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-415071	CLM	Karen Roberts	1944-08-03	UHC-49232-31	4515352745	3071 Cedar Ln, San Diego, CA, 92160	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409987	CLM	Nicole Hayes	1939-04-16	UHC-32516-68	7178720107	695 Apache Blvd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-409969	CLM	Austin Dominguez	1954-04-10	UHC-89799-58	5792364402	7136 Cedar Ln, Tampa, FL, 33601	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-419688	CLM	Ryn Wong	1941-03-06	—	4772707195	6303 River Rd # 514, Atlanta, GA, 30337	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-431825	CLM	Charles Burke	1944-01-12	—	6746496741	7974 Meadow Ln, Austin, TX	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+3 more
CLM-414924	CLM	Gabriel Sullivan	1967-12-04	—	8038223466	8840 Highland Ave, Austin, TX, 78797	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-408237	CLM	Abby Vasquez	1992-01-02	UHC-90186-63	6853244514	6809 Bayshore Dr, Houston, TX, 77044	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409165	CLM	Juan Murphy	—	—	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416377	CLM	Bruce T Torres	1958-06-07	UHC-04706-64	2874096040	974 Forest Ave, Houston, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426115	CLM	Mato P Sims	1959-11-11	—	9544372608	7841 Bayshore Dr, Phoenix, AZ, 85007	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-430330	CLM	Ashley Hunter	1962-01-15	UHC-27397-79	9575998185	4675 Mesa Dr, Columbus, OH, 43203	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429462	CLM	Lucia Le	1959-09-08	—	5104709211	7725 Pine Dr, Las Vegas, NV, 89168	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-428000	CLM	Daniel E Gilbert	1938-08-24	—	2658441156	9403 Market St, Tampa, FL, 33624	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409411	CLM	Kathleen Watson	1959-07-27	—	5847342751	3553 Mountain View Dr, San Diego, CA, 92195	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420406	CLM	Sara Harvey	1984-02-18	—	6245431462	8811 Church St, Denver, CO, 80257	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-415943	CLM	Abby B Olson	1944-07-07	UHC-32653-35	4863715490	4859 Hillcrest Rd, Nashville, TN, 37264	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-404747	CLM	Mateo Rivera	1977-04-04	UHC-03884-63	5374470369	6701 Church St, Austin, TX	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-432695	CLM	Denise Rogers	1996-05-21	UHC-63267-36	3935128684	2232 Forest Ave, Las Vegas, NV, 89136	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-400293	CLM	Valentina Austin	1980-11-05	UHC-16705-36	4258931839	6663 Highland Ave, Gilbert, AZ	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-405996	CLM	Donna Moore	1983-06-07	UHC-26588-38	2209655848	5727 Lake View Rd, Plano, TX, 75090	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405255	CLM	Alexis Washington	1997-12-03	—	2627064480	5669 Valley View Dr, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419254	CLM	Christopher Perkins	1980-12-20	—	9087919382	8198 Baseline Rd Apt 6, Scottsdale, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414474	CLM	Jean Marquez	1976-10-18	UHC-24571-43	5258996880	5307 Desert Sky Blvd # 337, Columbus, OH, 43220	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404414	CLM	Wayne Johnson	—	UHC-32196-12	6187317426	4894 Palm Dr, Charlotte, NC, 28222	0.50	Name split from “Last, First”Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-412224	CLM	Priya R Henry	1997-12-11	UHC-78896-26	6267944109	6340 Mountain View Dr, Gilbert, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425964	CLM	Ashley Bryant	2006-10-04	UHC-46537-83	5536107150	7372 Pine Dr Apt 13, Miami, FL	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-429041	CLM	Mei Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.50	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
CLM-415598	CLM	Ruth Hall	—	—	2722957547	470 Apache Blvd, Columbus, OH, 43290	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406292	CLM	Nathan Powell	1989-03-17	UHC-58381-41	4416767283	683 Willow Ct, Seattle, WA, 98177	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414828	CLM	Henry V Perkins	1980-07-05	—	4519060510	5280 Camelback Rd, Miami, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403651	CLM	Evelyn Ray	1914-10-09	UHC-12550-93	2313290812	1967 Camelback Rd Apt 33, Eden Prairie, MN, 55330	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-430950	CLM	Timothy Robinson	1984-01-20	—	6092418586	2406 Maple Ave, Miami, FL	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405135	CLM	Sara Pena	1957-03-18	UHC-34572-90	6202755766	1798 River Rd, Tampa, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416559	CLM	Jacck Bowman	1940-04-17	—	3062909753	8293 Washington St Apt 11, Gilbert, AZ, 85205	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-422818	CLM	Sfoia P Rodriguez	1941-08-23	UHC-80555-02	9885105438	5934 Harbor Blvd, Atlanta, GA, 30349	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-428334	CLM	Joyce Wng	1947-06-23	UHC-83210-22	9502079885	3082 Meadow Ln, San Diego, CA, 92164	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-420943	CLM	Russell Bell	2006-04-02	UHC-91116-58	2987968758	2688 Jefferson Ave, Atlanta, GA, 30380	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-431230	CLM	Jerremy Garrett	1946-10-22	UHC-79001-22	6188790007	1633 Indian School Rd # 273, Gilbert, AZ, 85240	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-412055	CLM	Priya Miller	1996-01-07	UHC-98912-36	3388282300	9293 Valley View Dr, Las Vegas, NV	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421661	CLM	Heather F Duncan	1946-05-05	—	7939881837	7012 Central Ave, Mesa, AZ, 85231	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-400360	CLM	Anna Stevens	1970-11-09	UHC-64371-85	8123424815	582 Union St, Orlando, FL, 32828	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429909	CLM	Barb Carroll	1966-01-23	—	5239637570	7998 Harbor Blvd, San Diego, CA, 92116	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-421858	CLM	Lauren Garza	1939-08-06	UHC-35044-28	4845604601	7624 Church St, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-404277	CLM	Virginia H Ross	1944-06-04	UHC-66259-56	4014827608	8604 Maple Ave, Tempe, AZ, 85297	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted 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-402907	CLM	Peter Brooks	1965-09-18	—	2474697906	2138 Union St, Seattle, WA, 98164	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-400842	CLM	Nancy Lane	1944-12-15	UHC-50508-51	8012862661	7624 Main St, Columbus, OH	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-424868	CLM	Hiroshi Brooks	1990-08-15	UHC-65032-33	4385737130	2677 Washington St, Mesa, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-423629	CLM	Joan Knight	1997-11-15	UHC-05751-15	9414703845	3802 Highland Ave, Fresno, CA, 93796	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+3 more

11,960 rows, page 17 of 240Previous Next