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
TPA-50837	TPA	Kyle Z Phillips	1964-08-19	—	—	4114 Cedar Ln, Chandler, AZ	0.52	Name re-cased Two-digit birth year ZIP missing Gender normalised+2 more
TPA-51163	TPA	Carl George	1959-08-09	—	—	2222 Oak St, Tucson, AZ, 85739	0.52	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140212	ENR	Sophia M Soto	1949-02-25	UHC-01510-29	5622436561	8505 Ridge Rd # 709, Jacksonville, FL, 32287	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
PRV-24925	PRV	Nuah Turner	1949-03-28	—	—	441 Palm Dr # 868, Chandler, AZ, 85287	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-100229	ENR	Alexis M Jensen	1969-07-01	UHC-56840-44	3365167614	6717 Pine Dr, Phoenix, AZ, 85067	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-61307	TPA	Mason McDonaald	1974-03-23	UHC-56620-79	8689519816	2651 Mountain View Dr, Glendale, AZ	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-414270	CLM	Albert R Watson	1984-01-26	UHC-54144-28	2924054334	8403 Sage Ct, Las Vegas, NV	0.52	Name re-cased Two-digit birth year Phone reformatted ZIP missing+2 more
TPA-54871	TPA	Elijah Sullivan	1941-04-26	—	3495992944	7717 Lake View Rd, Eden Prairie, MN, 55373	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120454	ENR	Sean A Fisher	—	UHC-79579-41	7108855381	2407 Market St, San Diego, CA, 92148	0.52	Date of birth unreadable Phone reformatted State name converted to code Gender normalised+2 more
CLM-423004	CLM	Julia Schmidt	1983-02-09	—	—	3498 Valley View Dr, Charlotte, NC, 28276	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-139633	ENR	Alan P Gilbert	—	—	—	7071 Union St, Columbus, OH, 43298	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-116245	ENR	Jeffrey C Cruz	1953-02-14	UHC-64784-69	—	6155 Ocean Ave # 695, Nashville, TN, 37211	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-425786	CLM	Danielle Bradley	1998-02-18	—	—	670 Pine Dr, Denver, CO, 80201	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-430554	CLM	Kathleen P Spencer	1986-11-25	UHC-15103-98	—	8175 Broadway, Charlotte, NC, 28201	0.52	Middle initial moved out of first name Name re-cased State name converted to code Gender normalised+2 more
ENR-110428	ENR	Frank Franklin	2003-09-11	UHC-27271-24	5914512496	7574 Broadway # 630, Phoenix, AZ, 85020	0.52	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+2 more
ENR-142248	ENR	Linda Reid	1941-09-26	UHC-59494-89	3065005339	3931 Harbor Blvd, San Diego, CA, 92104	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-140080	ENR	Ethan Ramos	—	UHC-82654-90	5419892694	6394 Main St, Eden Prairie, MN, 55327	0.52	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58815	TPA	Jeremy A Roberts	1994-12-02	—	—	9863 Sage Ct, Columbus, OH	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
PRV-28104	PRV	Raymond Phillips	1995-01-28	UHC-34319-11	4037341297	1479 Baseline Rd, Glendale, AZ, 85314	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-419081	CLM	Margaret Parker	1970-03-03	—	—	2902 Willow Ct, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
PRV-23337	PRV	Ahmed I Patel	2005-02-09	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105101	ENR	Arthur L Guzman	1971-05-06	UHC-34464-25	6309628444	3255 Market St, Mesa, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-56894	TPA	Ashley Kelley	1990-07-03	—	—	9283 Indian School Rd, San Diego, CA, 92129	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-124291	ENR	Jordan Y Hill	1979-05-24	UHC-65651-73	—	9487 Church St, Tampa, FL, 33695	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119334	ENR	Samuel Y Vargas	1949-09-18	UHC-39371-85	—	3642 Apache Blvd, Atlanta, GA, 30374	0.52	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+2 more
TPA-54548	TPA	Terresa Myers	1966-05-12	UHC-67569-91	—	3439 Pine Dr # 322, Tucson, AZ, 85763	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-120431	ENR	Paul C Lewis	1972-03-11	UHC-89738-37	6837386045	8134 Harbor Blvd, Houston, TX, 77003	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430922	CLM	Betty Perez	1997-03-07	UHC-12785-63	—	136 Mesa Dr, Minneapolis, MN, 55470	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132892	ENR	Logan Parkar	1994-07-10	UHC-13216-29	—	7040 Willow Ct, Gilbert, AZ, 85235	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-430003	CLM	Paul Hernandez	1972-07-11	UHC-62047-51	—	3778 Sage Ct, Chandler, AZ, 85286	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61166	TPA	Deborha Owens	1969-09-28	—	—	7234 Highland Ave, Fresno, CA, 93721	0.52	SSN last four extracted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105313	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ, 85227	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-105032	ENR	Bobby X Moreno	1969-02-07	UHC-17565-73	—	1957 Baseline Rd, Tampa, FL, 33627	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-124064	ENR	Timothy Schultz	2002-01-10	UHC-79336-34	5214256423	3983 Cedar Ln, Scottsdale, AZ, 85222	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124636	ENR	Patricia K Patel	2001-03-24	UHC-80415-30	5789416159	2379 Apache Blvd, Mesa, AZ, 85220	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22144	PRV	Lori S Williams	1984-07-03	—	2018001039	7541 Washington St, Fresno, CA, 93734	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-136568	ENR	Christina N Obrien	1948-01-25	UHC-57093-33	4543413543	3904 Park Pl, Eden Prairie, MN, 55318	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-432004	CLM	Kevin Mitchell	1962-07-27	UHC-59458-43	—	661 Valley View Dr, Dallas, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-126932	ENR	Kathleen B Rice	—	UHC-07246-94	6175107121	9857 Main St, Tampa, FL, 33653	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-130655	ENR	Megan Q Snyder	1964-08-06	UHC-93058-54	7374686179	6921 Camelback Rd, Sacramento, CA, 95897	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63948	TPA	Natalie Ryan	2004-06-05	—	—	9790 Washington St # 404, Minneapolis, MN	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
ENR-111654	ENR	BJunk	2000-07-15	UHC-49072-24	5354599122	6548 Bayshore Dr, Mesa, AZ, 85245	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426593	CLM	Amanda Patterson	1977-02-24	UHC-12161-92	—	5482 Desert Sky Blvd # 778, Chandler, AZ, 85234	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-111039	ENR	Mason A Maldonado	1982-10-08	UHC-54625-23	—	1570 Union St # 121, Tampa, FL, 33604	0.52	Two-digit birth year Member ID reformatted Unit split from street Gender normalised+2 more
ENR-121888	ENR	Maatthew X Cruz	1944-06-17	UHC-91463-54	—	7979 Pine Dr # 573, Eden Prairie, MN, 55374	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110607	ENR	Mark Cunningham	1985-07-21	UHC-57907-05	6224496832	5277 Park Pl, Scottsdale, AZ, 85225	0.52	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-430513	CLM	Lauren H Rice	—	—	4772388834	7069 Sage Ct, Los Angeles, CA, 90095	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118161	ENR	Jacob T Olson	1974-05-07	UHC-08496-94	7593862778	1616 Lake View Rd, Las Vegas, NV, 89131	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130018	ENR	Santiago Gibson	2000-04-19	UHC-15032-49	4796051313	9582 Willow Ct # 618, Houston, TX, 77050	0.52	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-61309	TPA	Ahmed Li	—	—	8079369613	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more

16,828 rows, page 85 of 337Previous Next