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

Provider network, flag “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21189	PRV	Marcus T Little	2001-03-28	—	8725841589	9687 Ridge Rd, Gilbert, AZ, 85266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20673	PRV	George Castillo	2008-10-04	UHC-12374-30	2074700932	5752 Sage Ct, Phoenix, AZ, 85055	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28657	PRV	Carol Duncan	1943-10-11	UHC-01787-21	6039047913	9468 Forest Ave, Scottsdale, AZ, 85254	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-23484	PRV	Michael Bishop	1941-05-08	UHC-40617-39	2478581256	5310 Lincoln Way, Tempe, AZ, 85231	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-21037	PRV	Bradley L Burke	1938-12-02	—	7307930540	2646 Main St, Tucson, AZ, 85768	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
PRV-29487	PRV	Lucia Castillo	1989-12-02	—	—	413 Ocean Ave, Miami, FL, 33108	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-23924	PRV	Brian I Myers	1996-02-11	—	2775774358	9050 Mesa Dr, Tempe, AZ, 85221	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25689	PRV	Jonathan U Le	1978-08-09	—	8089783259	8427 Valley View Dr, Phoenix, AZ, 85016	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24967	PRV	Mark Sandoal	2006-03-22	—	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-27147	PRV	Donald Lee	1994-09-19	UHC-53065-99	8532696375	8388 Desert Sky Blvd, Plano, TX, 75019	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21046	PRV	Michael Fields	1967-07-20	—	8716336458	2411 Forest Ave, Plano, TX, 75028	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24610	PRV	Steven Ruiz	1950-07-10	UHC-52473-73	7272466796	6429 Sage Ct, Chandler, AZ, 85280	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28743	PRV	Alan Olson	1953-01-19	UHC-34288-51	4032249395	9036 Ridge Rd, San Antonio, TX, 78201	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27285	PRV	Sam Elliott	1990-03-17	UHC-79245-67	3112686874	6721 Sunset Blvd Apt 34, Las Vegas, NV, 89105	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-23125	PRV	Rojas D Christian	1958-05-15	—	5299698703	4017 Main St, Las Vegas, NV, 89161	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27865	PRV	Carl O Ray	1963-08-05	—	7913611233	1930 Harbor Blvd, Mesa, AZ, 85208	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28249	PRV	Mei Clark	1987-03-09	UHC-15546-20	7658962929	4102 Sunset Blvd, Glendale, AZ, 85329	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-25376	PRV	Emma Cook	1960-02-23	UHC-78970-78	—	2069 Willow Ct, Houston, TX, 77096	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20165	PRV	Amy Wong	1972-07-16	UHC-19081-16	8684464207	5871 Baseline Rd, Glendale, AZ, 85320	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24388	PRV	Janice Li	1942-05-02	UHC-15517-50	3965345484	8397 Broadway, Denver, CO, 80201	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-20646	PRV	Christine Bowman	1953-10-18	—	5648121289	125 Spring St, Nashville, TN, 37233	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26348	PRV	Frances L Ruiz	1994-03-16	—	3817942729	9212 Main St, Atlanta, GA, 30353	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29491	PRV	Joe Stevens	1952-07-16	—	5785875708	6977 Apache Blvd, Seattle, WA, 98174	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22327	PRV	Brian X Crawford	1992-10-20	UHC-01606-11	—	8357 Mountain View Dr, Nashville, TN, 37218	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29551	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-29550	PRV	Bryan Walker	—	UHC-36656-10	6824572043	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+2 more
PRV-23160	PRV	Madison Ellis	1974-10-12	UHC-31543-85	6393116193	5893 Central Ave, Atlanta, GA, 30385	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-26846	PRV	Karen V Campbell	1942-01-28	—	9706413040	4437 River Rd, Columbus, OH, 43264	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26525	PRV	Isabella Kelly	1959-02-25	—	4505933422	2733 Sunset Blvd, Dallas, TX	0.64	Name split from “Last, First”Date of birth reformatted State code upper-cased ZIP missing+2 more
PRV-22427	PRV	Jason Ramirez	1998-11-21	UHC-37350-18	2276145840	6727 Valley View Dr, Minneapolis, MN, 55491	0.64	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24633	PRV	Mei Hunt	1946-12-20	UHC-84600-88	—	7787 Baseline Rd, Phoenix, AZ, 85053	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-22349	PRV	Valentina Adams	1955-01-24	UHC-04850-47	5356165261	3261 Mesa Dr, Seattle, WA, 98130	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23967	PRV	Anthony L Palmer	1953-06-21	UHC-35596-29	6407435110	867 Elm St, Fresno, CA, 93755	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28721	PRV	Angela O Harrison	1950-06-12	—	2668981906	2120 Sunset Blvd, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21576	PRV	Daniel T Williams	1993-11-01	UHC-57654-55	3412590056	8390 Park Pl, Minneapolis, MN, 55408	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20436	PRV	Mark Gomez	1959-12-09	UHC-95727-77	5138700456	5174 Meadow Ln, Seattle, WA, 98159	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-21747	PRV	Ahmed N Gibson	1955-01-10	—	5635976220	5266 Main St, San Diego, CA, 92155	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-23424	PRV	Maria S Dominguez	1985-05-22	UHC-32345-88	8708945614	6206 Lincoln Way, Dallas, TX, 75254	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25528	PRV	Steven Clark	2006-02-12	UHC-49567-83	7169435065	5715 Jefferson Ave, Glendale, AZ, 85358	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22073	PRV	Jennifer Hawkins	1943-07-14	UHC-46500-91	7906113647	1107 Lake View Rd, Denver, CO, 80266	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24778	PRV	Austin A Le	1972-03-20	UHC-07743-05	5135147533	8887 Sage Ct, Mesa, AZ, 85247	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28749	PRV	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
PRV-26460	PRV	Melissa E Kennedy	1998-11-03	—	4643405080	7833 Park Pl, Fresno, CA, 93785	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28154	PRV	Teresa Z Coleman	2005-06-26	—	8149449845	5737 Maple Ave, Phoenix, AZ, 85029	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26944	PRV	Ethan Phillips	1996-03-07	UHC-99113-47	5539981186	8497 Oak St, Gilbert, AZ, 85282	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27041	PRV	Judy Montgomery	1962-02-14	UHC-91198-73	7003875748	6221 Central Ave, Eden Prairie, MN, 55388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27454	PRV	Timothy Hicks	1997-03-13	UHC-44481-21	7662384445	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-28731	PRV	Noah A Tucker	1993-06-02	—	—	2659 Park Pl, Columbus, OH, 43219	0.64	Name split from “Last, First”City re-cased Email lower-cased Gender normalised+2 more
PRV-25587	PRV	Donald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
PRV-26504	PRV	Daniel Kim	1958-09-25	—	5024941594	3734 Mesa Dr, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

957 rows, page 10 of 20Previous Next