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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430720	CLM	Maria West	1995-08-02	—	2923754112	7111 Forest Ave, Las Vegas, NV, 89125	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
TPA-51597	TPA	Ammber Tucker	1973-08-10	—	—	5701 Lake View Rd, Minneapolis, MN, 55470	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
PRV-22209	PRV	Henry Z Hoffmaan	1945-04-24	UHC-24303-37	9004649957	8962 Hillcrest Rd, Orlando, FL, 32845	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409470	CLM	Emily Burns	1967-05-03	UHC-65846-64	2893396858	3055 Desert Sky Blvd, Charlotte, NC, 28265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123927	ENR	Diane Jimenez	1947-04-06	UHC-02910-16	9835052316	7314 Bayshore Dr Apt 28, Las Vegas, NV, 89181	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21309	PRV	Amber F White	1962-01-21	—	8209117647	2131 Sunset Blvd # 710, Miami, FL, 33105	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-25096	PRV	Mason Armstrong	1938-08-21	—	9819027659	3613 Highland Ave, Columbus, OH	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139425	ENR	Laura G Thomposn	1974-11-15	UHC-51193-39	2049200384	2287 Church St, Orlando, FL, 32816	0.62	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429393	CLM	Amber Bishop	—	UHC-03362-75	2052293003	5736 Sage Ct, Dallas, TX, 75236	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-21347	PRV	Mason Bowman	1979-01-19	—	4143894502	1815 Sunset Blvd, Atlanta, GA, 30348	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403556	CLM	Marilyn G Hayes	1971-05-03	UHC-81234-76	7412004925	9800 Grand Ave Apt 30, Charlotte, NC, 28207	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-413701	CLM	Vincent Ruiz	1975-11-21	—	2148579912	4505 Indian School Rd, Plano, TX, 75029	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-110752	ENR	Frances T Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131777	ENR	Bradley P Burton	1978-09-17	UHC-94936-73	4006698349	9772 Main St, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400431	CLM	Carroll Bradley	2004-12-02	—	—	1790 Highland Ave, Columbus, OH, 43233	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-51534	TPA	Joseph Wang	1976-04-25	—	8153047222	7202 River Rd, San Diego, CA	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-141896	ENR	Susan Z Garrett	1948-01-05	UHC-11324-17	—	1285 Oak St, Scottsdale, AZ, 85297	0.62	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-422848	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422847	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421928	CLM	Nancy Howard	1994-02-07	—	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-402815	CLM	Victoria Weber	1939-05-02	—	9633693451	6370 Mountain View Dr, Mesa, AZ, 85271	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404708	CLM	Yuki Espinoza	1950-06-16	UHC-32418-96	2243679502	387 Harbor Blvd, Charlotte, NC, 28206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-124949	ENR	Danielle Wheeler	1997-09-09	UHC-34384-77	—	3755 Church St, Houston, TX, 77002	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-22166	PRV	Kiimberly White	—	UHC-64583-03	—	6560 Camelback Rd, San Antonio, TX, 78255	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-137830	ENR	Debbie Z Richards	1955-06-14	UHC-57396-21	2878277154	7280 Bayshore Dr Apt 37, Atlanta, GA, 30396	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-405245	CLM	Keith Hernandez	1998-11-21	UHC-09533-29	—	1394 Apache Blvd, Scottsdale, AZ, 85239	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-56633	TPA	Danielle Ramirez	1966-02-11	—	7599178217	8031 Spring St, Miami, FL, 33107	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26634	PRV	Donna Miller	1941-04-07	—	2442213102	4906 Canyon Rd, Jacksonville, FL, 32202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22230	PRV	Samantha Greene	1976-09-02	UHC-56755-08	2279261166	1516 Highland Ave, San Diego, CA, 92151	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54710	TPA	Valentina R James	1958-11-14	UHC-20196-87	—	384 Market St # 914, Mesa, AZ, 85296	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404246	CLM	Jon Sullivan	1975-02-24	—	8767559510	7173 Desert Sky Blvd, Denver, CO, 80247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61635	TPA	Omar Weaver	2002-02-28	—	7039799708	4595 Sage Ct, Fresno, CA, 93782	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126615	ENR	William K Delgado	1971-03-06	UHC-61903-22	4556056951	6558 Cedar Ln, Los Angeles, CA, 90055	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418011	CLM	Madison E Walsh	1939-05-02	UHC-80205-20	6828160052	7858 Desert Sky Blvd, Gilbert, AZ, 85218	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-24041	PRV	Fatima James	1988-09-04	—	2188143101	5401 Market St, Fresno, CA, 93774	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402097	CLM	Brittany R Taylor	1982-05-25	UHC-75127-09	—	6710 Valley View Dr, Mesa, AZ, 85299	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-412531	CLM	Karen E Wagner	1995-02-07	—	—	3199 Market St, Nashville, TN, 37213	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101001	ENR	Noah F Montgomery	1994-06-17	UHC-80500-61	3983056218	6546 Elm St, Glendale, AZ, 85380	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-414350	CLM	Wei Castillo	1960-11-18	—	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431418	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431419	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-401705	CLM	Sean Nunez	1997-10-03	UHC-98948-59	—	4431 Forest Ave # 376, Fresno, CA, 93704	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-410287	CLM	Anddrea P Schmidt	2002-05-19	UHC-90377-48	4747923354	5670 Grand Ave, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118067	ENR	Logan T Phillips	1962-04-09	UHC-41116-08	2077777071	2237 Market St Apt 12, Seattle, WA, 98118	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21201	PRV	Julie M Garza	1973-01-15	—	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29267	PRV	Lawrence McDonald	1941-07-03	UHC-88707-71	—	970 Main St, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-29268	PRV	Lawrence McDonald	1941-07-03	UHC-88707-71	—	970 Main St, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-120222	ENR	Beverly Little	1945-10-25	UHC-75057-46	8247357362	6663 Mountain View Dr, Fresno, CA, 93769	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136961	ENR	Judith Webb	1948-09-19	UHC-38703-93	4603466201	5335 Spring St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

71,257 rows, page 230 of 1,426Previous Next