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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23751	PRV	Luis Harper	1954-02-19	UHC-25060-78	2319227326	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-130678	ENR	Amber Willis	—	UHC-07211-06	8049432313	9561 Mountain View Dr, Sacramento, CA, 95848	0.68	Date of birth reformatted Date of birth unreadable Gender normalised Whitespace trimmed
ENR-101157	ENR	Omar U McDonald	1957-06-04	UHC-70145-28	8775407256	3532 River Rd, Columbus, OH, 43230	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
CLM-427969	CLM	Hannah Bell	1960-01-21	UHC-89444-27	9192858875	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-105262	ENR	Judy Gomez	1977-08-18	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.68	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised
ENR-127891	ENR	Samuel V Aguilar	1945-10-21	UHC-17837-77	4072594636	3030 Indian School Rd, Minneapolis, MN, 55418	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
ENR-142412	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-142411	ENR	Laura Dunn	1946-12-16	UHC-26938-12	6499871583	8726 Apache Blvd Apt 20, Plano, TX, 75092	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
TPA-55034	TPA	Tran Brenda	1994-10-17	—	—	9506 Lake View Rd Apt 23, Tucson, AZ, 85739	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
CLM-401041	CLM	Ana E Barnes	1955-12-26	UHC-78790-02	—	8964 Mesa Dr, Eden Prairie, MN, 55357	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-429710	CLM	Robert Walker	1988-05-09	UHC-76321-65	6718262407	1063 Mesa Dr, San Antonio, TX, 78249	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-62897	TPA	Bruce Q Wilson	2007-09-09	—	—	2098 Baseline Rd, Tampa, FL, 33668	0.68	City re-cased State name converted to code Gender normalised Placeholder values cleared
TPA-55552	TPA	Sarah Singh	2004-10-21	—	—	6395 Bayshore Dr, Nashville, TN, 37224	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-113286	ENR	Katherine Gonzalez	1970-12-15	UHC-21227-53	4488686436	7550 Cedar Ln, Eden Prairie, MN, 55384	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
PRV-23312	PRV	Linda Smith	1989-09-17	UHC-68199-20	8909450678	6905 Hillcrest Rd, Tempe, AZ, 85222	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
ENR-141684	ENR	Ashley Singh	1989-04-01	UHC-07698-10	—	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-141685	ENR	Ashley Singh	1989-04-01	UHC-07698-10	—	2149 Desert Sky Blvd, Tucson, AZ, 85766	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-409191	CLM	Jerry Rojas	1995-09-22	—	—	4528 Maple Ave, Mesa, AZ, 85293	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409192	CLM	Jerry Rojas	1995-09-22	—	—	4528 Maple Ave, Mesa, AZ, 85293	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-129885	ENR	Kathleen Alvarado	2006-09-04	—	9107986533	1905 Sage Ct, Columbus, OH, 43226	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-102655	ENR	Logan M Kelley	1961-01-06	UHC-70541-28	6499959533	6460 Sunset Blvd, Phoenix, AZ, 85068	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-426153	CLM	Tyler Webb	1969-11-25	UHC-69644-36	—	9487 River Rd, Mesa, AZ, 85212	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-123347	ENR	Victoria Sullivan	1962-10-11	UHC-47130-90	—	8680 Camelback Rd, Tempe, AZ, 85206	0.68	Date of birth reformatted SSN last four extracted Email lower-cased Gender normalised
ENR-134742	ENR	Jasse W Freeman	2001-09-26	UHC-54492-80	3432921075	3400 Grand Ave, Tucson, AZ, 85753	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed
CLM-411112	CLM	Albert T Burton	1982-06-17	UHC-66153-74	5863607460	9508 Mesa Dr, Denver, CO, 80277	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
ENR-139658	ENR	Victoria Howard	2008-06-17	UHC-48661-29	4384164458	8632 Forest Ave, Austin, TX, 78778	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-413706	CLM	Beverly Ruiz	1972-02-15	—	—	159 Church St, Tempe, AZ, 85289	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-135433	ENR	Joe Dean	2006-12-13	UHC-39253-08	—	2090 Ridge Rd, Phoenix, AZ, 85043	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-100901	ENR	Albert Garcia	2005-12-03	UHC-00522-38	6398422614	9514 Mountain View Dr, Minneapolis, MN, 55451	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-115168	ENR	Beverly U Herrera	1980-11-28	UHC-28703-46	6635678952	5827 Cedar Ln, Nashville, TN, 37226	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
TPA-59615	TPA	Julie Carroll	1953-12-25	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-104749	ENR	Santiago Ferguson	1959-12-01	UHC-37057-84	8105563227	6259 Pine Dr, Seattle, WA, 98197	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
ENR-104748	ENR	Santiago Ferguson	1959-12-01	UHC-37057-84	8105563227	6259 Pine Dr, Seattle, WA, 98197	0.68	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised
TPA-59975	TPA	Dennis Hill	1956-09-17	—	—	1492 Ridge Rd, Houston, TX, 77057	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-111847	ENR	Arjun Q Rios	1960-01-03	UHC-79934-17	4575892079	5434 Union St, Chandler, AZ, 85290	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-124769	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
ENR-124770	ENR	Marylyn P Garrett	1941-06-07	UHC-31011-55	2395611866	2901 Cedar Ln, San Diego, CA, 92177	0.68	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised
TPA-59674	TPA	Juan Morrison	1942-06-03	—	8823937301	917 Cedar Ln, Jacksonville, FL, 32263	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-138442	ENR	Bryan D Franklin	1991-07-15	UHC-34943-87	—	6066 Maple Ave, Seattle, WA, 98192	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-423341	CLM	Robert Watkins	2001-07-07	UHC-29270-37	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
CLM-427681	CLM	Karen Carr	2004-09-19	UHC-18067-47	—	3110 Ocean Ave, Las Vegas, NV, 89151	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-427725	CLM	Albert C Delgado	1939-08-14	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-108744	ENR	Adams Frank	1982-12-08	UHC-78584-61	6516430068	710 Broadway, Las Vegas, NV, 89142	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-108835	ENR	Jessica Reynolds	1996-09-28	UHC-43535-05	—	6963 Bayshore Dr, Eden Prairie, MN	0.68	Date of birth reformatted ZIP missing Gender normalised Whitespace trimmed
ENR-119343	ENR	Lawrence Grant	1939-02-09	UHC-09561-66	2764125268	1732 Pine Dr, Nashville, TN, 37286	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-416574	CLM	Ethan Welch	1949-09-13	UHC-59122-39	—	1962 Mesa Dr, San Antonio, TX, 78221	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-429443	CLM	Megan Luna	1962-09-26	UHC-51148-57	—	5143 Hillcrest Rd, Scottsdale, AZ, 85259	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-409876	CLM	Jason Guerrero	1949-07-19	UHC-14738-35	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-139726	ENR	Anna K Knight	1952-02-05	UHC-17139-80	4494658264	523 Valley View Dr, Sacramento, CA, 95866	0.68	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised
ENR-122837	ENR	Anna A Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised

16,828 rows, page 241 of 337Previous Next