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 “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
PRV-23165	PRV	Maria Vazquez	1980-02-04	UHC-27606-48	2478364773	8005 Mountain View Dr, Plano, TX, 75021	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21923	PRV	Jemes Gordon	1988-04-11	—	2224010374	9822 Highland Ave, Tempe, AZ, 85243	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27222	PRV	Noah Dixon	1968-05-24	—	5267817748	—	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-24687	PRV	Austin Simmos	1962-05-06	UHC-84270-59	3022741832	—	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-25738	PRV	Patrick Valdez	2004-08-20	—	5963246416	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26856	PRV	Jessica Baker	1977-11-26	UHC-47501-58	4324965121	9664 Willow Ct, Nashville, TN, 37259	0.94	Phone reformatted Plan code upper-cased Placeholder values cleared
PRV-23694	PRV	Ryan Collins	1983-09-18	—	5436526991	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20613	PRV	Mateo D Olson	1957-06-04	UHC-93325-81	8942216360	7391 Broadway, Mesa, AZ, 85251	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28392	PRV	George Johnston	1951-05-21	—	6557128585	962 Park Pl, Tempe, AZ, 85205	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24731	PRV	Jazon Thompson	1949-08-01	UHC-34426-37	9385057920	1522 Market St, Las Vegas, NV, 89126	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21971	PRV	Karen Brown	1946-06-08	—	5445587670	1462 River Rd, Tucson, AZ, 85765	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-26335	PRV	Frank Thompson	1982-09-06	—	5313184719	5660 Valley View Dr, Fresno, CA, 93730	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-23762	PRV	Katherine Dixon	1989-07-28	—	5007103246	9088 Union St, San Diego, CA, 92189	0.94	Phone reformatted City re-cased Placeholder values cleared
PRV-26182	PRV	Elijah Phillpis	1996-11-21	—	9525091543	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-27427	PRV	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28011	PRV	Christine Valdez	1960-02-08	—	8623587484	6762 Sunset Blvd, Sacramento, CA, 95853	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-23006	PRV	Lucia Q Owens	1974-12-12	UHC-52968-42	9672899100	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-29193	PRV	Walter Munoz	2002-05-12	UHC-46892-79	5025352140	6152 Sage Ct, Seattle, WA, 98156	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-27468	PRV	Patterson N Dorothy	1963-07-14	—	9399406003	3384 Cedar Ln, Nashville, TN, 37266	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21182	PRV	Jonathan Richards	1986-09-07	UHC-51651-96	6914342207	4292 Camelback Rd, Charlotte, NC, 28231	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-27953	PRV	Joshua Herrera	1954-10-01	UHC-29222-37	7236077992	8343 Washington St, Columbus, OH, 43249	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22826	PRV	Logan Lews	1969-06-02	—	5757926798	5160 Church St, Dallas, TX, 75205	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-21003	PRV	Carol Q Carlson	1994-06-12	UHC-74968-93	2485851096	841 Central Ave, Dallas, TX, 75220	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-20949	PRV	Gerald V Robertson	1997-03-28	UHC-86460-12	7969302546	7199 Camelback Rd, San Diego, CA, 92127	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-21115	PRV	Catherine Warren	1967-02-15	UHC-42276-35	8208426413	290 Grand Ave, Fresno, CA, 93735	0.94	Phone reformatted Member ID reformatted Placeholder values cleared
PRV-24803	PRV	Jose L Morrison	1953-08-27	UHC-06840-28	7077132703	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-28158	PRV	Harper Michelle	1952-04-17	UHC-59426-45	8208969482	3693 Union St, Plano, TX, 75080	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23748	PRV	Jennifer E Watson	2004-05-07	—	8907140389	9725 Harbor Blvd, Tucson, AZ, 85783	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-20645	PRV	Katherine Bowman	1957-01-08	—	7706308355	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28208	PRV	Elijah Padilla	2006-09-07	UHC-90343-90	4285014942	5747 Willow Ct, Glendale, AZ, 85381	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22192	PRV	Diana Freeman	1984-11-23	—	3899674890	9230 Market St, Charlotte, NC, 28295	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-22027	PRV	Laura Kelly	1956-02-22	UHC-41118-16	5728815057	9767 Broadway, Minneapolis, MN, 55477	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-22109	PRV	Hannah Rose	1969-11-16	—	2465355809	3727 Sunset Blvd, Denver, CO, 80280	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-24028	PRV	Wayne Ryan	1988-04-16	—	6204195305	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-26084	PRV	Keith Diaz	1996-11-13	—	8696037650	2922 Park Pl, Minneapolis, MN, 55455	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25776	PRV	Sofia Matthews	1948-02-23	—	7109726382	—	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-23225	PRV	Scott Nguyn	2003-07-04	UHC-18187-48	6503855194	343 Broadway, Phoenix, AZ, 85047	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-20801	PRV	Danielle Perry	1981-01-25	UHC-15283-06	7823792073	372 Church St, Denver, CO, 80253	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-25318	PRV	Heather Reid	1963-12-13	UHC-28309-78	8945046104	2510 Apache Blvd, Tucson, AZ, 85735	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-28174	PRV	Benjamin Brown	1989-10-03	—	8598417434	3447 Sage Ct, Denver, CO, 80241	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27030	PRV	Bradley Daniels	1938-07-26	UHC-73036-62	5104665254	9430 Lincoln Way, Los Angeles, CA, 90046	0.94	Name re-cased Phone reformatted Placeholder values cleared
PRV-28717	PRV	Sandra G Hart	1957-12-16	UHC-88610-44	9508397903	9810 Jefferson Ave, San Diego, CA, 92119	0.94	Phone reformatted Email lower-cased Placeholder values cleared
PRV-23782	PRV	Hannah Simmons	1981-12-04	UHC-61478-12	5957911275	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20570	PRV	Amy Dunn	1978-04-25	UHC-33934-78	9489513000	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-29462	PRV	Debra G Stevens	1953-05-19	—	6884376812	1289 Lincoln Way, Denver, CO, 80211	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-27812	PRV	Thomas Sims	1971-03-19	—	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-25311	PRV	Jonathan Wang	1997-08-12	—	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-22592	PRV	Aisha Z Hernandez	1983-11-18	—	3947131223	—	0.94	Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-27258	PRV	Ann Berry	2003-05-28	UHC-79552-37	5994548114	7288 Broadway, Eden Prairie, MN, 55364	0.94	Date of birth reformatted Phone reformatted Placeholder values cleared
PRV-24623	PRV	Dylan Hudson	2005-07-01	UHC-06408-75	4528069089	3085 Camelback Rd, Fresno, CA, 93777	0.94	Name re-cased Phone reformatted Placeholder values cleared

5,906 rows, page 108 of 119Previous Next