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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105491	ENR	Matthew X Day	1949-03-08	UHC-38394-14	3868458370	4162 Cedar Ln, Tempe, AZ	0.80	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing
CLM-418226	CLM	Mariana Reid	1995-07-20	UHC-16307-85	—	7707 Central Ave, Tempe, AZ, 85268	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-408335	CLM	Mateo Gonzalees	1978-04-10	UHC-83490-21	4712284517	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-418543	CLM	Natalie Alvarado	1990-02-08	UHC-29660-87	—	6392 Palm Dr, San Antonio, TX	0.80	Name re-cased Member ID reformatted ZIP missing Placeholder values cleared
ENR-127620	ENR	Lori Ruz	2004-02-12	UHC-96459-94	8166844985	5235 Forest Ave, Miami, FL, 33117	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-107211	ENR	Dennis Marquez	1994-05-12	UHC-77582-78	5153020416	3955 Spring St, Scottsdale, AZ, 85207	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Email lower-cased
ENR-103813	ENR	Frances O Bailey	1996-09-28	UHC-91801-04	3732999548	8364 Park Pl, Nashville, TN, 37226	0.80	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted
CLM-412306	CLM	Aisha Kelely	1983-12-17	UHC-59132-34	—	8180 Mountain View Dr, Chandler, AZ, 85223	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-108838	ENR	Terry C Austin	1962-09-03	UHC-75491-03	—	—	0.80	Date of birth reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
ENR-136417	ENR	Madison I Nichols	1945-06-25	UHC-60294-10	6402278933	9777 Desert Sky Blvd, Jacksonville, FL, 32201	0.80	Phone reformatted Member ID reformatted SSN last four extracted Whitespace trimmed
CLM-430356	CLM	Atnhony Elliott	1979-10-12	UHC-44993-10	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-408861	CLM	Cheryl Wallace	2008-11-01	UHC-75781-68	—	7965 Camelback Rd, Eden Prairie, MN, 55323	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
PRV-26280	PRV	Maria Fissher	1979-01-17	UHC-18891-77	7403681565	5536 Washington St, Charlotte, NC, 28228	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-426283	CLM	Nathan Crawford	2002-06-03	UHC-83107-81	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-129805	ENR	Daniel P Reid	1980-05-26	UHC-60165-93	5233327647	7481 Park Pl, Houston, TX	0.80	Date of birth reformatted Member ID reformatted ZIP missing Placeholder values cleared
CLM-406415	CLM	Anthony Barnes	1974-08-04	UHC-00910-34	7434779540	4823 Highland Ave, Phoenix, AZ, 85069	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-141158	ENR	Donna Banks	1955-12-09	UHC-30717-11	3743140330	7815 Union St, Columbus, OH	0.80	Phone reformatted Member ID reformatted ZIP missing Email lower-cased
CLM-415180	CLM	Bradly Oliver	1951-09-07	UHC-67161-27	—	5188 Union St # 888, Tampa, FL, 33656	0.80	Member ID reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-421167	CLM	Ashley Patterson	1989-04-24	UHC-07593-45	—	9026 Lake View Rd, Denver, CO, 80220	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-419554	CLM	Brittany Jensen	2006-05-17	UHC-37798-78	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-134442	ENR	Debar S Henry	1975-09-24	UHC-18948-66	6483032290	3297 Cedar Ln, Houston, TX, 77015	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-137141	ENR	Andrew M McCoy	1985-06-03	UHC-41409-07	8677209579	343 Pine Dr, Tempe, AZ, 85210	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-120989	ENR	Tony T Berry	1987-07-08	UHC-24604-43	8022196146	6486 Palm Dr, Tucson, AZ, 85775	0.80	Phone reformatted Member ID reformatted Gender normalised Placeholder values cleared
ENR-107638	ENR	Luis Gonzales	1976-05-10	UHC-10249-65	6676067675	9755 Ocean Ave, Austin, TX, 78723	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-138676	ENR	Thomas E Hicks	1976-12-13	UHC-83645-23	—	5097 Lincoln Way, Gilbert, AZ, 85282	0.80	Name re-cased Member ID reformatted Email lower-cased Gender normalised
TPA-50759	TPA	Joe Rivera	1952-07-18	UHC-05846-87	—	—	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
ENR-142078	ENR	Megan Gibson	1947-03-17	UHC-71829-43	3599020561	1590 Camelback Rd, Los Angeles, CA, 90088	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
CLM-413816	CLM	Nancy J Wallace	1975-03-03	UHC-28795-61	—	556 Mesa Dr, Plano, TX, 75030	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-140258	ENR	Maria Alexander	1979-05-05	UHC-74312-70	5858634578	7164 Camelback Rd, Houston, TX, 77037	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
CLM-415851	CLM	Sean Olson	1989-11-15	UHC-92464-20	—	9155 Broadway, Dallas, TX	0.80	Member ID reformatted Address re-cased ZIP missing Placeholder values cleared
ENR-103066	ENR	Randy Harrison	1985-11-20	UHC-93922-74	7124552893	5559 Sage Ct, Chandler, AZ, 85226	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-106739	ENR	Richard Silva	2000-07-04	UHC-08142-79	—	1302 Meadow Ln Apt 32, San Diego, CA, 92143	0.80	Member ID reformatted Unit split from street Plan code upper-cased Placeholder values cleared
ENR-139586	ENR	Matthew Richardson	1948-04-15	UHC-54742-13	6325338211	3988 Lincoln Way, Las Vegas, NV, 89121	0.80	Name re-cased Member ID reformatted City re-cased Gender normalised
ENR-120441	ENR	Sharon Z Simmons	—	UHC-71089-33	—	3873 Hillcrest Rd, Miami, FL, 33126	0.80	Date of birth unreadable Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-409268	CLM	Hiroshi Miller	1978-09-12	UHC-76081-36	—	8858 Sage Ct, Gilbert, AZ, 85263	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-130176	ENR	Daniel P Ellis	1977-11-27	UHC-49609-99	3545564756	1259 Maple Ave, Nashville, TN, 37258	0.80	Phone reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
CLM-424678	CLM	Ann Berry	2003-05-28	UHC-79552-37	—	7288 Broadway, Eden Prairie, MN, 55364	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-131234	ENR	Joshua O Burke	2005-02-17	UHC-01003-36	4428791389	9237 Lincoln Way, Charlotte, NC, 28260	0.80	Phone reformatted Member ID reformatted State name converted to code Whitespace trimmed
ENR-102649	ENR	—Junk	1980-06-16	UHC-06610-99	3988327616	4070 Apache Blvd, Jacksonville, FL, 32247	0.80	Phone reformatted Member ID reformatted State code upper-cased No usable name (quarantined)
ENR-111685	ENR	Gregory T Guerrero	1985-01-16	UHC-24366-16	6644276433	7166 Jefferson Ave, Phoenix, AZ, 85075	0.82	Member ID reformatted Street suffix standardised Address re-cased
ENR-106879	ENR	Martha Pena	1958-02-15	UHC-23445-75	7773232865	5610 Desert Sky Blvd, Tucson, AZ, 85749	0.82	Member ID reformatted Street suffix standardised Address re-cased
CLM-403661	CLM	Nathan Morrison	1976-10-19	UHC-32458-35	5257772917	1788 Valley View Dr, Seattle, WA, 98117	0.82	Phone reformatted Member ID reformatted Gender normalised
ENR-111073	ENR	Nancy Jones	1964-10-04	UHC-09787-34	3044336054	—	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
CLM-400549	CLM	Amy Wong	1972-07-16	UHC-19081-16	—	5871 Baseline Rd, Glendale, AZ, 85320	0.82	Name split from “Last, First”Member ID reformatted Placeholder values cleared
ENR-104673	ENR	Alan A Henderson	1996-06-16	UHC-09817-08	9429298962	6293 Canyon Rd, San Antonio, TX, 78285	0.82	Member ID reformatted Gender normalised Whitespace trimmed
ENR-109431	ENR	Alan Lynch	1971-03-12	UHC-94055-27	3114186759	1005 Desert Sky Blvd, Orlando, FL, 32837	0.82	Member ID reformatted Street suffix standardised Address re-cased
CLM-432182	CLM	Madison Allen	1995-10-23	UHC-41395-61	—	8889 Ocean Ave, Sacramento, CA, 95893	0.82	Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-117900	ENR	Rebecca Z Ellis	2008-06-28	UHC-32971-26	8932467871	9015 Grand Ave, Las Vegas, NV, 89124	0.82	Phone reformatted Member ID reformatted State name converted to code
ENR-117775	ENR	Sophia Roberts	1977-02-18	UHC-64051-25	6162537893	2565 Forest Ave, Plano, TX, 75065	0.82	Member ID reformatted Street suffix standardised Address re-cased
ENR-117711	ENR	Julie B Parker	1969-01-20	UHC-44097-04	6027967580	5927 Camelback Rd, Minneapolis, MN, 55402	0.82	Name split from “Last, First”Member ID reformatted City re-cased

7,723 rows, page 120 of 155Previous Next