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 “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-142614	ENR	Jason James	1957-02-14	UHC-94506-04	7413284041	9716 Mountain View Dr # 769, Glendale, AZ, 85352	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-105847	ENR	Gloria V Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-105848	ENR	Gloria V Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-127948	ENR	Michelle O Clark	1987-06-28	UHC-76779-12	7186275243	4196 Union St # 234, Miami, FL, 33116	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-100741	ENR	Amy Z Sullivan	1964-12-06	UHC-96279-95	9255024808	3192 Willow Ct, Austin, TX, 78775	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134616	ENR	Juile Rojas	1950-04-23	UHC-51780-16	3367126600	5396 Meadow Ln # 617, San Diego, CA, 92139	0.52	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-128841	ENR	Cynthia I Kelley	1951-10-26	UHC-66524-42	3355513245	2490 Meadow Ln, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112884	ENR	Mason Wood	2006-11-17	UHC-07180-72	3712343111	9111 Cedar Ln, San Diego, CA, 92134	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-120503	ENR	Hannah P Carter	2003-02-12	UHC-42439-89	3173279722	6743 Church St, Tempe, AZ, 85233	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141235	ENR	—Junk	2002-09-26	UHC-55937-60	4228573147	5295 Main St, Mesa, AZ, 85241	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-117346	ENR	Ann X Fields	1946-01-03	—	2802824556	5259 Valley View Dr, Tempe, AZ, 85241	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137829	ENR	Lori Fuller	1985-09-22	UHC-99756-56	7819204849	2591 Camelback Rd, Tampa, FL, 33624	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-126834	ENR	Brooks Robert	1956-03-14	UHC-20176-42	3388617553	8962 Central Ave, San Diego, CA	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113166	ENR	Martha J Payne	1943-11-21	UHC-73293-13	8525780357	5082 Maple Ave, Charlotte, NC, 28206	0.52	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+2 more
ENR-142083	ENR	Christopher F Parker	1978-01-19	UHC-38984-88	2964994988	2280 Sage Ct Apt 15, Columbus, OH	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-116470	ENR	Kyle S Jensen	1954-08-01	UHC-25407-01	3344229991	5279 Spring St, Las Vegas, NV	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102723	ENR	Helen Muray	1952-12-22	UHC-97100-19	4794401429	432 River Rd, Los Angeles, CA, 90051	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111077	ENR	Logan J Clark	1938-12-28	UHC-88925-67	5217388404	217 Elm St, Gilbert, AZ, 85265	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115081	ENR	Arjun N Cooper	1997-01-20	UHC-97990-01	9102106468	3243 Ocean Ave, Fresno, CA, 93794	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129373	ENR	Sharon Campbell	—	UHC-06772-04	4465041093	878 Canyon Rd, Tucson, AZ, 85718	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-125572	ENR	Patricia Z Padiilla	1941-12-17	UHC-08197-54	4774415654	8746 Maple Ave, Minneapolis, MN	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116768	ENR	Debra K Fields	1973-06-12	UHC-12024-33	7015279901	1358 Pine Dr, Phoenix, AZ, 85093	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-123012	ENR	Patricia RJunk	1992-08-25	UHC-68939-94	9089761394	5270 Highland Ave, Chandler, AZ, 85227	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-141388	ENR	Kenneth S Ross	1947-09-04	UHC-26589-52	9068395974	4605 Hillcrest Rd, Phoenix, AZ	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
ENR-101510	ENR	Yuki W Riley	1914-05-23	UHC-96554-32	3919819502	2940 Oak St Apt 23, Eden Prairie, MN, 55332	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-107073	ENR	Kathleen L Torres	—	UHC-94701-72	8166540659	6571 Desert Sky Blvd, Scottsdale, AZ, 85200	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-125802	ENR	Arthur J Baker	1949-02-15	UHC-95250-58	5405256712	291 Indian School Rd, Orlando, FL, 32824	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142519	ENR	Christian Vargas	1962-12-25	UHC-00336-95	3648718471	827 Sage Ct # 513, Columbus, OH, 43242	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-133571	ENR	Wayne Perkins	1943-09-07	UHC-83686-34	9098771961	5373 Highland Ave, Mesa, AZ, 85212	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117908	ENR	Evans Viginia	—	UHC-47098-36	4969404567	6614 Elm St, Scottsdale, AZ, 85284	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-101976	ENR	Jess Medina	2002-11-26	UHC-92187-07	7978568412	1120 Bayshore Dr Apt 25, Fresno, CA, 93717	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135539	ENR	Joseph T Gonzales	—	UHC-00602-46	8882351657	8030 Elm St, Houston, TX	0.52	Date of birth unreadable Phone reformatted ZIP missing Email lower-cased+2 more
ENR-128795	ENR	Katherine P Hamilton	1995-12-12	UHC-73729-70	3095174131	10 Mountain View Dr, Columbus, OH	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127701	ENR	Arthur Gray	1996-05-02	UHC-88638-18	3618242906	4343 Spring St, Nashville, TN, 37213	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108251	ENR	Michael Z Knight	1988-08-19	UHC-49306-72	2609439062	5698 Meadow Ln, Seattle, WA, 98194	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108537	ENR	Wayne P Oliver	1976-04-07	UHC-87651-90	7625235720	365 Church St, Sacramento, CA, 95831	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108175	ENR	Lauren O Porter	2007-09-10	UHC-20565-29	6206198383	1895 Elm St, Glendale, AZ, 85335	0.52	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-103492	ENR	Kaen B Dixon	1993-02-27	UHC-52328-18	4654906522	439 Maple Ave Apt 34, Jacksonville, FL, 32229	0.52	Phone reformatted Unit split from street State name converted to code Gender normalised+2 more
ENR-127574	ENR	David Powell	2004-04-27	UHC-50609-62	9259741002	1225 Canyon Rd, Austin, TX, 78798	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116746	ENR	Nicole Weber	2008-04-01	UHC-33244-23	2263003086	8660 Broadway Apt 6, Glendale, AZ, 85354	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-107360	ENR	William Bradley	1964-03-20	UHC-33492-59	3982753015	9247 Jefferson Ave, Glendale, AZ, 85349	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-101400	ENR	Thomas West	1961-12-16	UHC-63916-28	5476178107	5325 Hillcrest Rd Apt 7, Dallas, TX, 75211	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105074	ENR	Nancy Gibson	1957-12-21	UHC-64279-71	3263182219	8709 Forest Ave, Chandler, AZ, 85274	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-121830	ENR	Stephanie Bell	1940-04-27	UHC-76947-21	2126217158	3211 Oak St, Tempe, AZ, 85280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121831	ENR	Stephanie Bell	1940-04-27	UHC-76947-21	2126217158	3211 Oak St, Tempe, AZ, 85280	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111791	ENR	Johnson Randy	1986-01-11	UHC-51182-51	4317292783	7347 Pine Dr # 974, Jacksonville, FL, 32215	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111169	ENR	Joan A Johnston	2001-03-18	UHC-21549-44	6938562173	8718 Desert Sky Blvd, Miami, FL, 33104	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114193	ENR	Mason N Jenkins	1971-02-08	UHC-44213-31	4038643511	2754 Meadow Ln, Minneapolis, MN	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120713	ENR	Brian Wells	2001-07-16	UHC-78951-31	3433526611	7743 Market St, Tampa, FL	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-140434	ENR	Sandra C Young	1938-09-22	UHC-48035-60	2247165422	8637 Mountain View Dr, San Antonio, TX	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

28,181 rows, page 53 of 564Previous Next