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-425023	CLM	Austin Bennett	1948-10-24	UHC-98289-93	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417311	CLM	Dot U Diaz	1979-02-20	UHC-81135-23	—	—	0.80	Name re-cased Two-digit birth year Plan code upper-cased Placeholder values cleared
CLM-424872	CLM	Alice Porter	1985-07-23	—	—	5235 Lake View Rd, Tempe, AZ, 85232	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-400459	CLM	Janice C Santiago	—	—	—	210 Highland Ave, Tucson, AZ, 85789	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-421801	CLM	Harold P Morales	1949-11-28	—	—	7282 Lake View Rd, Miami, FL, 33159	0.80	Name re-cased Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-403646	CLM	Scott Coleman	1981-11-07	UHC-13133-67	4019502072	5624 Meadow Ln, Glendale, AZ, 85380	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-432082	CLM	Keith Cruz	1946-01-14	—	—	7173 Apache Blvd, San Antonio, TX, 78295	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416607	CLM	Abigail Palmer	2007-09-23	UHC-54190-01	6482625506	5914 Palm Dr, Dallas, TX, 75235	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-431118	CLM	Sandra Patel	1949-08-26	—	—	1517 Park Pl, Nashville, TN, 37249	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-423298	CLM	Nathan Turner	1987-05-06	UHC-08557-62	—	528 Market St, Gilbert, AZ, 85275	0.80	Name re-cased Member ID reformatted Street suffix standardised Address re-cased
CLM-425701	CLM	Betty Willis	1958-07-17	UHC-87716-71	9513124114	2735 Cedar Ln, Houston, TX, 77086	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-416499	CLM	Alice Larson	1979-03-07	UHC-47376-36	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-417736	CLM	Wayne Castro	1950-09-06	—	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408973	CLM	Nicole Sullivan	1960-08-09	—	4922062641	6031 River Rd, Phoenix, AZ, 85079	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-423381	CLM	Laurra V Alvarado	1967-03-02	UHC-14487-86	4777190704	8940 Church St, Houston, TX, 77084	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-402272	CLM	Denny C Sanders	1982-03-12	—	—	4095 Meadow Ln, Nashville, TN, 37259	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-423744	CLM	Jordn Rice	1965-09-13	—	8926828107	8671 Forest Ave, Sacramento, CA, 95866	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-411350	CLM	Gerald E Bowman	1991-02-02	—	—	8942 Desert Sky Blvd, Glendale, AZ, 85372	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405755	CLM	Catherine Sullivan	1992-08-13	UHC-40995-22	—	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427575	CLM	Marccus N Hoffman	1967-09-20	UHC-57280-21	—	1328 Desert Sky Blvd, Tampa, FL, 33653	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414296	CLM	Camila I Ortiz	2008-06-21	UHC-05912-11	—	8674 Cedar Ln, Houston, TX, 77047	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-408785	CLM	Santiago Moore	—	—	5066140555	7197 Indian School Rd, Glendale, AZ, 85371	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-421456	CLM	Bruce Jensen	1965-06-05	UHC-93320-87	4064206829	9140 Oak St, San Diego, CA	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-420014	CLM	Terry Burns	1971-09-12	—	—	8343 Main St, Tampa, FL, 33601	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-432235	CLM	Aisha Gardner	1969-09-06	UHC-26182-08	—	8538 Hillcrest Rd, Sacramento, CA, 95884	0.80	Name re-cased Phone missing area code City re-cased Placeholder values cleared
CLM-404847	CLM	Frank Richards	1949-06-20	UHC-87366-39	—	7427 Union St # 125, Chandler, AZ, 85261	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-409441	CLM	Cinthia Castro	1981-10-06	—	—	1248 Sunset Blvd, Seattle, WA, 98189	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-405386	CLM	Isabella K Andrews	1959-10-19	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-431129	CLM	Sarah J Hamilton	—	UHC-22904-19	9303641898	4998 Sage Ct, Scottsdale, AZ, 85252	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-429951	CLM	Frances Hansen	1958-11-10	UHC-28727-85	—	1316 Ocean Ave, Houston, TX, 77016	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
CLM-400841	CLM	Nancy Lane	1944-12-15	—	—	7624 Main St, Columbus, OH, 43259	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-401991	CLM	Alvarado Sean	1974-11-08	UHC-95582-59	4724395793	3881 Palm Dr, Los Angeles, CA, 90000	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-424383	CLM	Richard N Chapman	1999-11-01	—	—	5513 Desert Sky Blvd, Plano, TX, 75012	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-418543	CLM	Natalie Alvarado	1990-02-08	UHC-29660-87	—	6392 Palm Dr, San Antonio, TX	0.80	Name re-cased Member ID reformatted ZIP missing Placeholder values cleared
CLM-400414	CLM	John Gardner	1947-11-06	UHC-45824-49	—	6299 Desert Sky Blvd, Austin, TX, 78722	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
CLM-408863	CLM	Jerry Crawford	1980-07-03	UHC-60376-73	9117180729	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Whitespace trimmed
CLM-413558	CLM	Rachel Lee	—	UHC-20804-03	—	—	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
CLM-414208	CLM	Natalie Nichols	2001-03-02	UHC-43855-55	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-415895	CLM	Virginiia Mejia	1986-09-13	UHC-32892-06	2128717470	6665 Lake View Rd, Austin, TX, 78706	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-426637	CLM	Jesse P Moreno	—	UHC-10876-97	7536730803	—	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
CLM-430810	CLM	Jordan Evans	1991-12-13	UHC-87973-57	4886798562	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414986	CLM	Eric Cooper	1969-04-02	UHC-23594-28	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
CLM-428480	CLM	Jack J James	1957-03-03	—	8956886950	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-403130	CLM	Aisha A Dixon	1945-08-08	UHC-81067-89	5978343199	4596 Ridge Rd, Sacramento, CA, 95802	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-410321	CLM	Mark Evans	—	UHC-79386-51	—	—	0.80	Name re-cased Date of birth missing Whitespace trimmed Placeholder values cleared
CLM-405347	CLM	Bryan Stevens	1968-08-25	—	6424924703	7061 Church St, Gilbert, AZ, 85210	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
CLM-431393	CLM	Joan Ruiz	1955-05-01	UHC-01996-90	—	—	0.80	Name re-cased Date of birth reformatted SSN last four extracted Placeholder values cleared
CLM-400617	CLM	Gry D Thompson	2003-12-24	UHC-81856-96	—	7150 Main St, Miami, FL, 33116	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
CLM-405473	CLM	Albert Olson	1947-11-08	UHC-39661-50	8178794171	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-420295	CLM	Susan Jackson	1985-02-10	—	5748993895	1342 Mountain View Dr # 681, Mesa, AZ, 85280	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared

13,120 rows, page 178 of 263Previous Next