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

All sources, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21048	PRV	Diego George	2000-06-14	UHC-74759-55	2675091606	4258 Sage Ct, Minneapolis, MN	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-118272	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-118271	ENR	Kenneth Gibson	1983-05-01	UHC-37529-99	—	9424 Central Ave # 543, San Antonio, TX, 78266	0.58	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+5 more
ENR-142494	ENR	Deborah Mason	1983-06-05	UHC-01616-25	—	3508 Desert Sky Blvd, Plano, TX, 75081	0.58	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+5 more
CLM-427150	CLM	Marilyn R Sullivan	1951-05-20	—	2748519508	5246 Desert Sky Blvd, Miami, FL	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-415855	CLM	Deba Young	1945-02-12	—	5642681355	8723 Park Pl Apt 33, Houston, TX, 77050	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-411834	CLM	Sarah Nguyen	2004-01-18	—	8146241762	127 Lake View Rd, Orlando, FL	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-116242	ENR	Andrew Jackson	1945-08-28	UHC-84703-99	—	8760 Harbor Blvd, Nashville, TN, 37216	0.58	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+5 more
CLM-414159	CLM	Gabriel Cole	2007-05-03	UHC-91900-15	9127862685	373 Cedar Ln, Houston, TX, 77062	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-27165	PRV	Diane Dominguez	1946-08-06	—	9789858984	9605 Union St, Sacramento, CA, 95862	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-112378	ENR	Carlos F Mendez	1966-01-27	UHC-00585-43	3467332084	9858 Elm St, San Antonio, TX, 78288	0.58	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+5 more
ENR-130621	ENR	Ryan C Bradley	1973-11-17	UHC-79196-69	4826156386	67 Jefferson Ave, Glendale, AZ, 85398	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-26545	PRV	Sandra Z Alexander	1950-04-13	—	7763019396	8420 Forest Ave, Fresno, CA, 93709	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-124761	ENR	Mei McDonald	1939-01-28	UHC-20880-78	4816081080	7772 Lincoln Way, Houston, TX, 77077	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-416700	CLM	Sara Ramirez	1991-07-10	UHC-30553-71	5208798861	3107 Lake View Rd, Gilbert, AZ, 85270	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-130572	ENR	Maria L Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-104866	ENR	Ray A Park	1976-12-12	UHC-17523-45	7324001291	8795 Valley View Dr, Jacksonville, FL, 32245	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-126763	ENR	Ethan Washington	1994-11-12	UHC-00595-54	6034861677	1253 Elm St, Tempe, AZ	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-419160	CLM	Henry U Wright	1956-07-12	UHC-18814-52	7995659318	8505 Sunset Blvd Apt 30, Chandler, AZ, 85212	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more
CLM-408919	CLM	Alexis Lane	1966-10-02	UHC-83946-95	3509547239	7368 Desert Sky Blvd, San Antonio, TX	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 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
ENR-126390	ENR	Doris Sims	1942-11-10	UHC-56700-59	8768345172	5650 Valley View Dr, Plano, TX, 75097	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
PRV-21124	PRV	Albert Sanders	1943-07-28	—	9309676412	313 Canyon Rd, Las Vegas, NV	0.58	Name re-cased Date of birth reformatted Phone reformatted City re-cased+5 more
ENR-100377	ENR	Brian S Gonzalez	1967-08-14	UHC-11415-22	5546163147	7198 Mountain View Dr, Eden Prairie, MN, 55365	0.58	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+5 more
PRV-28632	PRV	Kelly Perkins	2001-10-04	—	3754442854	6401 Washington St, Plano, TX, 75011	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-421826	CLM	Jeffrey X Green	1958-05-12	UHC-73338-83	6722446085	6830 Church St, Columbus, OH, 43229	0.58	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+5 more
ENR-116629	ENR	Dot D Mendoza	2003-07-02	UHC-99229-94	8487269376	953 Ocean Ave, Miami, FL, 33128	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-54110	TPA	Douglas Robinson	1974-11-27	—	5426819497	9031 Apache Blvd, Nashville, TN, 37242	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-419180	CLM	Elijah W Munoz	1957-11-23	—	6608676097	7576 Jefferson Ave, Houston, TX, 77004	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-132078	ENR	Dixon O Noah	1968-05-24	UHC-37800-54	5267817748	5291 Camelback Rd, Atlanta, GA, 30396	0.58	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+5 more
TPA-64245	TPA	Virginia Armstrong	1961-07-18	UHC-99958-97	8458388168	2450 Valley View Dr, Mesa, AZ, 85204	0.58	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+5 more
ENR-143000	ENR	Sara Burton	1983-02-21	UHC-08812-59	8886625097	5709 Sage Ct, San Diego, CA, 92157	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-101584	ENR	Tyler W Berry	1940-09-16	UHC-30421-49	9056104104	8874 Spring St, Orlando, FL, 32810	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-117053	ENR	Willie Gordon	1944-06-13	UHC-53886-67	9893213490	7310 Church St, Tucson, AZ, 85754	0.58	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+5 more
CLM-406140	CLM	Jacob Kim	1988-11-28	UHC-20478-93	6176643822	9324 Indian School Rd, Charlotte, NC, 28224	0.58	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+5 more
TPA-51554	TPA	Dennis Powell	1977-07-24	—	9316250254	8141 Main St, Tucson, AZ, 85765	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-121849	ENR	Kimberly F McDonald	1959-12-14	UHC-49543-48	8215069224	2253 Cedar Ln, San Diego, CA, 92102	0.58	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-136139	ENR	Eric L Simons	2006-06-11	—	5133928308	1268 Maple Ave, Tucson, AZ, 85780	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-53876	TPA	Alan Cole	1977-06-25	—	9124839337	4335 Ocean Ave, Mesa, AZ, 85295	0.58	Name re-cased Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-130295	ENR	Shirley Fields	1946-02-13	UHC-59596-37	7246872445	2237 Baseline Rd, Seattle, WA, 98196	0.58	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+5 more
ENR-101717	ENR	Mateo O Weaver	1952-04-01	UHC-06209-31	2534248176	8866 Ocean Ave, San Diego, CA, 92161	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
ENR-101621	ENR	Hiroshi Wang	1966-02-10	UHC-08450-66	7575494570	4121 Valley View Dr, Houston, TX, 77043	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-424029	CLM	Jose Schultz	1991-03-25	UHC-51372-92	2208398903	2497 Washington St, Atlanta, GA, 30399	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-109725	ENR	Rachel Munoz	2004-03-17	UHC-15937-04	8985084666	7646 Bayshore Dr, Eden Prairie, MN, 55307	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
CLM-404961	CLM	Scott Alvarez	1953-05-08	UHC-73594-80	3902090365	1011 Ocean Ave, Denver, CO, 80221	0.58	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+5 more
ENR-117472	ENR	Kenneth K Fowler	1956-12-11	UHC-86489-42	9044379449	100 Canyon Rd, Dallas, TX, 75272	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
ENR-128390	ENR	Sentiago Y Perkins	1972-01-21	UHC-86977-19	2417300455	172 Jefferson Ave, Glendale, AZ, 85363	0.58	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+5 more
CLM-425652	CLM	Lisa Walker	1950-02-28	—	9696295974	7489 Valley View Dr, Denver, CO, 80205	0.58	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
PRV-20938	PRV	Carolyn T Woods	1950-11-09	UHC-37941-83	6155849864	998 Mountain View Dr, San Antonio, TX, 78284	0.58	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+5 more
PRV-23532	PRV	Jason Holems	1944-04-09	—	3938287444	7300 Elm St # 132, Columbus, OH, 43290	0.58	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+5 more

71,257 rows, page 151 of 1,426Previous Next