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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117478	ENR	Carolyn K Patterson	1975-02-10	UHC-74389-73	6819374209	2439 Valley View Dr # 956, Los Angeles, CA, 90083	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115033	ENR	Olvia M Wright	1949-07-26	UHC-55221-95	4502946841	3681 Baseline Rd, Tucson, AZ, 85786	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-132674	ENR	Thomas N Sanchez	1943-03-28	UHC-02366-75	—	9360 Highland Ave, Jacksonville, FL	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP missing+1 more
ENR-141209	ENR	Bradley HJunk	1967-06-08	UHC-08456-54	2419496475	553 Highland Ave, San Diego, CA, 92129	0.66	Phone reformatted Member ID reformatted City re-cased ZIP+4 trimmed+1 more
ENR-139836	ENR	Hiroshi Tran	1986-02-04	UHC-69597-53	2873701322	5710 Jefferson Ave, Tempe, AZ, 85226	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-129182	ENR	Timothy Crawford	2008-10-17	UHC-93072-02	6983297596	3992 Market St, Austin, TX, 78771	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-112381	ENR	Olivia K Gibson	1956-06-01	UHC-86207-11	3217201855	8942 Harbor Blvd Apt 37, Chandler, AZ, 85206	0.66	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
ENR-106752	ENR	Steven E Elliottt	1998-11-26	UHC-18138-25	3492616419	8792 Pine Dr, Gilbert, AZ, 85241	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-124128	ENR	Frank A Phillpis	1966-04-13	UHC-90331-76	—	614 Valley View Dr, Miami, FL	0.66	Date of birth reformatted City re-cased ZIP missing Gender normalised+1 more
ENR-113906	ENR	Betty Hunter	—	UHC-84042-08	8756302387	2690 Desert Sky Blvd, Seattle, WA, 98177	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-102966	ENR	Charlotte V Matthews	2007-07-19	UHC-58416-57	—	9592 Harbor Blvd, Nashville, TN, 37273	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-130439	ENR	Heather N Chavez	1955-08-17	UHC-89788-22	3263375755	1163 Ocean Ave # 209, Nashville, TN, 37224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-114826	ENR	Larry Kelley	1964-05-13	UHC-62577-77	6129031500	4386 Church St, Austin, TX, 78744	0.66	Name re-cased Phone reformatted SSN last four extracted City re-cased+1 more
ENR-137266	ENR	Sofia T Walker	1938-06-11	UHC-82632-05	6896354189	7867 Park Pl, Nashville, TN, 37248	0.66	Street suffix standardised Address re-cased City re-cased Email lower-cased+1 more
ENR-133978	ENR	Martha Ellis	1988-04-26	UHC-36344-06	—	9311 Maple Ave, Phoenix, AZ, 85015	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-135109	ENR	Angela O Martinez	1999-10-19	UHC-65881-79	6313887471	8789 Indian School Rd, Tempe, AZ, 85294	0.66	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-105702	ENR	Brenda Y Walsh	1988-04-20	UHC-09527-12	5647345428	8975 Cedar Ln, Sacramento, CA, 95805	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-113096	ENR	Abigail Hunter	1967-09-17	UHC-85123-87	2189543827	3253 Main St Apt 14, Minneapolis, MN, 55431	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115521	ENR	Billy U Adams	1990-11-21	UHC-27707-78	8613826438	1666 Park Pl, Phoenix, AZ, 85013	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-121665	ENR	Adam Z Kelly	1996-05-07	UHC-34206-78	3575530441	4990 Highland Ave, Jacksonville, FL, 32283	0.66	SSN last four extracted Street suffix standardised Address re-cased City re-cased+1 more
ENR-101810	ENR	Joyce M Oliver	1983-05-10	UHC-53916-48	—	1062 Indian School Rd, Gilbert, AZ, 85292	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-117440	ENR	Gary L Miller	1993-04-20	UHC-58590-92	—	4974 Union St, Miami, FL, 33144	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-119167	ENR	Ashley Q Harris	1943-06-21	UHC-26122-25	—	9314 Mountain View Dr, Charlotte, NC, 28222	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
ENR-103655	ENR	Castro D Laura	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-112865	ENR	Samual Carr	1956-02-23	UHC-86700-07	—	1920 Ridge Rd, Denver, CO, 80245	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-128404	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-128405	ENR	Mariana G Wilson	—	UHC-28998-30	3802001109	4779 Canyon Rd, Dallas, TX, 75272	0.66	Date of birth unreadable City re-cased Gender normalised Whitespace trimmed+1 more
ENR-117097	ENR	Natalie E Carpenter	1993-02-24	UHC-94569-81	4154847911	1689 Highland Ave Apt 30, Sacramento, CA, 95892	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-101791	ENR	Keyla W Rojas	1976-04-08	UHC-40844-52	4046509319	114 Baseline Rd, Sacramento, CA	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP missing+1 more
ENR-127378	ENR	Emily Jones	1983-03-02	UHC-01142-45	6574925047	9687 Valley View Dr, Orlando, FL, 32808	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-121436	ENR	Frank E Duncan	1981-04-09	UHC-27210-12	3479009627	696 Park Pl, Seattle, WA, 98160	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-111957	ENR	Logan Hart	2000-06-10	UHC-52400-48	6157647073	9697 Sage Ct, Sacramento, CA, 95822	0.66	Date of birth reformatted Phone reformatted City re-cased State name converted to code+1 more
ENR-129989	ENR	Donald D Marquez	1997-02-09	UHC-15493-92	9826972447	8380 Desert Sky Blvd, Orlando, FL, 32808	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-131528	ENR	Jose F Powell	1944-05-22	UHC-96914-98	5175134559	3607 Palm Dr, San Diego, CA, 92141	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132109	ENR	Carol B Stone	1953-09-17	UHC-11495-79	6042875545	6601 Forest Ave, Miami, FL, 33140	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-127475	ENR	Randy J Gardner	1958-06-08	UHC-99224-74	6332912701	3483 Palm Dr, Chandler, AZ, 85291	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-140170	ENR	Stephanie S Burke	1974-03-25	UHC-61758-29	5735016295	7411 Valley View Dr, Mesa, AZ, 85227	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-109082	ENR	Diane Gibson	1978-01-07	UHC-53548-25	7289213628	8641 Highland Ave Apt 6, Austin, TX, 78720	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125569	ENR	James Y Long	1972-08-16	UHC-80524-88	—	6078 Mountain View Dr, Nashville, TN, 37251	0.66	Phone missing area code Street suffix standardised Address re-cased City re-cased+1 more
ENR-101084	ENR	Andrea Bishop	2005-12-15	UHC-45947-89	7108256801	6243 Ridge Rd, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-132235	ENR	Karen A Fisher	1951-08-16	UHC-86096-60	2904636058	6730 Baseline Rd # 837, Houston, TX, 77092	0.66	Phone reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-131576	ENR	Willie B Butller	1978-04-20	UHC-72796-94	7027638949	5682 Union St, Sacramento, CA, 95872	0.66	Phone reformatted SSN last four extracted City re-cased State code upper-cased+1 more
ENR-101533	ENR	Megan Pena	1981-12-16	UHC-82997-21	3972090847	7949 Palm Dr, Scottsdale, AZ, 85212	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128365	ENR	Eric Dixon	1991-11-09	UHC-22960-96	—	4973 Maple Ave, Chandler, AZ, 85287	0.66	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-140340	ENR	Mason I Garcia	1960-03-04	UHC-19404-68	4716982248	1453 Broadway, Fresno, CA, 93744	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+1 more
ENR-118278	ENR	Ryan Hunt	1986-03-21	UHC-48459-73	5488772611	6165 Ridge Rd Apt 8, Tempe, AZ, 85234	0.66	SSN last four extracted Unit split from street City re-cased Whitespace trimmed+1 more
ENR-103244	ENR	Bradley W Turner	1961-08-04	UHC-55785-69	3202071846	2375 Mesa Dr # 886, Las Vegas, NV, 89184	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-137772	ENR	Maria Haprer	1996-05-08	UHC-72350-71	2496435498	7783 Spring St, Sacramento, CA, 95804	0.66	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-123468	ENR	Christina G Sanchez	1982-02-11	UHC-15544-62	4853752605	5382 Harbor Blvd, Phoenix, AZ, 85006	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-128646	ENR	Nancy Wong	2006-05-23	UHC-74984-66	8725633120	3630 Camelback Rd, Houston, TX, 77066	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more

8,423 rows, page 65 of 169Previous Next