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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26228	PRV	Wallace Carolyn	1997-07-24	UHC-71193-56	3997914383	—	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26576	PRV	Roger Peters	1968-05-09	—	9636620056	7864 Lincoln Way, Scottsdale, AZ, 85272	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29581	PRV	Juan Morales	1995-06-09	UHC-08643-27	8688334727	8572 Valley View Dr, Gilbert, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-21407	PRV	Scott X Stevens	1994-01-08	UHC-77093-82	—	4455 Main St, Austin, TX, 78723	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-27945	PRV	Bryan Castro	1947-12-01	—	6855991484	3934 Central Ave, Dallas, TX, 75200	0.68	Two-digit birth year Phone reformatted State name converted to code Placeholder values cleared
PRV-21005	PRV	Priya Larson	1975-12-13	UHC-56071-01	—	9198 Pine Dr, Nashville, TN, 37232	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28946	PRV	Wei V Rojas	1959-03-01	—	4474536178	9644 Apache Blvd, Glendale, AZ, 85394	0.68	Name split from “Last, First”Two-digit birth year Email lower-cased Placeholder values cleared
PRV-29368	PRV	Nathan Heernandez	1998-09-28	—	6626810799	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-21612	PRV	Gabriel P Salazar	1943-02-04	—	2378144343	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22523	PRV	John Reyes	2004-01-07	—	3064873975	1791 Elm St, Tempe, AZ, 85253	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-28209	PRV	Raymond Reed	1997-07-04	—	3816512027	—	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
PRV-25607	PRV	Dorothy Garrett	1941-08-11	UHC-53784-33	—	6322 Ridge Rd, Scottsdale, AZ	0.68	Two-digit birth year ZIP missing Email lower-cased Placeholder values cleared
PRV-21878	PRV	Jerry Kelley	1965-11-04	—	2639341075	6586 Park Pl # 675, Scottsdale, AZ, 85220	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
PRV-26697	PRV	Billy Jones	1989-12-24	—	—	3396 Sunset Blvd, Fresno, CA, 93741	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-23388	PRV	Raymond Patterson	1938-09-28	UHC-88717-54	2227995434	8662 Sage Ct # 505, Chandler, AZ, 85251	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
PRV-27864	PRV	Carl Ray	1963-08-05	—	—	1930 Harbor Blvd, Mesa, AZ, 85208	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-26738	PRV	Chris Contreras	2008-08-03	UHC-67401-81	4453392976	5571 Meadow Ln Apt 40, Orlando, FL, 32849	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
PRV-23605	PRV	Kyle Hall	1971-12-28	—	4987164866	3425 River Rd, Eden Prairie, MN, 55396	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-24586	PRV	Joyce Moreno	1990-12-20	UHC-51099-94	—	4316 Park Pl, Orlando, FL	0.68	Two-digit birth year ZIP missing Whitespace trimmed Placeholder values cleared
PRV-21479	PRV	Marilyn W Romero	1954-08-02	—	5559000569	2973 Main St, Eden Prairie, MN, 55338	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-26815	PRV	Dennis Phillips	1996-12-07	—	7066237718	725 Grand Ave, Orlando, FL, 32822	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
PRV-22810	PRV	Shirley P Aguilar	2000-10-16	UHC-87167-45	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
PRV-20977	PRV	Bruce G Cooper	1967-06-28	—	8924544397	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
PRV-28246	PRV	Megan Z Marquaz	1990-06-14	UHC-86538-02	7964673988	4790 Washington St, Mesa, AZ, 85238	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
PRV-22371	PRV	Alan N Daniels	2007-02-25	—	2799162449	8140 Willow Ct, Gilbert, AZ, 85259	0.74	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
PRV-28577	PRV	Natalie O Rios	1962-12-13	—	4238112457	8638 Broadway, Tucson, AZ, 85787	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
PRV-26805	PRV	Alan Adams	1967-08-10	UHC-50559-22	2804951766	3569 Meadow Ln, Minneapolis, MN, 55480	0.74	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
PRV-24740	PRV	Charles V Murphy	1953-02-10	UHC-98759-52	3086765729	2992 Market St, Seattle, WA, 98162	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-27037	PRV	Jose Nelson	1986-01-14	UHC-60100-97	9797179244	2966 Grand Ave, Nashville, TN, 37272	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-20461	PRV	Martha G Carter	1989-09-22	—	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-28786	PRV	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-20304	PRV	Brandon Duncan	1940-09-27	UHC-13760-68	7486564965	5044 Market St, Scottsdale, AZ, 85242	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-26427	PRV	Brenda W Edwards	1966-12-10	—	8634794468	5077 Hillcrest Rd, Charlotte, NC, 28204	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-22743	PRV	Danielle Anderson	1985-08-09	—	4277272430	8155 Church St, Charlotte, NC, 28284	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-25482	PRV	Sara Sanders	1984-10-03	—	3823178732	2217 Grand Ave, Austin, TX, 78701	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
PRV-25055	PRV	Yuki Rios	1979-11-21	—	5425797223	2827 Central Ave, Orlando, FL, 32883	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-22741	PRV	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
PRV-27403	PRV	Grace Dixon	1983-09-19	UHC-62535-51	8104551642	5204 Palm Dr, Miami, FL, 33134	0.76	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+2 more
PRV-25921	PRV	Emma X Meyer	1950-04-22	UHC-01738-01	6689947215	4057 Main St, Tampa, FL, 33669	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-23529	PRV	Denise Estrada	1979-12-20	—	—	9543 Highland Ave, Columbus, OH, 43252	0.78	Two-digit birth year City re-cased State code upper-cased Whitespace trimmed+1 more
PRV-25039	PRV	Dan Jimenez	1959-01-18	UHC-38087-84	2503385724	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-23427	PRV	Donald O Lynch	1999-02-27	—	5313314934	2835 Lake View Rd, Mesa, AZ, 85265	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
PRV-24203	PRV	Henry Jeknins	1952-06-23	UHC-25569-64	8297498342	8487 Washington St, San Diego, CA, 92100	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
PRV-20679	PRV	Bruce Fisher	1991-10-14	UHC-07467-66	9866068988	1939 Pine Dr, Charlotte, NC, 28268	0.78	Name re-cased Two-digit birth year Member ID reformatted Whitespace trimmed+1 more
PRV-24488	PRV	Robert Knight	1974-11-08	UHC-63802-23	7698021759	7235 Spring St, Minneapolis, MN, 55483	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
PRV-25138	PRV	Anna Barnes	1986-08-23	UHC-89276-13	9457520541	6560 Lincoln Way, Fresno, CA, 93767	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-27246	PRV	Charles P Griffin	2003-10-08	UHC-79368-12	3085847986	6431 Oak St, Eden Prairie, MN, 55384	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-27726	PRV	Wei James	1987-05-16	UHC-53568-22	8928080751	7550 Sage Ct, Orlando, FL, 32822	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-25827	PRV	Nicole Woods	1980-02-02	UHC-75934-69	8952114696	6428 Mesa Dr, Chandler, AZ, 85222	0.78	Name re-cased Two-digit birth year State code upper-cased Whitespace trimmed+1 more
PRV-21917	PRV	Alan Montgomery	1979-04-12	—	—	8755 Jefferson Ave, Columbus, OH, 43287	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more

690 rows, page 11 of 14Previous Next