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

Enrollment, 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
ENR-113775	ENR	Joyce Nunez	1996-12-11	UHC-97671-06	7512565227	3734 Palm Dr, Fresno, CA	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-122357	ENR	Willei Ray	1962-02-03	UHC-57120-48	3673968182	4022 Grand Ave, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126110	ENR	Benjamin Miller	1975-05-18	UHC-93960-60	8959993321	778 Ridge Rd, San Diego, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-105736	ENR	Mei I Roberts	1976-01-12	UHC-45527-73	—	6782 Spring St, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128100	ENR	Anthony N Moore	1999-01-02	UHC-26830-07	8385953722	8792 Highland Ave, Plano, TX	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-135376	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-135375	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-139168	ENR	Amber Jemes	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114469	ENR	Brenda Lawrence	1970-05-05	UHC-93316-10	8499546047	2471 Grand Ave, Houston, TX	0.66	Street suffix standardised Address re-cased ZIP missing Plan code upper-cased+1 more
ENR-136581	ENR	Arjun B Fields	1962-03-12	UHC-53153-49	4899725136	2949 Sunset Blvd, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-100247	ENR	Charlotte Wheeler	1964-03-13	UHC-02876-57	6745373346	8691 Spring St, Miami, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116865	ENR	Roy D Davis	1964-08-14	UHC-14130-19	4816131637	8252 Church St, Los Angeles, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-101444	ENR	Gregory P Salazar	1967-09-26	UHC-24529-54	6639038016	7702 Apache Blvd, Seattle, WA	0.66	City re-cased ZIP missing Email lower-cased Gender normalised+1 more
ENR-102902	ENR	Alice F Sims	2004-07-27	UHC-22903-96	7647357522	6681 Ridge Rd, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-117342	ENR	Matthew S Medina	1961-09-14	UHC-54702-19	6442752167	9132 Spring St, Houston, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126530	ENR	Theresa Tucker	1972-03-03	UHC-63388-86	8127805521	6849 Grand Ave, Glendale, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100235	ENR	Maria Davis	2007-03-12	UHC-35556-52	5754717021	5103 Willow Ct, Tempe, AZ	0.66	Phone reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-120853	ENR	Tony Hunter	1973-04-17	UHC-25320-77	5148688083	3011 Park Pl, Seattle, WA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-121257	ENR	Anthony N Reed	1942-05-02	UHC-08812-20	8332751534	6410 Cedar Ln, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124856	ENR	Anna Ward	1958-06-16	UHC-32019-99	6014215132	1243 Oak St, Minneapolis, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-139183	ENR	Valentina Pery	1958-07-19	UHC-68447-74	6945792409	4222 Maple Ave, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-124999	ENR	William J Bell	1963-09-15	UHC-87525-57	3137789555	2811 Church St, Columbus, OH	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-135523	ENR	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way Apt 4, Glendale, AZ	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
ENR-115740	ENR	Alvarez Henry	1956-09-16	UHC-27814-80	9042388403	2832 Meadow Ln, Tampa, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-100110	ENR	Fatima A Lynch	2001-08-22	UHC-78829-59	3518682231	7675 Harbor Blvd, Columbus, OH	0.66	Phone reformatted ZIP missing Gender normalised Plan code upper-cased+1 more
ENR-124645	ENR	Catherine Z Smith	1969-04-03	UHC-24248-33	3309031079	6032 Market St, Dallas, TX	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-125048	ENR	Marilyn X Wallace	1998-05-03	UHC-97767-95	7065672023	4560 Indian School Rd, Jacksonville, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127130	ENR	Jeffrey Wells	2007-06-08	UHC-79372-14	6944155262	6786 Sage Ct, Denver, CO	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-134764	ENR	Rios Z Janice	1939-07-04	UHC-63139-91	2979149462	1537 Apache Blvd, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119059	ENR	Eddie F Ford	1941-12-17	UHC-01186-58	4777968781	8722 Central Ave, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-119718	ENR	Mason Henderson	2004-08-05	UHC-43603-66	7595147269	7776 Valley View Dr, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-119455	ENR	Ruth N Hicks	2006-01-27	UHC-26155-83	7963794921	4785 Pine Dr, Tampa, FL	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134459	ENR	Robert Jordan	1969-07-05	UHC-56770-06	3723408224	8316 Mesa Dr, Fresno, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127499	ENR	Marilyn Kelly	1993-01-09	UHC-08484-93	3527415245	2128 Union St, Gilbert, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103055	ENR	Christian Bowman	2001-05-27	UHC-29041-37	4977788880	4084 Mountain View Dr, Chandler, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103054	ENR	Christian Bowman	2001-05-27	UHC-29041-37	4977788880	4084 Mountain View Dr, Chandler, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-123956	ENR	Janet E Reyes	1951-06-01	UHC-74672-84	2039525882	4791 Bayshore Dr, Tucson, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116702	ENR	Amy Hawkins	1967-04-16	UHC-23477-69	7077472918	1162 Grand Ave, Minneapolis, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111934	ENR	Arjun Medina	1957-05-03	UHC-70863-29	5427948552	3720 Spring St, Orlando, FL	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-139895	ENR	Cheryl Myars	1958-10-15	UHC-88613-53	3825770667	4256 Spring St, Fresno, CA	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-116145	ENR	David V Moreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-107328	ENR	Joe H Long	1971-11-07	UHC-76912-53	2796141432	5547 Elm St, Tempe, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-122765	ENR	Danielle Jordan	1973-12-20	UHC-72650-33	8554587156	2275 Hillcrest Rd, Sacramento, CA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108661	ENR	James A Butler	1954-08-09	UHC-62743-16	2764282583	4933 Valley View Dr, Tempe, AZ	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101226	ENR	Jacob M Burke	1939-10-04	UHC-59272-56	9147891089	4734 Bayshore Dr, Chandler, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-111096	ENR	Randy T Fisher	1946-10-27	UHC-12537-46	—	4312 Sage Ct, Minneapolis, MN	0.66	ZIP missing Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-140224	ENR	Cynthia Z Stone	1942-04-06	UHC-70398-69	2654255337	3601 Canyon Rd, Fresno, CA	0.66	Street suffix standardised Address re-cased ZIP missing Whitespace trimmed+1 more
ENR-106181	ENR	Abigail Dean	1998-09-02	UHC-16177-59	6079501508	6212 Forest Ave, Las Vegas, NV	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-104394	ENR	Benjamin Stewart	1945-06-25	UHC-28478-43	3314713960	2391 Willow Ct, Tempe, AZ	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-115019	ENR	Madison Moreno	1946-08-02	UHC-53709-86	5533956010	4686 Ocean Ave, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more

3,340 rows, page 47 of 67Previous Next