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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423440	CLM	Jacob Harvey	1991-02-10	UHC-30103-80	3422132751	9345 Main St Apt 38, San Diego, CA, 92168	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418964	CLM	Wei Greene	1945-01-21	—	9613863042	63 Lincoln Way, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-428785	CLM	Christina Dominguez	1985-09-15	UHC-80528-85	—	949 Pine Dr, Dallas, TX, 75251	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401592	CLM	Kathryn Schmidt	1956-10-09	UHC-18595-46	—	5650 Pine Dr, Tucson, AZ, 85714	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400057	CLM	Lara Hamilton	1956-01-17	—	2047051289	7386 River Rd, Las Vegas, NV, 89191	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-425777	CLM	Lnida Butler	—	UHC-41974-42	7433734203	735 Apache Blvd, Atlanta, GA, 30368	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-400201	CLM	Roger Ortiz	1970-12-19	—	—	7441 Bayshore Dr, Minneapolis, MN, 55411	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416745	CLM	Lisa Reid	—	UHC-20648-68	—	4559 Apache Blvd, Las Vegas, NV, 89120	0.64	Date of birth unreadable Street suffix standardised Address re-cased Plan code upper-cased+2 more
CLM-422408	CLM	Jack F Garza	1966-10-12	UHC-71666-67	—	363 Bayshore Dr, Las Vegas, NV, 89178	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
CLM-423750	CLM	Julia Myers	2001-03-08	UHC-12935-90	9365067662	7917 Desert Sky Blvd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425992	CLM	Theresa Cunningham	1960-10-09	—	8568901024	3066 Indian School Rd, Austin, TX, 78738	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-416161	CLM	Camila Kennedy	1956-10-21	UHC-20024-09	—	8467 Mesa Dr, Seattle, WA, 98144	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416281	CLM	Megan Mendez	1980-08-24	UHC-42944-94	4423146963	5609 Forest Ave # 243, Phoenix, AZ, 85010	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-407799	CLM	Lisa Berry	1993-11-04	UHC-31792-15	—	1455 Harbor Blvd, Minneapolis, MN, 55495	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427989	CLM	Sharon Gilbert	2003-05-14	—	—	1467 Meadow Ln, Glendale, AZ, 85332	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-419662	CLM	Robert Webb	1999-07-16	UHC-71122-27	—	7762 Mountain View Dr, Las Vegas, NV	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-413774	CLM	Aaron Bailey	1938-10-12	UHC-83010-96	3414456706	3294 Elm St, Eden Prairie, MN, 55325	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-412828	CLM	Charlotte Washington	2007-01-27	UHC-47321-13	—	7562 Union St, Seattle, WA, 98172	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-425602	CLM	Madison Martin	1960-07-24	UHC-79970-57	—	1902 Camelback Rd, Denver, CO, 80218	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419020	CLM	Gregory Tucker	2003-03-19	—	—	8139 Forest Ave, San Diego, CA, 92163	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407495	CLM	Martha Weaver	1978-08-11	UHC-63216-91	—	7449 Jefferson Ave, Scottsdale, AZ, 85226	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416645	CLM	Marcus Johnston	1957-01-12	UHC-13149-50	4234305655	7914 Meadow Ln, Las Vegas, NV, 89167	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411271	CLM	Stephanie Hayes	1982-06-25	—	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-412989	CLM	Jeremy Castillo	1981-09-28	—	—	3847 Grand Ave, Tempe, AZ, 85235	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-400116	CLM	Bobby X Silva	1965-06-25	UHC-38822-20	—	2830 Main St, Glendale, AZ, 85360	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424896	CLM	Frank Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St, Phoenix, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-410809	CLM	Nicole Richardson	2008-09-22	—	7257076485	2529 Canyon Rd, Houston, TX, 77064	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400653	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-400652	CLM	Arjun Lucas	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-421336	CLM	Ruth Moreno	1997-07-27	UHC-85063-05	—	8785 River Rd, Austin, TX, 78727	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-407258	CLM	Lucia Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-414045	CLM	Steve L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr, Denver, CO, 80244	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408363	CLM	Albert Herrera	1979-02-01	UHC-78925-85	—	5972 Baseline Rd, Charlotte, NC, 28221	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-402102	CLM	Jordan Brton	1954-08-28	—	9786668728	8433 Washington St # 906, Tempe, AZ, 85288	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-404887	CLM	Jordan Ramirez	1995-11-26	UHC-27987-27	8045672997	1597 Harbor Blvd, Mesa, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-404942	CLM	Russell F Morales	1969-02-22	—	2543228009	4402 Desert Sky Blvd # 269, Tucson, AZ, 85744	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-414392	CLM	Gregory Cruz	2004-09-18	—	6396616977	8123 Hillcrest Rd, Denver, CO, 80241	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427979	CLM	Abigail Rios	1979-05-26	UHC-06532-92	7957894652	5815 Bayshore Dr, San Antonio, TX, 78296	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-410772	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	—	5319 Meadow Ln, Dallas, TX, 75235	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-425749	CLM	Saar Robertson	1962-04-12	UHC-65179-24	—	910 Forest Ave, Phoenix, AZ, 85005	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-427737	CLM	Lucia Huughes	1939-07-22	UHC-07805-06	3725976654	3294 Lake View Rd, Atlanta, GA, 30345	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-403676	CLM	Gerald Ford	1951-09-22	UHC-48495-37	5188659389	6239 Oak St, Phoenix, AZ, 85053	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420797	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-420798	CLM	Jack Kelley	1960-05-05	—	—	6336 Spring St, Austin, TX, 78736	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-409595	CLM	Isabella Parker	1955-02-11	UHC-22975-41	—	3506 Grand Ave, Glendale, AZ, 85339	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-400978	CLM	Camila Rogers	2004-02-15	—	8248373567	811 Hillcrest Rd, Miami, FL, 33103	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-413470	CLM	Anan Carr	1972-11-13	—	4513187275	7558 Central Ave, Phoenix, AZ, 85025	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-425936	CLM	Karen Romero	1986-03-19	UHC-81131-34	—	6696 Spring St, Denver, CO, 80276	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-412283	CLM	Kathleen A Bryant	1993-08-19	UHC-97131-90	—	5236 Mesa Dr, Scottsdale, AZ, 85288	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-427958	CLM	Tersea Henry	1938-05-12	UHC-74516-29	—	1546 Hillcrest Rd # 168, San Antonio, TX, 78283	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more

16,411 rows, page 113 of 329Previous Next