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-420672	CLM	Mary Weber	1964-12-04	—	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-410794	CLM	Terry F Gardner	1984-03-27	—	—	1972 Pine Dr Apt 22, Tempe, AZ, 85214	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-428183	CLM	Matthew Sandoval	1956-02-01	UHC-42875-42	—	7835 Cedar Ln, Austin, TX, 78786	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
CLM-400975	CLM	Sean F Hunter	1944-01-18	UHC-33259-01	—	5604 Pine Dr, Austin, TX, 78795	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-403509	CLM	Kevin Espinnoza	1957-12-15	UHC-95455-88	—	5811 Union St, Denver, CO, 80216	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-413102	CLM	Kelly Guarrero	1998-08-13	—	3754796593	285 Cedar Ln, Tempe, AZ, 85206	0.66	Name re-cased Date of birth reformatted State name converted to code Gender normalised+1 more
CLM-426300	CLM	Patricia Phillips	1959-06-18	UHC-63412-30	8773752043	1441 Harbor Blvd, Austin, TX, 78793	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-412871	CLM	Nancy L Tran	1967-05-04	UHC-46507-42	—	3686 Union St, Phoenix, AZ, 85010	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-431187	CLM	Jason Kelley	1949-01-20	UHC-48760-69	—	3706 Valley View Dr, Houston, TX	0.66	Name re-cased Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-425190	CLM	Evelyn N Rice	1967-10-20	UHC-62137-52	7614620886	456 Palm Dr Apt 31, San Antonio, TX, 78293	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424435	CLM	DJunk	1956-11-20	UHC-07576-73	—	4566 Spring St, Tucson, AZ, 85761	0.66	Date of birth reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared+1 more
CLM-410871	CLM	Gerald Bennett	1978-08-07	UHC-84632-41	5108065193	4382 Canyon Rd, Columbus, OH, 43234	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-405301	CLM	Arthur McCoy	1992-06-08	UHC-19480-10	—	5703 Pine Dr, Plano, TX, 75095	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-414564	CLM	Gabriel Y Garza	1957-01-11	UHC-15449-71	5595212859	5766 Baseline Rd, Charlotte, NC, 28292	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-419284	CLM	Gary C Powll	1946-02-02	UHC-27498-35	2497318290	—	0.66	Middle initial moved out of first name Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-422151	CLM	Jason Espinoza	1941-09-04	—	4345411814	764 Indian School Rd, Dallas, TX, 75202	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406219	CLM	Frank Armstrong	1977-11-07	UHC-73728-14	4797228556	8373 Mesa Dr, Seattle, WA, 98100	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-416234	CLM	Walter Garcia	1973-08-07	UHC-07415-31	—	723 Maple Ave, Miami, FL, 33117	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-402748	CLM	Patrick Grant	1963-01-08	UHC-33514-97	—	592 Apache Blvd, Atlanta, GA, 30372	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-410680	CLM	Bobby Henderson	1995-04-15	—	5709873670	9539 Mesa Dr Apt 2, Los Angeles, CA, 90027	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
CLM-407627	CLM	Frances West	1971-03-02	UHC-96840-78	4808890299	4234 Harbor Blvd, Houston, TX, 77069	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-419876	CLM	Mariana Nguyen	1974-09-10	—	—	789 Highland Ave, Glendale, AZ, 85338	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
CLM-429526	CLM	Bruce Blaack	1996-05-13	UHC-09980-64	—	1170 Cedar Ln, Seattle, WA, 98165	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-405494	CLM	Lori A Fowler	1972-10-21	—	—	194 Church St, Tampa, FL, 33640	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428969	CLM	Dorothy Hicks	1946-08-25	UHC-74134-54	—	7841 River Rd # 482, Tucson, AZ, 85755	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-413181	CLM	Vincnet McDonald	1971-06-09	—	9578139017	6869 Washington St, Tucson, AZ, 85755	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-430490	CLM	Lucia P Welch	1987-03-03	—	5014514426	7565 Maple Ave, Plano, TX, 75030	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-425392	CLM	Isabella Reed	1960-09-07	—	—	4548 Mesa Dr, Tucson, AZ, 85786	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427616	CLM	Matthew Walker	1971-05-21	—	—	8815 Harbor Blvd, Minneapolis, MN, 55477	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-427647	CLM	Sofia Arnold	1973-09-13	—	6218378889	423 Market St, Sacramento, CA, 95843	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-412104	CLM	Kenneth Riley	1957-05-05	UHC-28168-17	9599201064	8254 Church St, Mesa, AZ, 85244	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-404667	CLM	Margaret Smith	1976-01-15	UHC-25071-63	—	1446 Ridge Rd, Chandler, AZ, 85248	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-406147	CLM	Joyce Griffin	1968-07-25	UHC-02702-65	—	6425 Ocean Ave, Tampa, FL, 33676	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-413209	CLM	Jordan Walsh	1982-05-11	UHC-64695-37	—	8634 Church St, San Diego, CA, 92132	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410605	CLM	Judy Jimenez	1997-08-13	UHC-32177-75	—	8620 River Rd # 264, Phoenix, AZ, 85070	0.66	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street+1 more
CLM-407719	CLM	Natalie Wallace	1940-08-15	UHC-21792-24	—	406 Church St, Sacramento, CA, 95856	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-413997	CLM	Chris M Stevens	1994-08-02	UHC-11824-83	—	167 Hillcrest Rd, Austin, TX, 78749	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415424	CLM	Ahmed Hernandez	1942-04-15	—	8757447817	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-419113	CLM	Jacqueline Nelosn	1956-08-17	UHC-14047-09	—	9235 Jefferson Ave, Los Angeles, CA, 90026	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-417552	CLM	Albert Cruz	1992-04-19	—	—	8046 Camelback Rd, Seattle, WA, 98137	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
CLM-430452	CLM	Juan Munoz	1945-07-17	UHC-06071-85	—	7445 Washington St, Houston, TX, 77064	0.66	Date of birth reformatted Phone missing area code Email lower-cased Gender normalised+1 more
CLM-415031	CLM	Andrew Garza	1959-11-02	UHC-05082-55	—	6156 Lincoln Way, Orlando, FL, 32888	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-417911	CLM	Christina D Hernandez	1977-03-26	—	—	3872 Indian School Rd, Atlanta, GA, 30374	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421139	CLM	Arthur T Parker	1971-03-13	—	—	680 Park Pl, Chandler, AZ	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
CLM-417801	CLM	Gloria Crawford	1997-12-04	UHC-50434-74	8296151569	69 Mesa Dr, Los Angeles, CA, 90061	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-428055	CLM	Barbara D Rojas	1989-01-04	UHC-46818-78	—	5644 Forest Ave, Nashville, TN, 37287	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-421840	CLM	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
CLM-400532	CLM	Christian W Carpenter	1947-09-17	—	—	8062 Canyon Rd, Los Angeles, CA, 90082	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-408345	CLM	Brenda Stephens	1963-11-26	UHC-21755-58	—	5273 Church St, Tempe, AZ, 85256	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-409475	CLM	Emily T Little	1940-02-24	—	—	6250 Willow Ct, Las Vegas, NV, 89138	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

10,559 rows, page 61 of 212Previous Next