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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-113914	ENR	Petrick Luna	1983-10-03	UHC-87231-07	9599188887	2497 Baseline Rd, Jacksonville, FL, 32287	0.50	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-121963	ENR	Amanda Woods	1938-08-27	UHC-77779-13	8554138089	1989 Sage Ct, Atlanta, GA, 30376	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117124	ENR	Santiago E Gray	1951-10-02	UHC-60144-43	—	2965 Camelback Rd, Atlanta, GA, 30382	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-119650	ENR	Scott H Kim	1962-07-02	UHC-69089-17	9322842075	4664 Spring St, Chandler, AZ, 85221	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-113159	ENR	Lisa U Hayes	1997-11-16	UHC-48433-58	6132327411	3266 Mountain View Dr, Plano, TX, 75053	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-124186	ENR	Janice Weaver	1973-10-17	UHC-62096-42	—	1279 Oak St, Denver, CO, 80225	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-129209	ENR	Maria Q Cunningham	1959-10-20	UHC-51601-85	8988085832	7075 Pine Dr, Los Angeles, CA, 90008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118824	ENR	Heather V Palmer	2005-05-09	UHC-37730-21	4767789684	6747 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123804	ENR	Lawson R Kathleen	1941-07-17	UHC-48976-71	4285317493	2728 Valley View Dr Apt 10, Charlotte, NC, 28202	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-136539	ENR	Lgan Q Tran	1997-05-11	UHC-26362-90	7296500155	4762 Canyon Rd, Plano, TX, 75057	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-136039	ENR	Lucia Gonzalez	1978-07-05	UHC-77260-89	7632052821	3897 Bayshore Dr, Sacramento, CA, 95873	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-124663	ENR	Ronald Long	—	UHC-17595-06	—	3301 Oak St, Charlotte, NC, 28270	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-116486	ENR	Mei Gant	1950-02-14	UHC-98407-62	7343191836	3793 Lake View Rd, San Diego, CA, 92168	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120091	ENR	Bobby Torres	1945-05-09	UHC-38502-01	8656050788	6470 Lake View Rd, Glendale, AZ, 85357	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112923	ENR	Kimberly H Hernandez	—	UHC-45537-91	7288066834	1697 Desert Sky Blvd Apt 3, Chandler, AZ, 85254	0.50	Date of birth reformatted Date of birth unreadable Phone reformatted Unit split from street+3 more
ENR-142960	ENR	William Thomas	1966-01-16	UHC-30395-04	5535949350	6199 Cedar Ln, Seattle, WA, 98173	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118529	ENR	Gary G Greene	1983-08-06	UHC-86614-46	8706424329	4571 Jefferson Ave, Atlanta, GA, 30364	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128247	ENR	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-128246	ENR	Doris Guzman	1956-10-23	UHC-56787-59	3642722355	3126 Indian School Rd, Minneapolis, MN, 55466	0.50	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140600	ENR	Dyylan R Stephens	1982-08-03	UHC-29218-23	3878070018	8540 Meadow Ln, Plano, TX	0.50	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126422	ENR	Pirya Y Ramos	1960-03-13	UHC-54011-48	2178346182	814 Apache Blvd, Miami, FL, 33179	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102243	ENR	Andrea Holmes	1965-05-05	UHC-52048-24	—	1113 River Rd Apt 37, Atlanta, GA, 30336	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-107374	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107373	ENR	Heather G Black	1983-01-18	UHC-29594-73	6555486532	3321 Washington St, Los Angeles, CA, 90040	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138536	ENR	Roger V Taylor	1996-11-08	UHC-26029-98	6877346758	4847 Church St, Dallas, TX, 75292	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-121028	ENR	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-121027	ENR	Kelly L Contreras	1992-03-23	UHC-65136-03	6797463100	9844 Valley View Dr, Las Vegas, NV	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-106676	ENR	Madison V Hawkins	1987-01-09	UHC-63822-79	3995150164	8810 Lake View Rd, Minneapolis, MN, 55465	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138201	ENR	Natalie Harrys	2007-04-14	UHC-83927-10	7507318648	4586 Cedar Ln, San Antonio, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-139579	ENR	Ethan E Gardner	1961-03-01	—	7583811982	8361 Indian School Rd, Nashville, TN, 37248	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132614	ENR	Janet A Hicks	1953-06-15	UHC-36211-77	3812935463	40 Main St, Columbus, OH, 43241	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-128765	ENR	Keith Long	1985-12-28	UHC-61870-19	3656913767	8925 Highland Ave, Jacksonville, FL, 32227	0.50	Phone reformatted SSN last four extracted City re-cased ZIP+4 trimmed+3 more
ENR-115653	ENR	Jordan Z Tucker	2007-11-17	UHC-04978-28	—	7544 Ridge Rd, Phoenix, AZ, 85063	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-115654	ENR	Jordan Z Tucker	2007-11-17	UHC-04978-28	—	7544 Ridge Rd, Phoenix, AZ, 85063	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-125827	ENR	Saron Ford	1965-12-07	UHC-29790-88	3493993797	845 Indian School Rd, Charlotte, NC, 28217	0.50	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137470	ENR	Matthew D Shwa	—	UHC-20965-71	6278473968	1303 Ocean Ave, Fresno, CA, 93793	0.50	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-121813	ENR	Lawrence J Williams	1987-07-11	UHC-68040-19	8988804967	7519 Highland Ave, Minneapolis, MN, 55461	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-116674	ENR	Jackie K Simpson	1977-08-11	—	4259778476	9403 Highland Ave, Gilbert, AZ, 85246	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128484	ENR	Shirley Lee	—	UHC-25265-26	9135818916	9437 Camelback Rd, Columbus, OH, 43205	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-132829	ENR	Wei L Medina	1925-10-25	UHC-05721-07	—	4780 Lake View Rd, Plano, TX, 75067	0.50	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+3 more
ENR-101833	ENR	Robert S Campbell	1972-06-02	UHC-60444-57	4293960584	2785 Willow Ct, Charlotte, NC, 28253	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-112846	ENR	Deborah S Berry	1940-01-16	UHC-77773-42	5867850565	2880 Pine Dr, Gilbert, AZ, 85257	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118147	ENR	Marcus T West	1999-09-26	UHC-07676-75	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107738	ENR	Deborah U Carter	1952-02-25	UHC-61116-02	2694821588	9650 Indian School Rd Apt 33, Scottsdale, AZ	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-127586	ENR	Michael Rodriguez	—	UHC-88992-51	2732605812	9899 Indian School Rd, Columbus, OH, 43247	0.50	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+3 more
ENR-137605	ENR	Jesse H Wilson	1996-10-24	UHC-96437-49	8188205461	7802 Camelback Rd, Seattle, WA, 98157	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120885	ENR	Brittany Knight	1941-02-07	UHC-00515-04	6724832008	9018 Maple Ave, Orlando, FL, 32882	0.50	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+3 more
ENR-122275	ENR	Bradley Q Sims	2006-09-04	UHC-24731-14	—	5554 Cedar Ln, Atlanta, GA	0.50	Phone missing area code City re-cased State code upper-cased ZIP missing+3 more
ENR-107556	ENR	Christopher Kelley	1959-08-12	UHC-48024-33	4533484941	9760 Highland Ave, Sacramento, CA	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134462	ENR	Helen W Munoz	1951-03-02	UHC-11640-38	9525843712	6368 Washington St, Gilbert, AZ, 85263	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

7,326 rows, page 31 of 147Previous Next