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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-413028	CLM	Peterson Marilyn	1942-12-11	UHC-78588-21	—	2853 River Rd, Phoenix, AZ, 85070	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-140079	ENR	Ethan Ramos	1996-07-20	UHC-82654-90	5419892694	6394 Main St, Eden Prairie, MN, 55327	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
ENR-129975	ENR	Harris Charlotte	1983-09-03	UHC-33150-54	8834642315	8326 Lake View Rd, Miami, FL, 33190	0.56	SSN last four extracted Street suffix standardised Address re-cased Gender normalised
TPA-57752	TPA	Alexanedr O Williams	1964-05-18	—	3415249761	9121 Lincoln Way, Los Angeles, CA, 90058	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
TPA-53409	TPA	Rebecca X Clark	1990-06-12	—	9403639048	9740 Oak St, Jacksonville, FL, 32208	0.56	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+6 more
CLM-407083	CLM	Bryan Carter	1973-11-26	—	3859541310	2538 Valley View Dr, Austin, TX, 78720	0.56	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised
CLM-404181	CLM	Christina Austin	1968-05-12	UHC-18686-11	—	1879 Forest Ave # 652, Orlando, FL, 32880	0.56	Name split from “Last, First”Unit split from street Gender normalised Placeholder values cleared
CLM-413270	CLM	Grace S Maldonado	1945-01-19	UHC-96133-18	—	902 Lincoln Way, Orlando, FL, 32827	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
CLM-415577	CLM	Harold Murray	—	UHC-51489-92	—	188 Baseline Rd, Austin, TX, 78753	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-140130	ENR	Kathryn Ray	—	UHC-54991-21	9389458983	9164 Apache Blvd, San Diego, CA, 92175	0.56	Date of birth missing Street suffix standardised Address re-cased Gender normalised
CLM-426616	CLM	Beverly Morris	1960-03-26	—	4229718925	502 Mesa Dr, Mesa, AZ, 85220	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
TPA-56121	TPA	Julia Cunningham	1954-05-28	UHC-98772-34	—	3668 Spring St, Austin, TX	0.56	Name split from “Last, First”City re-cased ZIP missing Gender normalised
ENR-125226	ENR	Diego E Renolds	1965-08-28	UHC-43474-86	7816791916	3944 Market St, Phoenix, AZ, 85056	0.56	Phone reformatted SSN last four extracted State name converted to code Gender normalised
TPA-57624	TPA	Adam P Dunn	—	—	—	232 Lincoln Way, Atlanta, GA, 30366	0.56	Date of birth unreadable ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-131697	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-131696	ENR	Paul J Singh	1983-03-04	UHC-57553-42	6305054718	5711 Union St Apt 25, Seattle, WA, 98186	0.56	SSN last four extracted Unit split from street State code upper-cased Gender normalised
ENR-136869	ENR	Sandra Mendoza	—	UHC-30072-32	—	2553 Apache Blvd, Sacramento, CA, 95813	0.56	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised
PRV-26657	PRV	Theresa Hicks	1969-02-09	UHC-01574-14	—	1799 Highland Ave, Jacksonville, FL	0.56	SSN last four extracted ZIP missing Gender normalised Placeholder values cleared
ENR-120868	ENR	Camila A Marshall	—	UHC-89742-06	3347020523	6341 Baseline Rd, Phoenix, AZ, 85066	0.56	Date of birth unreadable State name converted to code Gender normalised Whitespace trimmed
CLM-409097	CLM	Joan Chavez	2006-02-14	UHC-73132-10	5769695537	7276 Spring St, Eden Prairie, MN, 55340	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-406099	CLM	Evelyn Jensen	1954-02-11	UHC-28520-62	—	640 Central Ave, Dallas, TX, 75228	0.56	Street suffix standardised Address re-cased State name converted to code Gender normalised
ENR-137741	ENR	John Banks	1954-12-04	UHC-23402-48	2033575143	6295 Jefferson Ave, Houston, TX, 77006	0.56	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised
CLM-403071	CLM	Diego West	1962-07-26	UHC-45695-22	—	3822 Baseline Rd, Dallas, TX, 75235	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
ENR-122641	ENR	Frances N Moreno	1978-09-23	UHC-65118-03	—	3535 Grand Ave, Tempe, AZ, 85289	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-108547	ENR	Joan Estrada	1989-09-22	UHC-34172-38	7264451391	5173 Highland Ave # 435, Nashville, TN, 37298	0.56	Phone reformatted Unit split from street ZIP+4 trimmed Gender normalised
ENR-128312	ENR	Andrea Y Grant	1989-02-09	UHC-84060-65	6242416008	4241 Baseline Rd, Dallas, TX, 75270	0.56	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised
CLM-426251	CLM	Paul W Nguyen	1940-12-21	UHC-22208-52	—	—	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
ENR-101691	ENR	Lisa G Soto	1954-12-01	UHC-72865-77	9312285367	8026 Bayshore Dr, Miami, FL, 33186	0.56	Phone reformatted SSN last four extracted ZIP+4 trimmed Gender normalised
CLM-424972	CLM	Luis Cole	1976-05-18	UHC-54865-68	—	1216 Grand Ave, Charlotte, NC	0.56	State name converted to code ZIP missing Gender normalised Placeholder values cleared
TPA-62294	TPA	Carol G Baker	1956-10-28	—	—	3917 Maple Ave, Houston, TX, 77006	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-103346	ENR	Paul E Lopez	1947-02-01	UHC-63875-61	6913634751	5959 Sage Ct # 730, Tampa, FL, 33674	0.56	Unit split from street Street suffix standardised Address re-cased Gender normalised
ENR-135895	ENR	Btety U Ruiz	1976-10-12	UHC-44496-29	—	4796 Oak St, Plano, TX, 75082	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
TPA-57131	TPA	Elizabeth Li	1954-02-01	—	—	3590 Willow Ct, Eden Prairie, MN, 55392	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-130822	ENR	Sean Davis	1949-06-01	UHC-58231-30	7534079181	1123 Indian School Rd # 277, Dallas, TX, 75292	0.56	Name split from “Last, First”Unit split from street Gender normalised Whitespace trimmed
ENR-120056	ENR	Randy Q Johnston	1978-02-22	UHC-32459-34	—	5415 Pine Dr, Tempe, AZ, 85297	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
PRV-26795	PRV	Arthur Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave # 383, Austin, TX, 78796	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-108411	ENR	Angela J Marquez	1950-05-12	UHC-98892-42	7614825835	4396 Maple Ave, Mesa, AZ, 85251	0.56	Date of birth reformatted State name converted to code ZIP+4 trimmed Gender normalised
ENR-114112	ENR	Gloria A Lnua	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.56	Middle initial moved out of first name State name converted to code Gender normalised Whitespace trimmed
ENR-114111	ENR	Gloria A Lnua	2000-10-22	UHC-66011-86	8468266485	104 Ocean Ave, San Antonio, TX, 78221	0.56	Middle initial moved out of first name State name converted to code Gender normalised Whitespace trimmed
ENR-122408	ENR	FJunk	1958-08-17	UHC-62486-62	2114088397	8094 Market St, Chandler, AZ, 85237	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
ENR-103486	ENR	Ana King	1986-08-02	UHC-99079-64	9734370692	5769 Lincoln Way, Dallas, TX, 75257	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
ENR-114387	ENR	Carl U Ortega	2004-02-20	UHC-44602-19	—	6941 Ocean Ave, Houston, TX, 77095	0.56	Phone missing area code Street suffix standardised Address re-cased Gender normalised
ENR-133378	ENR	—Junk	1981-06-26	UHC-89323-18	—	1295 Broadway, Minneapolis, MN, 55492	0.56	Phone missing area code Address re-cased Gender normalised No usable name (quarantined)
CLM-420465	CLM	Shirley Washington	—	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA	0.56	Date of birth unreadable ZIP missing Gender normalised Placeholder values cleared
TPA-53171	TPA	Lori Williams	1984-07-03	UHC-29788-73	2018001039	7301 Mountain View Dr, Tempe, AZ, 85213	0.56	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+6 more
CLM-422635	CLM	Juan Banks	1967-11-12	UHC-97584-08	—	9425 Mesa Dr, Fresno, CA, 93762	0.56	Name split from “Last, First”State name converted to code Gender normalised Placeholder values cleared
CLM-427661	CLM	Mason Hamilton	1988-11-25	UHC-38301-28	—	3651 Ocean Ave, Gilbert, AZ	0.56	Name split from “Last, First”ZIP missing Gender normalised Placeholder values cleared
CLM-402618	CLM	—Junk	1972-11-08	UHC-69723-76	—	2676 Hillcrest Rd, Jacksonville, FL, 32251	0.56	Street suffix standardised Address re-cased Gender normalised No usable name (quarantined)
ENR-137579	ENR	Carlos Henry	1980-07-13	UHC-01106-07	7703973382	1706 Jefferson Ave, Minneapolis, MN, 55419	0.56	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised
CLM-411134	CLM	Maria Kelly	1970-02-25	UHC-02887-02	—	—	0.56	Phone missing area code SSN last four extracted Gender normalised Placeholder values cleared

16,828 rows, page 104 of 337Previous Next