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-410168	CLM	Bobby Robertson	1965-08-20	UHC-81310-51	5643771828	8300 River Rd, Mesa, AZ, 85293	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431757	CLM	Charlotte X Jacobs	1947-07-01	UHC-75072-89	4772834337	2840 Cedar Ln, Scottsdale, AZ, 85266	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-400445	CLM	Sean Evans	1958-08-01	UHC-66436-57	7539335895	5226 Oak St, Los Angeles, CA, 90009	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407456	CLM	Gry P Boyd	1971-06-20	UHC-06620-65	8183047588	5162 Jefferson Ave, Miami, FL, 33179	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-431245	CLM	Gregury Dean	1986-04-16	UHC-13315-65	3159014510	7680 Lake View Rd, Columbus, OH, 43200	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-428972	CLM	Cynthia K Weber	1989-03-13	UHC-51670-82	6978675698	37 Elm St, Tampa, FL, 33648	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-407245	CLM	Pamela Long	1972-04-14	UHC-15298-23	5053604119	4895 Pine Dr, Atlanta, GA, 30312	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418902	CLM	Heather Vazquez	1986-11-05	UHC-80866-77	8963722273	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-406826	CLM	Samuel Murphy	1938-03-23	UHC-88511-69	6496299727	5850 Main St, San Diego, CA, 92114	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-413961	CLM	Harold Peterson	1991-07-04	UHC-57880-32	5329140412	9190 Camelback Rd, Chandler, AZ, 85275	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429255	CLM	Mei Miller	1981-04-16	—	8232901643	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
CLM-429054	CLM	Walter Henry	1984-06-04	—	6979268338	2593 Bayshore Dr, Atlanta, GA, 30307	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418109	CLM	Mason Murphy	1990-01-13	—	6529300587	6170 Ridge Rd, Seattle, WA, 98159	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411150	CLM	Austin Park	1987-07-24	UHC-57701-65	9768703257	8843 Forest Ave, Seattle, WA, 98131	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-427614	CLM	Albert Hoffman	1967-12-23	UHC-01119-28	2223016223	3682 Pine Dr, San Diego, CA, 92153	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-423839	CLM	Noah Ortiz	1988-06-04	UHC-65429-19	6593427028	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-427382	CLM	Stephanie Bennett	1990-02-04	—	3279715548	9669 Maple Ave, Glendale, AZ	0.78	Date of birth reformatted Phone reformatted City re-cased ZIP missing+1 more
CLM-418264	CLM	Vincent Gutierrez	1941-03-03	—	3528985204	6401 Desert Sky Blvd, Orlando, FL, 32812	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-403915	CLM	Arthur Guzman	—	—	6309628444	3255 Market St, Mesa, AZ, 85268	0.78	Name re-cased Date of birth unreadable Phone reformatted City re-cased+1 more
CLM-420673	CLM	Mary Weber	1964-12-04	UHC-98691-21	6949401767	8305 Ocean Ave, Glendale, AZ, 85301	0.78	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-416076	CLM	Jordan Lee	1969-03-03	UHC-83908-16	4404044747	3342 Grand Ave, Los Angeles, CA, 90009	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-421483	CLM	Noah Torres	1979-09-16	UHC-06965-04	7199117989	2460 Grand Ave, Eden Prairie, MN, 55325	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432432	CLM	Yuki Domingguez	1975-05-28	UHC-43448-72	7019235765	6273 Bayshore Dr, Charlotte, NC, 28262	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-404621	CLM	Scott Singh	1941-06-19	UHC-63799-34	4334896845	2352 Oak St, Nashville, TN, 37205	0.78	Phone reformatted City re-cased Gender normalised Whitespace trimmed+1 more
CLM-430603	CLM	Natalie C Vega	1940-08-09	UHC-56961-29	5983632600	4147 Mountain View Dr, Gilbert, AZ, 85226	0.78	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-402075	CLM	Michael Z Buyd	1992-07-23	UHC-19257-78	3975431757	5328 Ridge Rd, San Antonio, TX, 78231	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
CLM-426124	CLM	Logan Lucas	1974-09-21	—	5916882130	6921 Harbor Blvd # 471, Plano, TX, 75041	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-410922	CLM	Dylan Pierce	1972-03-12	—	2956842249	9281 Apache Blvd, Las Vegas, NV, 89140	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-429060	CLM	Frank Sanchez	1993-06-22	UHC-65332-50	3205769379	3489 Ridge Rd, Miami, FL, 33153	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408404	CLM	Marilyn Meyer	1969-04-26	UHC-34872-28	4338874914	7037 Forest Ave, Fresno, CA, 93745	0.78	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-412895	CLM	Gregory Delgado	1968-04-21	—	8166737532	4695 Lincoln Way # 739, Austin, TX, 78742	0.78	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-409130	CLM	Ralph Ran	1945-11-25	—	3033437912	2491 Grand Ave, Gilbert, AZ, 85251	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425950	CLM	Virginia Dominguez	1971-12-21	UHC-08839-40	5657129087	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-425949	CLM	Virginia Dominguez	1971-12-21	UHC-08839-40	5657129087	—	0.78	Date of birth reformatted Phone reformatted Member ID reformatted Gender normalised+1 more
CLM-416981	CLM	Sarah Banks	1980-10-22	—	5929922729	3771 Lincoln Way, Houston, TX, 77001	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412604	CLM	Lori Campbell	1980-01-13	UHC-28401-72	5544397034	231 Broadway, Fresno, CA, 93734	0.78	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+1 more
CLM-426272	CLM	Ruth I Dixon	1938-07-22	UHC-79049-36	9319270788	4358 Park Pl, Glendale, AZ, 85349	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-429826	CLM	Yuki Ruiz	1972-03-21	UHC-19041-11	5823605516	6056 Ridge Rd, Nashville, TN, 37257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-410024	CLM	Christian Bowman	2007-09-01	UHC-31624-32	5558767508	9778 Willow Ct, Las Vegas, NV, 89171	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
CLM-415795	CLM	Charles Walker	1952-02-15	—	4335898997	2543 Oak St, Orlando, FL, 32828	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-418086	CLM	Brian Price	1958-10-20	UHC-78316-88	7703849318	2834 Broadway # 231, Las Vegas, NV, 89171	0.78	Phone reformatted Unit split from street Address re-cased Whitespace trimmed+1 more
CLM-408814	CLM	Victoria Franklin	1941-05-14	—	6586858299	5345 Valley View Dr, Denver, CO, 80259	0.78	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-426065	CLM	Carolyn Harrion	1953-01-10	—	8942155952	1087 Union St, Las Vegas, NV, 89186	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419333	CLM	Gregory F James	1971-03-22	—	2062741907	669 Desert Sky Blvd, San Antonio, TX, 78294	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403181	CLM	Timothy Arnold	1943-09-15	UHC-84821-07	8992738049	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-420174	CLM	Jessica G Marquez	1995-02-23	UHC-32813-59	5697120059	2107 Sunset Blvd, Gilbert, AZ, 85212	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-412846	CLM	Jerry Romero	1964-03-24	UHC-98312-99	2679081891	855 Lake View Rd, Tucson, AZ, 85786	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427993	CLM	Jose G Wlliams	1949-06-05	UHC-68499-83	8537316600	4096 Oak St, Las Vegas, NV, 89125	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400238	CLM	Emma Cruz	1980-09-20	UHC-00972-88	4474186681	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410805	CLM	Raymond Flores	2007-11-09	UHC-03771-17	5924754300	—	0.78	Date of birth reformatted Phone reformatted Gender normalised Whitespace trimmed+1 more

11,960 rows, page 135 of 240Previous Next