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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-109367	ENR	Beverly E Burns	1955-03-05	UHC-65357-91	5922748806	6077 Mesa Dr, San Antonio, TX	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-105406	ENR	Joseph C Boyd	1954-03-20	UHC-23225-22	—	1006 Park Pl, Houston, TX, 77056	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-105405	ENR	Joseph C Boyd	1954-03-20	UHC-23225-22	—	1006 Park Pl, Houston, TX, 77056	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-128278	ENR	Brittany C Richardson	1992-04-08	UHC-85550-72	3652940002	4591 Lincoln Way, Tucson, AZ, 85731	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-118813	ENR	Kathleen C Knight	1981-08-22	UHC-60314-10	2336873624	3149 Park Pl, Dallas, TX, 75204	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110533	ENR	Carol A Chapman	1988-08-20	UHC-63066-66	6169666703	5400 Broadway # 712, San Diego, CA, 92153	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-126906	ENR	Patrick O Buyd	1977-05-24	UHC-93836-29	2188913290	7545 Mesa Dr Apt 19, Mesa, AZ, 85230	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121642	ENR	Judith J Salazar	1938-02-17	UHC-63958-44	2699514154	3981 Harbor Blvd, Las Vegas, NV, 89197	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129647	ENR	Joan C Castro	1993-08-20	UHC-27151-29	4054368361	6960 Ridge Rd, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130243	ENR	Raymond Collins	1971-03-26	UHC-04176-72	3534901244	6254 Forest Ave, Seattle, WA, 98140	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109983	ENR	Barbara Rojas	1974-05-22	UHC-91769-61	3116896591	8037 Church St, Miami, FL, 33161	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-132971	ENR	Jacqueline Hayes	1983-05-03	UHC-23251-29	7257805430	5066 Oak St, Charlotte, NC, 28269	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-127719	ENR	Stephhen U Elliott	1993-12-09	UHC-16349-63	7068913399	209 Maple Ave, Columbus, OH, 43232	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140152	ENR	Ahmed H Sullivan	1984-03-15	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-140153	ENR	Ahmed H Sullivan	1984-03-15	UHC-97738-74	—	8848 Desert Sky Blvd, Charlotte, NC, 28296	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
ENR-117594	ENR	Jordan Alvarado	1984-03-12	UHC-21426-35	—	4827 Lake View Rd, Fresno, CA, 93725	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118941	ENR	Walter J Cruz	2003-11-07	UHC-56734-59	—	485 Washington St, Gilbert, AZ	0.64	Date of birth reformatted City re-cased State name converted to code ZIP missing+2 more
ENR-130885	ENR	Frank K Ruiiz	1947-03-26	UHC-94814-27	4617142767	2396 Lake View Rd, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121157	ENR	Christine T Edwards	1969-05-22	UHC-19900-65	4294794897	2240 Desert Sky Blvd, Columbus, OH, 43262	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-135242	ENR	Richard Vega	2002-06-22	UHC-70100-40	9814598868	6662 Union St, Columbus, OH, 43200	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133080	ENR	Sean Grant	1959-02-13	UHC-23861-67	2429341654	5920 Ocean Ave, Tucson, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-104579	ENR	Patricia Bowman	1989-02-14	UHC-82448-60	4585137889	201 Hillcrest Rd, Columbus, OH	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted ZIP missing+2 more
ENR-131897	ENR	Catherine U Bowman	1993-08-01	UHC-34034-90	—	2325 Lake View Rd, Columbus, OH, 43299	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-119877	ENR	Carolyn Greene	1943-06-09	UHC-92702-38	2807018511	3861 Baseline Rd, Seattle, WA, 98112	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136588	ENR	Wei C Johnson	1980-11-23	UHC-52953-76	8263425733	9776 Forest Ave, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118889	ENR	Terry Dominguez	1950-07-25	UHC-49400-42	8699841968	5441 Central Ave, Chandler, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137733	ENR	Kyle Delgado	1997-02-18	UHC-21688-31	6677743819	8719 Maple Ave, Columbus, OH	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-130564	ENR	Eric F Taylor	1965-03-16	UHC-85425-75	—	3143 Mesa Dr, Eden Prairie, MN, 55328	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135450	ENR	Keith Boyd	1957-12-25	UHC-00414-79	6695925061	8006 Church St, Mesa, AZ, 85233	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128544	ENR	Ethan Guzman	1986-02-17	UHC-33032-60	2715393774	684 River Rd, Las Vegas, NV, 89119	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131213	ENR	Bryan U Coleman	1950-05-27	UHC-29651-76	5828380209	3787 Valley View Dr, Gilbert, AZ, 85235	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137950	ENR	Loir Miller	1942-02-11	UHC-11050-43	9055430691	138 Harbor Blvd, Nashville, TN, 37242	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135010	ENR	Mason T Garett	1967-12-18	UHC-33278-74	4143920025	3110 Elm St Apt 3, Columbus, OH, 43278	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101813	ENR	Benjamin B Harris	1978-11-02	UHC-55813-93	7414289056	1764 Mountain View Dr, Las Vegas, NV	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118024	ENR	Logan H Wang	2001-03-04	UHC-72381-10	5619720419	9242 Park Pl, Phoenix, AZ, 85058	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-120903	ENR	Terry Gomez	2002-01-21	UHC-97945-44	—	875 Grand Ave, Eden Prairie, MN, 55359	0.64	Date of birth reformatted Phone missing area code Member ID reformatted ZIP+4 trimmed+2 more
ENR-140316	ENR	Alan B Bradley	2008-03-04	UHC-95978-86	—	286 Jefferson Ave, Charlotte, NC, 28277	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-112263	ENR	Mark B Davis	1962-06-10	UHC-18118-85	—	1403 Pine Dr, Mesa, AZ, 85248	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105410	ENR	Ahmed Y Perez	1941-05-09	UHC-47618-85	9662242443	3435 Broadway, Sacramento, CA, 95811	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
ENR-141392	ENR	Lisa Castro	1991-01-19	UHC-96067-72	7119064904	11 Elm St, Sacramento, CA	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119557	ENR	Harold Ryan	1988-11-28	UHC-44392-49	4394191715	8369 Oak St, Gilbert, AZ, 85222	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-100475	ENR	Rachel E Knight	1954-09-26	UHC-26205-18	9432327255	2999 Canyon Rd, Minneapolis, MN, 55423	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131859	ENR	Linda G Scott	1987-10-28	UHC-16616-27	9024578990	1462 Main St, Scottsdale, AZ, 85223	0.64	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+2 more
ENR-122390	ENR	JudyJunk	2005-11-10	UHC-30219-86	8574103686	3662 Maple Ave, Fresno, CA, 93797	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133514	ENR	Philip Whtie	1992-10-23	UHC-56598-37	8284020102	208 Washington St, Gilbert, AZ, 85280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115112	ENR	Lucia O Bailey	1938-08-26	UHC-99380-89	6599635095	5146 Meadow Ln, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-132411	ENR	Jaun B Carroll	1973-09-04	UHC-99840-10	5817918030	2647 Sage Ct, Sacramento, CA, 95870	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105049	ENR	Gabriel Fisher	1962-02-02	UHC-15892-86	—	3157 Baseline Rd, Chandler, AZ, 85283	0.64	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-122983	ENR	Carolyn H Guzman	1967-06-08	UHC-42076-73	4613107599	963 Bayshore Dr, Tucson, AZ, 85739	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122263	ENR	Amber Vasquez	1950-05-03	UHC-16493-18	2847358059	3362 Pine Dr, San Antonio, TX, 78252	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

13,989 rows, page 90 of 280Previous Next