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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-140063	ENR	Billy R Andrews	1955-04-07	UHC-79954-12	2518606280	7626 River Rd Apt 19, Columbus, OH	0.06	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-132732	ENR	Martha U Gordon	1978-11-07	UHC-26479-39	6864228548	6440 Lincoln Way, Dallas, TX	0.18	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
ENR-125377	ENR	Sharon NJunk	1953-02-19	UHC-70918-57	5476231979	5356 Spring St Apt 37, Denver, CO, 80211	0.20	Name re-cased Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-112194	ENR	Alan U Lane	1957-12-15	UHC-70794-22	6678340324	5399 Union St Apt 26, Eden Prairie, MN, 55380	0.20	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+6 more
ENR-131882	ENR	Amanda Morgan	—	UHC-66379-93	5745696902	3949 Jefferson Ave, Miami, FL, 33179	0.20	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+6 more
ENR-113612	ENR	Heather T Powell	1976-04-09	UHC-93409-15	6565984051	1816 Spring St # 128, Atlanta, GA	0.20	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-133309	ENR	Rob O Bradley	1991-11-22	UHC-05439-11	5582033873	3306 Willow Ct Apt 21, Phoenix, AZ	0.20	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+6 more
ENR-112759	ENR	William A Walsh	1983-03-25	UHC-07070-34	5725663894	8684 Spring St Apt 34, Mesa, AZ, 85296	0.20	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
CLM-405399	CLM	Virginia Smith	2001-07-22	UHC-62024-73	—	9017 Palm Dr Apt 40, Atlanta, GA	0.20	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+6 more
ENR-124503	ENR	Cynthia Allen	—	UHC-40368-02	6302111076	9695 Sunset Blvd # 892, Eden Prairie, MN, 55397	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-110606	ENR	Joe R Olson	—	UHC-63820-07	7254738158	449 Apache Blvd # 838, Tampa, FL, 33683	0.22	Name split from “Last, First”Middle initial moved out of first name Date of birth missing Member ID reformatted+5 more
ENR-115676	ENR	Brittany Bennett	—	UHC-10516-42	6175309848	9679 Union St Apt 28, Fresno, CA	0.22	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+5 more
ENR-102176	ENR	Frank Li	1974-10-04	UHC-11541-03	3346189898	7401 Indian School Rd, Jacksonville, FL	0.22	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+5 more
CLM-409894	CLM	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC, 28238	0.22	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+5 more
ENR-100512	ENR	Alan N Richards	—	UHC-85240-22	—	7100 Spring St, Houston, TX, 77031	0.22	Name split from “Last, First”Date of birth unreadable Member ID reformatted Street suffix standardised+5 more
PRV-22591	PRV	Michelle Sullivan	1950-10-26	UHC-09307-18	—	2442 Market St # 859, Dallas, TX, 75255	0.24	Name split from “Last, First”Phone missing area code Member ID reformatted Unit split from street+4 more
ENR-125754	ENR	Vicky X Howard	1961-09-20	UHC-87606-64	5888107099	8016 Washington St, Atlanta, GA, 30351	0.24	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-129746	ENR	Jennifer G Fiher	1979-08-18	UHC-09837-45	8452341485	3962 Spring St, Fresno, CA, 93795	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-105900	ENR	Donald Daniels	2002-05-16	UHC-31510-08	3487790198	40 Ridge Rd # 377, Sacramento, CA, 95817	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Unit split from street+3 more
ENR-140075	ENR	Susan K Wheeler	1947-05-28	UHC-05761-35	—	6416 Forest Ave, Denver, CO, 80252	0.26	Name split from “Last, First”Two-digit birth year Member ID reformatted Street suffix standardised+3 more
PRV-23295	PRV	Linda R Rose	1990-06-15	UHC-92399-93	5769917260	9242 Mesa Dr # 670, Eden Prairie, MN, 55314	0.28	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+8 more
ENR-127991	ENR	Judith Brown	1945-03-10	UHC-02588-79	5013301512	5143 Union St, Tucson, AZ	0.30	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-129047	ENR	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	8616 Bayshore Dr, Chandler, AZ, 85240	0.30	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+7 more
CLM-408727	CLM	Sean Watson	1977-07-12	UHC-13516-97	7157317625	2932 Mesa Dr, Orlando, FL, 32846	0.30	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+7 more
ENR-100183	ENR	Paul Russell	1988-05-04	UHC-55726-01	8299850964	6403 Mountain View Dr, Chandler, AZ, 85264	0.30	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+7 more
ENR-138840	ENR	Grace Q Fisher	1943-09-17	UHC-72069-67	2715260580	6276 River Rd # 470, Las Vegas, NV, 89102	0.30	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+7 more
ENR-138858	ENR	Patricia Murray	1950-05-27	UHC-35124-01	8066114608	9786 Ridge Rd # 211, San Diego, CA, 92152	0.30	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+7 more
ENR-109206	ENR	Joshua Q Munoz	1994-01-20	UHC-32257-80	2214594792	4852 Washington St, Dallas, TX, 75237	0.32	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+6 more
CLM-426649	CLM	Fatima James	1959-08-22	UHC-15235-61	8116194760	751 Ridge Rd # 666, Atlanta, GA	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-137440	ENR	Richard Tran	1938-07-21	UHC-09404-57	8859134278	7877 Oak St, Plano, TX	0.32	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-103227	ENR	Catherne P Nelson	1954-10-12	UHC-61771-81	4817875132	7047 Oak St, Los Angeles, CA, 90001	0.32	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+6 more
PRV-25463	PRV	Billy Dunn	1938-08-19	UHC-94642-31	—	8982 Mountain View Dr, Chandler, AZ, 85225	0.32	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+6 more
CLM-428831	CLM	Nicholas King	1992-05-02	UHC-48082-65	2465985861	2780 Oak St, San Antonio, TX, 78231	0.32	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+6 more
PRV-22104	PRV	Mateo R Kelly	1947-07-10	UHC-38908-32	4894443862	9270 Elm St, San Diego, CA	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-134639	ENR	Kevin N Rios	1985-03-20	UHC-15324-69	2482016127	6283 Desert Sky Blvd Apt 38, Houston, TX	0.32	Middle initial moved out of first name Name re-cased Phone reformatted Member ID reformatted+6 more
ENR-104859	ENR	Gerald T Cunningham	1983-06-15	UHC-15167-50	5392154718	7237 Camelback Rd Apt 27, Nashville, TN, 37295	0.32	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+6 more
CLM-423401	CLM	Carolyn Martin	1986-03-17	UHC-41069-52	4282790462	5919 Church St Apt 11, Plano, TX, 75008	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+6 more
ENR-131667	ENR	Margaret L Jacobs	1946-05-10	UHC-32530-76	8499700999	1750 Market St, Los Angeles, CA, 90036	0.32	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-122309	ENR	Walter C Robinson	1960-09-03	UHC-90085-12	9549888327	9442 Jefferson Ave Apt 28, Tampa, FL, 33652	0.32	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+6 more
ENR-113215	ENR	Wei P Park	1944-05-28	UHC-43011-33	7484422529	1301 Main St # 261, Plano, TX, 75091	0.32	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+6 more
ENR-124296	ENR	Wei W Garrett	1986-11-10	UHC-19525-85	—	2747 Harbor Blvd, Seattle, WA	0.32	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+6 more
ENR-119894	ENR	Laura R Stevens	1994-12-28	UHC-21915-73	4183368944	4388 Jefferson Ave, Chandler, AZ	0.32	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+6 more
ENR-106071	ENR	Priya M Vasquez	2002-08-06	UHC-73382-09	5723685538	9473 Maple Ave, Plano, TX	0.32	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+6 more
TPA-57039	TPA	Alan Marquez	—	UHC-88620-29	—	2304 Central Ave, Fresno, CA, 93742	0.32	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+6 more
ENR-115013	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-115014	ENR	Ashley O Ryan	1968-11-18	UHC-36732-55	5507050464	9051 Spring St Apt 19, San Antonio, TX, 78270	0.32	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+6 more
ENR-119644	ENR	Marcus Carlson	1952-10-07	UHC-22047-61	5296521919	4973 Spring St # 808, Orlando, FL, 32876	0.34	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
ENR-129164	ENR	Gabriel H Bradley	1946-03-05	UHC-00034-62	4684386833	1795 Church St, Fresno, CA, 93742	0.34	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-103015	ENR	Angela Williams	1995-05-28	UHC-24589-90	4398150372	7312 Meadow Ln Apt 38, Jacksonville, FL	0.34	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+5 more
PRV-26412	PRV	Alan G Bradley	1971-09-10	UHC-99205-78	—	5458 Oak St, Tampa, FL, 33633	0.34	Name re-cased Two-digit birth year Member ID reformatted SSN last four extracted+5 more

7,723 rows, page 1 of 155Previous Next