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

All sources, flag “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56748	TPA	Pamela Wilson	1942-07-21	UHC-01249-68	9678349119	175 Camelback Rd, San Antonio, TX	0.38	Name split from “Last, First”Date of birth reformatted State name converted to code ZIP missing+3 more
ENR-108987	ENR	Roy J Dunn	2005-06-22	UHC-64037-81	4687803368	4764 Ocean Ave, Glendale, AZ	0.38	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432434	CLM	Alexis Z Gonzalez	1939-04-25	UHC-47144-92	2318495236	6187 Jefferson Ave, Chandler, AZ	0.38	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-101689	ENR	Kelly K James	1949-07-15	UHC-76653-03	4899169112	1768 Maple Ave # 797, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-126348	ENR	Debra Coleman	1972-03-28	UHC-55489-25	5452817895	6947 Ocean Ave, Tempe, AZ	0.38	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-423084	CLM	Ana Knight	1992-08-10	UHC-00835-26	—	4791 Harbor Blvd, Glendale, AZ	0.38	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-116426	ENR	Jessica Le	2001-02-20	UHC-95382-27	3967132055	2209 Hillcrest Rd # 758, Glendale, AZ	0.38	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-412305	CLM	Sharon Davis	—	—	5394251076	5576 Highland Ave, Fresno, CA	0.38	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-106238	ENR	Dan Butler	—	UHC-11269-20	4737956765	5515 Maple Ave, Las Vegas, NV	0.38	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
ENR-117763	ENR	Kelly Kelly	1943-06-14	UHC-69020-57	7734348112	8272 Oak St, Seattle, WA	0.38	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422061	CLM	George R Mason	—	—	—	4247 Desert Sky Blvd, Charlotte, NC	0.38	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+3 more
CLM-409125	CLM	Jennifer Bradley	1986-09-17	UHC-27870-32	4868409963	8203 Park Pl, Houston, TX	0.38	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-131188	ENR	Jerry Moore	1945-05-22	UHC-78611-44	2328302156	200 Hillcrest Rd, Mesa, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62742	TPA	Grace Rios	1940-12-04	UHC-55558-64	—	2070 Ridge Rd, Seattle, WA	0.38	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-51116	TPA	Mateo Day	1993-12-23	UHC-73777-46	—	9132 Main St Apt 24, Las Vegas, NV	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
ENR-117194	ENR	Michelle F Welch	1941-01-07	UHC-89617-03	8344991463	2623 Mesa Dr, San Diego, CA	0.38	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106887	ENR	Frank F Padilla	—	UHC-18739-54	6403168158	3588 River Rd, Minneapolis, MN	0.38	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-418539	CLM	Ashley Thompson	1999-11-22	UHC-62776-77	—	8765 Central Ave, Eden Prairie, MN	0.38	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-132300	ENR	Philip H Willis	1968-02-27	UHC-00426-62	—	8286 Bayshore Dr, Seattle, WA	0.38	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108522	ENR	Chris L Johnsn	1960-01-06	UHC-97353-14	6145329270	6104 Camelback Rd, Atlanta, GA	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124877	ENR	Lisa B Alvarado	2003-02-13	UHC-98004-22	—	1804 Mesa Dr, Tampa, FL	0.38	Name split from “Last, First”Middle initial moved out of first name Street suffix standardised Address re-cased+3 more
CLM-400767	CLM	Judith Bradley	1951-09-25	UHC-02771-26	4184222161	6045 Lake View Rd # 177, Las Vegas, NV	0.38	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-58741	TPA	Jordan Siims	1955-01-18	—	—	9287 Main St Apt 25, Austin, TX	0.38	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP missing+3 more
ENR-132878	ENR	Megna V Green	2000-10-05	UHC-06594-41	8583016718	5301 Cedar Ln Apt 12, San Diego, CA	0.38	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413132	CLM	Steven Kelly	1988-03-01	—	—	1297 Spring St, Scottsdale, AZ	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-58985	TPA	Jerry XJunk	1939-03-08	—	—	8116 Ridge Rd, Nashville, TN	0.38	Street suffix standardised Address re-cased ZIP missing Gender normalised+3 more
ENR-128338	ENR	Gloria Bowman	—	UHC-41813-21	7744669248	9766 Grand Ave Apt 37, Los Angeles, CA	0.38	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-412520	CLM	Jack E Fowler	1955-03-01	UHC-96462-49	—	4237 Central Ave, Scottsdale, AZ	0.38	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-412540	CLM	Sean Freeman	1966-03-08	UHC-70386-67	—	6878 Ocean Ave, Houston, TX	0.38	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-101540	ENR	Daniel Hernandez	1991-03-02	UHC-23992-53	6773840337	6493 Pine Dr, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101541	ENR	Daniel Hernandez	1991-03-02	UHC-23992-53	6773840337	6493 Pine Dr, Charlotte, NC	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102033	ENR	Priya Kelly	1959-05-22	UHC-02663-92	3886271158	6859 Grand Ave # 370, Tucson, AZ	0.38	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-432345	CLM	Michael Weber	1950-11-17	UHC-80019-73	—	3529 Washington St, Columbus, OH	0.38	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-110497	ENR	Emily H Peters	1998-01-04	UHC-16579-34	—	8187 Market St, Tucson, AZ	0.38	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134672	ENR	Raymond Richarsd	1989-11-09	UHC-49021-65	—	4499 Hillcrest Rd, Columbus, OH	0.38	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+3 more
ENR-101178	ENR	Christian Montgomery	1995-06-04	UHC-75946-90	6179919454	7147 Union St Apt 2, Los Angeles, CA	0.38	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-61497	TPA	Dorothy Fisher	1990-08-05	—	—	9204 Apache Blvd # 379, Los Angeles, CA	0.38	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-126941	ENR	Michael O Cox	1998-01-16	UHC-12578-94	4127135896	1486 Apache Blvd # 413, Seattle, WA	0.38	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
CLM-428730	CLM	Joan Weber	1956-02-06	—	8395974612	1837 Sunset Blvd # 641, Atlanta, GA	0.38	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
PRV-26108	PRV	Carl J Ross	1984-10-05	—	2547942074	9633 Pine Dr, Los Angeles, CA	0.38	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26593	PRV	Deborah Robinson	1946-06-14	UHC-84327-14	3847063063	9488 Jefferson Ave, Columbus, OH	0.38	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-130337	ENR	Jese Armstrong	1941-04-03	UHC-52920-63	—	2778 Elm St, Miami, FL	0.38	Two-digit birth year Phone missing area code Member ID reformatted Street suffix standardised+3 more
CLM-410177	CLM	Henry McDonald	—	—	7007795185	2866 Grand Ave, Orlando, FL	0.38	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-131077	ENR	Raymond Washington	1968-08-17	UHC-78812-89	—	4238 Broadway, Mesa, AZ	0.38	Name split from “Last, First”Date of birth reformatted Address re-cased State name converted to code+3 more
CLM-407535	CLM	Lawrence Anderson	1993-11-13	UHC-05595-06	9215824467	5201 Valley View Dr # 920, Denver, CO	0.38	Name re-cased Two-digit birth year Unit split from street ZIP missing+3 more
CLM-409548	CLM	Catherine Patterson	1959-07-24	UHC-34815-16	4164536258	7410 Spring St, Scottsdale, AZ	0.38	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409596	CLM	Albert G Payne	1943-07-04	—	5452684931	1534 Highland Ave Apt 3, Charlotte, NC	0.38	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138480	ENR	Roger Henry	1957-05-03	—	7065122546	9587 Harbor Blvd, Eden Prairie, MN	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62063	TPA	Isabella George	—	UHC-68744-67	—	9793 Lake View Rd Apt 23, Austin, TX	0.38	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22217	PRV	Lawrence Maldonado	1994-07-20	—	8132980919	7498 Main St, Glendale, AZ	0.38	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more

7,146 rows, page 9 of 143Previous Next