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-102353	ENR	Susan Q Contreras	1944-06-18	UHC-75987-03	6519702250	2840 Grand Ave, San Diego, CA, 92177	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
TPA-50094	TPA	Sarah Sanders	—	UHC-10031-33	—	9257 Willow Ct, Phoenix, AZ, 85097	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
CLM-413257	CLM	James Owens	1980-03-02	UHC-46110-34	—	6467 Camelback Rd, Plano, TX, 75086	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-27431	PRV	Douglas Yang	—	UHC-45248-33	—	6930 Lincoln Way, Fresno, CA, 93790	0.64	Name re-cased Date of birth missing Member ID reformatted Street suffix standardised+2 more
ENR-140667	ENR	Albert V Wallace	1936-06-13	UHC-65677-48	9738460741	2994 Market St, Denver, CO, 80204	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-126857	ENR	Henry Olson	1960-05-17	UHC-46750-03	2673230960	4258 Mountain View Dr, Tampa, FL, 33693	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-107097	ENR	Austin F Garcia	1999-04-27	UHC-82997-98	3653519007	987 Bayshore Dr, Los Angeles, CA	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116704	ENR	Janice K Patel	1993-06-11	UHC-60883-65	5658649043	2290 Central Ave Apt 13, Phoenix, AZ, 85052	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-402111	CLM	Valdez Mateo	1962-09-19	UHC-38430-28	—	9595 Sage Ct, San Diego, CA	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
ENR-124549	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124548	ENR	Brian Watson	1975-03-19	UHC-01614-26	—	3215 Sage Ct, Las Vegas, NV, 89184	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-112197	ENR	Marcus T Espinoza	1957-12-14	UHC-30787-87	3228714807	4070 Palm Dr, Houston, TX, 77034	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-120468	ENR	Jacob Young	2000-11-25	UHC-81162-01	9792463169	8831 Grand Ave Apt 34, Atlanta, GA, 30339	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-429529	CLM	Mei Robertson	1987-02-22	UHC-47647-46	—	8987 Desert Sky Blvd, Jacksonville, FL, 32275	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-107138	ENR	Sara Patel	—	UHC-48728-33	7678398428	1780 Baseline Rd, Tucson, AZ, 85768	0.64	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
TPA-50360	TPA	Billy Medina	1989-09-14	UHC-16597-76	—	810 Washington St, Sacramento, CA, 95868	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102914	ENR	Vazquez Ana	1950-08-01	UHC-27900-79	—	9588 Highland Ave, Gilbert, AZ, 85295	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406838	CLM	Marilyn Peters	2008-04-10	UHC-57980-91	7704149392	9318 Elm St, Plano, TX, 75046	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129858	ENR	Hannah Q Morales	1981-04-13	UHC-84345-56	—	1616 Market St, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129859	ENR	Hannah Q Morales	1981-04-13	UHC-84345-56	—	1616 Market St, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-401745	CLM	Bradley Rice	1983-03-12	UHC-06356-65	—	4855 Bayshore Dr, Atlanta, GA, 30350	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139264	ENR	Priya D Richards	1944-06-12	UHC-68615-53	3636715846	5504 River Rd, Orlando, FL, 32833	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-401031	CLM	Kelly A Robertson	1953-07-20	UHC-92382-34	9597759514	9873 Mountain View Dr, Tucson, AZ, 85786	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted State name converted to code+2 more
CLM-429926	CLM	Mariana Sullivan	1995-08-21	UHC-13963-60	—	2901 Central Ave, Columbus, OH, 43200	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108270	ENR	Albert Owens	—	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.64	Name split from “Last, First”Date of birth unreadable Member ID reformatted City re-cased+2 more
ENR-127570	ENR	Walter Jimenez	1995-06-01	UHC-32613-93	—	2461 Highland Ave, Fresno, CA, 93750	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-129109	ENR	Jennifer N Lopez	1953-04-17	UHC-10266-57	—	9814 Ridge Rd, Chandler, AZ, 85250	0.64	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+2 more
ENR-121868	ENR	Kenneth T Wheeler	1968-10-04	UHC-94963-83	—	3005 Sunset Blvd, Tampa, FL, 33679	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428011	CLM	Michael Williams	1957-11-18	UHC-52094-05	7867011267	6144 Palm Dr, Glendale, AZ, 85394	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117009	ENR	Nick V Fuller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-135974	ENR	Kathryn M Hart	1947-01-10	UHC-34576-96	4636167714	1306 Pine Dr Apt 24, Atlanta, GA	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-54754	TPA	Amy Martin	1950-07-24	UHC-11699-14	2844651645	5564 Apache Blvd # 266, Mesa, AZ, 85212	0.64	Name re-cased Member ID reformatted Unit split from street State name converted to code+2 more
CLM-428100	CLM	Deborah Fox	1982-06-04	UHC-40257-90	—	3808 Highland Ave, Houston, TX, 77059	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428407	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-428406	CLM	Richard Rice	1977-10-05	UHC-29214-90	—	2371 Mesa Dr, Plano, TX, 75010	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421442	CLM	Austin Burton	—	UHC-94455-39	—	—	0.64	Date of birth missing Member ID reformatted Email lower-cased Gender normalised+2 more
CLM-421497	CLM	Emma Dean	2001-02-28	UHC-64762-98	2672224022	4006 Meadow Ln, Nashville, TN, 37231	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-121613	ENR	Mary Alvarado	1938-10-26	UHC-45054-41	2634016797	7921 Mesa Dr Apt 23, Columbus, OH, 43220	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-415160	CLM	Eddie Garcia	1942-12-09	UHC-82255-21	—	5691 Lincoln Way, Austin, TX, 78786	0.64	Name re-cased Member ID reformatted State name converted to code Gender normalised+2 more
ENR-131019	ENR	Julie Gomez	1941-06-07	UHC-08457-10	—	5130 Bayshore Dr, Gilbert, AZ, 85241	0.64	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-140176	ENR	Valentina U Myers	1970-10-13	UHC-89048-81	4149779909	7798 Central Ave, Tampa, FL, 33652	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-55305	TPA	Margaret Harris	1971-03-16	UHC-77132-48	—	471 River Rd, Nashville, TN, 37288	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421047	CLM	Daniel R Jimenez	1956-02-18	UHC-92103-63	6512437620	4505 Hillcrest Rd, Sacramento, CA, 95817	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114074	ENR	Harold S Martinez	1997-04-17	UHC-62256-32	—	5162 Washington St, Austin, TX, 78731	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113078	ENR	Maria G Bailey	1990-05-28	UHC-08893-22	4909490878	5242 Highland Ave, Tempe, AZ	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-136269	ENR	Bradley P Gilbert	1985-10-09	UHC-76728-84	7018948607	3443 Oak St, Glendale, AZ, 85334	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-406069	CLM	Dorothy Olson	1969-01-05	UHC-97175-16	2069832084	6538 Forest Ave Apt 19, San Antonio, TX, 78248	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
CLM-425808	CLM	Gary N Kelly	1969-12-25	UHC-44852-79	—	9565 Valley View Dr, San Antonio, TX, 78237	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-406793	CLM	Bradley Taylor	1977-02-24	UHC-96928-98	6317958677	4774 Meadow Ln, Plano, TX, 75045	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-100212	ENR	Katherine X Young	1985-06-08	UHC-45033-96	9274545148	9786 Mountain View Dr, Austin, TX, 78765	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more

7,723 rows, page 52 of 155Previous Next