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
CLM-407694	CLM	Robert Weber	1982-03-12	UHC-94741-69	—	5930 Maple Ave, Chandler, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-404260	CLM	Ramos Maria	1940-05-22	UHC-48526-66	2557935878	3571 Sage Ct, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-416830	CLM	Priya Reynolds	1995-05-20	UHC-03653-51	3755415656	3380 Camelback Rd, Tucson, AZ	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-141928	ENR	Stephanie Elliott	1957-09-15	UHC-77580-07	3688106511	2713 Bayshore Dr, Gilbert, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21468	PRV	Patricia Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd, Mesa, AZ	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63908	TPA	Dylan Carlsno	1946-10-01	—	—	1363 Baseline Rd Apt 40, Atlanta, GA	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407241	CLM	Grace Patterson	1983-05-26	UHC-32210-74	—	3189 Maple Ave Apt 3, Austin, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400283	CLM	Walter Estrada	1987-03-07	UHC-13603-42	—	1573 Indian School Rd, Eden Prairie, MN	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-137575	ENR	Christina P Mitchell	1960-10-28	UHC-77759-59	5852691353	228 Union St, Jacksonville, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-53006	TPA	Tommy Sandoval	1954-06-23	—	—	1297 Apache Blvd Apt 19, Charlotte, NC	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-125611	ENR	Kelly V Greene	1963-12-04	UHC-79987-73	3306264325	6586 Market St, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431323	CLM	Jack N Jordan	—	—	8123620354	7965 Washington St, Houston, TX	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-409059	CLM	Donna Gutierrez	1958-05-06	UHC-64677-45	—	3046 Indian School Rd, Gilbert, AZ	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+3 more
CLM-422009	CLM	Edward Sanchez	1951-09-13	—	9225885292	9732 Market St, Nashville, TN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+3 more
TPA-52806	TPA	Billy Bennett	1952-01-25	—	—	1043 Sage Ct, Seattle, WA	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28611	PRV	Harold Green	—	—	—	5450 Spring St, Seattle, WA	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
PRV-24002	PRV	Logan T Pihllips	1962-04-09	UHC-41116-08	—	2237 Market St # 861, Seattle, WA	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
PRV-21289	PRV	Henry Y Little	1979-03-06	—	4777783428	6925 Hillcrest Rd, Plano, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52268	TPA	Mariana Carlson	1958-07-21	UHC-83774-86	—	3744 Elm St, Minneapolis, MN	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-54122	TPA	Justin Russell	1972-06-26	—	—	2618 Church St Apt 35, Nashville, TN	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431165	CLM	Rachel Walker	1993-07-16	—	—	5745 Willow Ct, Denver, CO	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
CLM-428798	CLM	Russell Weaver	1962-04-14	UHC-60979-31	—	3160 Pine Dr, Phoenix, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
CLM-400140	CLM	Sofia Nunez	1980-07-22	UHC-92875-98	2684198246	277 Lake View Rd, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132237	ENR	Randy U Fox	1941-10-24	UHC-87702-57	4125287256	8737 Valley View Dr, Minneapolis, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101086	ENR	Shirley Santiago	1957-01-23	UHC-02122-89	6385260045	4627 Apache Blvd, Tempe, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29546	PRV	Hiroshi Butler	—	UHC-41564-73	3487174748	4742 Oak St, Denver, CO	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
TPA-58617	TPA	Bryan Walker	1962-11-10	—	—	385 Oak St, Miami, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
ENR-137796	ENR	Hannah Howard	1942-09-21	UHC-78722-81	4659046325	5163 Apache Blvd, Miami, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-21966	PRV	Jessica Johnson	1979-10-05	UHC-65449-18	5357954278	222 Harbor Blvd, Las Vegas, NV	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101769	ENR	Jose B Olson	2003-05-28	UHC-32021-76	9768270409	5299 Elm St, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60482	TPA	Alan Schmidt	1992-10-27	—	3933005475	5248 Canyon Rd Apt 26, Minneapolis, MN	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429828	CLM	Kelly Rivera	1941-09-27	UHC-23051-08	3554954254	7314 Baseline Rd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60469	TPA	Daniel Owens	1995-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142976	ENR	Amanda M Arnold	1995-04-08	UHC-03979-01	5357008100	5631 Sage Ct, Eden Prairie, MN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400027	CLM	Vincent Oliver	1973-05-14	UHC-16577-40	—	6938 Apache Blvd, San Diego, CA	0.50	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-404938	CLM	Ann B Ryan	2003-08-24	—	8399494266	423 Oak St, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29285	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
PRV-29284	PRV	Logan W Clark	1996-08-06	UHC-45189-88	3415687063	3642 Meadow Ln, Las Vegas, NV	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
ENR-100464	ENR	Ralph B Little	1941-02-04	UHC-15915-54	8487806162	3843 Elm St, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50669	TPA	Donna Myers	1972-10-07	—	—	6906 Desert Sky Blvd, Houston, TX	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-108697	ENR	Gerrald Banks	2008-05-13	UHC-39464-74	2188807953	8023 Oak St, Chandler, AZ	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-26959	PRV	Larry Cox	1983-06-01	—	9553706658	4973 Grand Ave # 668, Tampa, FL	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133091	ENR	Patrick S Parker	1986-09-01	UHC-14708-32	—	5982 Bayshore Dr, Tempe, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+3 more
CLM-423537	CLM	Megan Jimenez	1951-04-18	UHC-30141-52	9079492053	7961 Maple Ave, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136358	ENR	Elizabeth D Watson	1978-02-03	UHC-04911-99	6197549338	6379 Washington St, Tampa, FL	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-410432	CLM	Catherine Bennett	1945-01-20	—	—	9312 Indian School Rd, Orlando, FL	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
PRV-22920	PRV	Billy F Mendez	1978-12-26	—	—	3385 Desert Sky Blvd, Chandler, AZ	0.50	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+3 more
TPA-50650	TPA	Kimberly Russell	1995-05-06	—	—	454 Jefferson Ave, Tempe, AZ	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-136773	ENR	Roger R Arnold	1998-06-21	UHC-95060-50	7818441030	1890 Meadow Ln, Fresno, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408145	CLM	Yuki C Wagnner	—	UHC-11396-96	6375562087	123 Sage Ct, Nashville, TN	0.50	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more

7,146 rows, page 26 of 143Previous Next