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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-419702	CLM	Jesse V Pena	1982-07-12	UHC-77062-43	—	9522 Oak St, Las Vegas, NV, 89171	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-414783	CLM	Bradley Santos	1975-08-20	UHC-83853-05	—	326 Forest Ave, San Diego, CA, 92144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401886	CLM	Brandon M Fox	2005-04-28	—	6766099405	267 Camelback Rd, Plano, TX, 75032	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408452	CLM	Christine Porter	1989-09-25	UHC-92458-92	2055904854	426 Valley View Dr, Austin, TX, 78752	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402106	CLM	Theresa Harper	1943-02-25	UHC-74940-37	6358134116	4015 Highland Ave, Fresno, CA, 93718	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425911	CLM	Aisha Lupez	1971-03-03	—	—	24 Desert Sky Blvd, Chandler, AZ, 85260	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404348	CLM	Kathleen Cruz	1967-10-10	UHC-59287-85	—	9570 Church St, San Diego, CA, 92175	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-417632	CLM	Walter Gray	1982-03-01	UHC-31744-18	8963925398	4202 Camelback Rd, Atlanta, GA, 30336	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-426909	CLM	Jessica Mejia	2002-10-23	UHC-87470-48	6846784659	7277 Meadow Ln, Los Angeles, CA, 90010	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404571	CLM	Susan Perez	1949-07-28	UHC-63932-33	—	4019 Sage Ct, Nashville, TN, 37255	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-415691	CLM	Bryan Scott	1969-06-16	UHC-62566-01	—	7540 Jefferson Ave, Chandler, AZ, 85242	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-430023	CLM	Mason Santiago	1989-12-06	—	6545214348	3907 Sage Ct, Denver, CO, 80231	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
CLM-409567	CLM	Debra Mitchell	1988-07-23	—	3883379800	7275 Lincoln Way, Las Vegas, NV, 89180	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430734	CLM	Jesse Bryant	1948-07-25	UHC-24474-58	5714282738	9551 Sunset Blvd, Los Angeles, CA, 90089	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406321	CLM	Stephanie Vrgas	1954-12-15	UHC-28941-55	7878145246	8288 Mountain View Dr, Tucson, AZ, 85760	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413212	CLM	Frances L Fields	1952-11-04	UHC-96648-95	—	565 Main St, Tempe, AZ, 85239	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427886	CLM	Mei Barnes	1983-09-01	UHC-41645-34	—	9240 Baseline Rd, Phoenix, AZ, 85012	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411753	CLM	Emily B Thompson	1964-02-27	UHC-60492-22	—	7291 Mesa Dr, Charlotte, NC, 28216	0.76	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-425700	CLM	William Banks	1997-09-07	UHC-17248-72	8925982915	7392 River Rd, Orlando, FL, 32852	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432504	CLM	Lucia Lucas	1942-09-22	UHC-27200-83	8948411569	6590 Grand Ave, Sacramento, CA, 95827	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426211	CLM	Relph Murphy	2001-05-06	UHC-70362-84	—	5314 Palm Dr, Seattle, WA, 98110	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407612	CLM	Willie Robinson	1992-04-01	UHC-02317-39	5023689952	3045 Lake View Rd, Seattle, WA, 98185	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432035	CLM	Tommy Singh	1993-01-03	UHC-07213-66	8783815404	279 Apache Blvd, Houston, TX, 77072	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-432518	CLM	Joe L Stevens	1952-07-16	—	—	6977 Apache Blvd, Seattle, WA, 98174	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419190	CLM	Austin Clark	2007-06-05	UHC-09557-64	5915446811	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-408249	CLM	Jacqueline Morgan	2005-03-07	UHC-18123-57	—	6138 Canyon Rd, Las Vegas, NV, 89144	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-402463	CLM	Randy P Rodriguez	2004-02-16	UHC-13394-18	—	577 Central Ave, Jacksonville, FL, 32221	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426261	CLM	Julia Carlson	1963-11-18	UHC-47137-69	7506452381	4096 Central Ave, Gilbert, AZ, 85215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407444	CLM	Elijah Aguilar	1996-12-19	UHC-11836-39	—	1294 Sage Ct, Jacksonville, FL, 32292	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424700	CLM	Linda Wilson	1989-11-08	UHC-89184-84	—	1678 Church St, Fresno, CA, 93790	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-401232	CLM	Matthews Shirley	1944-06-25	—	—	1366 Sage Ct, Las Vegas, NV, 89133	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-421711	CLM	Lauura Ellis	1991-10-28	—	2612654691	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
CLM-431647	CLM	Drew Hoffman	2004-01-28	UHC-49164-75	—	8112 Meadow Ln, Tampa, FL, 33690	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-414904	CLM	James Albert	1962-11-11	UHC-00467-13	—	2638 Forest Ave, Tempe, AZ, 85266	0.76	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-428802	CLM	Ed Simpson	1974-09-14	—	2796159432	8389 Valley View Dr, Scottsdale, AZ, 85203	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426679	CLM	Rachel Fowler	1961-06-04	—	9838192153	8131 Sunset Blvd, Phoenix, AZ, 85069	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432602	CLM	Mari Prry	1959-07-07	UHC-21303-62	—	7211 Lake View Rd, Scottsdale, AZ, 85256	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-410237	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-410238	CLM	Sarah Wright	2007-07-09	UHC-88130-96	5374213025	3671 Sunset Blvd, Nashville, TN, 37271	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-428902	CLM	Matthew Kelly	1981-02-20	—	—	5109 Hillcrest Rd, Sacramento, CA, 95884	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417298	CLM	Lawrence Chapman	1975-10-20	UHC-16649-11	—	3172 Ocean Ave, Austin, TX, 78770	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407874	CLM	Amber Smith	1988-08-06	UHC-70500-58	3348595388	5727 Market St, Las Vegas, NV, 89193	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413250	CLM	Susan Adams	1992-09-01	UHC-39910-13	—	8014 Valley View Dr, Minneapolis, MN, 55410	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-406710	CLM	Mairana Simmons	1954-11-18	—	—	5200 Desert Sky Blvd, Tempe, AZ, 85279	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
CLM-430335	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-411963	CLM	Isabella Chavez	2003-06-15	—	2196597734	1867 Washington St, Nashville, TN, 37245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426724	CLM	Frances Mitchell	2005-07-02	UHC-57642-07	6332193229	4268 Valley View Dr, Tampa, FL, 33620	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-432037	CLM	Jack H Spencer	1949-11-24	—	—	2289 Central Ave, Dallas, TX, 75272	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-416370	CLM	Lisa Rice	1975-07-12	UHC-13130-09	—	1330 Ridge Rd, Phoenix, AZ, 85094	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-411885	CLM	Mariana Park	2000-05-15	UHC-57556-96	3823530792	491 Sage Ct, Dallas, TX, 75221	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more

10,559 rows, page 79 of 212Previous Next