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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-423961	CLM	Aisha Y Gilbert	1971-08-08	—	5039566880	8619 Elm St, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423962	CLM	Aisha Y Gilbert	1971-08-08	—	5039566880	8619 Elm St, Houston, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416266	CLM	Jonathan Weaver	1970-01-17	UHC-41663-21	8689333157	7790 Park Pl, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107426	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-107425	ENR	Ramond P Patel	1947-12-18	UHC-94437-25	6279895240	5334 Meadow Ln, Denver, CO	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-139577	ENR	Jordan I Jensen	1980-09-05	UHC-53741-93	4968684132	8538 Jefferson Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24355	PRV	Madison Garcia	1984-09-25	—	—	6656 Church St, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20880	PRV	Jose E Richardson	1960-08-27	—	—	9388 Cedar Ln, Nashville, TN	0.64	Name split from “Last, First”Date of birth reformatted ZIP missing Plan code upper-cased+2 more
ENR-101553	ENR	Billy Espinoza	1974-07-07	UHC-20184-24	—	7555 River Rd, San Diego, CA	0.64	Name re-cased Member ID reformatted ZIP missing Gender normalised+2 more
CLM-418683	CLM	Willyam Reid	2005-08-01	—	8777096726	7293 Elm St, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140423	ENR	Brian Ramos	1973-06-28	UHC-95187-14	9383646303	835 Baseline Rd, Tampa, FL	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54289	TPA	Vicky P Mitchell	1982-05-08	—	4719235847	4460 Mountain View Dr, Nashville, TN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100275	ENR	Yuki P Fuller	2003-01-01	UHC-56196-75	2093282988	656 Ridge Rd, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104742	ENR	Philip V Nichols	1995-02-20	UHC-60512-53	2287262876	9885 Cedar Ln, Nashville, TN	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422706	CLM	Virginia Cunningham	1956-10-16	UHC-75540-38	—	2093 Bayshore Dr, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
PRV-23510	PRV	Jean W Hamlton	1965-02-08	UHC-77149-18	4167143383	4244 Oak St, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
TPA-63807	TPA	Nicholas Walsh	1996-07-04	—	—	3420 Oak St, Tempe, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-428531	CLM	Virginia Kim	1945-08-11	UHC-47194-23	9334591023	4941 Mesa Dr, Las Vegas, NV	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124640	ENR	Heather Armstrong	1984-05-11	UHC-08049-74	8507564381	3274 Pine Dr, Jacksonville, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25115	PRV	Andraw Jimenez	1966-02-28	UHC-47325-45	5798790779	3408 Spring St, Dallas, TX	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-102286	ENR	Cynthia B Fowler	1956-09-13	UHC-63359-82	7218720079	1339 Lake View Rd, Los Angeles, CA	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26573	PRV	Terry Z Kennedy	2004-08-12	—	5659542295	1735 Forest Ave, Austin, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-122194	ENR	Sophia I Luna	1969-06-01	UHC-98285-99	3389612157	4119 River Rd, Scottsdale, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405593	CLM	Catherine Morrison	2008-01-27	—	—	4880 Ocean Ave, Charlotte, NC	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60434	TPA	Julia Park	1956-11-04	—	2374488144	3535 Pine Dr, Tampa, FL	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426752	CLM	Raymond Vargas	1949-03-02	UHC-85125-76	—	5047 Spring St, Charlotte, NC	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-139012	ENR	Natalie D Harris	1981-07-10	UHC-37941-06	4595267107	6116 Forest Ave, Plano, TX	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
PRV-22849	PRV	Mason Wood	2006-11-17	—	3712343111	9111 Cedar Ln, San Diego, CA	0.64	Name re-cased City re-cased State name converted to code ZIP missing+2 more
CLM-402271	CLM	Katherine Y Marquez	1976-01-17	UHC-21181-70	9236390778	6413 Grand Ave, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-406306	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-406305	CLM	Judith Jacobs	1941-10-18	UHC-48697-92	—	5550 Lake View Rd, Gilbert, AZ	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-134979	ENR	Carlos P Sttewart	1988-03-11	UHC-30099-24	3576768254	1899 Desert Sky Blvd, San Antonio, TX	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112005	ENR	Keith Q Marquez	1955-10-10	UHC-58160-46	6979744639	7217 Spring St, Seattle, WA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411759	CLM	Jacquleine D Soto	1959-08-05	UHC-59864-67	—	5178 Camelback Rd, Sacramento, CA	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-137769	ENR	Ralph S Bradley	1980-07-27	UHC-94420-89	7632035783	4979 Park Pl, Orlando, FL	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-407516	CLM	Lawrence Maldonado	1994-07-20	UHC-97544-20	—	7498 Main St, Glendale, AZ	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
ENR-121602	ENR	Patricia Le	1962-10-07	UHC-67782-25	4914532104	2990 Pine Dr, Gilbert, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126949	ENR	Carl Garrett	1974-10-04	UHC-17347-36	3737993357	3468 Meadow Ln, Austin, TX	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50946	TPA	Heather Valdez	1966-03-06	—	—	8589 Mountain View Dr, Tampa, FL	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-61413	TPA	Donna Reed	1985-11-09	—	—	9147 Park Pl, Jacksonville, FL	0.64	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-27357	PRV	Ralph Morris	1971-12-28	—	4719739793	2055 Forest Ave, Austin, TX	0.64	Name re-cased Phone reformatted ZIP missing Gender normalised+2 more
TPA-52531	TPA	Brenda Alexander	2002-05-17	—	—	3685 Harbor Blvd, Denver, CO	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422443	CLM	Emma B Silva	1977-06-11	UHC-22819-36	—	6272 Church St, Plano, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-20187	PRV	Diane Hart	2008-02-04	—	—	7848 Ridge Rd, Miami, FL	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424371	CLM	Roger Sanders	1954-05-05	—	2283317495	5786 Grand Ave, San Antonio, TX	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-138071	ENR	Martha N Herrera	1956-06-01	UHC-70389-89	3229670616	1696 Park Pl, Los Angeles, CA	0.64	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
CLM-415288	CLM	Albert S Knight	1994-08-07	UHC-52355-58	—	6424 Mesa Dr Apt 10, Tempe, AZ	0.64	Name re-cased Unit split from street City re-cased ZIP missing+2 more
ENR-125413	ENR	Katherine M Lucas	1966-07-23	UHC-29115-96	4368401595	6724 Market St, Austin, TX	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted ZIP missing+2 more
CLM-431502	CLM	Martha Harvey	1988-01-08	UHC-12386-49	8038914734	6664 Union St, Denver, CO	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419968	CLM	Judy U Ward	1978-11-04	UHC-61206-39	—	931 Sunset Blvd, San Antonio, TX	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more

7,146 rows, page 70 of 143Previous Next