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+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128868	ENR	Sean U Tucker	1942-02-27	UHC-15420-32	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-128869	ENR	Sean U Tucker	1942-02-27	UHC-15420-32	6769874210	4803 Canyon Rd, Minneapolis, MN, 55433	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+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-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-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-130350	ENR	Brenda Tucker	1977-08-28	UHC-97550-61	5983598422	7764 Central Ave, Chandler, AZ, 85228	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-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-124631	ENR	Randy W Woods	1976-04-09	UHC-63392-57	3947042040	1919 Market St, Phoenix, AZ, 85057	0.64	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-105455	ENR	Marcus O McDonald	1978-09-11	UHC-82275-56	8903064070	787 Meadow Ln, Glendale, AZ, 85363	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130418	ENR	Philip R Robinson	1977-01-04	UHC-17592-55	2986254420	9046 Valley View Dr, Dallas, TX, 75249	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-130778	ENR	Raymond Coleman	1973-12-01	UHC-49070-67	5177527570	3854 Elm St, Charlotte, NC, 28227	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-117377	ENR	Gary Willis	1986-10-12	UHC-53072-60	9279383372	48 Pine Dr, Tampa, FL, 33663	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128824	ENR	Olivia Reed	1955-05-19	UHC-00376-74	8227165532	9635 Forest Ave, San Antonio, TX, 78276	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-105383	ENR	Nancy Palmer	1975-12-11	UHC-18015-69	8348821792	4573 Elm St, Dallas, TX, 75273	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-135847	ENR	Ruth Garrett	2003-10-09	UHC-34655-43	9529143682	3904 Baseline Rd, Orlando, FL, 32882	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123196	ENR	Garrett X Jason	1978-04-08	UHC-04664-80	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133054	ENR	Donna Scott	1986-12-11	UHC-62612-35	—	1923 Ocean Ave, Nashville, TN, 37221	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-123688	ENR	Madison E Walsh	1939-05-02	UHC-80205-20	—	7858 Desert Sky Blvd, Gilbert, AZ, 85218	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-100080	ENR	Andrea V Murphy	1945-01-09	UHC-07528-87	—	4717 Grand Ave, Austin, TX, 78760	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-113667	ENR	Ana K Robinson	1955-02-02	UHC-45904-17	4879860691	3989 Indian School Rd, San Diego, CA, 92142	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-111968	ENR	Danielle Ward	2003-09-25	UHC-81974-47	8778395229	8315 Central Ave, Scottsdale, AZ, 85262	0.64	Name re-cased Phone reformatted SSN last four extracted City re-cased+2 more
ENR-104623	ENR	Bruce Knight	1950-07-18	UHC-76608-48	2636033400	9441 Church St, Phoenix, AZ, 85092	0.64	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+2 more
ENR-126099	ENR	Arhur Munoz	1956-01-04	UHC-55142-03	5238035252	4160 Sage Ct, Tampa, FL, 33691	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-130946	ENR	Scott U Delgado	1964-08-08	UHC-84050-71	2019128572	2628 Mountain View Dr, Nashville, TN, 37274	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128682	ENR	Naathan Simmons	1977-02-21	UHC-51233-44	6286187275	3821 Meadow Ln, Mesa, AZ, 85212	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-112190	ENR	Andy Salazar	1982-11-12	UHC-40525-97	7804750049	1044 Oak St, Scottsdale, AZ, 85246	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105372	ENR	Zachary R Carpenter	1946-09-12	UHC-74272-06	3255728760	4234 Central Ave, Phoenix, AZ, 85025	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-141977	ENR	Cheryl Gibson	2006-02-01	UHC-20907-17	9647574340	6384 Sunset Blvd, Sacramento, CA, 95819	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139634	ENR	Evvelyn Kim	1991-05-18	UHC-97183-17	8627110973	3615 Palm Dr, Seattle, WA, 98117	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113011	ENR	Dine Johnson	1961-12-02	UHC-39148-39	2468226657	2253 Broadway, Tucson, AZ, 85745	0.66	Name re-cased Address re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-136286	ENR	Wllie D Nguyen	1987-11-23	UHC-05114-92	8322992306	9795 Highland Ave, San Diego, CA, 92196	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-105076	ENR	Charles Z Mendoza	1989-12-26	UHC-16827-22	8502743377	4650 Hillcrest Rd, Sacramento, CA, 95858	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136589	ENR	Paamela K Evans	1982-04-03	UHC-26032-41	5662584815	2330 Sage Ct, Eden Prairie, MN, 55322	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-117535	ENR	Rachel Marshall	1988-03-07	UHC-50684-24	7239051021	8677 Washington St, Gilbert, AZ, 85214	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-119255	ENR	Alex Vasquez	1951-09-23	UHC-55510-39	7973625493	4517 Ridge Rd, Seattle, WA, 98176	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-130806	ENR	Mary J Watkins	1994-02-25	UHC-68504-43	5853388926	6724 Baseline Rd, Jacksonville, FL, 32288	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130645	ENR	Brittany Henderson	1993-01-25	UHC-53888-91	5749071503	799 Elm St, Eden Prairie, MN, 55340	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-130144	ENR	Diana H Bradley	1938-05-07	UHC-06344-17	3325115816	3157 Market St, Tucson, AZ, 85722	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-119637	ENR	Kathryn Munoz	1998-10-19	UHC-94263-23	9265036461	6393 Mesa Dr, Dallas, TX, 75262	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108086	ENR	Katherine H Stephnes	1941-09-05	UHC-94512-44	7707153349	2233 Pine Dr, Scottsdale, AZ, 85283	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-123369	ENR	Brandon K Gibson	1981-12-23	UHC-11579-39	6695503338	3333 Maple Ave, Denver, CO, 80292	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140826	ENR	Jimmy Boyd	1970-07-01	UHC-89043-53	6055788362	4572 Lake View Rd, Mesa, AZ, 85287	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132017	ENR	Carol Peterson	1988-03-27	UHC-20697-04	9047784461	7116 Central Ave, Columbus, OH, 43230	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-136991	ENR	Andrea Reyes	—	—	6593771365	5494 Church St, Tampa, FL, 33666	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-127963	ENR	Maria E Spencer	1977-03-27	UHC-16004-64	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.66	Name split from “Last, First”Phone reformatted State code upper-cased ZIP+4 trimmed+1 more
ENR-102890	ENR	Camila Snyder	1953-12-15	UHC-87849-68	3419919078	5462 Union St, Austin, TX, 78776	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123304	ENR	Amy F Parker	1948-05-10	UHC-80718-08	7085473846	3601 Jefferson Ave, Scottsdale, AZ, 85292	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

3,951 rows, page 49 of 80Previous Next