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

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136210	ENR	Madison Y Taylor	1940-07-08	UHC-46048-40	2937995844	3153 Oak St, Fresno, CA, 93751	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-58859	TPA	Marya Carr	1975-01-13	—	4375047952	9203 Cedar Ln, Orlando, FL, 32835	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-403733	CLM	Kathryn S Wang	2007-01-19	—	—	7432 Mountain View Dr, Chandler, AZ, 85216	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-56967	TPA	Scott Reed	1984-08-28	—	7946055652	9220 Union St Apt 36, Tempe, AZ, 85299	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-424101	CLM	Brenda K Loepz	1990-02-18	UHC-93886-29	—	8704 Lincoln Way, Mesa, AZ, 85233	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-103338	ENR	Adma Long	2008-07-05	UHC-08708-37	2146031253	217 Valley View Dr, Plano, TX, 75043	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-130231	ENR	Terry D Stone	1976-06-03	UHC-62423-15	5183315333	7799 Park Pl, Los Angeles, CA, 90041	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-110128	ENR	Thomas Castillo	1999-11-27	UHC-59369-24	7952380622	1583 Forest Ave, Eden Prairie, MN, 55340	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-123245	ENR	Oliiva S Gilbret	1944-05-17	UHC-20851-36	3075504591	3145 Willow Ct, Gilbert, AZ, 85229	0.68	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-60057	TPA	Benjammin Fuller	1980-12-22	—	—	3846 Sunset Blvd, Las Vegas, NV, 89113	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-112886	ENR	Julie G Dixon	1995-10-04	UHC-86616-94	5232900144	5575 Camelback Rd, Houston, TX, 77001	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-425271	CLM	Bruce U Evans	1946-06-09	—	4119456514	2759 Spring St, Charlotte, NC, 28204	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-53616	TPA	Sandra B Andersn	2000-01-17	—	—	4692 Sunset Blvd, Seattle, WA, 98176	0.68	SSN last four extracted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-101580	ENR	Ann S Lopez	1940-11-23	UHC-75662-02	8609596207	61 Sunset Blvd, Plano, TX, 75061	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-408197	CLM	Luna Brenda	—	UHC-89078-96	—	1396 Palm Dr, Tampa, FL, 33693	0.68	Date of birth missing State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-124624	ENR	Diiego T Franklin	1984-03-24	UHC-92199-18	9633082950	8107 Jefferson Ave, Miami, FL, 33173	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-426325	CLM	Gloria Guzman	1939-05-23	UHC-99703-83	—	5838 Pine Dr, Glendale, AZ, 85394	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-132769	ENR	Amy Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed
ENR-109735	ENR	Kyle Garcia	1950-11-15	UHC-39892-95	8392548873	9830 Church St, San Diego, CA, 92173	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-101464	ENR	Stephen T Burns	1972-01-19	UHC-47911-67	4254694421	6488 Spring St, Denver, CO, 80276	0.68	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed
CLM-413265	CLM	Walter Bowman	1954-11-01	UHC-19722-01	—	137 River Rd, Phoenix, AZ, 85037	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-21979	PRV	Ruth Mason	1990-01-14	—	7558012230	2577 Maple Ave, Eden Prairie, MN, 55381	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-117746	ENR	Ashley A Arnold	1960-12-17	UHC-00958-18	—	5208 Baseline Rd, Sacramento, CA, 95816	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-142595	ENR	ShirleyJunk	1949-03-16	UHC-56574-44	3376321598	4682 Ocean Ave, Columbus, OH, 43208	0.68	Date of birth reformatted ZIP+4 trimmed Placeholder values cleared No usable name (quarantined)
TPA-52512	TPA	Betty F Hernandez	1950-05-09	—	—	4114 Valley View Dr, Glendale, AZ, 85307	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-124158	ENR	Isaella G Havey	1942-01-02	UHC-50401-81	3378237824	3704 Highland Ave, Columbus, OH, 43229	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-412891	CLM	Carlos Stone	1962-07-04	UHC-66575-75	3866986795	3805 Spring St, Glendale, AZ, 85392	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
PRV-28398	PRV	Mariana K Henry	1946-04-24	—	2368291588	4336 Desert Sky Blvd, Mesa, AZ, 85237	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
PRV-25863	PRV	Teresa Lawrence	1988-05-24	UHC-66781-07	—	5047 Pine Dr, Houston, TX, 77082	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429809	CLM	Denise E Lynch	1965-06-12	—	—	4354 Sunset Blvd, Phoenix, AZ, 85059	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-111260	ENR	Philip Wright	1998-04-12	UHC-98948-34	6736256120	1137 Hillcrest Rd, Las Vegas, NV, 89166	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
TPA-57185	TPA	Christopher White	1978-04-15	—	—	6212 Broadway, Orlando, FL, 32820	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-110356	ENR	Judith Gardner	1996-07-24	UHC-21987-43	7439028198	9762 Main St, Phoenix, AZ, 85077	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Email lower-cased
ENR-140793	ENR	Jonathan Y Hunt	1991-05-28	UHC-20299-86	2338932043	8273 Palm Dr, Tampa, FL, 33613	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
ENR-100719	ENR	Helen Singgh	—	UHC-90545-25	—	5714 Sage Ct, San Antonio, TX, 78272	0.68	Date of birth missing City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-122821	ENR	Kyle Sims	—	UHC-87960-22	7233606875	4312 Oak St, Charlotte, NC, 28288	0.68	Date of birth missing Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-50834	TPA	Albert Miller	1940-02-09	—	—	5580 Hillcrest Rd, Orlando, FL, 32870	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-139487	ENR	Theresa R Davis	1980-02-14	UHC-28102-06	6578668930	3581 Cedar Ln Apt 3, Scottsdale, AZ, 85278	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-111862	ENR	James Garcya	1975-05-23	UHC-06044-51	—	1489 Baseline Rd, San Antonio, TX, 78208	0.68	Two-digit birth year ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-424990	CLM	Denise T Alexander	1954-06-06	UHC-25357-86	—	1316 Sunset Blvd, Nashville, TN, 37233	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-127149	ENR	Grace Nunez	1978-02-13	UHC-46022-88	3572996240	7396 Forest Ave, Nashville, TN, 37265	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-63537	TPA	Diego Warren	1994-10-28	—	—	8476 Palm Dr, Chandler, AZ, 85210	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
CLM-405445	CLM	Cynthia E Tucker	1999-11-04	UHC-62111-71	9889590428	8513 Baseline Rd, Plano, TX, 75065	0.68	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed
TPA-61317	TPA	Priya Berry	1967-10-14	—	—	958 Main St, Los Angeles, CA, 90005	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-136319	ENR	Deborah R Reed	2008-09-01	UHC-53566-25	3628173087	5331 Camelback Rd, San Diego, CA, 92170	0.68	Phone reformatted SSN last four extracted ZIP+4 trimmed Whitespace trimmed
CLM-408792	CLM	Angela Moreno	1953-07-10	—	—	5173 Broadway, Atlanta, GA, 30357	0.68	Name split from “Last, First”State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-424623	CLM	Bradley Morgan	1948-01-20	UHC-42385-27	—	6148 Cedar Ln, Atlanta, GA, 30359	0.68	Name split from “Last, First”ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-51430	TPA	Ashley Park	1946-12-01	UHC-07501-14	8776170421	9167 Forest Ave, San Antonio, TX, 78297	0.68	Phone reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-143042	ENR	Mason M Washington	1965-08-16	UHC-11018-53	6613339695	5155 Ridge Rd, Minneapolis, MN, 55467	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Plan code upper-cased
ENR-131968	ENR	Mark Roberts	1966-05-01	UHC-52293-76	9263666913	1099 Lincoln Way, Tempe, AZ, 85208	0.68	Name re-cased Two-digit birth year ZIP+4 trimmed Email lower-cased

8,263 rows, page 122 of 166Previous Next