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

Claims, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-407762	CLM	Priya I Price	1954-04-23	—	—	846 Spring St # 307, Gilbert, AZ, 85240	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-432664	CLM	Zachray Allen	1997-01-10	UHC-52129-98	—	2122 Union St # 444, Plano, TX, 75021	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-428797	CLM	Russell Weaver	1962-04-14	UHC-60979-31	8425905281	3160 Pine Dr # 798, Phoenix, AZ, 85016	0.70	Name split from “Last, First”Phone reformatted Unit split from street
CLM-415257	CLM	Janet Y Reynolds	1948-12-05	—	—	2594 Cedar Ln # 778, Nashville, TN, 37225	0.70	Name split from “Last, First”Date of birth reformatted Unit split from street
CLM-432328	CLM	Bobby Walsh	1990-07-09	UHC-84978-59	—	5742 Oak St Apt 33, Las Vegas, NV, 89158	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-405565	CLM	JackJunk	1974-02-24	—	—	6010 Broadway Apt 13, Plano, TX, 75013	0.70	Unit split from street Placeholder values cleared No usable name (quarantined)
CLM-403693	CLM	Gary Weber	1981-03-13	UHC-46874-68	—	7590 Forest Ave Apt 19, Seattle, WA, 98100	0.70	Name split from “Last, First”Unit split from street Placeholder values cleared
CLM-416311	CLM	Walter Phillips	1998-10-01	—	—	3291 Broadway # 341, Fresno, CA, 93755	0.70	Unit split from street Gender normalised Placeholder values cleared
CLM-404301	CLM	Eugene Delgado	1970-03-25	—	—	4758 Main St # 529, Tampa, FL, 33684	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-405400	CLM	Marilyn W Nguyen	1982-03-21	—	9505968736	6415 Broadway Apt 31, Tempe, AZ, 85256	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-401144	CLM	Rebecca Y Garza	1976-06-04	UHC-50074-12	—	5159 Mountain View Dr Apt 28, Gilbert, AZ, 85272	0.70	Unit split from street Street suffix standardised Address re-cased
CLM-418542	CLM	Kayla W Cunningham	1964-01-07	—	—	8778 Cedar Ln # 966, Atlanta, GA, 30356	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-411833	CLM	Sarah Nguyen	2004-01-18	UHC-67677-60	8146241762	127 Lake View Rd Apt 20, Orlando, FL, 32822	0.70	Phone reformatted Unit split from street ZIP+4 trimmed
CLM-429379	CLM	Morgan Denny	1955-03-02	—	—	7311 Washington St # 540, Glendale, AZ, 85386	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-429378	CLM	Morgan Denny	1955-03-02	—	—	7311 Washington St # 540, Glendale, AZ, 85386	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-426501	CLM	Gregory Alvarez	1982-03-27	UHC-67391-14	—	1067 Oak St # 230, Tempe, AZ	0.70	Unit split from street ZIP missing Placeholder values cleared
CLM-403114	CLM	George Stephens	1970-12-10	—	5762692209	3343 Harbor Blvd Apt 26, Tucson, AZ, 85729	0.70	Unit split from street Gender normalised Placeholder values cleared
CLM-417421	CLM	Juan Chen	1982-01-27	—	—	9807 Church St # 941, Nashville, TN, 37266	0.70	SSN last four extracted Unit split from street Placeholder values cleared
CLM-404211	CLM	Jeremy Campbell	1971-01-02	—	—	5454 Market St # 826, Fresno, CA, 93733	0.70	Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-400325	CLM	Noah Ryan	1978-04-19	UHC-99079-19	2727872191	2398 Willow Ct Apt 38, San Antonio, TX, 78256	0.70	Unit split from street Gender normalised Placeholder values cleared
CLM-425311	CLM	David Stephens	1985-03-20	UHC-15097-63	—	7357 Jefferson Ave # 517, Eden Prairie, MN, 55389	0.70	Unit split from street State name converted to code Placeholder values cleared
CLM-417047	CLM	Lori Nunez	2002-06-18	—	—	5216 Meadow Ln Apt 5, Plano, TX, 75053	0.70	Phone missing area code Unit split from street Placeholder values cleared
CLM-409054	CLM	Noah Robinson	1979-07-12	—	2777164398	6750 River Rd # 878, Denver, CO, 80238	0.72	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-413031	CLM	Brittany Lucas	2000-03-27	—	5408483129	1258 Park Pl Apt 20, Plano, TX, 75017	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-404464	CLM	Bruce Stephens	1938-03-04	—	4106070075	6482 Union St Apt 5, Orlando, FL, 32844	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-425904	CLM	Jonathan B Rivera	1953-04-10	UHC-42719-76	5869724641	8587 River Rd # 518, Phoenix, AZ, 85070	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408540	CLM	Santiago J Fowler	1946-12-10	UHC-38032-37	2975307721	566 Broadway Apt 8, Las Vegas, NV, 89197	0.74	Name re-cased Phone reformatted Unit split from street Address re-cased+3 more
CLM-422176	CLM	Vincent Holmes	1942-09-03	UHC-45761-46	6069749908	2193 Maple Ave Apt 9, Seattle, WA, 98170	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-402541	CLM	James Delgado	1977-12-02	—	2208398187	7763 Broadway # 784, Tampa, FL, 33649	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-410210	CLM	Sarah B Edwards	1940-04-27	UHC-84878-58	2369776893	7813 Main St # 870, San Diego, CA, 92118	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-421409	CLM	Hughes Aisha	2000-08-26	—	8806385741	5338 Cedar Ln # 606, Denver, CO, 80284	0.74	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-401468	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-401469	CLM	Jerry Pierce	2005-02-27	UHC-01827-46	2753735096	3308 Baseline Rd # 173, Phoenix, AZ, 85020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-426448	CLM	Mason Z Jacobs	1988-12-28	—	3407729815	4277 River Rd # 316, Los Angeles, CA, 90057	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-406585	CLM	Kelly Gordon	1941-07-19	UHC-60170-41	8057999170	8001 River Rd Apt 22, Los Angeles, CA, 90020	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-419562	CLM	Mary Lewis	1964-12-11	—	9214738912	801 Highland Ave Apt 29, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431295	CLM	Ryan Burns	1994-12-15	—	—	2824 Canyon Rd Apt 8, Seattle, WA, 98104	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
CLM-412087	CLM	Walter L Alvarez	1941-06-02	UHC-32233-17	3753790045	7531 Forest Ave # 512, Gilbert, AZ, 85232	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-430522	CLM	Janet Grrett	1995-11-27	UHC-41886-21	4366904995	6771 Broadway # 109, Miami, FL, 33154	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-431481	CLM	Elizabeth Miller	1941-07-11	UHC-74198-61	9377688825	5736 Broadway Apt 34, Las Vegas, NV, 89146	0.76	Name re-cased Date of birth reformatted Unit split from street Address re-cased+2 more
CLM-415199	CLM	Amanda Freeman	1976-07-07	UHC-66453-18	6933521053	7544 Ridge Rd Apt 26, Scottsdale, AZ, 85286	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-426122	CLM	Rebecca Dunn	1945-09-20	UHC-28867-84	9863831536	3054 Harbor Blvd # 205, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-408691	CLM	Jacob Y Alvarez	1972-05-12	UHC-93064-17	2189303366	6151 Union St Apt 21, Atlanta, GA, 30358	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-424424	CLM	Jacob N Gunzales	2003-01-01	UHC-27782-30	3134028045	3611 Jefferson Ave # 163, Dallas, TX, 75220	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
CLM-415526	CLM	Philip Garrett	1960-12-03	UHC-23280-93	8445091395	5689 Cedar Ln Apt 18, Tucson, AZ, 85792	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-413194	CLM	Jacqueline Watson	2005-05-22	UHC-06280-11	—	1973 Cedar Ln # 584, Tucson, AZ, 85733	0.76	Name re-cased Date of birth reformatted Unit split from street City re-cased+2 more
CLM-423131	CLM	Charles Nelson	1939-03-01	UHC-63194-22	9185057537	1880 Pine Dr Apt 4, Eden Prairie, MN, 55394	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-427687	CLM	Lisa Ryan	1966-02-22	UHC-00454-84	8385383270	7544 Jefferson Ave Apt 10, Tempe, AZ, 85279	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-407402	CLM	Pamela Matthews	1990-07-12	UHC-37090-99	3643573993	7195 Sage Ct # 397, Houston, TX, 77026	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-410746	CLM	Joan Vega	1975-02-05	UHC-39122-29	7459971291	2744 Market St Apt 17, Glendale, AZ, 85331	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more

2,038 rows, page 34 of 41Previous Next