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

Claims, flag “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-427238	CLM	Russell King	1946-12-11	—	7872580235	9139 Willow Ct Apt 32, Fresno, CA, 93734	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-403678	CLM	Frank P Williamson	1938-10-13	—	—	5825 Forest Ave # 233, Los Angeles, CA, 90091	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-430594	CLM	Susan Laarson	1966-04-24	—	9407838231	8213 Indian School Rd # 994, Orlando, FL, 32859	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-415231	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-415232	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-432366	CLM	Maria Russll	1983-12-05	—	7836836817	9682 Meadow Ln # 706, Sacramento, CA, 95810	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-408712	CLM	John D Maldonado	1993-03-17	—	—	5787 Apache Blvd # 608, Seattle, WA, 98128	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-416827	CLM	Melissa Daniels	1998-01-01	UHC-79454-55	—	7050 Lincoln Way # 530, Los Angeles, CA, 90070	0.68	Date of birth reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-429630	CLM	Amber Banks	1975-11-16	—	5278166212	2815 Lincoln Way # 936, Fresno, CA, 93792	0.68	Phone reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-409565	CLM	Linda Parker	1947-11-06	—	—	5542 Sunset Blvd Apt 16, Minneapolis, MN, 55455	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-427598	CLM	Price S Jennfer	1965-04-26	UHC-20738-60	—	5802 Washington St # 611, Phoenix, AZ, 85030	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-432292	CLM	Nathan Hernandez	—	UHC-99827-06	—	7224 Cedar Ln # 282, Columbus, OH, 43227	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-415322	CLM	Wayne Jackson	1952-12-22	UHC-06505-43	—	4411 Willow Ct # 221, Dallas, TX, 75290	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
CLM-404630	CLM	Jacqueline Bailey	1939-06-16	—	—	6908 Park Pl Apt 2, Las Vegas, NV, 89169	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-422715	CLM	Albert Hughes	1942-06-20	UHC-56108-84	2625017162	6509 Apache Blvd # 517, Tucson, AZ, 85710	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-432249	CLM	Alan S Lynch	1959-07-02	UHC-97250-45	3839226600	7020 Elm St # 345, Orlando, FL, 32886	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-416953	CLM	Olivia Padilla	2001-03-03	UHC-79554-60	—	847 Market St # 623, Tempe, AZ	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
CLM-407775	CLM	David Marsall	2008-01-19	UHC-85434-85	—	4602 Forest Ave Apt 22, Atlanta, GA, 30389	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-413523	CLM	George Gomez	1947-02-03	—	—	5861 Highland Ave Apt 26, Glendale, AZ, 85390	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-401150	CLM	Albert Wods	1954-07-09	—	9056557520	1380 Harbor Blvd # 374, Denver, CO, 80213	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-411970	CLM	Niocle Vasquez	1951-02-03	—	—	1687 Mesa Dr Apt 33, Scottsdale, AZ, 85258	0.68	Date of birth reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-407111	CLM	Pamela Mitchell	1997-11-08	UHC-76970-81	—	5418 River Rd Apt 26, Phoenix, AZ, 85073	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-415273	CLM	Kimberly Marquez	1942-05-15	—	9042302544	1432 Valley View Dr # 146, Las Vegas, NV, 89170	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
CLM-418833	CLM	Henry Scott	1959-07-01	—	—	6046 Baseline Rd # 381, Denver, CO, 80268	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
CLM-410412	CLM	Teresa Myers	1966-05-12	—	—	3439 Pine Dr # 847, Tucson, AZ, 85763	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432164	CLM	Rachel Holmes	1982-08-28	—	—	9194 Desert Sky Blvd Apt 19, Los Angeles, CA, 90001	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-401058	CLM	Charles Hunter	1989-06-08	—	—	5023 Elm St Apt 4, Tempe, AZ, 85267	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
CLM-406540	CLM	Christopher Owens	1988-11-07	UHC-06809-20	—	5084 Broadway # 916, Gilbert, AZ, 85246	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429923	CLM	Stephen Freeman	1991-10-18	UHC-40496-41	—	1765 Spring St # 190, Atlanta, GA, 30398	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-418728	CLM	Catherine Smith	1969-04-03	UHC-24248-33	—	6032 Market St Apt 31, Dallas, TX, 75299	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
CLM-410518	CLM	Diego M Martin	2007-11-05	—	—	2849 Apache Blvd # 993, Orlando, FL, 32872	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-414662	CLM	Sue Carr	2004-06-19	—	—	8577 Spring St # 711, Charlotte, NC, 28263	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-402682	CLM	Alan Jacobs	1988-10-28	UHC-31939-59	—	7390 Desert Sky Blvd # 755, Eden Prairie, MN, 55388	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
CLM-420756	CLM	Jacob Maldonado	1996-07-26	UHC-78781-64	—	4546 Ridge Rd Apt 30, San Diego, CA, 92121	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-404106	CLM	Emily X Jenkins	2001-03-17	—	8436494979	7216 Canyon Rd # 969, Austin, TX, 78700	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
CLM-409640	CLM	Willie P Hoffman	1963-05-05	—	—	5145 Mesa Dr # 694, Denver, CO, 80241	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-405081	CLM	Sofia Fuller	1956-08-14	—	—	9744 Cedar Ln # 821, Tucson, AZ, 85784	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
CLM-409467	CLM	Sara E Boyd	1944-07-08	UHC-17819-97	—	6365 Sage Ct # 465, Scottsdale, AZ, 85281	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
CLM-414705	CLM	Cynthia Green	1979-06-21	UHC-66762-67	—	1316 Jefferson Ave Apt 29, Orlando, FL, 32883	0.68	Member ID reformatted Unit split from street State name converted to code Placeholder values cleared
CLM-427646	CLM	Sofia Arnold	1973-09-13	UHC-41265-38	6218378889	423 Market St # 601, Sacramento, CA, 95843	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-406907	CLM	Lauren Moore	1988-05-28	UHC-05013-55	4105489520	8085 Spring St # 934, Tempe, AZ, 85217	0.68	Name re-cased Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-402562	CLM	Melissa Black	1988-07-05	—	8829433229	2435 Meadow Ln Apt 16, Eden Prairie, MN, 55353	0.68	Name split from “Last, First”Phone reformatted Unit split from street Placeholder values cleared
CLM-413079	CLM	Kathryn Moreno	1988-12-02	—	—	9188 Grand Ave Apt 11, Columbus, OH, 43239	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-418151	CLM	Christine Boyd	1960-02-28	—	—	7777 Elm St # 849, Jacksonville, FL, 32244	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-424370	CLM	Peter F Alvarez	1972-06-19	—	—	1142 Church St Apt 34, Tempe, AZ, 85263	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400346	CLM	Eugene Campbell	1951-03-21	UHC-94513-70	—	9531 Central Ave # 147, Atlanta, GA, 30370	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-428577	CLM	Harold Sandoval	2006-12-28	UHC-13759-35	—	3094 Mountain View Dr Apt 8, Jacksonville, FL, 32288	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
CLM-413016	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St # 849, Scottsdale, AZ, 85282	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
CLM-422019	CLM	Cynthia Kelley	1951-10-26	—	3355513245	2490 Meadow Ln Apt 28, Sacramento, CA	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
CLM-421861	CLM	Judith Murray	—	UHC-15847-88	—	235 Main St # 245, Columbus, OH, 43289	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared

2,038 rows, page 31 of 41Previous Next