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-411660	CLM	Valentina Burke	1940-09-27	UHC-83580-65	2634147041	5368 Elm St, Gilbert, AZ, 85217	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-424351	CLM	Dennis Bradley	1944-01-12	—	7836394413	2195 Park Pl, Plano, TX, 75024	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406072	CLM	Amy Morris	1950-01-21	UHC-22208-49	3172801482	9661 Broadway, Minneapolis, MN, 55498	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-402835	CLM	Isabella Robrtson	1986-03-18	UHC-58329-99	3403881795	3669 Bayshore Dr, San Antonio, TX, 78252	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415039	CLM	Danielle F Kelley	2003-01-07	—	9042489215	3285 Forest Ave, Fresno, CA, 93715	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-400820	CLM	Sarah Garrett	1982-06-22	—	2517175277	9114 Indian School Rd, San Diego, CA, 92186	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401972	CLM	Walter Palmer	1979-12-15	—	7997496707	3447 Ridge Rd, Tempe, AZ, 85235	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409463	CLM	Luis West	1971-02-19	UHC-57737-68	7952276883	8772 Lincoln Way, Fresno, CA	0.78	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
CLM-405341	CLM	Arjun Nunez	1967-01-13	UHC-00482-13	5899143537	1279 Bayshore Dr, Nashville, TN, 37214	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406288	CLM	Kayla Franklin	1997-12-15	UHC-54119-79	8419148797	2458 Sunset Blvd, Tucson, AZ, 85779	0.78	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed+1 more
CLM-408307	CLM	Abigail Marshall	1943-09-25	UHC-76851-39	6475203297	8253 Desert Sky Blvd, Dallas, TX, 75264	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414339	CLM	Lucia V Welch	1983-09-18	UHC-74680-11	5945630677	1802 Spring St, Mesa, AZ, 85213	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429120	CLM	Larry Taylor	1939-04-10	—	9124901348	3402 Ocean Ave, Tampa, FL, 33652	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-401406	CLM	Helen Hill	1997-07-06	UHC-07235-61	2025847068	795 Pine Dr, Fresno, CA, 93798	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-419090	CLM	Theresa Little	1994-03-22	—	3026793784	8899 Maple Ave, Charlotte, NC, 28210	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-410348	CLM	Diana Mills	1941-03-15	—	9715193934	3531 Market St, Austin, TX, 78771	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-402738	CLM	Thomas Nelson	1942-02-19	UHC-93004-63	3589653285	9609 Lincoln Way, Charlotte, NC, 28202	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-421338	CLM	Stephanie Alvarado	1994-11-24	—	9217919909	7956 Camelback Rd, Las Vegas, NV, 89197	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418652	CLM	Carol K Singh	1997-02-14	—	5752674334	5749 Canyon Rd, Las Vegas, NV, 89107	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420458	CLM	Samantha I Torres	1954-08-20	—	8505440145	5874 Sunset Blvd, Austin, TX, 78717	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404509	CLM	Daniel Allen	1944-11-27	—	2332238726	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-411413	CLM	Scott N Elliott	1983-11-11	UHC-82085-28	5012428848	5169 Broadway, Austin, TX, 78704	0.78	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+1 more
CLM-420483	CLM	Christina Armstrong	1977-06-05	UHC-85233-33	6675606643	7060 Park Pl, Las Vegas, NV, 89113	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418811	CLM	Alice Vazquez	1939-02-06	—	6018924404	9804 Indian School Rd, Seattle, WA, 98183	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417877	CLM	Nathan Cole	1958-07-27	UHC-77282-78	8604055720	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-401599	CLM	Gregory Williamson	1942-02-03	UHC-62492-19	2918086349	9673 Ocean Ave, Houston, TX, 77003	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415839	CLM	Angela Cok	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413537	CLM	Betty Bennett	1972-12-08	UHC-09862-50	2777843314	1451 Main St # 491, Tampa, FL, 33605	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-410553	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	815 Highland Ave Apt 15, Eden Prairie, MN, 55386	0.78	Phone reformatted Unit split from street City re-cased Whitespace trimmed+1 more
CLM-409378	CLM	Michael Vazquez	1987-03-09	UHC-05778-78	4785078993	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-416921	CLM	Lauren Bryant	1961-05-04	—	9455408977	5494 Harbor Blvd, Atlanta, GA, 30323	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431730	CLM	Elizabeth Pierce	1970-02-24	UHC-88301-75	8745917377	1754 Union St, Atlanta, GA, 30337	0.78	Name re-cased Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-417014	CLM	Judy Henderson	2005-11-10	UHC-30219-86	8574103686	3662 Maple Ave, Fresno, CA, 93797	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428275	CLM	Pamela Edwards	2002-04-27	UHC-56282-29	7928686247	6075 Meadow Ln, Mesa, AZ, 85215	0.78	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-426986	CLM	Christine Hunter	1957-07-13	UHC-88464-16	4334537850	7386 Forest Ave, Jacksonville, FL, 32228	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431220	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-431221	CLM	Donna Morris	2003-07-27	UHC-81537-62	5336851073	7992 Elm St, Nashville, TN, 37284	0.78	Phone reformatted City re-cased State name converted to code Whitespace trimmed+1 more
CLM-418106	CLM	Melissa Padilla	—	—	2992239486	—	0.78	Name re-cased Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-411972	CLM	Jesze Contreras	1998-12-20	—	4163750386	1322 Mountain View Dr, Columbus, OH, 43232	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401477	CLM	Austin Stevens	1992-06-12	UHC-53338-41	7376688370	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418229	CLM	Jean K Singh	1951-03-25	UHC-61363-09	4426005971	6624 Hillcrest Rd, Phoenix, AZ, 85054	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-421477	CLM	Betty Cooper	2000-08-23	UHC-83087-08	8498672884	2201 Broadway # 600, Miami, FL, 33145	0.78	Phone reformatted Unit split from street Address re-cased Whitespace trimmed+1 more
CLM-432633	CLM	Mateo Bleck	1994-09-12	—	3126194905	1266 Jefferson Ave, Tucson, AZ, 85722	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-416093	CLM	Sophia Morrison	1973-09-01	UHC-01730-23	5002870664	8156 Highland Ave, Eden Prairie, MN, 55306	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-432081	CLM	Keith Cruz	1946-01-14	—	8117629109	7173 Apache Blvd, San Antonio, TX, 78295	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409139	CLM	Bruce Adams	1942-10-15	—	5028319225	6011 Main St, Sacramento, CA, 95824	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427064	CLM	Santiago Garcia	1962-01-10	UHC-07974-07	8355253960	203 Park Pl, Nashville, TN, 37243	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-419610	CLM	Logan Miller	1959-06-03	—	2243926533	4889 River Rd, Miami, FL, 33161	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-407670	CLM	Christopher Diaz	1940-11-27	UHC-69730-93	4618652343	3368 Oak St, Mesa, AZ, 85218	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-409978	CLM	Priya Dixon	1976-03-20	UHC-24326-31	5154865831	2543 Cedar Ln, Tucson, AZ, 85742	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more

11,960 rows, page 121 of 240Previous Next