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-29539	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-29538	PRV	Saen Peters	2001-10-05	—	3404158757	4637 Sage Ct Apt 5, Houston, TX, 77053	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-20624	PRV	Justin Carr	1939-05-17	—	7478188871	2297 Church St, Houston, TX, 77093	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22481	PRV	Ahmed Wagner	1981-01-01	—	3142204944	212 Bayshore Dr, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21372	PRV	Brandon Garrett	1991-01-28	—	7403791532	1797 Park Pl, Houston, TX, 77087	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-23570	PRV	Deb V Gilbert	—	UHC-22494-09	7152997127	5353 Church St, Minneapolis, MN, 55412	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-20632	PRV	Sandra Freeman	1995-01-01	—	7815962100	3230 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20631	PRV	Sandra Freeman	1995-01-01	—	7815962100	3230 Pine Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22285	PRV	Roger George	1983-01-10	—	4533472618	1902 Washington St, Atlanta, GA, 30362	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21395	PRV	Michelle I Fowler	1981-09-08	—	5003646441	2988 Central Ave, Phoenix, AZ, 85015	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-28080	PRV	Isabella Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St # 811, Gilbert, AZ, 85250	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-27933	PRV	Terry Lane	2004-07-22	UHC-64702-47	6907025122	5422 Canyon Rd, Sacramento, CA, 95833	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-28662	PRV	Olivia Shaw	1957-04-28	—	2169564424	6872 Jefferson Ave, Dallas, TX, 75259	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25268	PRV	Jose I Scott	1979-05-02	—	7915452789	1716 Ridge Rd, Nashville, TN, 37283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26531	PRV	Santiago James	1945-09-07	UHC-43373-39	7292509542	6714 Church St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24497	PRV	Judy Ortega	1997-11-23	—	2342283457	2089 Camelback Rd # 529, San Diego, CA, 92136	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20251	PRV	Debra Simmons	2005-06-27	—	2443327255	3226 Elm St, Tampa, FL, 33653	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26778	PRV	Santiago Rojas	1994-12-27	UHC-47732-45	3847333885	3935 Canyon Rd Apt 31, Gilbert, AZ, 85264	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25562	PRV	Randy Fisher	1984-01-26	—	8405547906	772 Harbor Blvd # 834, Atlanta, GA, 30393	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27027	PRV	Aisha O Brookks	1951-06-13	—	2563247034	3747 Canyon Rd, Jacksonville, FL, 32260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27458	PRV	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26540	PRV	Kelly Ray	1972-10-16	UHC-34652-06	6414038096	9554 Sage Ct, Los Angeles, CA, 90009	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25845	PRV	Richard E Lwason	1976-05-25	UHC-60156-03	3754435819	9040 Ridge Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20947	PRV	Justin I Palmer	1950-09-24	—	8417209064	7502 Pine Dr, Phoenix, AZ, 85043	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20219	PRV	Wei T Hughes	1987-07-27	—	3226899064	9840 Maple Ave, Austin, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22137	PRV	Amy Matthews	1977-12-25	—	7395686519	4188 Hillcrest Rd, Mesa, AZ, 85259	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23198	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23197	PRV	Burke Omar	1949-02-03	UHC-25889-13	4674217776	6704 Washington St, Glendale, AZ, 85336	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29344	PRV	Michael Garrett	2003-11-10	UHC-15377-59	4196827958	63 Harbor Blvd Apt 8, Scottsdale, AZ, 85285	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-22260	PRV	Tyler Ellis	1964-06-11	—	8316687261	9799 Maple Ave # 918, Las Vegas, NV, 89140	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28552	PRV	Bruce Q Wilson	2007-09-09	UHC-69395-77	7449154205	2098 Baseline Rd, Tampa, FL, 33668	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-29513	PRV	Jeremy H Stevens	1952-01-07	UHC-47173-61	4222332187	473 Market St, Plano, TX, 75072	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-28618	PRV	Donna Cook	1944-02-16	—	2563339851	599 Washington St Apt 33, Fresno, CA, 93712	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21113	PRV	Tyler Wagner	1952-07-18	UHC-10977-65	6309165474	8381 Main St, Gilbert, AZ, 85270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-26916	PRV	Ashley Hnry	1965-12-15	—	3019232575	8367 Church St, Atlanta, GA, 30347	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-21522	PRV	Dylan I Hill	1962-01-21	—	2656423198	5307 Valley View Dr, Charlotte, NC, 28251	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-23385	PRV	Melissa Stephens	2005-04-03	—	6326311041	2913 Sunset Blvd, Jacksonville, FL, 32280	0.62	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
PRV-29090	PRV	AlexisJunk	1990-12-15	—	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24871	PRV	Logan Kelly	1978-06-24	—	8965104633	6858 Central Ave, Nashville, TN, 37221	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24961	PRV	Juan Richards	1968-07-12	—	2722861777	5895 Church St, Glendale, AZ, 85384	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20850	PRV	Gabriel Simpson	1943-02-15	UHC-23523-26	7445042495	6302 Lake View Rd, Chandler, AZ, 85210	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-20582	PRV	Beverly Ramos	1944-03-10	—	9183627716	5540 Canyon Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29163	PRV	Jacob C Guerrero	1973-09-21	—	8169622844	2682 Sunset Blvd, Columbus, OH, 43283	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22003	PRV	Julie Pena	1989-12-02	UHC-02461-38	2948505111	59 Mountain View Dr, Tucson, AZ, 85739	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22336	PRV	Tlyer Long	1981-04-15	—	4175177821	277 Jefferson Ave, Dallas, TX, 75286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22123	PRV	David H Weaver	1967-12-12	UHC-28824-31	5152145224	6824 Elm St Apt 32, Orlando, FL, 32867	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20185	PRV	Nicholas Lawson	1958-01-19	UHC-16478-62	5518029643	1395 Hillcrest Rd # 258, Atlanta, GA, 30321	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-23719	PRV	Marcus Burke	2008-04-17	UHC-79080-92	8573819812	4628 River Rd, San Antonio, TX, 78278	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-25955	PRV	Laura H Cooper	2007-11-04	—	3596564023	1831 Willow Ct Apt 19, San Diego, CA, 92106	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-29338	PRV	Ann Perez	1993-08-11	—	4377496926	2559 Baseline Rd, Phoenix, AZ, 85046	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

5,906 rows, page 22 of 119Previous Next