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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24667	PRV	Jerry Brooks	2006-11-13	—	9304291308	9445 Market St, Glendale, AZ, 85372	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25778	PRV	Theresa Phillips	2001-12-07	UHC-41602-41	4993192275	942 Pine Dr, Houston, TX, 77071	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23470	PRV	Lisa O Walker	1960-01-24	UHC-66353-78	—	3284 Mesa Dr, Atlanta, GA, 30361	0.78	Name re-cased Member ID reformatted State name converted to code Whitespace trimmed+1 more
PRV-24337	PRV	Ruth N Hicks	2006-01-27	—	—	4785 Pine Dr, Tampa, FL, 33616	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed 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-27221	PRV	Jesse Fernandez	1954-03-09	UHC-88309-60	8075922637	4226 Jefferson Ave, Plano, TX, 75088	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28754	PRV	Laura Washington	1987-02-21	UHC-91264-39	—	6061 Camelback Rd, Miami, FL, 33108	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24672	PRV	Camila Y Dunn	2007-12-05	—	4307541468	3918 Palm Dr, Minneapolis, MN, 55448	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-22350	PRV	Valentina Adams	1955-01-24	—	5356165261	3261 Mesa Dr, Seattle, WA, 98130	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29177	PRV	Albert P Howard	2004-09-11	UHC-92633-37	2426438010	6203 Park Pl, Gilbert, AZ, 85222	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22035	PRV	Lisa Hoawrd	2000-06-25	UHC-49832-15	4106632404	5634 Market St, Charlotte, NC, 28296	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20963	PRV	Grace Bell	1995-11-19	UHC-02851-25	2544018753	6185 River Rd, San Antonio, TX, 78256	0.78	Street suffix standardised Address re-cased State code upper-cased Whitespace trimmed+1 more
PRV-25398	PRV	Terry A Medina	—	—	5184330047	9633 Sage Ct, Eden Prairie, MN, 55316	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-22169	PRV	Rachel Watson	—	UHC-77213-11	3512869184	1928 Camelback Rd, San Diego, CA, 92132	0.78	Date of birth unreadable Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24302	PRV	Frank Walker	1952-01-25	—	7333134220	9876 Spring St, Mesa, AZ, 85228	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
PRV-26645	PRV	Kevin Marshall	1997-04-04	—	7714690933	105 Harbor Blvd, Dallas, TX, 75263	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27514	PRV	Joe Howell	1964-08-20	—	9196017328	690 River Rd, Plano, TX, 75041	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-28859	PRV	Gary Hunt	1951-03-16	UHC-70975-49	2885966179	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
PRV-29558	PRV	Joseph Fields	1938-04-04	UHC-07821-43	4577211227	3975 Sunset Blvd, Mesa, AZ, 85235	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-27894	PRV	Elijah Weaver	1954-12-01	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
PRV-26375	PRV	Mark Bryant	1993-06-04	—	6974213297	190 Harbor Blvd, Glendale, AZ, 85310	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26245	PRV	Amy Bennett	1970-10-21	—	—	8477 Pine Dr, San Antonio, TX, 78201	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-21369	PRV	Joshua Brown	1993-10-09	—	—	509 Sunset Blvd, Tucson, AZ, 85751	0.78	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+1 more
PRV-25552	PRV	Austin Smith	2006-09-13	UHC-95971-84	—	8639 Lincoln Way, Jacksonville, FL, 32272	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25551	PRV	Austin Smith	2006-09-13	UHC-95971-84	—	8639 Lincoln Way, Jacksonville, FL, 32272	0.78	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24868	PRV	Raymond Lynch	2004-11-18	UHC-59681-48	8789221490	1709 Union St, Austin, TX, 78751	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-26788	PRV	Julie Dixon	1947-05-03	UHC-54209-32	8718050839	8661 Bayshore Dr, Gilbert, AZ, 85249	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22053	PRV	Debra Ortiz	1998-11-25	—	2427873300	4384 Pine Dr, Tempe, AZ, 85240	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25784	PRV	Gariel Z Ward	1943-02-02	—	3307013173	998 Pine Dr, San Antonio, TX, 78250	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22466	PRV	Ahmed Spencer	1994-06-20	UHC-74337-10	4925245904	317 Park Pl, Mesa, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22465	PRV	Ahmed Spencer	1994-06-20	UHC-74337-10	4925245904	317 Park Pl, Mesa, AZ, 85244	0.78	Phone reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-23982	PRV	Andrea L Wilson	2006-01-08	UHC-84921-80	5248181787	4292 Pine Dr, Tempe, AZ, 85282	0.78	Date of birth reformatted Street suffix standardised Address re-cased 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-20472	PRV	Joe W Olson	1974-08-05	UHC-29037-70	9517227677	8587 Meadow Ln, Minneapolis, MN, 55480	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-20471	PRV	Joe W Olson	1974-08-05	UHC-29037-70	9517227677	8587 Meadow Ln, Minneapolis, MN, 55480	0.78	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29108	PRV	Kevin L Hoffman	2006-10-27	—	8928082700	3210 Park Pl, Miami, FL, 33188	0.78	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed+1 more
PRV-26705	PRV	Arthur V Lawson	1980-01-04	—	2375944552	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-27238	PRV	Bruce Munoz	1993-08-13	UHC-93815-58	4465388925	—	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Whitespace trimmed+1 more
PRV-28447	PRV	Wright Anthony	1957-06-16	UHC-70779-76	—	4821 River Rd, Scottsdale, AZ, 85231	0.80	Email lower-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-23358	PRV	Andrea Watkins	1973-10-08	UHC-03284-66	6365124595	6651 Hillcrest Rd, Jacksonville, FL, 32268	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21021	PRV	Ashley Vargas	1998-11-05	UHC-01359-34	5133663166	6649 Valley View Dr, San Diego, CA, 92186	0.80	Phone reformatted Gender normalised Whitespace trimmed Placeholder values cleared
PRV-25283	PRV	Ashley S Bradley	1956-04-18	UHC-66935-98	9799207989	6661 Apache Blvd, Las Vegas, NV	0.80	Phone reformatted ZIP missing Whitespace trimmed Placeholder values cleared
PRV-26707	PRV	Valentina Coleman	1965-02-18	—	2629016360	4830 Palm Dr, Eden Prairie, MN, 55377	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22553	PRV	Timothy Yang	1954-04-02	—	2048134736	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21099	PRV	Thomas Welch	2004-12-10	UHC-87160-11	4284450782	7503 Broadway Apt 19, Plano, TX, 75050	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22658	PRV	Bradley Belll	1989-10-15	—	6273622857	8241 Meadow Ln, Jacksonville, FL, 32268	0.80	Two-digit birth year Phone reformatted Whitespace trimmed 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
PRV-27449	PRV	Roger Z Le	1987-12-14	—	4346333773	9800 Cedar Ln, Austin, TX, 78739	0.80	Name split from “Last, First”Phone reformatted Whitespace trimmed Placeholder values cleared
PRV-20639	PRV	Ashley Turner	1982-08-20	UHC-15343-73	5857597815	7867 Elm St, Atlanta, GA, 30390	0.80	Street suffix standardised Address re-cased Whitespace trimmed Placeholder values cleared
PRV-25035	PRV	Alan U Rice	1997-01-02	UHC-08546-54	4873637638	5955 Sage Ct, Seattle, WA, 98161	0.80	State name converted to code Email lower-cased Whitespace trimmed Placeholder values cleared

5,467 rows, page 77 of 110Previous Next