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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124387	ENR	Santiago S Miller	1996-07-17	UHC-18873-04	4508456758	161 Broadway, Scottsdale, AZ, 85210	0.68	Phone reformatted State name converted to code Gender normalised Plan code upper-cased
PRV-26465	PRV	Rachel Y Flores	2001-04-19	—	—	3695 Maple Ave, Houston, TX, 77045	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-105973	ENR	Sofia Lynch	1995-01-03	UHC-06069-32	2413875761	2142 Meadow Ln, Dallas, TX, 75270	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
PRV-27724	PRV	Abigail Gibson	1947-09-22	UHC-96128-02	5025596398	8715 Mesa Dr, Dallas, TX, 75239	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
TPA-53761	TPA	Joshua O Sanchez	1998-09-25	—	3944902554	7066 Lincoln Way, Dallas, TX, 75282	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-131980	ENR	Ralph K Collins	1989-01-03	UHC-46526-44	9257307915	1999 Ocean Ave, Columbus, OH, 43240	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-408120	CLM	Thomas Cox	1986-04-10	—	—	1819 Mesa Dr, Seattle, WA, 98179	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-403525	CLM	Joseph M Wang	1976-04-25	UHC-31813-40	—	7202 River Rd, San Diego, CA, 92172	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-135362	ENR	Davvid W Jacobs	1994-10-21	UHC-01841-09	4198046399	2839 Canyon Rd, Mesa, AZ, 85246	0.68	Street suffix standardised Address re-cased State name converted to code Email lower-cased
TPA-53311	TPA	Bruce Sanchez	1966-12-13	—	9409483206	9891 Highland Ave, Tempe, AZ, 85216	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-56152	TPA	Joyce Reyes	2008-12-04	—	—	1156 Broadway, Dallas, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-417210	CLM	William Stewart	1961-07-10	UHC-93919-22	—	8811 Sage Ct, Scottsdale, AZ, 85247	0.68	City re-cased State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-131323	ENR	Tyler O Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St, Los Angeles, CA, 90056	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
CLM-426566	CLM	Peter Olson	1976-02-17	UHC-64174-06	—	1042 Sunset Blvd, Chandler, AZ, 85207	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-27966	PRV	Priya Coleman	1979-02-22	UHC-29997-83	3317127738	8189 Canyon Rd, Phoenix, AZ, 85027	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
TPA-51673	TPA	Mei Rogers	1954-02-16	—	—	4173 Pine Dr, San Antonio, TX, 78273	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-423955	CLM	Tyer Edwards	1988-03-04	UHC-69572-78	8425081422	8005 Church St # 102, Los Angeles, CA, 90056	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-416444	CLM	Janice Ramos	1999-11-02	—	4708985083	7210 Ocean Ave, Atlanta, GA, 30381	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-128932	ENR	Alexander Evans	1947-07-02	UHC-86087-84	8467082148	5675 Lake View Rd, Sacramento, CA, 95843	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
TPA-55442	TPA	Harold Rogers	2005-10-15	—	—	955 Lake View Rd, Eden Prairie, MN, 55301	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-139010	ENR	Kathryn V Burton	1973-11-08	UHC-99290-35	9353996976	7243 Ocean Ave, Houston, TX, 77046	0.68	Phone reformatted SSN last four extracted State name converted to code Whitespace trimmed
ENR-109606	ENR	Carolyn Morales	1953-04-20	UHC-97852-59	9635074445	395 Church St, Austin, TX	0.68	Name re-cased Phone reformatted State name converted to code ZIP missing
TPA-56341	TPA	Arjun Arnold	1960-06-05	UHC-91721-44	—	9660 Broadway, Orlando, FL	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
PRV-20450	PRV	Janice Rice	1938-12-26	UHC-09502-63	—	8888 Palm Dr, Tucson, AZ	0.68	City re-cased State name converted to code ZIP missing Placeholder values cleared
PRV-27978	PRV	Isabella Patel	2001-11-25	UHC-65359-86	8426531571	9684 Ocean Ave, Fresno, CA, 93741	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-421779	CLM	Rachel U Anderson	1940-09-13	—	6015173508	8708 Union St, Las Vegas, NV, 89130	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-128366	ENR	Ahmed E Alexander	1989-05-22	UHC-25564-87	6583100140	2148 Pine Dr, Chandler, AZ, 85219	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
CLM-402425	CLM	Margaret Franklin	1941-10-02	UHC-75474-29	—	4443 Central Ave, Gilbert, AZ, 85274	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-104465	ENR	Nicole Sanders	1955-06-06	UHC-28472-75	4637728392	4261 Hillcrest Rd, Atlanta, GA, 30332	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
ENR-103727	ENR	James A Pierce	1954-02-16	UHC-54069-42	6529315136	1034 Broadway, Scottsdale, AZ, 85215	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
CLM-425698	CLM	Cynthia Porter	1983-10-11	UHC-55361-65	—	9877 Union St, Miami, FL, 33102	0.68	Name split from “Last, First”Date of birth reformatted State name converted to code Placeholder values cleared
ENR-139028	ENR	Shirley R Thompson	1996-03-20	UHC-22410-21	6992054277	4885 Harbor Blvd, Nashville, TN, 37228	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
TPA-57992	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57993	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-127493	ENR	Steven V Diaz	1974-01-14	UHC-29613-87	8534457097	7108 River Rd, Glendale, AZ, 85316	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
CLM-410302	CLM	Brittany Simpson	1992-05-18	UHC-61931-71	6359934670	3674 Church St, Las Vegas, NV, 89106	0.68	Two-digit birth year State name converted to code Whitespace trimmed Placeholder values cleared
ENR-132581	ENR	Ema Montgomary	1976-06-14	UHC-51502-75	6307811769	356 Pine Dr, Miami, FL, 33128	0.68	Phone reformatted Street suffix standardised Address re-cased State name converted to code
ENR-120352	ENR	Jesse D Schultz	1973-12-12	UHC-29889-78	5838717277	1059 Sage Ct, San Antonio, TX, 78274	0.68	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed
CLM-418702	CLM	Paul Martinez	1953-03-19	—	8315175723	2801 Grand Ave, Fresno, CA	0.68	State name converted to code ZIP missing Whitespace trimmed Placeholder values cleared
ENR-100121	ENR	Mark Z Burke	1994-05-26	UHC-86223-27	—	4572 Forest Ave, Nashville, TN, 37289	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-411199	CLM	Peter McCoy	2000-04-02	UHC-64916-39	8799884815	3108 Desert Sky Blvd, Columbus, OH, 43270	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
ENR-110112	ENR	Jennifer Harvey	1995-04-14	UHC-95867-94	—	2807 Lake View Rd, Miami, FL, 33182	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-125141	ENR	Emma O Ortiz	1971-11-06	UHC-32667-67	5709607041	3185 Park Pl, Houston, TX, 77054	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
TPA-51286	TPA	Mason Santos	1964-03-21	—	—	8308 Canyon Rd, Glendale, AZ, 85385	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
CLM-425065	CLM	Terry Watson	1944-11-06	—	9459152615	706 Forest Ave Apt 23, San Diego, CA, 92144	0.68	Phone reformatted Unit split from street State name converted to code Whitespace trimmed
CLM-406456	CLM	Jason S Ortiz	1967-02-28	UHC-90014-42	—	6807 Highland Ave, Chandler, AZ, 85236	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
CLM-421354	CLM	Jacuqeline R Siingh	1983-10-16	—	7268393172	8898 Forest Ave, Denver, CO, 80241	0.68	Name split from “Last, First”State name converted to code Whitespace trimmed Placeholder values cleared
ENR-115577	ENR	Roy T Ellis	1948-12-11	UHC-77583-75	—	4326 Camelback Rd, Houston, TX, 77063	0.68	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code
PRV-27945	PRV	Bryan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
CLM-414658	CLM	Sandra Taylor	2006-11-26	UHC-73410-51	—	93 Church St, Austin, TX	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared

9,084 rows, page 142 of 182Previous Next