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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126495	ENR	Dennis Woods	—	UHC-68746-10	3012181871	5741 Mesa Dr, Tucson, AZ, 85763	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-104984	ENR	Joesph Z Simmons	1942-01-14	UHC-82187-94	9504454872	6762 Valley View Dr, Charlotte, NC, 28248	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22801	PRV	Aisha Stephens	1996-04-17	—	7065044094	2778 Valley View Dr, Minneapolis, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
CLM-401187	CLM	Joe Crawford	1977-07-08	UHC-55441-33	—	1032 Sunset Blvd, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401186	CLM	Joe Crawford	1977-07-08	UHC-55441-33	—	1032 Sunset Blvd, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27927	PRV	Jose Mendez	1975-02-15	—	6693119260	2541 Canyon Rd, Orlando, FL, 32862	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124594	ENR	Sam J Oliver	1968-03-01	UHC-41801-41	—	3743 Church St, Houston, TX, 77089	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-412148	CLM	Roger O Bishop	1958-03-26	UHC-15509-76	—	695 Canyon Rd, Austin, TX, 78798	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134868	ENR	Barbara Chen	1975-12-11	UHC-51837-54	5172429448	454 Spring St, Sacramento, CA, 95803	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-24233	PRV	Margaret U Vazquez	1999-05-22	UHC-51429-18	—	5357 Central Ave, San Antonio, TX, 78296	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-111480	ENR	Carlos P Li	1979-07-08	UHC-60268-18	9654796057	8294 Grand Ave, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53332	TPA	Willie Robinson	1992-04-01	—	5023689952	3045 Lake View Rd, Seattle, WA, 98185	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403611	CLM	Joseph Cunningham	1939-09-10	—	9199684150	979 Bayshore Dr, Minneapolis, MN, 55495	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132543	ENR	Alan Obrien	1961-03-02	UHC-95481-89	5413450956	2792 Bayshore Dr, Atlanta, GA, 30391	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-106389	ENR	Lucia W Simmons	2004-04-01	UHC-50716-66	9276652851	696 Valley View Dr, Jacksonville, FL, 32286	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-129514	ENR	Jonh N Lynch	2002-02-23	UHC-31180-51	5496253261	9804 Indian School Rd, Tucson, AZ, 85740	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108468	ENR	Sophia H Marquez	1986-09-01	UHC-21684-62	4003906829	6786 Meadow Ln, Fresno, CA, 93755	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-408258	CLM	Walteer Weber	1988-01-16	—	—	3286 Hillcrest Rd, Dallas, TX, 75290	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102923	ENR	Alan Y Gomez	1970-09-14	UHC-96329-04	4996750420	4112 Central Ave, Plano, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27870	PRV	Charlotte X Jordan	1983-07-23	UHC-36937-84	7169515293	4790 Bayshore Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-20644	PRV	Bradley Anderson	1976-07-24	—	4063021271	5819 Forest Ave, Las Vegas, NV	0.62	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
TPA-57918	TPA	Janice Greene	1986-08-15	—	—	3408 Spring St Apt 5, Sacramento, CA, 95829	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408199	CLM	Theresa P Torres	1990-03-18	UHC-55258-87	—	4431 Highland Ave # 930, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-131622	ENR	Johny Weber	1948-05-24	UHC-69576-96	6656597999	2499 Palm Dr # 587, Dallas, TX, 75298	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110384	ENR	Noah Edwards	1972-07-04	UHC-12310-14	9478814147	7980 Baseline Rd, Houston, TX, 77075	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126709	ENR	Christopher Z Ortega	2006-06-19	UHC-06039-73	6253350169	9815 Bayshore Dr, Charlotte, NC, 28268	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27671	PRV	Reed T Cheryl	1984-06-12	—	—	984 Meadow Ln, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-411545	CLM	Maria Snyder	1966-05-27	UHC-84820-97	8448780896	5805 Mountain View Dr # 934, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-63412	TPA	Michael Wilson	1955-10-15	—	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-119150	ENR	Kenneth O Kelly	1986-08-06	UHC-11634-34	5334640680	3483 Hillcrest Rd, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425022	CLM	Austin Bennett	1948-10-24	—	2318273358	7038 Mesa Dr, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120877	ENR	Christopher O Freeman	1977-06-08	UHC-34571-07	3706933421	8397 Oak St, Chandler, AZ, 85260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101020	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404129	CLM	Cheryl Simmons	2002-12-17	UHC-92867-01	—	3156 Baseline Rd, Sacramento, CA, 95896	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-404027	CLM	Jeffrey Padilla	1977-04-04	UHC-92939-82	—	7220 Main St, Tampa, FL, 33639	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-105408	ENR	Maria Dunn	1964-08-17	UHC-04782-32	—	3948 Hillcrest Rd, Fresno, CA, 93772	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
PRV-20844	PRV	Carol Snyder	1966-06-27	—	—	6212 Baseline Rd, Las Vegas, NV, 89100	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-64277	TPA	Charles Nunez	1953-05-25	—	—	1663 Mesa Dr, Seattle, WA, 98179	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418777	CLM	Richard Hicks	1987-02-15	—	—	6440 River Rd Apt 15, Eden Prairie, MN, 55321	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-131914	ENR	Isabella V Adams	—	—	5678714566	5521 Church St, Jacksonville, FL, 32276	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
PRV-25814	PRV	Lawrence P Harvey	1948-01-13	—	3252292733	455 Canyon Rd, Los Angeles, CA, 90051	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140922	ENR	Marcus M Nelson	1990-02-05	UHC-78032-35	5155676352	1732 Park Pl, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-27467	PRV	Jean Long	1952-07-08	—	2228756796	6765 Spring St, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27466	PRV	Jean Long	1952-07-08	—	2228756796	6765 Spring St, Mesa, AZ, 85238	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59165	TPA	Sara Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51826	TPA	Matthew Day	1949-03-08	—	3868458370	4162 Cedar Ln, Tempe, AZ, 85261	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-432010	CLM	Lisa Knight	2000-08-02	UHC-55792-79	—	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412542	CLM	Debra Powell	1945-02-07	—	7948101299	4358 Forest Ave, Tampa, FL, 33622	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50719	TPA	Lauren Parker	1986-10-21	—	8495108221	4890 Ocean Ave, San Antonio, TX, 78243	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

39,996 rows, page 160 of 800Previous Next