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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402522	CLM	Mary Shaw	1961-12-27	UHC-19721-07	—	958 Palm Dr # 393, Denver, CO, 80290	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-405935	CLM	Peter Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way Apt 4, Fresno, CA	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-423022	CLM	Carl N Barnes	1952-12-04	UHC-59895-58	6492358260	6835 River Rd # 953, San Antonio, TX	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430466	CLM	Joyke Sanders	1972-01-18	—	6839567999	566 Union St # 641, Las Vegas, NV, 89177	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-409431	CLM	Ahmed T Le	2003-06-10	UHC-34122-14	—	1420 Washington St # 228, Las Vegas, NV	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-407545	CLM	Juan Tran	2007-06-20	—	4312024556	354 Central Ave Apt 33, Plano, TX	0.50	Name re-cased Phone reformatted Unit split from street ZIP missing+3 more
CLM-407023	CLM	Ruth Weaver	1986-01-08	UHC-27012-03	—	7988 Mesa Dr Apt 4, San Antonio, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429063	CLM	Michael Mills	1996-08-15	—	—	1624 Mountain View Dr Apt 5, Nashville, TN, 37273	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408448	CLM	Joshua Walsh	1988-08-25	UHC-33244-92	—	3529 Union St # 381, Eden Prairie, MN, 55349	0.50	Name re-cased SSN last four extracted Unit split from street Street suffix standardised+3 more
CLM-401606	CLM	Martha Simmons	2002-02-09	—	—	1191 Park Pl # 792, Atlanta, GA, 30306	0.50	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-402399	CLM	Beth Jimenez	1945-05-25	UHC-65211-83	—	8362 Hillcrest Rd # 155, Columbus, OH	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408511	CLM	Bobby I Dominguez	2005-12-21	UHC-26590-88	—	1263 Canyon Rd Apt 7, Dallas, TX, 75265	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417906	CLM	Amanda I Fsher	1970-08-21	UHC-11517-28	—	5090 Willow Ct # 378, Phoenix, AZ, 85007	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-429152	CLM	Susan Hanson	1982-10-01	UHC-29460-45	2715230271	4755 Maple Ave Apt 23, Minneapolis, MN, 55488	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413734	CLM	Frank Austni	1964-07-03	UHC-35904-15	—	93 Oak St Apt 26, Austin, TX, 78751	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-413278	CLM	Katherine King	1944-12-21	—	—	5831 Meadow Ln # 329, Tempe, AZ, 85271	0.52	Name re-cased Two-digit birth year Unit split from street State name converted to code+2 more
CLM-419539	CLM	Terry Riley	—	UHC-75916-85	—	6634 Union St Apt 4, Seattle, WA, 98178	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
CLM-430543	CLM	Lauren Ryyan	2006-01-13	—	—	4827 Hillcrest Rd # 940, Mesa, AZ, 85239	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406325	CLM	Jeremy Ramos	1965-08-26	—	—	674 River Rd Apt 23, Tempe, AZ, 85279	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-431912	CLM	Meyer I Omar	1997-04-26	UHC-76229-33	—	6245 Market St # 805, Dallas, TX, 75202	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-409570	CLM	Harold Mason	1940-11-11	UHC-33464-88	—	1481 Hillcrest Rd # 741, Gilbert, AZ, 85238	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-419672	CLM	William Singh	1953-02-25	UHC-07485-72	6638347777	2604 Meadow Ln # 378, Dallas, TX, 75222	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-416180	CLM	Thomas Lawrence	—	—	—	5476 Mountain View Dr # 876, Charlotte, NC, 28276	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more
CLM-421447	CLM	Dylan Lewis	1941-12-03	UHC-60307-39	—	5083 Elm St Apt 37, Scottsdale, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428418	CLM	Diana V Ellis	1985-05-03	—	3943315576	2713 Maple Ave Apt 25, Phoenix, AZ, 85047	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-431568	CLM	Jery Obrien	1955-01-20	UHC-15196-52	—	4060 Mesa Dr # 800, Jacksonville, FL, 32204	0.52	Name split from “Last, First”Name re-cased Unit split from street Street suffix standardised+2 more
CLM-416296	CLM	Jerry Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St # 434, Los Angeles, CA, 90098	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-429517	CLM	Julia D Luna	1971-02-15	—	—	8584 Main St # 607, Tampa, FL, 33678	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-406616	CLM	Denise T Henderson	1969-04-06	—	—	5931 Jefferson Ave Apt 30, Tampa, FL, 33611	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425012	CLM	Aisha Medina	1999-02-06	—	—	7802 Ocean Ave # 205, San Antonio, TX, 78270	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414677	CLM	Dunn Wei	1946-05-02	UHC-73139-88	3756121702	6309 Lincoln Way # 414, Plano, TX, 75041	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-400335	CLM	Terry Edwards	1951-05-18	—	9146355492	1429 Desert Sky Blvd Apt 15, Miami, FL, 33169	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428187	CLM	Victoria Ramirez	1987-10-14	—	4828457852	3413 Desert Sky Blvd Apt 7, Mesa, AZ, 85267	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-432103	CLM	Kimberly Carlson	—	UHC-99272-77	—	8110 Highland Ave # 212, Mesa, AZ, 85214	0.52	Name re-cased Date of birth missing Unit split from street Street suffix standardised+2 more
CLM-431768	CLM	Hiroshi B Day	1998-11-02	—	—	9870 Apache Blvd Apt 30, Mesa, AZ, 85278	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418121	CLM	Donald Sullivan	1972-02-12	UHC-55880-26	8174248036	9412 Main St Apt 14, Fresno, CA, 93709	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-419334	CLM	Gregory F James	1971-03-22	—	—	8867 Hillcrest Rd # 519, Charlotte, NC, 28249	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-427032	CLM	Rebecca Garcia	—	UHC-03053-87	5029387613	3630 Baseline Rd Apt 21, San Diego, CA, 92120	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+2 more
CLM-410547	CLM	Danielle Ford	2006-12-08	UHC-47400-49	—	9012 Central Ave # 672, Plano, TX, 75081	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-417747	CLM	Charles Richardson	1963-11-23	UHC-92117-87	—	9013 Highland Ave # 714, Minneapolis, MN, 55483	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-422973	CLM	Melissa Owens	1972-03-18	UHC-20322-63	—	7251 Sunset Blvd # 673, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-428459	CLM	Martha Henderzon	1970-11-08	—	—	4102 Forest Ave Apt 19, Chandler, AZ, 85278	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422244	CLM	Megan X Castillo	1955-03-05	UHC-34234-24	—	4037 River Rd # 420, San Antonio, TX, 78243	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-428963	CLM	Lori Johnsson	1990-01-12	—	—	6298 Forest Ave Apt 26, Charlotte, NC, 28251	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-424268	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St # 920, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423690	CLM	Aaron E Johnson	1978-11-04	UHC-30422-67	4347922415	9581 Indian School Rd # 523, San Antonio, TX, 78283	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-403551	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-403552	CLM	Carolyn O Jacckson	2002-11-02	—	—	2843 Mesa Dr # 494, Atlanta, GA, 30305	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420183	CLM	Adam T Phillips	1981-10-14	UHC-19294-10	2954501523	4287 Washington St Apt 39, San Antonio, TX, 78273	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-401823	CLM	Cynthia Nelson	—	—	—	4108 Forest Ave Apt 7, Orlando, FL, 32858	0.52	Name re-cased Date of birth unreadable Unit split from street Street suffix standardised+2 more

2,038 rows, page 11 of 41Previous Next