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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-430454	CLM	Ralph L Phillips	1983-08-09	UHC-05137-74	—	6178 Park Pl, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407659	CLM	Sarah B Ford	1998-10-01	UHC-23807-49	8177010911	7721 Maple Ave, Phoenix, AZ, 85088	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118672	ENR	Jonathan Roberts	1992-11-16	UHC-61724-28	7599278215	9440 Harbor Blvd, San Diego, CA, 92103	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100638	ENR	Virginia Gibson	1959-11-11	UHC-43822-84	2536849939	2972 Jefferson Ave, Orlando, FL, 32886	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415545	CLM	Andy Romero	1986-01-06	—	—	7154 Highland Ave, Charlotte, NC, 28210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-51498	TPA	Oivia Hart	1943-06-07	—	—	2743 Meadow Ln # 668, San Diego, CA, 92145	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405668	CLM	Henry Larson	2005-10-19	UHC-00409-57	6215021280	3319 Maple Ave, Jacksonville, FL, 32204	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24782	PRV	Danielle King	1982-05-23	—	6984437672	6050 Park Pl, Fresno, CA, 93707	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118643	ENR	Maria S Hicks	1978-05-15	UHC-96300-61	9593067115	4991 Lake View Rd, Houston, TX, 77048	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-400195	CLM	Andrea R Mendoza	1949-05-24	UHC-31553-52	—	3821 Willow Ct, Denver, CO, 80230	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57086	TPA	Janice Taylor	1963-03-26	—	3198756413	3353 Canyon Rd Apt 4, Eden Prairie, MN, 55397	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-64192	TPA	Angela Ortiz	1957-07-23	—	—	8747 Oak St, Phoenix, AZ, 85041	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-410517	CLM	James Burke	1984-04-13	UHC-15512-71	4768982074	2643 Park Pl, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139637	ENR	Larry Moreno	1959-04-27	UHC-74516-27	—	6676 Oak St, Tempe, AZ, 85271	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136031	ENR	Lauren E Howell	1955-11-11	UHC-02859-87	7164019163	5487 Meadow Ln, Sacramento, CA, 95899	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52884	TPA	James Gordon	1988-04-11	UHC-45160-16	—	9822 Highland Ave, Tempe, AZ, 85243	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103300	ENR	Brian A Foster	1958-02-21	UHC-43884-73	5567946570	4475 Ocean Ave, Dallas, TX, 75290	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21986	PRV	Janice K Alexander	2008-05-23	UHC-43589-03	8874523752	8708 Central Ave, Sacramento, CA, 95832	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-60061	TPA	Amanda Hall	1938-02-04	—	—	4950 Willow Ct, Austin, TX, 78702	0.62	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
CLM-409372	CLM	Gerald Ramirez	1975-05-28	UHC-09097-49	—	7735 Ridge Rd, Nashville, TN, 37236	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-405262	CLM	Helen Simmmons	—	—	4919270856	711 Oak St, Eden Prairie, MN, 55377	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
CLM-426970	CLM	Wei K Ruiz	1962-05-15	UHC-43378-20	4914342973	4731 Canyon Rd, Sacramento, CA, 95879	0.62	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426763	CLM	Brian Stone	1973-10-20	—	—	1030 Highland Ave, San Diego, CA	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-112402	ENR	Anna W Hicks	2000-07-28	UHC-76951-41	2747125621	4474 Valley View Dr, Minneapolis, MN, 55404	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-426647	CLM	Lori Lucas	1987-09-03	UHC-85098-51	—	699 Spring St, Los Angeles, CA, 90097	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121066	ENR	Sharon A Valdez	1983-05-27	UHC-61180-43	8279762605	5645 Highland Ave Apt 17, Phoenix, AZ, 85000	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-140166	ENR	Jonathan Thompson	1997-02-10	UHC-39861-05	5674603208	6515 Pine Dr # 502, Jacksonville, FL, 32264	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-409126	CLM	Jenny Bradley	1986-09-17	UHC-27870-32	4868409963	8203 Park Pl, Houston, TX, 77044	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-413902	CLM	Justin Johnsno	2003-07-03	—	6656228532	4490 Palm Dr, Tempe, AZ, 85293	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-26982	PRV	Ashley Wong	1981-05-08	UHC-65191-42	4245107653	3178 Baseline Rd, Houston, TX, 77083	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-52907	TPA	Donald Herrera	1997-10-22	—	2574529558	9786 Central Ave # 996, Minneapolis, MN, 55448	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-404182	CLM	Christina Austin	1968-05-12	UHC-18686-11	7348546609	1879 Forest Ave, Orlando, FL, 32880	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27269	PRV	Diane Stephens	1971-04-01	UHC-27084-18	3586056108	2642 Highland Ave, Chandler, AZ, 85222	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413366	CLM	TeresaJunk	2002-02-28	UHC-70614-27	—	421 Camelback Rd, Fresno, CA, 93710	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-404271	CLM	Nancy Williams	1978-09-28	—	—	6186 Grand Ave, Las Vegas, NV, 89145	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-402945	CLM	Frances Bailey	1996-09-28	—	—	8364 Park Pl, Nashville, TN, 37226	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-423918	CLM	Alice Meyer	1980-10-04	UHC-24459-46	4118073364	7448 Mesa Dr Apt 38, Chandler, AZ, 85272	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-410629	CLM	Ronald Olson	1939-10-04	UHC-08656-71	—	9584 Maple Ave, Dallas, TX, 75248	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-419857	CLM	George Garza	1954-05-23	—	—	9721 Indian School Rd, Dallas, TX, 75291	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102891	ENR	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	8445 Lake View Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-100255	ENR	Austin R Hart	1961-05-21	UHC-05343-73	9712668899	6027 Apache Blvd, Mesa, AZ, 85259	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-421379	CLM	Dylan Bowman	1984-06-22	—	—	2383 Cedar Ln, Jacksonville, FL, 32237	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401950	CLM	Rachel Duncan	1956-12-06	UHC-69533-34	—	696 Sage Ct, Los Angeles, CA, 90016	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-50206	TPA	Santiago M Peters	1999-11-21	—	—	8248 Willow Ct, San Antonio, TX, 78210	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430086	CLM	Amy Butler	1959-06-20	—	—	1003 Harbor Blvd, Tucson, AZ, 85753	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134636	ENR	Santiago C Lewis	1975-02-03	UHC-07351-67	2308332714	9229 Hillcrest Rd, Atlanta, GA, 30314	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111829	ENR	Jacob Garrett	1939-12-09	UHC-86308-51	8695829637	5038 Desert Sky Blvd, Austin, TX, 78716	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103072	ENR	Jackie Freeman	1945-01-21	UHC-86599-81	2419134654	8928 Union St, Austin, TX, 78733	0.62	Name re-cased Member ID reformatted City re-cased ZIP+4 trimmed+3 more
TPA-53349	TPA	Sofia Castro	1999-02-28	—	8704668083	3667 Cedar Ln, Charlotte, NC, 28253	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-21377	PRV	Peter Clark	1947-06-08	UHC-99363-17	6056117774	275 Cedar Ln # 442, Denver, CO, 80294	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more

71,257 rows, page 224 of 1,426Previous Next