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 “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
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-420012	CLM	Terry Cooper	1960-07-24	—	7869346996	6679 Sunset Blvd, Fresno, CA, 93752	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-418631	CLM	Anthony T Fyelds	2004-11-14	—	—	5227 Highland Ave, Jacksonville, FL, 32263	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-424151	CLM	Fatima Fisher	1971-07-19	UHC-13643-76	8483242784	740 Cedar Ln, Tucson, AZ, 85783	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-400039	CLM	Logan Knight	1950-01-05	—	7884603730	2818 Jefferson Ave, Glendale, AZ, 85341	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400040	CLM	Logan Knight	1950-01-05	—	7884603730	2818 Jefferson Ave, Glendale, AZ, 85341	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-417471	CLM	Bryan W Burke	1977-05-20	UHC-87931-70	—	3778 Oak St, Orlando, FL, 32892	0.66	Middle initial moved out of first name Name re-cased Phone missing area code Whitespace trimmed+1 more
CLM-432728	CLM	Juan Hal	1938-04-27	—	2688785537	3867 Hillcrest Rd, Houston, TX, 77020	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405724	CLM	Will Simpson	1999-12-22	—	—	4472 Baseline Rd, Scottsdale, AZ, 85240	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403530	CLM	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-424834	CLM	Joe Weaver	1989-10-27	UHC-65868-91	—	7990 Jefferson Ave, San Antonio, TX, 78245	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-408005	CLM	Amy Franklin	1995-06-08	—	—	2923 Washington St, Mesa, AZ	0.68	Name re-cased SSN last four extracted ZIP missing Placeholder values cleared
CLM-402069	CLM	Donald L Sims	1998-04-09	UHC-69817-94	—	—	0.68	Middle initial moved out of first name Name re-cased Gender normalised Placeholder values cleared
CLM-406479	CLM	Emily Austin	1958-02-05	—	—	3924 Mountain View Dr, San Antonio, TX	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
CLM-416334	CLM	Albert Parrk	1974-02-02	UHC-34842-61	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-409023	CLM	Maria Q Hansen	1939-04-07	—	—	1426 Washington St, Seattle, WA, 98139	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
CLM-427103	CLM	Joseph Gonzales	—	UHC-00602-46	—	8030 Elm St, Houston, TX, 77074	0.68	Name re-cased Date of birth missing Email lower-cased Gender normalised
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-401816	CLM	Russell Herrera	1993-02-03	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-417164	CLM	Joyce Q Medina	1948-12-10	UHC-72617-64	9742914813	9324 Jefferson Ave, Atlanta, GA, 30321	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-420821	CLM	Ralph Andrews	1946-09-20	UHC-36948-36	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-412549	CLM	Rachel Coleman	1949-10-19	UHC-34040-77	—	935 Meadow Ln, Atlanta, GA, 30376	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-415624	CLM	Donna Weaver	1955-03-14	—	—	9791 Park Pl, Austin, TX, 78756	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-416420	CLM	Bryan Rogers	1943-10-08	UHC-70108-52	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed
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-431578	CLM	Pamela Woods	1997-01-27	UHC-24441-51	—	5461 River Rd, Sacramento, CA, 95888	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Placeholder values cleared
CLM-416007	CLM	Brian M Lawrence	1981-07-24	UHC-44332-02	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-405932	CLM	Amber Oliver	1949-08-23	UHC-05224-51	5777948476	1841 Willow Ct, Scottsdale, AZ, 85236	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-415565	CLM	Fatima G Vasquez	1981-08-13	—	8245020799	3158 Valley View Dr, Los Angeles, CA, 90094	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
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-406696	CLM	Ana R Austin	—	UHC-98418-43	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-406697	CLM	Ana R Austin	—	UHC-98418-43	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
CLM-414465	CLM	William Allen	1953-06-12	UHC-46233-87	—	430 Highland Ave, Dallas, TX, 75267	0.68	Name re-cased Two-digit birth year Street suffix standardised Address re-cased
CLM-419240	CLM	Danielle Brooks	—	UHC-25272-64	5736317541	533 Maple Ave, Scottsdale, AZ, 85253	0.68	Name re-cased Date of birth unreadable Phone reformatted Gender normalised
CLM-426460	CLM	Cynthia D Cralson	1997-07-15	—	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-431322	CLM	Bradley Silva	2006-03-08	—	8055883195	7257 Broadway, Mesa, AZ, 85235	0.68	Name re-cased Two-digit birth year State name converted to code Placeholder values cleared
CLM-400874	CLM	Timohy Kelly	1989-07-01	UHC-36460-96	—	2193 Mountain View Dr, Seattle, WA, 98132	0.68	Name re-cased Two-digit birth year SSN last four extracted Placeholder values cleared
CLM-421104	CLM	Laura White	1957-09-20	UHC-39998-25	—	693 Lincoln Way, Houston, TX, 77007	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-401455	CLM	Aisha Allen	1938-10-20	—	—	6490 Baseline Rd, Minneapolis, MN	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-414168	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	5652 Meadow Ln, Sacramento, CA	0.68	Name re-cased State name converted to code ZIP missing Placeholder values cleared
CLM-422529	CLM	Carl H Hunter	1979-11-24	UHC-03931-77	—	8315 Mesa Dr, Tempe, AZ, 85248	0.68	Name re-cased SSN last four extracted State name converted to code Placeholder values cleared
CLM-414614	CLM	Beverly Collins	1978-09-17	—	3113439433	2916 Park Pl, Scottsdale, AZ, 85233	0.68	Name re-cased Street suffix standardised Address re-cased State name converted to code
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-410872	CLM	Thomas Luna	1986-04-10	UHC-64102-71	—	3916 Bayshore Dr, Houston, TX, 77025	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-426252	CLM	Thomas Anderson	1934-05-21	—	6514995572	5771 Canyon Rd, Sacramento, CA, 95855	0.68	Name re-cased State name converted to code ZIP+4 trimmed 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-429293	CLM	Ethan Ruiz	1968-03-27	—	—	9415 Willow Ct, Gilbert, AZ, 85215	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
CLM-425211	CLM	Andrea Q Hudon	—	UHC-74064-92	—	2166 Lake View Rd, Los Angeles, CA, 90067	0.68	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased
CLM-421381	CLM	Bekky Murray	2002-09-21	—	5055545687	6746 Lake View Rd, San Antonio, TX, 78273	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised

13,120 rows, page 78 of 263Previous Next