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-401650	CLM	Doris Martin	1979-11-14	—	5788380145	2759 Ocean Ave, Scottsdale, AZ, 85299	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-425583	CLM	Mark Hernandez	2000-11-13	UHC-59408-49	9227518837	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407538	CLM	Virginia Yang	1988-08-28	—	6856039563	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-408074	CLM	Patricia Hart	1968-02-27	UHC-25844-23	5207986372	4869 Valley View Dr, Fresno, CA, 93764	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-422520	CLM	Helen Williams	1978-04-25	UHC-69324-22	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-406142	CLM	Tyler Knight	2002-04-27	UHC-41760-41	9055100879	6690 Elm St, Dallas, TX, 75215	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
CLM-415373	CLM	Jennifer Hansen	1966-04-08	UHC-70639-44	9743715662	—	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
CLM-431759	CLM	Peter Green	1992-07-18	—	6768991040	8788 Grand Ave, Las Vegas, NV, 89105	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418439	CLM	Megan Ford	2008-05-18	UHC-44478-63	7163555354	1688 Bayshore Dr, Columbus, OH, 43231	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-414127	CLM	George Augilar	1944-01-11	—	2772510291	—	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-413232	CLM	Ryan K Edwards	1968-08-14	UHC-00951-12	2522258706	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407284	CLM	Dylan Rojas	1974-10-07	—	8122884690	4391 Camelback Rd, Austin, TX, 78762	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-432752	CLM	Marcus H Fernandez	1997-10-04	UHC-69524-07	4979829474	1095 Hillcrest Rd, Tempe, AZ, 85298	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-410819	CLM	Mark T Harvey	1969-12-23	UHC-89999-98	7056355765	7633 Bayshore Dr, Los Angeles, CA, 90094	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-409435	CLM	Evelyn Owens	1967-10-17	—	7478204284	9133 River Rd, Gilbert, AZ, 85224	0.80	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased
CLM-419508	CLM	Ed P Montgomery	1953-05-27	UHC-32912-54	3934556474	1759 Camelback Rd, Fresno, CA, 93732	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-429718	CLM	Samantha Armstrong	1954-05-07	UHC-46849-18	4226324549	6687 Elm St, Denver, CO	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
CLM-427947	CLM	James Owens	1966-02-24	UHC-52508-51	2275331039	9781 Harbor Blvd, Phoenix, AZ, 85016	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-406237	CLM	Sharon Hanson	2000-07-07	UHC-65180-55	2427033344	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-432125	CLM	Ethan Reyes	1939-12-13	UHC-75336-04	3386410619	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-421522	CLM	Margaret Webb	1991-12-22	UHC-14111-05	5739297267	6037 Forest Ave, Atlanta, GA, 30317	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-429838	CLM	Rachel Taylor	2001-03-12	—	4766929842	5103 Indian School Rd # 560, Atlanta, GA, 30347	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-429945	CLM	Joshua Y Hamilton	1988-05-22	UHC-67263-28	2073495742	56 Baseline Rd, Plano, TX, 75083	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
CLM-431442	CLM	Emily Henderson	1966-08-08	—	8598035084	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-421469	CLM	Will Payne	1942-07-04	UHC-94750-48	2374010053	6262 Sunset Blvd, Charlotte, NC, 28204	0.80	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed
CLM-417075	CLM	Jerry Clark	2007-09-05	UHC-58298-85	3903716278	9738 Union St, Plano, TX	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
CLM-404997	CLM	Bruce Bowman	1939-02-28	UHC-63573-13	7594929949	3068 Pine Dr, Gilbert, AZ, 85240	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-405718	CLM	Edward Vazquez	1995-04-15	UHC-56813-67	4845612350	121 Willow Ct, Chandler, AZ, 85228	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-405240	CLM	Dorothy Moreno	1944-06-07	UHC-95806-45	8033658210	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-418361	CLM	Kyle Padilla	1983-10-02	UHC-83600-99	9539413714	9353 Valley View Dr, San Antonio, TX, 78227	0.80	Phone reformatted Member ID reformatted State code upper-cased Gender normalised
CLM-417921	CLM	Danielle Marinez	1968-05-07	UHC-20534-65	9492044825	2953 Valley View Dr # 525, Plano, TX, 75095	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-423501	CLM	Omar Silva	1962-06-26	UHC-10513-43	3564993674	4924 Mountain View Dr, Seattle, WA, 98179	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418398	CLM	Joshua Mldonado	1951-11-07	UHC-45475-17	5062740738	—	0.80	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed
CLM-416260	CLM	Heather Burton	2002-06-15	—	8534239768	308 Central Ave, Miami, FL, 33113	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
CLM-405277	CLM	Sophia Rojas	1998-07-08	UHC-02551-98	8635440636	2983 Canyon Rd, Columbus, OH, 43274	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426214	CLM	Nancy Peters	1996-11-07	—	9705776626	8113 Harbor Blvd, Chandler, AZ, 85237	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-424189	CLM	Teresa Murphy	1967-10-09	UHC-72939-67	3182236218	4268 Broadway, Mesa, AZ, 85269	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-407316	CLM	Elizabeth Smith	1980-06-08	UHC-74794-15	3299203468	6705 Sunset Blvd, Plano, TX, 75086	0.80	Phone reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
CLM-412412	CLM	Andrew Foster	1955-10-12	UHC-85895-32	6394265330	6503 Cedar Ln, Las Vegas, NV, 89173	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409809	CLM	Albert Williams	1960-08-14	—	6602675424	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-410450	CLM	Greg Ellis	1983-09-22	UHC-58508-62	5772557418	6057 Union St, Charlotte, NC, 28224	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-427105	CLM	Lori Burke	1960-03-14	UHC-84726-80	9582986080	—	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
CLM-402475	CLM	Karen R Simpson	1987-05-19	UHC-89737-33	8737022189	—	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-404332	CLM	Sharon Miller	1960-03-24	UHC-41797-44	8019652436	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
CLM-430818	CLM	David N Phillips	1938-01-10	UHC-54059-78	2213258949	7151 Spring St, Chandler, AZ, 85299	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-420627	CLM	Aisha P Nichols	1996-07-14	—	3228354209	9422 Baseline Rd, Orlando, FL	0.80	Name re-cased Phone reformatted ZIP missing Whitespace trimmed
CLM-413858	CLM	Justin Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.80	Name re-cased Date of birth reformatted Phone reformatted Gender normalised
CLM-424285	CLM	Aisha P Walker	1952-12-22	—	3002560759	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-415827	CLM	Judith Hill	2008-12-24	UHC-78055-75	8749091829	1866 Highland Ave, Columbus, OH, 43258	0.80	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-416874	CLM	Ralph Vega	1993-05-04	UHC-28916-39	9303055026	627 Ridge Rd, Phoenix, AZ, 85094	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared

11,960 rows, page 148 of 240Previous Next