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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134859	ENR	Natalie I Reyes	1963-03-17	UHC-20278-68	9546606252	1848 Willow Ct, Scottsdale, AZ, 85286	0.76	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
ENR-104837	ENR	Donald T Young	1967-05-24	UHC-33322-36	7228881214	5271 Lake View Rd, Denver, CO, 80288	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105760	ENR	Teresa N George	1971-06-02	UHC-44926-85	4985603209	1320 Ridge Rd, San Diego, CA, 92124	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-105896	ENR	Kathryn U Russell	1994-05-21	UHC-26147-08	5994823847	8184 Cedar Ln, Gilbert, AZ, 85243	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-124464	ENR	Doris G Jacobs	2000-01-16	UHC-45965-80	—	4453 Baseline Rd, Charlotte, NC, 28287	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140857	ENR	Omar X Jacobs	1995-09-22	UHC-24754-97	9034656337	6910 Meadow Ln, Charlotte, NC, 28216	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-137719	ENR	Jacob Brown	1947-10-11	UHC-24152-73	2892313117	4000 Mountain View Dr, Minneapolis, MN, 55484	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-110215	ENR	Michael I Watkins	1938-11-16	UHC-26276-92	8558473410	852 Market St, Fresno, CA, 93718	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-138863	ENR	Carolyn Y Gonzalez	1939-03-26	UHC-17410-90	2189811835	4727 Highland Ave, Las Vegas, NV	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-130232	ENR	Kenneth D Rios	1940-03-10	UHC-43039-54	—	1594 Washington St, Mesa, AZ, 85226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106036	ENR	Megan M Hoffman	1944-06-19	UHC-69393-90	5052121047	536 Elm St, San Antonio, TX, 78215	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-126569	ENR	Rebecca V Foster	1972-09-20	UHC-85099-24	—	2598 Oak St, San Diego, CA, 92198	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100577	ENR	Camila Y Bryant	1941-07-01	UHC-78163-31	4093755405	517 Harbor Blvd, Columbus, OH, 43259	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-137320	ENR	Daniel Simmons	1983-03-21	UHC-22539-64	6042485851	3758 Harbor Blvd, Chandler, AZ, 85264	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124618	ENR	Christian A Estrada	1992-03-02	UHC-18584-05	8767803639	2599 Main St, San Diego, CA, 92116	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-137879	ENR	Madison W Flores	1998-03-13	—	2617520872	3715 Main St, Fresno, CA, 93757	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104991	ENR	Kenneth N Mitchell	1972-10-10	UHC-90378-34	3227248147	5912 Willow Ct, Austin, TX, 78792	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139656	ENR	Jaince A Hawkins	1992-05-19	UHC-85289-63	6537540406	8314 Jefferson Ave, Jacksonville, FL, 32260	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107431	ENR	James E Rivera	1959-08-11	UHC-90965-61	6896869435	1090 Spring St, Glendale, AZ, 85375	0.76	Date of birth reformatted Phone reformatted Email lower-cased Gender normalised+2 more
ENR-108268	ENR	Judy Q Alexander	1990-09-12	UHC-75403-09	6615096490	6007 Grand Ave Apt 2, Dallas, TX, 75261	0.76	Member ID reformatted Unit split from street State code upper-cased Email lower-cased+2 more
ENR-108506	ENR	Hiroshi P Nunez	1976-12-20	UHC-91613-92	4909072204	9881 Forest Ave, Gilbert, AZ, 85215	0.76	Phone reformatted SSN last four extracted Email lower-cased Plan code upper-cased+2 more
ENR-110145	ENR	Gloria Gomez	1942-11-24	UHC-96827-74	8164712224	8179 Washington St, San Diego, CA, 92118	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-103189	ENR	Logan A Gonzalez	1984-03-05	UHC-65333-57	3739600544	4704 Meadow Ln, Sacramento, CA, 95800	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117443	ENR	Kim M Margaret	1992-02-11	UHC-98896-19	5956287335	4922 Lake View Rd Apt 4, Mesa, AZ, 85241	0.76	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-130187	ENR	Mei Ferguson	1944-11-16	—	5014273554	—	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-120375	ENR	Nicholas T Johnson	1950-06-24	UHC-82744-56	2797313619	2844 Cedar Ln, Las Vegas, NV, 89171	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121903	ENR	Richard Burke	2002-09-27	UHC-80410-81	9707262675	3768 Washington St, Charlotte, NC, 28295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108354	ENR	Alice F Freeman	1970-09-21	UHC-21999-44	5815901758	9795 Sunset Blvd, Eden Prairie, MN, 55311	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119811	ENR	Carolyn J Bennett	1962-07-28	UHC-05367-86	3394322127	4016 Baseline Rd, Jacksonville, FL, 32221	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107449	ENR	Diego E Johnston	1956-02-16	UHC-82913-21	5688303800	4385 Highland Ave, Sacramento, CA, 95852	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132668	ENR	Alice F Gomez	1939-01-07	UHC-92278-25	6478136003	5999 Sage Ct, Fresno, CA, 93711	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112880	ENR	Ashley Lopez	1944-08-15	UHC-75234-83	6934061650	1743 Sage Ct, Denver, CO, 80272	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133580	ENR	Valentina N Gibson	1938-01-16	UHC-61258-49	6228942862	7698 Mountain View Dr, Gilbert, AZ, 85235	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-115104	ENR	Anngela Jordan	1971-06-04	UHC-61994-78	2555657045	6114 Apache Blvd, Dallas, TX, 75245	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138547	ENR	Victoria Kelly	1973-01-09	UHC-21186-40	7957205043	3621 Sage Ct, Los Angeles, CA, 90025	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124282	ENR	Michelle Dominguez	1991-02-15	UHC-10153-41	6547692431	1652 Willow Ct, Jacksonville, FL, 32208	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-141937	ENR	Bevery Lane	1939-05-15	UHC-19650-15	9549045290	5624 Main St, Tempe, AZ, 85217	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133037	ENR	Bruce Pena	1968-03-16	UHC-73590-43	3525052598	6188 River Rd, Orlando, FL, 32805	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118846	ENR	Jordan Stone	1989-11-22	UHC-29838-90	4534019809	2253 Sage Ct, Fresno, CA, 93795	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-126036	ENR	Kathryn S Payne	1963-06-10	UHC-68837-89	7187472042	3681 Main St, Atlanta, GA, 30317	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138546	ENR	Carl F Hansen	1950-04-01	UHC-71557-13	8293978046	1656 Canyon Rd, Eden Prairie, MN, 55372	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126679	ENR	Susan Jackson	1985-02-10	UHC-17734-66	5748993895	1342 Mountain View Dr, Mesa, AZ, 85280	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135565	ENR	Nathan Cunningham	—	UHC-50761-20	—	3407 Sunset Blvd, Dallas, TX, 75289	0.76	Name re-cased Date of birth reformatted Date of birth unreadable City re-cased+2 more
ENR-134349	ENR	Carol O Freeman	1971-02-08	UHC-19344-36	2676608104	8098 Apache Blvd, Minneapolis, MN, 55445	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104363	ENR	Diana A King	2000-01-26	UHC-18540-14	5739666934	4599 Elm St, Jacksonville, FL, 32244	0.76	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-134168	ENR	Evelyn Alvarado	1979-10-24	UHC-61170-74	3065217185	6542 Mesa Dr, San Antonio, TX, 78232	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-126303	ENR	Roger E Carr	1994-10-08	—	3705719415	4662 Pine Dr, Glendale, AZ, 85337	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-118738	ENR	Ronald H Valdez	1995-11-13	UHC-22229-49	6709085317	1195 Jefferson Ave, Nashville, TN, 37231	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-136823	ENR	Roger Z Harrison	1992-07-11	UHC-03161-33	3935596005	9840 Central Ave, Glendale, AZ, 85389	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125665	ENR	Carr T Joan	1967-07-02	UHC-62574-99	4764920390	2532 Lincoln Way, Atlanta, GA, 30380	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

2,126 rows, page 25 of 43Previous Next