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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-428553	CLM	Edward Shaw	1980-02-19	UHC-85465-64	—	1063 Cedar Ln, Scottsdale, AZ, 85268	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
CLM-406634	CLM	Jeffrey J Johnston	1959-01-26	UHC-07848-72	—	7404 Sunset Blvd, Atlanta, GA, 30336	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-419411	CLM	Debra Cox	1993-06-22	UHC-62132-15	—	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-412562	CLM	Ryan Martin	2008-09-08	UHC-11874-06	4108143067	—	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
CLM-425890	CLM	Randy Edwards	1967-04-07	UHC-90277-38	9118890062	1054 Washington St, Miami, FL, 33128	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-403996	CLM	Omar Stewart	1954-07-03	UHC-95053-34	—	7497 Washington St, Gilbert, AZ, 85296	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-401166	CLM	Natalie C Chavez	1950-11-12	UHC-93945-67	—	2832 Jefferson Ave, Austin, TX, 78789	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413621	CLM	Carlos Le	1944-10-15	UHC-07359-80	—	7655 Lake View Rd, Charlotte, NC, 28252	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-411721	CLM	Denise H Ross	1975-07-10	UHC-51808-48	3056469510	—	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-413645	CLM	Diana Y Weaver	2001-11-18	UHC-47288-85	—	7705 Park Pl, Miami, FL, 33157	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424221	CLM	Lucia Baker	2008-04-25	UHC-00790-82	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-405357	CLM	Albert J Li	1973-10-24	UHC-19977-98	9639072435	1364 Park Pl, Charlotte, NC, 28264	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400458	CLM	Janice Santiago	1940-08-07	UHC-59241-87	4093028714	5231 Oak St, Jacksonville, FL	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP missing
CLM-431671	CLM	Jacqueline Singh	2006-02-07	UHC-97988-09	—	4215 Church St, Tampa, FL, 33693	0.80	Phone missing area code Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-428494	CLM	Tyler Peters	2001-11-01	UHC-32643-22	—	1544 Market St, Fresno, CA, 93738	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413836	CLM	Tyler Gardner	1995-06-13	UHC-36316-34	6889289513	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-417834	CLM	Hannah Porter	1991-06-15	UHC-63800-64	3564612216	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-431762	CLM	Rebecca Espinoza	1954-12-27	UHC-91958-97	—	—	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-405497	CLM	Ahmed Bailey	1978-05-10	UHC-12383-43	—	5091 Broadway, Atlanta, GA, 30310	0.80	Name split from “Last, First”Member ID reformatted Address re-cased Placeholder values cleared
CLM-410245	CLM	Bradley Hall	1978-05-24	UHC-81797-93	—	1877 Lincoln Way, Phoenix, AZ, 85054	0.80	Member ID reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-431697	CLM	Lauren James	1959-12-23	UHC-88606-72	6405143845	147 Ocean Ave, Fresno, CA, 93754	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-431696	CLM	Lauren James	1959-12-23	UHC-88606-72	6405143845	147 Ocean Ave, Fresno, CA, 93754	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-403111	CLM	Christina Meyer	1955-03-22	UHC-19804-16	—	2100 Meadow Ln, Los Angeles, CA, 90039	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416618	CLM	Logan Alvarado	1997-07-02	UHC-87265-64	8288139378	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430682	CLM	Dennis Delgado	—	UHC-37047-84	3788984725	7235 Bayshore Dr, Fresno, CA, 93725	0.80	Date of birth missing Phone reformatted Member ID reformatted Placeholder values cleared
CLM-430681	CLM	Dennis Delgado	—	UHC-37047-84	3788984725	7235 Bayshore Dr, Fresno, CA, 93725	0.80	Date of birth missing Phone reformatted Member ID reformatted Placeholder values cleared
CLM-429468	CLM	Larry Morgan	1971-01-28	UHC-96302-08	—	6143 Oak St, Tucson, AZ, 85794	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-428293	CLM	Wayne V Ray	2003-12-15	UHC-38341-12	2209994971	1480 Jefferson Ave Apt 7, Dallas, TX, 75296	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared
CLM-405358	CLM	Albert Li	—	UHC-19977-98	—	—	0.80	Name re-cased Date of birth unreadable Member ID reformatted Placeholder values cleared
CLM-411387	CLM	Mateo Medina	1950-03-15	UHC-80796-72	—	5639 Willow Ct, Sacramento, CA, 95805	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-430163	CLM	Ray Catsillo	1944-12-19	UHC-29214-49	—	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406047	CLM	Mark Larson	1976-09-05	UHC-25685-61	—	6151 Palm Dr, Sacramento, CA, 95882	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431082	CLM	Ortega Bryan	1959-02-07	UHC-63848-87	—	6900 Union St, San Antonio, TX, 78226	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412561	CLM	Anthony Harrison	1983-09-08	UHC-10947-62	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-400675	CLM	Hannah Rice	—	UHC-84078-38	—	—	0.80	Name re-cased Date of birth missing Member ID reformatted Placeholder values cleared
CLM-417196	CLM	Amber Harvey	1998-10-18	UHC-45573-36	—	6154 Main St, Dallas, TX, 75275	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-417908	CLM	Nicholas Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ, 85085	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-411010	CLM	Teresa Richards	1985-08-22	UHC-83111-34	2689870712	808 Canyon Rd, Tampa, FL, 33661	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-400033	CLM	Lauren Williams	2002-07-08	UHC-33359-92	2732873430	—	0.80	Date of birth reformatted Member ID reformatted Gender normalised Plan code upper-cased
CLM-414784	CLM	Santos Bradley	1975-08-20	UHC-83853-05	—	326 Forest Ave, San Diego, CA, 92144	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-431845	CLM	Doris K Martinez	1969-08-11	UHC-96353-84	8837165670	788 Maple Ave, Plano, TX, 75029	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-402187	CLM	Theresa West	—	UHC-07177-15	4497337976	—	0.80	Date of birth unreadable Phone reformatted Member ID reformatted Placeholder values cleared
CLM-408228	CLM	Herrera Nathan	1939-07-21	UHC-38983-05	—	621 Lincoln Way, Gilbert, AZ, 85256	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418695	CLM	Alexis Jimenez	1971-09-20	UHC-20281-74	—	1687 Desert Sky Blvd, Miami, FL, 33106	0.80	Member ID reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-426843	CLM	Vincent King	1948-08-14	UHC-03496-99	—	5963 Valley View Dr, Tucson, AZ, 85712	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-429368	CLM	Victoria Kelly	1973-01-09	UHC-21186-40	—	3621 Sage Ct, Los Angeles, CA, 90025	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424349	CLM	Teresa Thompson	1988-10-23	UHC-51683-44	2478514923	3780 Mountain View Dr, Tempe, AZ, 85262	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-411467	CLM	Nicole Elliott	1954-07-08	UHC-60817-81	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425058	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed
CLM-425059	CLM	Debra Schmidt	1941-08-21	UHC-39182-52	6785129037	1984 Jefferson Ave, Tempe, AZ	0.80	Name re-cased Member ID reformatted ZIP missing Whitespace trimmed

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