, Chandler, AZ, 85245	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
PRV-23196	PRV	Amy Woods	2006-11-16	UHC-17540-27	6198399766	3130 Cedar Ln, Seattle, WA, 98142	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26542	PRV	James Reid	1961-07-16	—	7416026447	2241 Church St, Gilbert, AZ, 85285	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-28534	PRV	Stephanie N Ruiz	1960-09-07	—	5248700134	7665 Mesa Dr, Los Angeles, CA, 90093	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20105	PRV	Deborah Williams	1967-12-27	UHC-53086-07	4749914477	6972 Grand Ave, Miami, FL, 33164	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-27596	PRV	Raymond Q Carlson	2003-12-03	—	4156626976	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-28071	PRV	Douglas Ortegga	1991-01-22	UHC-67942-79	2092315147	3035 Baseline Rd, Charlotte, NC, 28267	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23792	PRV	Kevin Mendoza	1943-10-03	UHC-89100-76	9597701472	4415 Lincoln Way, Chandler, AZ, 85253	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-25536	PRV	Christian James	1977-10-08	—	4429167211	9378 Oak St, Tempe, AZ, 85242	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-20373	PRV	Fatima Davis	1997-04-15	—	9334228741	35 Cedar Ln, Chandler, AZ, 85259	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-25917	PRV	Samel Sullivan	2006-01-05	—	3565345198	2208 Indian School Rd, Seattle, WA, 98182	0.80	Name re-cased Phone reformatted SSN last four extracted Placeholder values cleared
PRV-24412	PRV	Carlos Estrada	1968-05-07	—	9023242819	2063 Hillcrest Rd, San Diego, CA, 92165	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-27760	PRV	Mariana Hamilton	—	—	8583358665	—	0.80	Date of birth unreadable Phone reformatted Email lower-cased Placeholder values cleared
PRV-26958	PRV	Larry Cox	1983-06-01	UHC-25922-95	9553706658	4973 Grand Ave, Tampa, FL	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-22574	PRV	Paul Holmes	1953-01-28	UHC-05951-73	4465412660	5401 Forest Ave, Scottsdale, AZ, 85254	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
PRV-24439	PRV	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-21186	PRV	Daniel Matthews	1942-11-06	—	7993957727	6458 Washington St, Miami, FL, 33190	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-24800	PRV	David V Davis	1948-04-05	UHC-44621-94	6969462810	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21703	PRV	Benjamin Harvey	1949-06-01	—	6196052892	2760 Apache Blvd, Tucson, AZ, 85744	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26421	PRV	Barb T Martniez	1961-08-20	—	3094428887	3302 Sunset Blvd, Fresno, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-26814	PRV	Philip Fox	1993-12-25	—	8124455250	9588 Highland Ave, Tucson, AZ, 85711	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-26998	PRV	Jacqueline Wang	1950-06-12	—	4087750630	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20156	PRV	Adam Turner	1942-05-16	—	8332131506	2295 Bayshore Dr, Chandler, AZ, 85270	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26768	PRV	Isabella Munoz	1982-05-16	—	9326357406	4246 Main St # 707, Nashville, TN, 37274	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-24140	PRV	Christine Green	1954-06-08	—	9306245467	2440 Market St, Los Angeles, CA, 90072	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-22831	PRV	Cheryl Daniels	1974-11-24	UHC-88831-98	9263879492	5417 Palm Dr, Fresno, CA, 93782	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-22248	PRV	Joe Turner	1997-09-21	—	6117624390	3679 Lincoln Way, Denver, CO, 80227	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-27475	PRV	Arthur Washington	2000-07-27	—	7256802731	7566 Willow Ct, Gilbert, AZ, 85294	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-23687	PRV	Susan X Cunningham	1972-05-03	UHC-54309-49	3028957021	1351 Baseline Rd Apt 33, Gilbert, AZ, 85266	0.80	Phone reformatted Unit split from street City re-cased Placeholder values cleared
PRV-20071	PRV	Daniel Wang	1972-09-13	UHC-64801-14	9435359067	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
PRV-29316	PRV	Donna Mason	2002-04-14	—	9678261186	1781 Forest Ave, San Antonio, TX, 78245	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24373	PRV	Doris X Carroll	1985-10-24	—	4776028146	5143 Indian School Rd, Dallas, TX, 75295	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26621	PRV	Judy Carroll	2006-05-24	UHC-24401-98	9048292620	2492 Mountain View Dr, San Diego, CA, 92157	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
PRV-28857	PRV	Natalie M Johnston	1963-03-03	—	4278556740	2698 Elm St, Atlanta, GA, 30306	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-25866	PRV	Noah Greene	1950-02-17	—	6764416981	1784 River Rd, Atlanta, GA, 30300	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared

5,906 rows, page 86 of 119Previous Next