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 “No usable name (quarantined)”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagNo usable name (quarantined)Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21443	PRV	—Junk	1990-05-01	—	7419104928	2622 Palm Dr, Scottsdale, AZ	0.32	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
PRV-25401	PRV	—Junk	1965-05-18	—	2547880228	1428 Maple Ave, Orlando, FL	0.36	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-25087	PRV	—Junk	2005-01-27	—	8838963783	8651 Highland Ave, Nashville, TN, 37279	0.46	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+5 more
PRV-21538	PRV	Scott AJunk	1991-10-09	UHC-85790-90	—	3667 River Rd, Gilbert, AZ, 85216	0.46	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+5 more
PRV-22859	PRV	PriyaJunk	1949-04-22	—	5755388631	7499 Market St, Las Vegas, NV, 89101	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-24637	PRV	—Junk	1969-06-02	UHC-33144-52	8066566365	1367 Mountain View Dr Apt 31, Glendale, AZ, 85340	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26627	PRV	AmandaJunk	1938-02-27	—	9336832337	879 Sunset Blvd, Houston, TX, 77027	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-27416	PRV	—Junk	1940-02-18	UHC-46209-51	6852917215	3684 Church St, Charlotte, NC, 28202	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24795	PRV	ArjnJunk	1986-04-21	UHC-50680-83	7978268816	2780 Spring St, Los Angeles, CA, 90063	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-28862	PRV	—Junk	2006-03-14	—	4928731767	8767 Harbor Blvd, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-29149	PRV	Loogan GJunk	2006-12-10	UHC-62238-01	5295275418	7132 Main St, Atlanta, GA, 30364	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-23229	PRV	BJunk	1962-08-14	UHC-74741-25	6242312131	3629 Park Pl, Tucson, AZ, 85771	0.50	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+3 more
PRV-25633	PRV	—Junk	2002-03-22	—	—	4094 Apache Blvd, Los Angeles, CA, 90085	0.52	Date of birth reformatted Phone missing area code State name converted to code Whitespace trimmed+2 more
PRV-26111	PRV	EJunk	2000-05-06	UHC-64732-99	7679426234	7447 Central Ave, Miami, FL, 33171	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
PRV-22713	PRV	WJunk	1997-09-04	UHC-42544-68	7053117743	2246 Broadway Apt 10, San Diego, CA, 92126	0.54	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared+1 more
PRV-21882	PRV	—Junk	1945-05-06	UHC-12903-25	8283946181	8733 Park Pl, Los Angeles, CA	0.54	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared+1 more
PRV-24798	PRV	Thomas XJunk	1964-08-10	UHC-37217-39	4455906485	5476 Mountain View Dr, Charlotte, NC, 28276	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
PRV-28248	PRV	SarahJunk	1953-06-09	UHC-91177-68	6255821797	6005 Cedar Ln, Phoenix, AZ, 85018	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-26241	PRV	HelenJunk	1991-05-18	UHC-00390-60	6782075902	5356 Oak St, Dallas, TX, 75217	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29298	PRV	WJunk	1989-03-17	UHC-21985-17	8814692770	8197 Mesa Dr, Tempe, AZ, 85263	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27675	PRV	—Junk	1969-05-14	—	7488000987	4195 Ocean Ave, Denver, CO, 80281	0.60	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-24113	PRV	—Junk	2004-11-27	—	5989373221	1699 Hillcrest Rd, Miami, FL, 33123	0.62	Two-digit birth year Phone reformatted City re-cased Email lower-cased+3 more
PRV-29090	PRV	AlexisJunk	1990-12-15	—	5808016873	5747 Camelback Rd, San Diego, CA, 92131	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21007	PRV	CarolynJunk	2002-11-02	UHC-39760-46	—	2843 Mesa Dr, Atlanta, GA, 30305	0.62	Street suffix standardised Address re-cased City re-cased Email lower-cased+3 more
PRV-28525	PRV	—Junk	1950-10-06	UHC-31579-16	—	588 Valley View Dr, Jacksonville, FL, 32213	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
PRV-20072	PRV	—Junk	1953-11-08	—	7694205801	9437 Valley View Dr, Denver, CO, 80280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22749	PRV	Heather SJunk	1960-05-18	—	7263988696	—	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
PRV-28297	PRV	—Junk	1985-02-21	UHC-13034-08	5565850121	2552 Maple Ave, Jacksonville, FL, 32230	0.64	Date of birth reformatted Street suffix standardised Address re-cased Whitespace trimmed+2 more
PRV-22387	PRV	KimberlyJunk	1993-05-03	UHC-01765-28	7988648692	4122 Market St, Dallas, TX, 75257	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
PRV-20648	PRV	—Junk	1963-12-16	—	9434918669	6990 Sunset Blvd, Dallas, TX, 75285	0.66	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared+1 more
PRV-22933	PRV	BJunk	1982-11-25	UHC-14257-05	8889851041	5562 Indian School Rd, Denver, CO, 80254	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared+1 more
PRV-20439	PRV	Benjamin BJunk	1978-11-02	—	7414289056	1764 Mountain View Dr, Las Vegas, NV, 89190	0.66	Phone reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
PRV-28954	PRV	—Junk	1968-08-11	UHC-98509-15	2576519807	2551 Willow Ct, Seattle, WA, 98154	0.66	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-25555	PRV	KJunk	2001-03-24	UHC-80415-30	5789416159	—	0.68	Two-digit birth year Phone reformatted Placeholder values cleared No usable name (quarantined)
PRV-28849	PRV	Omar CJunk	1943-10-14	—	9567178918	1000 Washington St, Dallas, TX, 75247	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-26388	PRV	SantiagoJunk	1972-01-21	—	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.68	Phone reformatted State name converted to code Placeholder values cleared No usable name (quarantined)
PRV-23291	PRV	—Junk	1957-02-01	UHC-03087-94	—	1165 Oak St, Tucson, AZ, 85786	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-23584	PRV	—Junk	1940-05-12	—	—	298 Sunset Blvd, Phoenix, AZ, 85012	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-26377	PRV	—Junk	2003-11-26	—	—	1900 Ocean Ave, Charlotte, NC, 28251	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
PRV-28487	PRV	VJunk	2008-07-06	UHC-92465-76	5184484802	7467 Bayshore Dr # 804, Dallas, TX, 75292	0.70	Unit split from street Placeholder values cleared No usable name (quarantined)
PRV-22544	PRV	DorisJunk	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Member ID reformatted State code upper-cased+3 more
PRV-21016	PRV	CarlosJunk	1951-12-17	UHC-94148-09	3845930105	—	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-23692	PRV	Christina MJunk	1954-09-19	UHC-81624-09	4422218009	6995 Pine Dr, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Phone reformatted Whitespace trimmed+2 more
PRV-21035	PRV	QJunk	1949-10-19	—	4463092832	729 Broadway, Plano, TX, 75070	0.78	Date of birth reformatted Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-26235	PRV	JoyceJunk	1989-12-12	—	2422470655	5954 Central Ave, San Diego, CA, 92120	0.78	Name re-cased Phone reformatted City re-cased Placeholder values cleared+1 more
PRV-20498	PRV	PamelaJunk	1975-11-08	—	4529523413	—	0.78	Name re-cased Phone reformatted Whitespace trimmed Placeholder values cleared+1 more
PRV-23413	PRV	DorothyJunk	1945-01-19	UHC-03800-59	5283984440	—	0.80	Member ID reformatted Whitespace trimmed Placeholder values cleared No usable name (quarantined)
PRV-26248	PRV	SharonJunk	1980-02-01	—	5148055266	653 Ocean Ave, San Diego, CA, 92167	0.80	Name re-cased Phone reformatted Placeholder values cleared No usable name (quarantined)
PRV-21803	PRV	—Junk	1946-03-19	UHC-94319-73	9755294351	—	0.84	Whitespace trimmed No usable name (quarantined)
PRV-26498	PRV	—Junk	1956-12-06	UHC-73484-68	2032903503	6838 Maple Ave, Dallas, TX, 75299	0.84	Placeholder values cleared No usable name (quarantined)

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