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 “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-28687	PRV	Wayne Ortiz	2005-03-01	UHC-34770-98	7444846709	8399 Grand Ave, Atlanta, GA	0.66	Phone reformatted SSN last four extracted City re-cased ZIP missing+1 more
TPA-61087	TPA	Christopher Payne	1996-03-28	—	—	5133 Canyon Rd, Houston, TX	0.66	Name re-cased City re-cased State name converted to code ZIP missing+1 more
ENR-130529	ENR	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH	0.66	Name re-cased Phone reformatted City re-cased ZIP missing+1 more
PRV-25748	PRV	Ann Hudson	1947-09-06	—	2866764888	2748 Palm Dr, Eden Prairie, MN, 55320	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-138444	ENR	Rachel C Reynolds	—	UHC-63753-59	9596925616	9197 Cedar Ln, Atlanta, GA, 30369	0.66	Date of birth unreadable Member ID reformatted City re-cased State name converted to code+1 more
CLM-421438	CLM	Peter R Ferguson	1948-03-25	—	—	1560 Central Ave, Houston, TX, 77066	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
PRV-28524	PRV	Christopher Mendez	1989-01-10	—	6796061564	8230 Willow Ct, Miami, FL, 33199	0.66	Two-digit birth year Phone reformatted City re-cased Gender normalised+1 more
TPA-63917	TPA	Lauren Ryan	1942-09-26	—	3286179340	514 Lake View Rd, Glendale, AZ, 85314	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123675	ENR	Ana Gant	1979-06-23	UHC-25155-17	—	9741 Oak St, Minneapolis, MN, 55447	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
CLM-415399	CLM	Diana Hughes	1975-03-01	UHC-99954-49	5896503515	8291 Palm Dr, Dallas, TX, 75254	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-412971	CLM	Stephanie X Chavez	1946-04-09	UHC-88000-54	—	5606 Cedar Ln, Fresno, CA, 93729	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-139916	ENR	Sareh U Clark	1968-08-03	UHC-90160-58	—	5050 Meadow Ln, Minneapolis, MN	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
CLM-426708	CLM	Sophia Mills	1991-10-20	UHC-74721-57	2272122450	1708 Union St Apt 13, Los Angeles, CA, 90085	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
PRV-24711	PRV	Margaret Lane	1979-04-20	—	8725231524	2784 Spring St, Plano, TX, 75015	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-409118	CLM	Freeman Joe	2007-11-17	UHC-44075-78	—	7788 Meadow Ln, Miami, FL, 33128	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-137298	ENR	Amber Obrien	1986-01-02	UHC-23418-47	6093746320	8267 Spring St, Houston, TX, 77031	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-122074	ENR	Ana N Santiago	1989-10-10	UHC-27486-90	6547889967	7230 Indian School Rd, Tempe, AZ, 85276	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
CLM-403679	CLM	Frank Williamson	1938-10-13	—	3087428282	5825 Forest Ave, Los Angeles, CA	0.66	Phone reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-121220	ENR	Jerry I Murray	1948-04-17	UHC-40805-76	6562847915	3159 Oak St, Dallas, TX, 75254	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-118054	ENR	Abigail Yang	1949-11-14	UHC-01078-40	—	5881 Jefferson Ave, Orlando, FL, 32861	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-404492	CLM	Jonathan V Cunningham	1988-01-15	UHC-32520-91	8528182373	8972 Union St, Minneapolis, MN, 55470	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
CLM-410213	CLM	Frances Diaz	1978-07-05	—	—	8921 River Rd # 970, Eden Prairie, MN, 55375	0.66	Unit split from street City re-cased Gender normalised Whitespace trimmed+1 more
TPA-56543	TPA	Debbie Gonzalez	1945-11-14	—	—	3485 Desert Sky Blvd Apt 21, Seattle, WA, 98153	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+1 more
CLM-432676	CLM	Rachel Espinoza	1979-08-22	UHC-88110-90	—	7895 Park Pl, Gilbert, AZ, 85219	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-106020	ENR	Nancy Castro	2005-10-27	UHC-89788-87	7674836600	340 Canyon Rd, Tucson, AZ	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
ENR-121962	ENR	Edward H Lawson	1982-04-04	UHC-29283-46	9775838497	8410 Apache Blvd, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-102971	ENR	Noah Z Cox	1963-08-03	UHC-36111-12	2144891117	1809 Grand Ave, Los Angeles, CA, 90070	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121544	ENR	Gloria Patel	1938-09-05	UHC-83726-88	3995084680	5439 Church St, Dallas, TX, 75238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-107549	ENR	Virginia Grant	1968-08-03	UHC-27611-32	—	3062 Forest Ave, Columbus, OH, 43296	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-430425	CLM	JacquelineJunk	1990-02-14	UHC-51173-49	—	6121 Cedar Ln # 799, Las Vegas, NV, 89110	0.66	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared+1 more
ENR-123247	ENR	Willie Z Reynolds	1995-05-24	UHC-16629-32	2803612670	5688 Ridge Rd, Charlotte, NC, 28293	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-428977	CLM	Deborah Ortega	1966-09-17	UHC-05686-65	5073373848	5164 Lincoln Way, Atlanta, GA, 30370	0.66	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+1 more
ENR-103830	ENR	Jacqueline Sanders	1964-11-23	UHC-67570-52	6232414781	6642 Ridge Rd, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-127501	ENR	Donna B Mejia	1940-08-24	—	6568657046	4211 Valley View Dr, Tucson, AZ, 85783	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-129667	ENR	Angela E Hamilton	1940-07-12	UHC-79266-88	3734346613	2240 Market St, Chandler, AZ, 85202	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-112370	ENR	Deborah C Burke	2004-01-15	UHC-80344-90	2577482631	6650 Spring St, Nashville, TN	0.66	Phone reformatted City re-cased State name converted to code ZIP missing+1 more
ENR-100505	ENR	Amanda I Burke	2002-06-26	UHC-78249-63	7262857235	1132 Forest Ave Apt 10, Charlotte, NC, 28298	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-61824	TPA	Pamela Shaw	1999-12-17	—	2495146270	6583 Indian School Rd, Tampa, FL, 33690	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-117223	ENR	Christine Wagner	2008-04-03	UHC-14485-50	4909915069	9212 Desert Sky Blvd, Sacramento, CA, 95859	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-118063	ENR	Valentina L Bishop	2004-11-17	UHC-77430-04	5668802645	8596 Mesa Dr, Chandler, AZ, 85248	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-112158	ENR	Rachel Sullivan	1999-10-18	UHC-71527-15	5297174849	2625 Grand Ave, Eden Prairie, MN, 55312	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-126829	ENR	Charles U Fowelr	2006-05-02	UHC-37024-92	6576268161	4648 Church St, Tampa, FL, 33657	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
CLM-405539	CLM	Jesse Tucker	1983-05-04	—	—	4341 Church St, Glendale, AZ, 85315	0.66	Two-digit birth year City re-cased Gender normalised Whitespace trimmed+1 more
ENR-102090	ENR	Harold McDonald	1956-04-20	UHC-21719-89	—	8381 Desert Sky Blvd, Orlando, FL, 32829	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-432002	CLM	Maark Johnson	1938-08-27	—	6626538832	3509 Main St, Fresno, CA, 93775	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
PRV-28269	PRV	Jesse Bker	1985-01-05	UHC-05897-89	—	6412 Lincoln Way, Houston, TX, 77033	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-131850	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
ENR-131851	ENR	Helen S Fernandez	1942-06-16	UHC-17523-60	—	5023 Grand Ave, Atlanta, GA	0.66	Name re-cased City re-cased ZIP missing Gender normalised+1 more
CLM-419296	CLM	Isabella H Walsh	1979-06-04	UHC-12076-16	—	8165 Camelback Rd, Orlando, FL, 32827	0.66	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+1 more
CLM-414834	CLM	Mary Clark	2004-05-11	UHC-63821-24	3718954354	343 Broadway, Los Angeles, CA, 90035	0.66	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+1 more

17,850 rows, page 142 of 357Previous Next