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-23739	PRV	Dorothy Bishop	1975-12-12	—	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27154	PRV	Katherine Cox	2008-07-13	—	4399238866	4094 Washington St, Denver, CO, 80226	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21830	PRV	Andrea Sanchez	1951-01-03	UHC-98290-98	3128975630	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27248	PRV	Helen G Weclh	1953-04-03	—	8955709808	2008 Jefferson Ave, Tucson, AZ, 85766	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Plan code upper-cased+1 more
PRV-22604	PRV	Eugene C Arnold	1945-12-07	UHC-30243-38	6296055945	8379 Valley View Dr, Gilbert, AZ, 85204	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-26843	PRV	Dennis I Guerrero	1999-02-16	UHC-15583-27	2174740533	6401 Mountain View Dr, Mesa, AZ, 85229	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20178	PRV	Anna Kelley	2002-01-02	—	8749851574	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22517	PRV	Bobby Dominguez	2005-12-21	—	8704841361	1263 Canyon Rd, Dallas, TX, 75265	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-28308	PRV	Santiago Warren	1989-01-17	UHC-28156-54	5885587323	5906 Pine Dr, Glendale, AZ, 85305	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21036	PRV	Brenda Owens	1949-10-19	—	4463092832	729 Broadway, Plano, TX, 75070	0.78	Name split from “Last, First”Phone reformatted Address re-cased Whitespace trimmed+1 more
PRV-22051	PRV	Danielle F Knight	1957-08-19	—	8993695753	8549 Jefferson Ave, Gilbert, AZ, 85220	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-21415	PRV	Catherine Deaan	1996-07-17	UHC-12425-81	7389942638	3457 Broadway, San Antonio, TX, 78206	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22793	PRV	Andrew Bennett	1959-07-03	UHC-25240-08	3412037316	7099 Cedar Ln, Las Vegas, NV, 89149	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-28458	PRV	Jose B Long	1972-08-05	UHC-18259-67	4684573172	8334 Canyon Rd, Nashville, TN, 37269	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-29553	PRV	Isabella Gonzales	1983-10-21	—	3885238477	4192 Apache Blvd, Fresno, CA, 93704	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24968	PRV	Chris Thompson	1939-09-01	—	2637976993	9639 Broadway, Mesa, AZ, 85258	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-28001	PRV	Mary N Coleman	1995-06-14	—	5556313855	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26470	PRV	Thomas Harrison	1996-03-24	UHC-69538-36	3882122897	9744 Ocean Ave, Eden Prairie, MN, 55304	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-21322	PRV	Kathleen Guzman	2004-11-07	UHC-40091-84	5015225365	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24755	PRV	Doris M Anderson	1940-06-16	—	4764683227	5796 Broadway, Sacramento, CA, 95828	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24095	PRV	Fatima Y Nunez	1947-06-14	UHC-68443-71	9732322916	9002 Maple Ave, Glendale, AZ, 85307	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23432	PRV	Julia Adams	1962-04-13	UHC-29398-05	6208274753	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27765	PRV	Joshua White	1941-04-09	UHC-26246-17	2104142977	7062 Elm St, Miami, FL, 33175	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20151	PRV	Bobby Rios	1977-09-18	—	8625484940	6800 Mesa Dr, San Antonio, TX, 78216	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-27034	PRV	Kevvin Fowler	1963-10-01	UHC-05853-80	8745722321	5151 Valley View Dr, Chandler, AZ, 85203	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-21667	PRV	Daniel Herrera	1975-02-05	—	5087202685	8261 Broadway, Gilbert, AZ, 85219	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-26584	PRV	Omar Arnold	1976-04-22	UHC-09544-10	2604801165	1974 Baseline Rd, Jacksonville, FL, 32254	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20122	PRV	Valentina S Gomez	1980-09-13	UHC-76561-42	3232465980	5672 Church St, Mesa, AZ, 85253	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-27268	PRV	Nathan E Yang	1957-05-21	—	4949271401	4848 Hillcrest Rd, Los Angeles, CA, 90002	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25265	PRV	Christina Howard	1958-07-15	—	5656436864	5406 Main St, Columbus, OH, 43209	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-20559	PRV	Terry Ruiz	1973-02-25	UHC-41911-95	7406985487	1220 Camelback Rd, Los Angeles, CA, 90053	0.78	Name split from “Last, First”Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-23363	PRV	Melissa Coper	1938-05-15	UHC-12129-19	8885355416	2787 Broadway, Denver, CO, 80277	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26712	PRV	Patrick Armstrong	1974-06-07	UHC-97021-81	4893923571	9026 Willow Ct, Glendale, AZ, 85376	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21209	PRV	Benjamin Rihcardson	1958-04-17	UHC-80303-69	5606446879	6480 Indian School Rd, Dallas, TX, 75277	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-20125	PRV	Brian Nunez	1952-03-16	UHC-67413-60	7507922554	4829 Mountain View Dr, Orlando, FL, 32825	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-22823	PRV	Grace Ortega	1965-11-15	—	8504233760	6367 Elm St, Los Angeles, CA, 90082	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-23018	PRV	Melissa Stevens	1956-02-18	UHC-08975-82	2935934937	4400 Broadway, Plano, TX, 75091	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased Whitespace trimmed+1 more
PRV-21469	PRV	Brian Little	1946-02-09	UHC-65114-56	9865881087	9016 Maple Ave, Mesa, AZ, 85278	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25392	PRV	Larry Burke	1976-07-03	UHC-81346-65	6168760776	4801 Willow Ct, Tucson, AZ, 85722	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
PRV-25511	PRV	Lucia Benntet	1946-12-08	UHC-47654-57	7223619686	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21653	PRV	Bradley Vazquez	1944-01-07	—	2799737529	9117 Meadow Ln, Atlanta, GA, 30368	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-23001	PRV	Alice E Marshall	1988-11-22	—	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-21187	PRV	Doris Welch	1950-07-19	—	4428915456	2676 Forest Ave, Houston, TX, 77070	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24766	PRV	Jordan A Aguilar	1945-11-04	—	8319281593	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24765	PRV	Jordan A Aguilar	1945-11-04	—	8319281593	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26127	PRV	Cynthia Hill	2006-08-21	UHC-85055-61	2036047667	3680 Indian School Rd, Tucson, AZ, 85754	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-24927	PRV	Ronald Mejia	2006-03-14	—	8055248988	7266 Union St, Minneapolis, MN, 55464	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-26519	PRV	Matthew Schmidt	1990-04-09	—	7876960213	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25467	PRV	Bruce S Dunn	1962-11-25	UHC-09543-24	6733786713	805 Grand Ave, Gilbert, AZ, 85235	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-26215	PRV	David C Ray	2006-09-26	UHC-63175-31	5379777346	—	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared

957 rows, page 16 of 20Previous Next