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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-27330	PRV	Denise F Anderson	1987-05-16	—	2936129893	3970 Market St, Las Vegas, NV, 89189	0.08	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+6 more
PRV-25675	PRV	Randy Flores	1949-04-14	UHC-96097-03	8879728592	9683 Indian School Rd Apt 33, Orlando, FL, 32876	0.18	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+7 more
PRV-20511	PRV	Andrew Thomas	1938-06-26	—	6132471757	3126 Indian School Rd Apt 17, Tampa, FL, 33694	0.22	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+5 more
PRV-27090	PRV	Laura Nunez	1969-01-27	—	8584732755	3323 Harbor Blvd Apt 1, Fresno, CA, 93704	0.22	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+5 more
PRV-22154	PRV	Amber Green	1981-11-20	UHC-91347-12	—	6965 Baseline Rd, Charlotte, NC, 28269	0.24	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-23295	PRV	Linda R Rose	1990-06-15	UHC-92399-93	5769917260	9242 Mesa Dr # 670, Eden Prairie, MN, 55314	0.28	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
PRV-26478	PRV	Wheeler Thomas	1951-03-02	—	6272382541	5073 Market St # 626, Chandler, AZ, 85280	0.30	Name re-cased Two-digit birth year Phone reformatted Unit split from street+7 more
PRV-20330	PRV	Jesse F Hunt	2006-12-05	—	9695293747	2087 Camelback Rd # 802, Tampa, FL, 33636	0.32	Name re-cased Two-digit birth year Phone reformatted Unit split from street+6 more
PRV-22483	PRV	Duris R George	1947-01-18	—	2524012565	9649 Canyon Rd Apt 38, Plano, TX, 75096	0.32	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+6 more
PRV-27835	PRV	Isabella Lopez	1942-02-10	—	6059015188	2688 Maple Ave, Nashville, TN, 37280	0.32	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+6 more
PRV-21443	PRV	—Junk	1990-05-01	—	7419104928	2622 Palm Dr, Scottsdale, AZ	0.32	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-23455	PRV	Douglas Gonzales	1954-12-17	—	3778778088	4056 Baseline Rd Apt 19, Tampa, FL, 33641	0.32	Phone reformatted Unit split from street Street suffix standardised Address re-cased+6 more
PRV-25507	PRV	Steven Howell	2008-02-19	—	4822045345	1820 Maple Ave, Sacramento, CA, 95878	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+6 more
PRV-24989	PRV	Jessica Z Rose	1993-07-07	—	2272110953	1250 Oak St, Atlanta, GA	0.34	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+5 more
PRV-25959	PRV	Bryan King	1960-11-11	UHC-04101-99	4526498600	3073 Canyon Rd, Fresno, CA	0.34	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+5 more
PRV-23435	PRV	Kimberly Hunter	1983-09-07	—	7283996473	3181 Forest Ave Apt 17, San Antonio, TX, 78290	0.34	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-26023	PRV	Sophia Russell	1999-02-02	—	3277122749	7724 Apache Blvd, Phoenix, AZ, 85020	0.34	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+5 more
PRV-20638	PRV	Bryan Payne	1956-12-24	—	—	5689 Jefferson Ave, Seattle, WA, 98150	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
PRV-21361	PRV	Mary G Holmes	1997-06-25	—	—	3467 Sunset Blvd, Las Vegas, NV	0.34	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
PRV-25773	PRV	Joose L Schultz	1998-12-25	UHC-22544-02	—	6038 Oak St, Orlando, FL, 32885	0.34	Name re-cased Street suffix standardised Address re-cased City re-cased+5 more
PRV-21026	PRV	Dorothy Gonzalez	1941-03-13	UHC-11908-79	7114479686	2871 Elm St # 128, Tempe, AZ	0.34	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+5 more
PRV-20449	PRV	Sam Hayes	—	UHC-36765-49	3629297240	2104 Ocean Ave, Jacksonville, FL	0.34	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+5 more
PRV-28513	PRV	Joshua Stevens	1980-10-26	—	7373281853	9610 Washington St # 268, Charlotte, NC, 28216	0.34	Phone reformatted Unit split from street Street suffix standardised Address re-cased+5 more
PRV-29432	PRV	Stephen D Bowman	—	—	6836009142	4750 Indian School Rd # 414, Jacksonville, FL, 32248	0.34	Name re-cased Date of birth missing Phone reformatted Unit split from street+5 more
PRV-28823	PRV	Zachary Harvey	1982-02-22	—	9485635188	9098 Oak St Apt 16, Dallas, TX, 75260	0.34	Name re-cased Unit split from street Street suffix standardised Address re-cased+5 more
PRV-20881	PRV	Ralph Shaw	1955-09-18	—	—	6408 Central Ave, San Antonio, TX	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-24335	PRV	Eugene Fowler	1938-11-03	—	7253341434	5011 Desert Sky Blvd # 617, Phoenix, AZ	0.36	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-27352	PRV	Kathryn Mejia	1938-02-19	UHC-64570-80	—	3998 Lake View Rd, Seattle, WA	0.36	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
PRV-25571	PRV	Ronald Long	1972-07-10	UHC-17595-06	5102469841	3301 Oak St # 281, Charlotte, NC, 28270	0.36	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+4 more
PRV-27826	PRV	Joe Cox	1954-06-17	UHC-98294-10	—	839 Grand Ave, Atlanta, GA, 30394	0.36	Name split from “Last, First”Two-digit birth year Phone missing area code Street suffix standardised+4 more
PRV-26416	PRV	Donald Rojas	1981-02-18	—	6118929310	3130 Grand Ave # 896, Charlotte, NC, 28277	0.36	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-23541	PRV	Jerry Jensen	1955-08-28	UHC-63050-35	—	4916 Sunset Blvd, Nashville, TN, 37255	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-24118	PRV	Dennis Contreras	—	—	—	1344 Mountain View Dr, Orlando, FL, 32830	0.36	Name re-cased Date of birth missing Street suffix standardised Address re-cased+4 more
PRV-21012	PRV	Frank Thompson	1992-04-06	—	4469309182	7457 Spring St # 719, Tucson, AZ, 85710	0.36	Phone reformatted Unit split from street City re-cased State name converted to code+4 more
PRV-24529	PRV	George Hall	2008-02-17	—	—	6086 Maple Ave, Dallas, TX, 75269	0.36	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-20823	PRV	Bradley Hayes	1943-07-10	—	—	8430 Forest Ave, Las Vegas, NV	0.36	Name re-cased Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-24411	PRV	Ben Gacria	1939-10-07	UHC-62566-50	7166680938	5928 Market St # 415, Jacksonville, FL, 32254	0.36	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-20080	PRV	Carolyn Fernandez	1976-01-27	—	7646313760	6529 Central Ave Apt 16, Houston, TX, 77055	0.38	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
PRV-27240	PRV	Jose F Ford	—	—	8933759581	7094 Jefferson Ave, Mesa, AZ, 85212	0.38	Middle initial moved out of first name Date of birth unreadable Phone reformatted City re-cased+3 more
PRV-20686	PRV	Sean K Jenkins	1946-04-18	—	—	2326 Desert Sky Blvd, Chandler, AZ	0.38	Phone missing area code Street suffix standardised Address re-cased City re-cased+3 more
PRV-27706	PRV	Richard Espinoza	1957-05-16	—	—	2683 Mesa Dr, Seattle, WA, 98161	0.38	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-26115	PRV	Donna Burns	1948-08-23	UHC-39950-67	3666538883	4001 Meadow Ln, Scottsdale, AZ, 85223	0.42	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
PRV-21056	PRV	Michelle Hamilton	1990-01-02	—	4618363358	7834 Grand Ave, Austin, TX, 78772	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-23659	PRV	Brenda Henry	2004-01-05	—	6998126106	2034 Cedar Ln Apt 18, Chandler, AZ	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-29575	PRV	Maria Fields	1944-03-23	—	4249872474	7659 Hillcrest Rd, Minneapolis, MN, 55489	0.44	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
PRV-21018	PRV	Larry L Mills	1998-01-13	—	5265578622	155 Harbor Blvd # 679, Gilbert, AZ, 85209	0.44	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+6 more
PRV-25231	PRV	Carlos S McCoy	1981-10-23	—	2367526035	4191 Grand Ave, Plano, TX, 75061	0.44	Name re-cased Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-22077	PRV	Austin Henderson	1993-03-13	UHC-20641-02	4688129841	4944 Indian School Rd Apt 2, San Diego, CA, 92114	0.44	Name re-cased Phone reformatted Unit split from street Street suffix standardised+6 more
PRV-27343	PRV	Kelly Burton	1980-10-12	UHC-06398-61	7674587524	9072 Park Pl, Dallas, TX, 75217	0.44	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
PRV-21329	PRV	Rebecca Munoz	1958-09-21	—	3485736847	8264 Hillcrest Rd # 969, Charlotte, NC, 28260	0.44	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+6 more

1,737 rows, page 1 of 35Previous Next