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-26758	PRV	Rachel X Daniels	1952-07-18	—	2017855360	6715 Cedar Ln, Glendale, AZ, 85312	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21105	PRV	Charyl Montgomery	1991-03-14	UHC-59035-49	2064742682	3629 Elm St, Dallas, TX, 75207	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-25274	PRV	Amy N Larson	2005-06-02	UHC-16715-78	9346058373	1811 Canyon Rd, Scottsdale, AZ, 85207	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21167	PRV	Juile Contreras	1939-10-28	—	2788724238	7644 Hillcrest Rd, Phoenix, AZ, 85039	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25852	PRV	Maria Morgan	2007-02-11	—	—	6055 Willow Ct, Mesa, AZ, 85273	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27205	PRV	Bobby Dixon	1984-11-06	—	9475334176	9367 Grand Ave, Las Vegas, NV, 89112	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24386	PRV	Eugene Wallace	1942-06-16	UHC-99190-14	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27728	PRV	Helen N Wagner	1999-06-21	—	5417787587	7248 Union St, Atlanta, GA, 30341	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29227	PRV	Larry Wong	2001-10-02	UHC-68223-92	7385895507	5452 Ridge Rd, Orlando, FL, 32886	0.76	Name re-cased Date of birth reformatted State name converted to code Plan code upper-cased+2 more
PRV-20414	PRV	Christian Welch	1975-07-15	UHC-53208-60	4503146399	4593 Elm St, Jacksonville, FL, 32299	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23123	PRV	Mark T Harvey	1969-12-23	UHC-89999-98	—	7633 Bayshore Dr, Los Angeles, CA, 90094	0.76	Name re-cased Member ID reformatted City re-cased Gender normalised+2 more
PRV-26641	PRV	Haamilton Joseph	1978-12-24	—	—	6887 Hillcrest Rd, Plano, TX, 75052	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28668	PRV	Austin I Parker	1952-07-03	UHC-47167-07	3268066971	3166 Spring St, Miami, FL, 33123	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23362	PRV	Ann Williamson	1963-04-10	—	5353523822	402 Elm St, Miami, FL, 33107	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26044	PRV	Natalie Fields	1991-03-02	UHC-40274-76	9393577098	8410 Desert Sky Blvd, Tucson, AZ, 85720	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26477	PRV	Jonathan M Gibson	1978-02-08	UHC-88509-08	6126597893	3380 Lake View Rd, Seattle, WA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-29384	PRV	Dennis Ferguson	1954-09-28	—	2343626613	3009 Desert Sky Blvd, Eden Prairie, MN, 55396	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24152	PRV	Jessica Morgan	1957-05-01	UHC-15395-10	3054304965	4019 Meadow Ln Apt 7, Glendale, AZ, 85317	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-28818	PRV	Emily K Sanders	1986-01-07	UHC-00963-32	8853812859	261 Park Pl, Plano, TX, 75086	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29433	PRV	Jesse Hill	1960-10-07	UHC-84855-30	9426064653	9848 Indian School Rd, Jacksonville, FL, 32219	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23426	PRV	Henry H Chapman	2003-09-18	UHC-23775-12	3826187785	1764 Canyon Rd, Glendale, AZ, 85371	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-20483	PRV	Mark Ryan	1964-07-12	UHC-13819-28	9753254922	3174 Harbor Blvd, Los Angeles, CA, 90047	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-24756	PRV	Lori Z Gibson	1960-08-15	—	8174259575	8161 Ridge Rd, Austin, TX, 78715	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20568	PRV	Sara Holmes	1940-12-28	—	4394379229	31 Cedar Ln, Fresno, CA, 93736	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29231	PRV	Yukki Simpson	1964-09-27	UHC-06184-67	2542366654	3800 Ridge Rd, Charlotte, NC, 28212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27920	PRV	Maria Obren	1962-09-02	—	—	432 Elm St, Miami, FL, 33149	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21698	PRV	Omar Wood	1986-11-02	UHC-49107-09	6787691835	5185 Pine Dr, Las Vegas, NV, 89146	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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-28939	PRV	Kathryn Ray	1974-06-13	—	9389458983	531 Union St, Eden Prairie, MN, 55370	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29155	PRV	Edward K Burton	2004-10-20	UHC-96686-35	8339089193	1763 Palm Dr, Mesa, AZ, 85244	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28182	PRV	Kyle L Wber	1987-08-09	—	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25410	PRV	Bruce Olson	1938-06-21	—	4864539108	2751 Ridge Rd, Seattle, WA, 98165	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20313	PRV	Kenneth I Wog	1994-06-21	—	5963981491	6751 Central Ave, Chandler, AZ, 85250	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27177	PRV	Julie Alexander	1996-01-22	—	7983554718	6091 Highland Ave, Miami, FL	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-28961	PRV	Sophia Soto	1949-02-25	—	5622436561	8505 Ridge Rd, Jacksonville, FL, 32287	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20042	PRV	Jacqueline P Watson	1974-05-28	—	8933271096	2412 Valley View Dr, Fresno, CA, 93727	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24372	PRV	Doris X Carroll	1985-10-24	UHC-14268-87	4776028146	5143 Indian School Rd, Dallas, TX, 75295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23875	PRV	Frances B Carpenter	1989-07-13	—	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-26364	PRV	Jacob Ramirez	1979-06-01	—	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21797	PRV	Patricia Diaz	1988-12-12	UHC-24304-39	2249143798	1160 Washington St, Minneapolis, MN, 55427	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24052	PRV	Ray Gilbert	1995-07-08	UHC-47520-61	4154560807	6778 Sage Ct, Plano, TX, 75054	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
PRV-22992	PRV	Rebecca Harris	1995-09-15	UHC-64318-81	—	7103 Market St, Atlanta, GA, 30388	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-22448	PRV	Alexander Gutierrez	1969-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24182	PRV	Maria Kim	1946-06-22	—	—	1529 Market St, Tempe, AZ, 85233	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26530	PRV	Jordan Mitchell	1995-11-27	—	3135680767	9584 Valley View Dr, Scottsdale, AZ, 85224	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25225	PRV	Nancy T Williams	1983-09-13	UHC-38414-77	3487983527	4029 Harbor Blvd, Dallas, TX, 75225	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22188	PRV	Jooyce Vargas	1953-08-24	—	9374552440	6679 Spring St, Nashville, TN, 37222	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-25070	PRV	Mei Wilson	1978-03-11	UHC-28950-12	8524687102	3147 Lincoln Way, Charlotte, NC, 28240	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26365	PRV	Jacob Ramirez	1979-06-01	—	2072070968	6959 Willow Ct, Tempe, AZ, 85296	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28339	PRV	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more

5,467 rows, page 60 of 110Previous Next