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
ENR-121628	ENR	Joyec B Hunt	1951-05-13	UHC-05477-22	7968446569	901 Meadow Ln Apt 10, Glendale, AZ, 85347	0.60	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
TPA-53596	TPA	Walter Clark	1938-04-23	—	4622831591	6835 Oak St, San Diego, CA, 92132	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421131	CLM	Hannah Hoffman	1951-10-12	UHC-41519-61	6418214518	2300 Elm St, Orlando, FL, 32879	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-28175	PRV	Laura Arnold	1982-09-24	—	3894033525	6320 Main St, Scottsdale, AZ, 85283	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104153	ENR	Paul G Holmes	1975-10-09	UHC-92596-05	8412909308	8631 Canyon Rd, Scottsdale, AZ, 85245	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412506	CLM	Kate H Sims	1996-08-23	UHC-14326-19	8962531741	2596 Camelback Rd, Phoenix, AZ, 85000	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-110152	ENR	Wayne Matthews	2002-04-24	UHC-65459-63	4313290000	3219 Desert Sky Blvd, Los Angeles, CA, 90027	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
PRV-26437	PRV	Gerald Bell	1972-01-17	—	7545231201	581 Oak St, Mesa, AZ, 85264	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-427843	CLM	Carol Stevens	1947-08-14	—	—	5527 Highland Ave # 428, Eden Prairie, MN, 55321	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-140432	ENR	Judy Armstrong	1941-08-04	UHC-08403-64	3349330130	2984 Sage Ct Apt 25, Seattle, WA, 98151	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-100747	ENR	Wei James	1989-10-21	UHC-07762-99	7639326225	6537 Hillcrest Rd, Austin, TX	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54580	TPA	Joe Lane	1974-01-10	—	2367518115	1430 Camelback Rd, Austin, TX, 78797	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134788	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-134789	ENR	Helen Turner	2006-03-16	UHC-05860-65	—	7684 Washington St, San Diego, CA, 92197	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-58320	TPA	Juan Allen	1966-06-19	—	9074223152	8205 Washington St, Tampa, FL, 33688	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104288	ENR	Lauren W Gonzales	1981-07-25	UHC-73747-02	4335175951	7645 Camelback Rd, San Antonio, TX, 78274	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-27722	PRV	Judy Nelson	1952-10-02	—	7873525343	5320 River Rd, Tucson, AZ, 85710	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115902	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	3272022270	2817 Apache Blvd, Denver, CO, 80201	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-402225	CLM	Kimberly Morris	1946-08-16	—	5087299329	3790 River Rd, Tucson, AZ, 85792	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-102918	ENR	John Anderson	1977-07-25	UHC-51700-83	5946285066	7953 Baseline Rd, Tempe, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420584	CLM	Gregory Hudson	1968-08-14	—	—	7983 Hillcrest Rd, Plano, TX, 75060	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-106377	ENR	Ahmed Bell	1976-05-27	UHC-08647-31	4909433358	142 Willow Ct, Tampa, FL	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117391	ENR	Kimberly F Lawson	1977-01-25	UHC-30977-89	9074303047	4007 River Rd, Denver, CO, 80298	0.60	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+4 more
ENR-112658	ENR	Virginia D Marrtin	1953-05-18	UHC-82287-41	7182520263	5201 Apache Blvd, Orlando, FL, 32875	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-26869	PRV	Denise Vargas	1949-10-23	—	6146730135	4158 Central Ave, Nashville, TN, 37205	0.60	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-59204	TPA	Russell G Bell	—	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-62731	TPA	Carlos Bryant	1954-09-18	—	2919949150	6753 Hillcrest Rd, Tampa, FL, 33609	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-400084	CLM	Nancy B Morrison	1972-05-15	UHC-87778-78	5985164419	6308 Palm Dr, Seattle, WA, 98144	0.60	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429118	CLM	Roy Wood	1950-08-01	UHC-79301-86	7655754581	5991 Church St, Sacramento, CA, 95881	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-124113	ENR	Tyler G Hoffman	1948-08-22	UHC-34418-94	5175051787	1994 Bayshore Dr, Charlotte, NC, 28206	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111426	ENR	Terry Z Austin	1950-11-15	UHC-94531-66	8574219838	3745 Park Pl # 465, Glendale, AZ, 85389	0.60	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-139422	ENR	Hayes Patrick	1989-06-27	UHC-62613-40	9055286223	2698 Forest Ave, Tampa, FL, 33611	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56815	TPA	Kathryn Dunn	2003-01-17	—	7589325966	6922 Park Pl, Denver, CO, 80261	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422817	CLM	Cheryl C Barnes	1966-10-02	—	—	6986 Mountain View Dr, Tempe, AZ, 85286	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-118535	ENR	Betty Russell	1946-01-04	—	3286897236	8845 Sunset Blvd, Orlando, FL, 32866	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-50602	TPA	Nicole Simpson	1969-11-11	UHC-07493-84	3016101518	802 Ridge Rd, Nashville, TN, 37233	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423700	CLM	Kathleen Day	—	UHC-81831-31	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.60	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-129634	ENR	Mateo Mason	1980-12-10	UHC-25227-24	6164781290	9525 Apache Blvd, San Antonio, TX, 78273	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424763	CLM	Grace S Barnes	2010-12-22	—	7532302229	3180 Harbor Blvd, Orlando, FL, 32868	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-406702	CLM	Keith V Dixon	2004-11-24	UHC-14813-19	2945856444	8405 Meadow Ln Apt 28, Las Vegas, NV, 89176	0.60	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-111015	ENR	Mariana D Fields	1960-11-22	UHC-96749-28	6022285654	4850 Apache Blvd, Mesa, AZ, 85234	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-140835	ENR	Julia M Roberts	1944-04-19	UHC-00443-94	8448149697	5684 Mesa Dr, San Antonio, TX	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-418891	CLM	Emily Young	1977-01-26	—	8583436208	8117 Apache Blvd # 771, Mesa, AZ, 85237	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119965	ENR	Eugene Dean	1980-11-04	UHC-92457-43	7034043731	1663 Forest Ave, Sacramento, CA, 95876	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
PRV-27469	PRV	Isabella Lynch	1973-11-09	—	8597405922	7754 Valley View Dr # 446, Gilbert, AZ, 85235	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-424697	CLM	Barbara Jackson	1999-07-19	—	8724298088	5187 Mountain View Dr, Sacramento, CA, 95842	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120412	ENR	Rebecca U Hart	1962-03-15	UHC-48738-18	4442893304	2012 Jefferson Ave, Dallas, TX, 75284	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-427707	CLM	Natalie Ruiz	1955-01-02	UHC-88246-04	9158124870	5510 Grand Ave, Tucson, AZ	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-20805	PRV	Mark Ray	1947-03-25	—	7596828658	7803 Valley View Dr, Chandler, AZ	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-139357	ENR	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

17,850 rows, page 52 of 357Previous Next