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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-117933	ENR	Heather P Perez	1961-11-18	UHC-55402-81	6448312534	8482 Church St # 462, Eden Prairie, MN, 55394	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-102001	ENR	Kayla Medina	1953-05-27	UHC-08933-32	—	8044 Forest Ave, Mesa, AZ, 85206	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-113006	ENR	Sntiago Garza	1994-07-26	UHC-94718-70	3157505502	4439 Highland Ave, Atlanta, GA, 30315	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128020	ENR	Noah Cook	1966-08-22	UHC-73381-77	7552284724	7531 Oak St, Austin, TX, 78733	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-105936	ENR	Martha D Yang	1957-02-23	UHC-83060-15	5868146574	3884 Oak St, Orlando, FL	0.54	Date of birth reformatted SSN last four extracted State name converted to code ZIP missing+1 more
ENR-134872	ENR	Julie Y Santos	2007-05-07	UHC-40432-33	5427846275	6524 Canyon Rd # 409, San Diego, CA, 92157	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-141521	ENR	Gabriel I Rios	1960-07-09	UHC-91956-10	4886347198	4839 Ocean Ave, San Antonio, TX, 78264	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-115470	ENR	Karen Y Watson	1972-03-12	UHC-16535-92	5482006130	6151 Jefferson Ave, Gilbert, AZ, 85224	0.54	Middle initial moved out of first name Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-134597	ENR	Harold Aguilar	1944-03-18	UHC-68897-39	2407540376	1195 Desert Sky Blvd, Las Vegas, NV, 89167	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141257	ENR	Wei S Cooper	1953-10-25	UHC-84241-56	—	5751 River Rd, Chandler, AZ, 85261	0.54	Date of birth reformatted Phone missing area code State name converted to code ZIP+4 trimmed+1 more
ENR-135495	ENR	Amenda G Singh	1947-10-03	UHC-34285-94	3987867358	2132 Baseline Rd, Dallas, TX	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134605	ENR	Elizabeth Turner	1995-08-17	UHC-28525-34	4923984918	5112 Ridge Rd # 265, Minneapolis, MN, 55461	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-111772	ENR	Megan P Wheeler	1971-03-12	UHC-61260-06	—	8380 Sunset Blvd, Houston, TX, 77060	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-135368	ENR	Barbara T Carr	2000-03-19	UHC-71429-35	5953887054	4270 Jefferson Ave, Orlando, FL, 32845	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-120304	ENR	Keith Williamson	1976-03-27	UHC-70723-03	—	1299 Valley View Dr, Phoenix, AZ	0.54	Name split from “Last, First”Date of birth reformatted ZIP missing Gender normalised+1 more
ENR-116806	ENR	Logan S Evans	1999-03-16	UHC-46383-50	4534277399	7167 Valley View Dr Apt 16, Fresno, CA, 93766	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-118779	ENR	Megan Watson	1975-04-10	UHC-62910-31	9274237287	257 Pine Dr, Miami, FL, 33164	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-102666	ENR	Wayne Jimenez	1962-12-03	UHC-31574-79	—	6937 Grand Ave # 107, Las Vegas, NV, 89161	0.54	Date of birth reformatted Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-119868	ENR	Joseph Vasquez	2003-04-28	UHC-79306-78	—	7705 Willow Ct Apt 7, Miami, FL, 33171	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-130644	ENR	Betty Gonzalez	1961-05-12	UHC-67685-44	7663161014	8432 Canyon Rd, Plano, TX, 75027	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104441	ENR	Kevin J Cunningham	2002-07-11	UHC-11004-76	8328555721	7149 Park Pl, Los Angeles, CA, 90083	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-117885	ENR	Gregory Sullivan	1947-01-05	UHC-86749-56	3442545265	7934 Cedar Ln, Mesa, AZ	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-130505	ENR	Lauren Porter	1962-08-04	UHC-47113-19	—	1731 Harbor Blvd, Orlando, FL, 32892	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-138589	ENR	Douglas X Lewis	1967-09-08	UHC-76690-56	—	560 Spring St # 509, Dallas, TX, 75254	0.54	Date of birth reformatted Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-126866	ENR	Jose Gibson	1990-06-22	UHC-92557-22	3799991748	253 Oak St, San Diego, CA, 92194	0.54	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more
ENR-124632	ENR	Sean Dean	2007-04-28	UHC-44580-15	—	592 Bayshore Dr Apt 1, Houston, TX, 77079	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+1 more
ENR-108993	ENR	Eugene Fisher	1969-09-25	UHC-45550-42	4097157953	8143 Baseline Rd Apt 36, Chandler, AZ, 85258	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-100838	ENR	Harold McDonald	2006-09-18	UHC-00925-10	8165295093	1397 Bayshore Dr, Orlando, FL, 32832	0.54	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+1 more
ENR-103248	ENR	Jason Harvey	1967-02-16	UHC-58543-46	2644061393	7451 Desert Sky Blvd, Tampa, FL	0.54	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-120944	ENR	Paul L Henry	1950-12-23	UHC-44952-30	7779024897	6812 Elm St, Austin, TX, 78756	0.54	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-134289	ENR	Anthony S Hernandez	1959-08-28	UHC-52509-78	—	8419 Lincoln Way, Dallas, TX, 75289	0.54	Date of birth reformatted SSN last four extracted ZIP+4 trimmed Gender normalised+1 more
ENR-129819	ENR	Ana Park	1994-01-06	UHC-18093-43	5572907074	6822 Highland Ave, Scottsdale, AZ, 85231	0.54	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-106236	ENR	Jack Robertzon	1995-07-17	—	6525259235	5819 Park Pl, Orlando, FL, 32865	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142465	ENR	Amy M Powell	1969-10-25	UHC-60786-06	7775388336	4435 Apache Blvd, Houston, TX, 77020	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-109106	ENR	Christine C Rojas	1958-09-05	UHC-29975-38	8212269940	9123 Spring St, Nashville, TN	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-105844	ENR	McDonald M Brittany	1983-12-04	UHC-98964-05	9199003356	9355 Willow Ct # 382, Atlanta, GA	0.54	Middle initial moved out of first name Date of birth reformatted Unit split from street ZIP missing+1 more
ENR-120818	ENR	Megan Ortiz	1971-11-08	UHC-52814-98	—	3042 Palm Dr, Columbus, OH, 43202	0.54	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-141993	ENR	Billy P Contreras	1958-07-26	UHC-74899-95	3096847475	556 Mountain View Dr Apt 19, Miami, FL, 33124	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-115224	ENR	Santiago L Miller	1951-02-23	UHC-98037-76	9432530574	963 Mountain View Dr, Sacramento, CA, 95893	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-100449	ENR	Keyla Coleman	1975-01-03	UHC-81024-35	6152551314	1530 Apache Blvd, Tampa, FL, 33606	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128354	ENR	Juan H Gonzalez	1998-07-01	UHC-25304-69	—	1356 Baseline Rd, Glendale, AZ, 85316	0.54	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128222	ENR	Julie M Singh	1975-08-19	UHC-47477-34	8257944127	4749 Maple Ave, Fresno, CA, 93721	0.54	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted State name converted to code+1 more
ENR-106414	ENR	Arthur H Harris	1984-02-13	UHC-20418-29	8566058465	6027 Church St, Scottsdale, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
ENR-142202	ENR	Sharon E Alvarado	1977-06-14	UHC-10575-86	7927424094	3441 Mountain View Dr, Eden Prairie, MN, 55346	0.56	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+6 more
ENR-116068	ENR	Edward Z Nichols	1997-04-26	UHC-26667-44	9239142340	4601 Ridge Rd, Dallas, TX, 75216	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-127786	ENR	Gary Guerrero	1985-12-10	UHC-18725-71	4105945149	5571 Jefferson Ave, Los Angeles, CA, 90070	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-123837	ENR	—Junk	1996-12-25	UHC-68253-14	—	6487 Sunset Blvd # 848, Orlando, FL, 32866	0.56	Date of birth reformatted Phone missing area code Unit split from street No usable name (quarantined)
ENR-101465	ENR	Adm Z Torres	1994-02-07	UHC-94361-64	2337449903	7693 Forest Ave # 677, San Antonio, TX, 78240	0.56	Date of birth reformatted Unit split from street State name converted to code ZIP+4 trimmed
ENR-140344	ENR	Judith Morgan	1942-12-17	UHC-85227-49	4493674179	112 Meadow Ln, Chandler, AZ	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
ENR-121152	ENR	Angela E Bailey	1948-09-23	UHC-80041-28	7426405263	8818 Lincoln Way, Atlanta, GA, 30327	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more

13,989 rows, page 29 of 280Previous Next