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
CLM-423558	CLM	David Brooks	1939-05-06	UHC-87270-42	—	5972 Jefferson Ave, Jacksonville, FL, 32262	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-117563	ENR	Aaron N Larson	1963-12-24	UHC-22371-27	8713711158	6922 Grand Ave, Glendale, AZ, 85321	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-54730	TPA	Bobby Price	1980-05-25	—	9138244449	9033 Ocean Ave, Las Vegas, NV, 89186	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-427459	CLM	Donna Graham	1976-06-12	UHC-00728-71	7767305430	1770 Oak St, Miami, FL, 33104	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-425301	CLM	Theresa Rios	1950-03-14	—	4963687225	9833 Park Pl, Tempe, AZ, 85259	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417523	CLM	Michelle Green	1975-07-07	—	9615165351	9862 Maple Ave, Gilbert, AZ, 85250	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
CLM-400954	CLM	Camila Santos	1951-11-20	—	6823136559	4386 Lake View Rd, Seattle, WA, 98115	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
TPA-52742	TPA	Ronald Reed	1947-10-26	—	—	9356 Forest Ave, Jacksonville, FL, 32254	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+2 more
ENR-113529	ENR	Jesse Cox	1947-11-19	UHC-86746-72	9643631563	123 Valley View Dr, Phoenix, AZ, 85009	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58704	TPA	Frakn Crawford	1956-03-28	—	2973393821	964 Ocean Ave, Jacksonville, FL	0.64	Name re-cased ZIP missing Email lower-cased Gender normalised+2 more
ENR-128537	ENR	Brenda W Edwards	1966-12-10	UHC-73573-09	8634794468	5077 Hillcrest Rd, Charlotte, NC, 28204	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140325	ENR	Angela I Nelson	1947-08-01	UHC-42015-33	3872735798	2170 Apache Blvd, Gilbert, AZ, 85235	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26506	PRV	Alexander Turner	1965-08-27	—	3384743391	429 Pine Dr, Sacramento, CA, 95897	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135292	ENR	Aaron K Vazquez	2004-03-06	UHC-28889-32	6893100538	1357 Maple Ave, Columbus, OH, 43230	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-409161	CLM	Mary Rivera	1951-04-24	UHC-91758-33	—	3566 Central Ave, Las Vegas, NV, 89152	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-140696	ENR	Julie N Guerrero	1976-02-13	UHC-36502-86	9008893494	3375 Apache Blvd, Sacramento, CA, 95822	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57383	TPA	Ralph Sullivan	1944-12-18	—	—	19 Washington St, Orlando, FL, 32867	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-128278	ENR	Brittany C Richardson	1992-04-08	UHC-85550-72	3652940002	4591 Lincoln Way, Tucson, AZ, 85731	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-411401	CLM	Emma Harrison	1939-12-13	UHC-39812-09	—	1925 Mountain View Dr, Miami, FL, 33123	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118813	ENR	Kathleen C Knight	1981-08-22	UHC-60314-10	2336873624	3149 Park Pl, Dallas, TX, 75204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22406	PRV	Austin C Tucker	2004-03-02	UHC-85356-51	8785571233	6741 Cedar Ln, Tampa, FL, 33621	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51411	TPA	Adma Burke	1940-09-04	—	—	1835 Hillcrest Rd, Nashville, TN, 37249	0.64	Name re-cased Two-digit birth year City re-cased Gender normalised+2 more
ENR-142817	ENR	Jacqueline X Rogers	1972-07-03	UHC-40625-48	9178587586	8721 Ridge Rd, Scottsdale, AZ, 85297	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425696	CLM	Diego Vasquez	1979-11-06	—	8195964943	8166 Ocean Ave, Miami, FL, 33198	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421488	CLM	Phiilip B Simmons	1967-10-13	UHC-94170-33	—	4893 Maple Ave, Eden Prairie, MN, 55379	0.64	Name re-cased City re-cased State name converted to code Gender normalised+2 more
CLM-419881	CLM	Elizabeth Dunn	2003-09-28	—	—	6988 Mesa Dr, Seattle, WA, 98197	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-409116	CLM	Eugene Edwards	2006-06-04	—	9755309843	3717 Mesa Dr, Plano, TX, 75078	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122497	ENR	Alice B Graham	2002-10-08	UHC-35055-31	4902038393	1877 Forest Ave, Seattle, WA, 98129	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62703	TPA	Patricia Colleman	1958-05-18	—	6429868458	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-104408	ENR	Brian C Castillo	1966-06-21	UHC-33506-03	3507824371	5969 Willow Ct, Austin, TX, 78750	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406193	CLM	Fatima R Perkins	1992-04-14	UHC-00138-75	6414426679	107 Central Ave, Jacksonville, FL, 32210	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-20274	PRV	Mary Payne	1948-01-25	—	3318008869	2881 Apache Blvd, Seattle, WA, 98120	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130243	ENR	Raymond Collins	1971-03-26	UHC-04176-72	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109983	ENR	Barbara Rojas	1974-05-22	UHC-91769-61	3116896591	8037 Church St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-402164	CLM	Brenda Campbell	2004-07-04	UHC-47470-58	5679285712	9082 Lincoln Way, Houston, TX, 77028	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-132971	ENR	Jacqueline Hayes	1983-05-03	UHC-23251-29	7257805430	5066 Oak St, Charlotte, NC, 28269	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136778	ENR	Sharon R Hoffman	1974-03-02	UHC-28654-06	9793912008	342 Baseline Rd, Mesa, AZ, 85209	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-401060	CLM	Charles Hunter	1989-06-08	UHC-17944-90	5238736858	5023 Elm St, Tempe, AZ, 85267	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-421347	CLM	Benjamin Dean	1952-07-17	—	—	2589 Church St, Dallas, TX, 75278	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-105092	ENR	Grace R Chavez	2000-08-04	UHC-47838-28	9876321302	2225 Hillcrest Rd, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101301	ENR	Arthur Greene	1989-09-25	UHC-22003-20	6736540329	34 Baseline Rd, Seattle, WA, 98180	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120420	ENR	Sean Stephens	1940-03-05	UHC-47949-16	2133591012	6061 Grand Ave, Orlando, FL, 32881	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106605	ENR	Lawrence Lynch	1962-08-16	UHC-89282-74	8245778964	3963 Washington St, Orlando, FL, 32870	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-101866	ENR	Rebecca Jacobs	1993-02-24	UHC-27599-54	9668486900	7259 Highland Ave, Jacksonville, FL, 32237	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-419034	CLM	Barbara Espinoza	1953-03-07	UHC-74131-02	9274297274	1702 Lincoln Way, Jacksonville, FL, 32214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23495	PRV	Kyle Harvey	1976-10-27	UHC-55261-28	8904271769	4135 Sage Ct, San Diego, CA, 92196	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60766	TPA	Dennis Ford	1939-10-12	—	—	8159 Desert Sky Blvd, Fresno, CA, 93752	0.64	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+2 more
CLM-416460	CLM	Jonathan H Mason	1958-03-06	UHC-16686-90	—	8561 Mesa Dr, Minneapolis, MN, 55467	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-411385	CLM	Nathan Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+2 more
CLM-429830	CLM	Brandon Valdez	1941-03-13	UHC-15383-35	7915389560	6227 Apache Blvd, Denver, CO	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more

16,828 rows, page 181 of 337Previous Next