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-125561	ENR	—Junk	1969-12-14	UHC-90454-50	4217133568	6083 Sage Ct, Glendale, AZ, 85320	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100625	ENR	Jason Rios	1953-06-27	UHC-49359-36	3934390535	5658 Pine Dr # 434, Jacksonville, FL, 32263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134744	ENR	Kathleen M Miller	1944-10-03	UHC-61179-15	6466973331	6044 Sage Ct Apt 14, Sacramento, CA, 95834	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117793	ENR	Ahmed Hayees	1995-10-01	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123129	ENR	Barbara Roberts	1972-10-05	UHC-93612-27	—	9857 Oak St Apt 25, Denver, CO, 80215	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115741	ENR	Sophia S Vasquez	1947-12-15	UHC-21463-60	—	5478 Canyon Rd Apt 20, Tucson, AZ, 85761	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142067	ENR	Timothy Nguyne	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl Apt 28, Charlotte, NC, 28213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115556	ENR	Andrew Fernandez	1948-06-26	UHC-04193-01	9685099716	9020 Valley View Dr, Seattle, WA, 98169	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132696	ENR	Kelly F Burton	1980-10-12	UHC-06398-61	—	9072 Park Pl, Dallas, TX, 75217	0.50	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-109749	ENR	Patricia J Kelly	1949-02-05	UHC-46633-41	8254182993	3338 Ocean Ave, Sacramento, CA, 95804	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112218	ENR	Stephanie Nelson	—	UHC-79058-71	—	3566 Canyon Rd, Las Vegas, NV, 89191	0.50	Name re-cased Date of birth reformatted Date of birth unreadable Phone missing area code+3 more
ENR-100753	ENR	Frances R Wilson	—	UHC-38544-97	3555813364	9472 Willow Ct, Mesa, AZ	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124105	ENR	Camila R Mendoza	1965-10-05	UHC-35550-94	8897657384	7918 Oak St, Seattle, WA, 98146	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103188	ENR	Mary Allen	1974-10-02	UHC-94733-16	9436077668	4111 Grand Ave # 837, Eden Prairie, MN, 55368	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137061	ENR	Henry N Peters	1977-01-18	UHC-77157-46	2056791812	9756 Desert Sky Blvd, Eden Prairie, MN, 55387	0.50	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+3 more
ENR-102713	ENR	Isabella CJunk	2002-03-04	UHC-51969-60	5953278160	5677 Sunset Blvd Apt 38, Los Angeles, CA, 90082	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
ENR-123733	ENR	Jess Morris	1978-02-12	UHC-05205-94	7479409565	9584 Apache Blvd, Charlotte, NC, 28233	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103585	ENR	Angela O Li	1983-11-13	UHC-73845-11	8304998351	210 Cedar Ln Apt 9, Denver, CO, 80294	0.50	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-110624	ENR	Kimberly K Murphy	—	UHC-02279-39	7844893230	973 Canyon Rd, Glendale, AZ, 85300	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118782	ENR	Amy Castro	1983-12-12	UHC-26944-46	2542522709	4080 Canyon Rd, Mesa, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110683	ENR	Zachary Harvey	2004-08-10	UHC-58981-28	8426107239	8928 Apache Blvd, Tempe, AZ, 85239	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127564	ENR	Deborah Barnes	1995-03-09	UHC-31108-31	5534112107	8022 Hillcrest Rd, Minneapolis, MN, 55460	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-137139	ENR	James Johnson	1955-03-03	UHC-45826-69	—	4782 Main St, San Antonio, TX, 78236	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-113564	ENR	Carl K Payne	1955-10-25	UHC-04139-14	—	3575 Willow Ct, Los Angeles, CA, 90052	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-103376	ENR	Bryan Yang	1961-08-06	UHC-24123-48	3359830323	8243 Market St Apt 9, Sacramento, CA, 95850	0.50	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-130924	ENR	Doris X Torres	1988-08-17	UHC-69907-96	5243911523	7807 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-143091	ENR	Jacob V Murray	1995-11-28	UHC-20446-37	2334764546	1235 Highland Ave # 328, Tucson, AZ, 85747	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136498	ENR	Anthony Myers	1978-05-08	UHC-74006-37	3422405515	4764 Sunset Blvd # 930, Eden Prairie, MN, 55334	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-106744	ENR	Robert K Boyd	2003-05-28	UHC-91770-26	5149606448	9733 Highland Ave # 625, Miami, FL, 33168	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-115948	ENR	Hannah Lawrence	1956-04-21	UHC-97630-84	4479370295	1116 Desert Sky Blvd, Mesa, AZ, 85294	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-130422	ENR	Michelle Mendez	1967-12-20	UHC-48161-41	—	1553 Hillcrest Rd, Sacramento, CA, 95820	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-125696	ENR	Nicole P Luna	2006-03-22	UHC-74735-63	4303691195	9760 Washington St, Tempe, AZ, 85256	0.50	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-123745	ENR	Dorothy Austin	1949-11-11	UHC-48631-14	4625337469	8657 Oak St, Los Angeles, CA, 90068	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114172	ENR	Jacob Lucas	1981-01-16	UHC-13277-60	—	4313 Desert Sky Blvd, Columbus, OH, 43211	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122368	ENR	Abigail H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd, Tempe, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135189	ENR	Linda Mendez	1987-05-08	UHC-91612-22	9584414884	9362 Willow Ct, Tempe, AZ, 85226	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-103503	ENR	Wayne Lawrence	—	UHC-78593-05	4959315140	6617 Hillcrest Rd, Chandler, AZ, 85228	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114100	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln # 439, Orlando, FL, 32813	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130333	ENR	Megan Delgado	—	UHC-77498-46	3783864819	8796 Bayshore Dr, San Diego, CA	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141870	ENR	Isabella Rse	1991-01-19	UHC-86613-44	7732423168	23 Bayshore Dr, San Diego, CA	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129812	ENR	Kimberly U Armstrong	1958-04-08	—	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121855	ENR	Marcus Nguyen	1981-01-17	UHC-61216-08	6044211221	8499 Forest Ave, Houston, TX, 77037	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133296	ENR	Jessica C Kennedy	1986-12-27	UHC-38650-31	3949144344	2987 Ridge Rd, Mesa, AZ, 85288	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115527	ENR	Luis H Munoz	1963-10-07	UHC-84496-65	5683113536	8503 Oak St, Atlanta, GA, 30354	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-136265	ENR	Grace Wong	2000-12-03	UHC-13056-47	7356676010	3571 Spring St, Sacramento, CA	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110939	ENR	Alex R Gutierrez	1968-08-03	UHC-03255-02	6562687280	3809 Oak St, Sacramento, CA, 95811	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-114793	ENR	Santiago Mejia	1961-06-28	UHC-22049-75	3144804021	1907 Highland Ave # 446, Miami, FL, 33186	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-139933	ENR	Frank Powell	1990-09-11	UHC-17295-02	2645365520	8797 Camelback Rd # 514, Columbus, OH, 43231	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
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

26,564 rows, page 57 of 532Previous Next