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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-411152	CLM	Meggan Burke	1939-06-11	—	5245844456	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-417685	CLM	Amy Evans	1967-05-21	—	4207141903	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414577	CLM	Elizabeth Ford	1952-04-22	UHC-42418-43	7818621540	137 Elm St Apt 11, Plano, TX, 75085	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-428080	CLM	Teresa Vargas	1944-05-14	UHC-52653-73	3254399943	8464 Broadway, Los Angeles, CA, 90090	0.80	Name re-cased Phone reformatted Member ID reformatted State name converted to code
CLM-415615	CLM	Jeffrey Herrera	1945-10-11	UHC-02192-05	8706834922	96 Spring St, Seattle, WA, 98168	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-404491	CLM	Jon V Cunningham	1988-01-15	—	8528182373	8972 Union St, Minneapolis, MN, 55470	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-414665	CLM	Gary Bryatn	2003-09-22	UHC-95416-52	5177028284	8554 Meadow Ln, Tucson, AZ, 85761	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-412671	CLM	Roger Olson	1989-08-11	UHC-20745-75	6112875139	5700 Market St, Plano, TX, 75023	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-417753	CLM	Pierce S Heather	1966-05-21	UHC-91470-77	5685013498	3017 Ocean Ave, Minneapolis, MN	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
CLM-420346	CLM	Sean R Paidlla	1952-08-23	UHC-71398-04	2802396017	1293 Harbor Blvd, Eden Prairie, MN, 55346	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-417177	CLM	Brian Elliott	1941-06-17	—	9166184592	4640 Harbor Blvd, Mesa, AZ, 85246	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-401436	CLM	Sharon K Hall	1974-12-27	—	2765653804	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-411639	CLM	Anna Dominguez	1988-01-08	—	7637036214	1499 Indian School Rd, Seattle, WA	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-403995	CLM	Virginia Cook	2007-06-17	—	3443404000	9174 Forest Ave, Plano, TX, 75020	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413590	CLM	Ahmed Hayes	1995-10-10	—	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-406780	CLM	Donna V Russell	1996-11-19	—	3658973097	—	0.80	Name split from “Last, First”Phone reformatted Email lower-cased Placeholder values cleared
CLM-427179	CLM	Steven D Vargas	2003-11-24	UHC-01681-94	5014179606	1102 Bayshore Dr, Minneapolis, MN, 55428	0.80	Middle initial moved out of first name Name re-cased Phone reformatted Placeholder values cleared
CLM-402713	CLM	Kayla Gardner	1963-11-25	—	9552960036	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-408858	CLM	Luis Cox	1959-05-26	—	6024799918	3779 Grand Ave, Tampa, FL, 33614	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409409	CLM	Larry Bradley	1943-04-15	—	4824612325	4938 Pine Dr, Gilbert, AZ, 85233	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431290	CLM	Roy Ortiz	1995-04-07	—	7566682215	6507 Bayshore Dr, Austin, TX, 78737	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-417694	CLM	George Perez	1969-01-24	UHC-59062-50	9469226873	8873 Indian School Rd, Las Vegas, NV, 89190	0.80	Phone reformatted Email lower-cased Gender normalised Placeholder values cleared
CLM-426425	CLM	Amanda Weber	1939-09-08	—	9142764637	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
CLM-420133	CLM	Gerald Hayes	1989-05-21	UHC-56156-16	3733192138	6065 Oak St, Charlotte, NC, 28248	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408275	CLM	Debra Fuller	1993-07-20	UHC-42995-06	5689833222	4128 Mountain View Dr, Chandler, AZ, 85223	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425253	CLM	Sophia Hunt	1997-11-18	UHC-36645-75	8958267404	5141 Valley View Dr, Phoenix, AZ, 85027	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400190	CLM	Jean A Torres	1997-05-05	—	8117865780	2059 Camelback Rd, Houston, TX, 77025	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-422344	CLM	Martha I Dixon	—	—	7392825747	6794 Park Pl, Atlanta, GA, 30377	0.80	Name re-cased Date of birth unreadable Phone reformatted Placeholder values cleared
CLM-430651	CLM	George Hughes	1957-09-12	UHC-74485-63	5837205436	2144 Hillcrest Rd, San Diego, CA, 92144	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430652	CLM	George Hughes	1957-09-12	UHC-74485-63	5837205436	2144 Hillcrest Rd, San Diego, CA, 92144	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416310	CLM	Camila Vargas	2001-07-17	—	4423890275	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421936	CLM	Wei P Fields	1959-12-24	—	2186784775	5344 Church St, Los Angeles, CA, 90051	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-424045	CLM	Alexander Robertson	—	UHC-20832-08	5566865045	7728 Lincoln Way, Chandler, AZ, 85222	0.80	Name re-cased Date of birth unreadable Phone reformatted City re-cased
CLM-402259	CLM	Andrea Gonzales	1995-10-14	—	7945796537	6530 Lake View Rd Apt 32, San Diego, CA, 92149	0.80	Phone reformatted Unit split from street Email lower-cased Placeholder values cleared
CLM-412999	CLM	Jean B Graham	1961-08-15	UHC-91965-70	2056761681	1653 Ridge Rd, Tampa, FL, 33658	0.80	Two-digit birth year Phone reformatted City re-cased Placeholder values cleared
CLM-426997	CLM	Mateo Morgan	1991-11-13	UHC-70721-13	7566602508	7118 Desert Sky Blvd, Gilbert, AZ, 85271	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-427823	CLM	Donna Ramos	1995-10-06	—	7827236431	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-427067	CLM	San A Gordon	1948-09-19	—	6269540392	9787 Canyon Rd, Mesa, AZ, 85272	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-402167	CLM	Benjamin Cruz	2007-06-05	—	6485979573	7853 Pine Dr, Tampa, FL, 33624	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-400811	CLM	Brandon Russell	1944-07-24	—	8886806197	7081 Main St, Jacksonville, FL, 32262	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-409691	CLM	Christian Woods	1949-11-26	UHC-54667-79	4828551573	9237 Main St, Plano, TX, 75076	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-423894	CLM	Ahmed H Jordan	1957-09-07	UHC-80312-48	4343134073	—	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-411188	CLM	Johnny Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL, 32873	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-411187	CLM	Johnny Gomez	1958-03-19	UHC-49320-75	5354630642	5201 Park Pl, Orlando, FL, 32873	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-409195	CLM	Sandra B Gibson	1955-12-24	UHC-13846-52	8628386025	8415 Union St, San Antonio, TX	0.80	Date of birth reformatted Phone reformatted ZIP missing Whitespace trimmed
CLM-426243	CLM	Helen Wagner	1999-06-21	UHC-75791-40	5417787587	7248 Union St, Atlanta, GA, 30341	0.80	Phone reformatted City re-cased Gender normalised Placeholder values cleared
CLM-401882	CLM	Carl Boyd	1943-03-19	UHC-14674-10	8078821043	8732 Jefferson Ave, Fresno, CA, 93797	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-411144	CLM	Brian U Powell	1972-03-11	UHC-93282-35	6553298627	3656 Sunset Blvd, Minneapolis, MN, 55439	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-413893	CLM	Anna Ellis	1967-11-23	UHC-86115-09	8544600979	4372 Lake View Rd # 123, Sacramento, CA, 95841	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-427582	CLM	Ralph Peterson	1995-08-04	—	4588571984	1958 Market St, Sacramento, CA, 95883	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

11,960 rows, page 160 of 240Previous Next