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 missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-51016	TPA	Ralph Stephens	2000-12-04	—	—	3893 Elm St, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416312	CLM	Kathleen Johnston	1964-01-05	—	6596069361	1204 Highland Ave, Los Angeles, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57343	TPA	Melissa Holmes	1950-12-25	—	—	7566 Spring St # 263, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415910	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-415911	CLM	Janice Owens	—	—	—	1736 Harbor Blvd, Jacksonville, FL	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
CLM-411854	CLM	Christine Ortiz	1975-01-27	UHC-56393-98	—	9138 Apache Blvd, Glendale, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
CLM-421795	CLM	Andrew Hunt	2008-11-21	UHC-90052-31	—	7960 Meadow Ln, Mesa, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-117421	ENR	Albert B Little	1974-06-23	UHC-32994-61	2734147633	2310 Oak St # 666, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-111805	ENR	Elizabeth Clark	1991-06-26	UHC-08079-45	—	878 Pine Dr, San Diego, CA	0.52	Name split from “Last, First”City re-cased State name converted to code ZIP missing+2 more
TPA-56674	TPA	Marcus Carr	1942-10-28	—	—	2952 Jefferson Ave, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-120790	ENR	Katheen N Porter	1945-12-06	UHC-38152-21	5145838584	4540 Harbor Blvd, Las Vegas, NV	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
TPA-57144	TPA	Jacob Jensen	1944-06-02	—	—	3352 Mountain View Dr, Las Vegas, NV	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126894	ENR	Christine Jackson	1956-01-19	UHC-72896-59	2366631910	5956 Bayshore Dr, Tucson, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422973	CLM	Melissa Owens	1972-03-18	UHC-20322-63	—	7251 Sunset Blvd # 673, San Antonio, TX	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-53457	TPA	Kevin Chapman	1967-09-13	—	—	3206 Meadow Ln, Scottsdale, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-123242	ENR	Diana S Bailey	1999-10-21	UHC-96404-93	—	3860 Spring St, Miami, FL	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122564	ENR	Valentina Wood	1989-02-20	UHC-77504-30	8498752268	464 Oak St, Gilbert, AZ	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-424268	CLM	Jack Barnes	1940-07-25	UHC-58851-08	—	5734 Washington St # 920, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-142997	ENR	Noah K Boyd	—	UHC-94724-49	—	474 Washington St, Glendale, AZ	0.52	Date of birth unreadable Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140858	ENR	Ahmed O Coleman	1957-03-03	UHC-59645-10	5126065971	4581 Forest Ave, Columbus, OH	0.52	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+2 more
ENR-102571	ENR	Mei F Estrada	1958-06-13	UHC-89965-96	—	8211 Church St, Tempe, AZ	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
PRV-21271	PRV	George Moreno	1975-07-02	UHC-65364-35	5858632110	9621 Cedar Ln, Phoenix, AZ	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-137334	ENR	Kylle Peters	—	UHC-90273-30	9627644449	6379 Willow Ct, Orlando, FL	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-116876	ENR	Samantha Q Medina	1993-01-09	UHC-02306-10	9213005051	6921 Baseline Rd, Sacramento, CA	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-410139	CLM	Samuel Tucker	1993-06-19	—	2689716961	5881 Apache Blvd, Chandler, AZ	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-126756	ENR	Helen D Wright	1968-04-24	UHC-67550-86	6238775433	1666 Sunset Blvd # 162, Phoenix, AZ	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-141393	ENR	Keiith J Knight	—	UHC-58061-10	9276522199	2265 Camelback Rd, Tucson, AZ	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-432558	CLM	Mariana Henderson	1986-11-02	UHC-16259-95	—	8672 Highland Ave, Orlando, FL	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126354	ENR	Priya H McDonald	1965-08-04	UHC-72612-44	6966363485	5136 Apache Blvd, Tempe, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-420054	CLM	Teresa Snyder	2006-03-14	UHC-84654-02	—	750 Church St, Chandler, AZ	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-407067	CLM	Mariana Roberts	1979-06-21	UHC-18824-99	—	3135 Market St # 785, San Diego, CA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-135465	ENR	Carol S Jamas	1962-09-01	UHC-43610-58	8942674287	444 Park Pl, Eden Prairie, MN	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29191	PRV	Gerald Gardner	—	—	8648705554	2107 Willow Ct, San Antonio, TX	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-423107	CLM	Raymond Collins	1971-03-26	—	3534901244	6254 Forest Ave, Seattle, WA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-426178	CLM	Jose Jordan	1947-12-06	UHC-22708-92	5628054075	2093 Oak St, Dallas, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-119817	ENR	Paul G Bishop	1984-08-28	UHC-76605-06	3943216505	1665 Lincoln Way, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123006	ENR	Alice Harper	1979-06-01	UHC-67117-89	—	6995 Meadow Ln, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413262	CLM	Edward Alvarez	1948-01-05	UHC-92725-88	8786178484	9770 Highland Ave, Fresno, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126089	ENR	Brian Hart	1971-08-20	—	6385126569	1729 Highland Ave, San Antonio, TX	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-121535	ENR	Sean W Estrada	1976-12-02	UHC-36955-36	6758554042	6902 Washington St, Atlanta, GA	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
TPA-55996	TPA	Timothy Dixon	1951-11-17	—	4456310971	1368 Ridge Rd, Plano, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
ENR-126211	ENR	Lucia D Thompson	1985-12-14	UHC-83698-89	2434166660	19 Pine Dr, San Antonio, TX	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-59517	TPA	Kimberly Wright	1983-10-10	—	—	6957 Bayshore Dr, Los Angeles, CA	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112710	ENR	Adam L Ortega	2002-10-06	UHC-52099-82	8329974087	6213 Valley View Dr, Denver, CO	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-114327	ENR	Christine Evans	2001-12-17	UHC-01717-89	3586842432	1279 Baseline Rd, Sacramento, CA	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-129779	ENR	Beth S Reyes	1944-11-12	UHC-73785-46	3417211908	6171 Spring St, Fresno, CA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54681	TPA	Lawrence Cunningham	1998-07-17	—	—	9321 Mesa Dr # 239, Mesa, AZ	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-134940	ENR	Madison Snyder	2000-09-10	UHC-85917-43	—	6640 Cedar Ln, Plano, TX	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-130008	ENR	Barbara P Collins	2004-05-17	UHC-85662-20	9139945612	647 Market St, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-130118	ENR	Marilyn Chavez	1983-05-23	UHC-35235-17	2733218823	2301 Union St, Scottsdale, AZ	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more

7,146 rows, page 35 of 143Previous Next