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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-138243	ENR	Logan George	2001-11-04	UHC-61499-96	6516080473	8208 Grand Ave Apt 20, Fresno, CA, 93761	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-100165	ENR	Samuel A Reyes	1942-09-26	UHC-96397-53	—	7713 Park Pl, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116302	ENR	Omar Reyes	1965-10-23	UHC-05993-47	3578340685	4469 Harbor Blvd, Charlotte, NC, 28275	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122399	ENR	Peter Q Arnolld	1994-08-02	UHC-08427-88	8313924397	1574 Oak St, Mesa, AZ, 85216	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-136255	ENR	Timothy U Santos	2005-12-23	UHC-32230-18	7512669804	6889 Palm Dr, Los Angeles, CA, 90009	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-121111	ENR	Eugene E Hall	1955-04-03	UHC-55249-21	3839135842	8430 Palm Dr, Orlando, FL, 32868	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100065	ENR	Bruce H Alvarez	1947-02-26	UHC-51055-33	4805839214	8962 Camelback Rd Apt 19, Las Vegas, NV, 89156	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-135480	ENR	Sharon Morris	1975-10-17	UHC-84047-90	3275772163	2447 Baseline Rd, Denver, CO, 80219	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118424	ENR	Arrjun Hudson	1938-06-17	UHC-28802-41	3532757110	9487 Lake View Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127026	ENR	Joshua R Reed	1964-07-11	UHC-27571-59	4596368811	4407 Sage Ct, Austin, TX, 78721	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-127631	ENR	Emily Gonzalez	1984-06-09	UHC-18091-41	8459956614	6656 River Rd, Los Angeles, CA, 90034	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129221	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129222	ENR	Amber J Ward	2008-04-19	UHC-90288-15	2175175241	1260 Willow Ct, Austin, TX, 78734	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105295	ENR	Yuki F Griffin	1995-09-12	—	9762741990	2759 Washington St, Sacramento, CA, 95805	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130710	ENR	Yuki T Harris	1950-10-26	UHC-23626-39	8389277018	3874 Sage Ct, Austin, TX	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107902	ENR	Cynthia Watson	1978-02-21	UHC-09063-66	7822781156	3505 Grand Ave Apt 14, Orlando, FL, 32888	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-113399	ENR	Ronald A Cox	1980-08-09	UHC-19931-06	7157173069	6564 Camelback Rd, Charlotte, NC, 28270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105447	ENR	Jean Walsh	1949-10-02	UHC-14913-65	4452854437	2051 Canyon Rd, Los Angeles, CA, 90059	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-113820	ENR	Bradley Perkins	2003-08-26	UHC-98736-97	4055901924	616 Lincoln Way, Sacramento, CA, 95898	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113680	ENR	Sarah X Austin	1975-03-10	UHC-05589-30	2729553883	8925 Hillcrest Rd, Eden Prairie, MN, 55335	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109382	ENR	Maria A Bryant	1946-09-03	UHC-84933-51	4234866873	3358 Oak St, Minneapolis, MN	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113010	ENR	Ana Cunningham	1972-03-03	UHC-35095-35	4547999463	1845 Desert Sky Blvd Apt 30, Scottsdale, AZ, 85299	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-106988	ENR	Edward Herrera	—	UHC-77083-56	7516314351	4961 Jefferson Ave, Plano, TX, 75098	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-120139	ENR	Roger R Aguilar	—	UHC-34944-90	7769273954	6818 Baseline Rd, Minneapolis, MN, 55482	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-122366	ENR	Ana Meyeer	1985-10-10	UHC-60179-69	8388123067	1364 Mountain View Dr, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117533	ENR	Paul O Patel	1942-11-22	UHC-67299-32	6717233707	8622 Bayshore Dr, Tucson, AZ, 85741	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109328	ENR	Janet I Watson	1960-01-11	UHC-17850-19	—	826 Pine Dr, Austin, TX, 78743	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-137339	ENR	Megan Y Edwards	2006-06-04	UHC-52947-73	—	4207 Spring St, Phoenix, AZ, 85058	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103098	ENR	Luis W Hill	1984-08-20	UHC-06728-54	5615445943	8111 Indian School Rd, Seattle, WA, 98158	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-105745	ENR	Rachel Payne	1957-01-22	UHC-90679-12	9846895957	6941 Baseline Rd, Gilbert, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139910	ENR	Beveerly B Reid	1967-12-17	UHC-24324-35	5264995382	6813 Sunset Blvd, Austin, TX, 78705	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128905	ENR	Sharon V Vega	1970-01-16	UHC-51699-03	6665859164	7508 Church St, Chandler, AZ, 85271	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-137701	ENR	Carl Li	1983-10-21	UHC-21212-69	8453836365	2696 Sage Ct # 633, Jacksonville, FL, 32277	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-139073	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave, Chandler, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134904	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134903	ENR	Amanda U Garrza	1992-05-27	UHC-35690-22	8188292975	5971 Palm Dr, Las Vegas, NV, 89198	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135781	ENR	Austin R Medina	1954-03-06	UHC-50918-06	—	4470 Main St, Fresno, CA, 93780	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-109176	ENR	Olivia Z Guzman	1982-01-01	UHC-53622-56	—	5757 Ocean Ave, Phoenix, AZ, 85080	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-103781	ENR	Theresa Ryna	1956-05-07	UHC-59142-10	—	2839 Baseline Rd, Chandler, AZ, 85207	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110315	ENR	Jerry D Jackson	1983-02-25	UHC-10365-62	8004034043	5203 Elm St Apt 26, Los Angeles, CA, 90082	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112492	ENR	Scott Lawson	1995-05-11	UHC-44563-73	9052441511	8458 Baseline Rd Apt 12, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116537	ENR	Larry Chavez	1957-10-23	UHC-76852-65	9334253153	3923 Lincoln Way, Glendale, AZ, 85348	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139059	ENR	Ethan I Castro	1984-01-21	UHC-21336-48	4444957754	1475 Main St, Nashville, TN, 37254	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-121688	ENR	Logan Jordan	1963-01-14	UHC-31361-69	—	3273 Hillcrest Rd, Los Angeles, CA, 90039	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-112022	ENR	Janice Marshall	1952-09-07	UHC-92674-04	6509203588	2157 Highland Ave Apt 24, Scottsdale, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121988	ENR	Pteer Mason	2000-12-09	UHC-17389-55	3383097882	2355 Washington St, Scottsdale, AZ, 85242	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-142116	ENR	Arthur K Wilson	1981-12-17	UHC-74349-97	3037862072	8847 Ridge Rd, Chandler, AZ, 85284	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-135487	ENR	Isabella Singh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 798, Columbus, OH, 43296	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114550	ENR	Gabryel L Harrison	1947-08-24	UHC-73884-55	—	2663 Meadow Ln, Jacksonville, FL, 32291	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-139354	ENR	Dylan D Warren	1952-05-22	UHC-65940-02	2614287832	2857 Main St, San Diego, CA, 92134	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

26,564 rows, page 154 of 532Previous Next