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-424618	CLM	Logan Sandoval	1986-12-12	UHC-05320-44	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-134610	ENR	Frances Payne	2003-01-05	UHC-53313-88	—	2425 Willow Ct, Scottsdale, AZ, 85252	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-104298	ENR	Beverly H Flores	1948-09-02	UHC-34954-61	4573299529	107 Pine Dr, Las Vegas, NV, 89148	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
TPA-62116	TPA	Diane Meendoza	1967-08-13	—	—	3454 Bayshore Dr, Mesa, AZ, 85216	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-128116	ENR	Anna V Crawford	1943-11-06	UHC-20462-56	5918207984	2440 Main St # 544, Houston, TX, 77042	0.70	Unit split from street City re-cased Gender normalised
CLM-401347	CLM	Rebecca H Sims	1938-07-04	—	—	9430 Broadway, Seattle, WA	0.70	ZIP missing Gender normalised Placeholder values cleared
CLM-404264	CLM	Nicholas Fuller	1983-02-08	UHC-17681-49	3246093501	4462 Sage Ct, Las Vegas, NV	0.70	ZIP missing Gender normalised Whitespace trimmed
ENR-134614	ENR	Rachel Carroll	1968-07-14	UHC-04151-02	6946965889	8789 Valley View Dr, Sacramento, CA, 95843	0.70	State name converted to code Gender normalised Whitespace trimmed
ENR-140885	ENR	Nathan Thompson	1947-04-04	UHC-57408-91	9046490973	8222 Jefferson Ave, Denver, CO, 80244	0.70	Name split from “Last, First”Member ID reformatted Gender normalised
ENR-101198	ENR	Ruth O Jones	1980-04-22	UHC-52748-04	3646761837	4009 Oak St Apt 21, San Diego, CA, 92152	0.70	Unit split from street Gender normalised Whitespace trimmed
ENR-139752	ENR	Sean T Garza	2006-02-24	UHC-91731-85	3047521286	5996 Ridge Rd, Sacramento, CA, 95887	0.70	Phone reformatted State name converted to code Gender normalised
PRV-25095	PRV	Carlos Torres	1970-09-14	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-53386	TPA	Paul Little	—	—	—	7967 Sage Ct, Tampa, FL, 33667	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
TPA-63386	TPA	Terry Salazar	1946-12-06	UHC-65903-57	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-107349	ENR	Omar Richardson	1941-06-13	UHC-14844-78	—	8804 Baseline Rd, Chandler, AZ, 85250	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-425485	CLM	Priya Smith	1955-02-13	UHC-16634-84	—	743 Ridge Rd, Tucson, AZ, 85746	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-428600	CLM	Dvid P Simmons	1980-07-07	UHC-57111-04	3589680219	741 Lincoln Way, Sacramento, CA, 95884	0.70	Two-digit birth year Gender normalised Placeholder values cleared
PRV-29063	PRV	Sandra Cunningham	1962-04-13	—	—	2627 Jefferson Ave, Los Angeles, CA	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-141860	ENR	Donald H Hill	2002-06-09	UHC-38228-20	—	3153 Church St, Atlanta, GA	0.70	ZIP missing Gender normalised Placeholder values cleared
CLM-424491	CLM	Fatima Stephens	1995-07-04	UHC-06221-64	—	1103 Main St, Sacramento, CA, 95862	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-422175	CLM	Vincent Holmes	1942-09-03	UHC-45761-46	—	2193 Maple Ave, Seattle, WA, 98170	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
PRV-21153	PRV	Ryan Jimenez	1955-06-10	—	—	2708 Forest Ave, Denver, CO, 80294	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-431280	CLM	Hannah Ramos	1952-09-18	—	—	8140 Broadway, Tempe, AZ, 85258	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-128849	ENR	Mary R Wagner	1950-04-04	UHC-20608-83	6636042454	—	0.70	Name re-cased SSN last four extracted Gender normalised
ENR-140918	ENR	Jose Ellis	1964-01-01	UHC-56744-12	8406938899	3255 Elm St, Miami, FL, 33145	0.70	Phone reformatted State name converted to code Gender normalised
ENR-127909	ENR	Diego Holmes	1973-12-01	UHC-69313-48	—	1427 Palm Dr, Tempe, AZ, 85241	0.70	Phone missing area code Gender normalised Whitespace trimmed
CLM-421857	CLM	Kayla Bennett	1940-09-15	UHC-47842-61	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-126645	ENR	Bruce Mitchell	1996-03-25	UHC-53809-99	4006938106	4272 Ridge Rd, Mesa, AZ, 85291	0.70	State name converted to code Gender normalised Whitespace trimmed
TPA-58830	TPA	Alice Willis	1944-06-18	—	—	5380 Willow Ct, Nashville, TN, 37241	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-55831	TPA	Thomas Mendoza	2007-04-23	UHC-73410-84	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-110460	ENR	Noah Rios	1948-12-27	UHC-35984-76	7732537701	3981 Camelback Rd, Sacramento, CA, 95842	0.70	Phone reformatted State name converted to code Gender normalised
TPA-57444	TPA	Matthew Green	1993-09-16	—	—	1531 Oak St, Gilbert, AZ	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-126719	ENR	Amber V Santiago	1959-02-02	UHC-91241-75	2962965469	4880 Indian School Rd, Seattle, WA, 98113	0.70	Two-digit birth year Phone reformatted Gender normalised
ENR-130597	ENR	Austin Schmidt	1965-03-26	UHC-21559-49	3066576057	3939 Jefferson Ave, Minneapolis, MN, 55458	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
PRV-23696	PRV	Robert Simmons	1947-10-08	UHC-52762-25	5082913918	1818 Maple Ave, San Diego, CA, 92157	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-409676	CLM	Margaret Hernandez	2008-07-14	—	—	7702 Main St, Miami, FL, 33128	0.70	SSN last four extracted Gender normalised Placeholder values cleared
CLM-412563	CLM	Ryan Martin	2008-09-08	—	—	678 Palm Dr, Miami, FL, 33187	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-114954	ENR	Nicole Flores	1981-05-22	UHC-34130-05	8072491193	6769 Washington St, Los Angeles, CA	0.70	ZIP missing Email lower-cased Gender normalised
ENR-112362	ENR	Theresa F Ferguson	1971-08-02	UHC-72869-72	8169818524	4160 Harbor Blvd, Dallas, TX, 75223	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
CLM-408301	CLM	Michelle Jensen	—	—	—	311 Park Pl, Nashville, TN, 37217	0.70	Date of birth unreadable Gender normalised Placeholder values cleared
ENR-110980	ENR	Emily Morgan	1945-12-15	UHC-57177-63	8633029328	3032 Broadway, Jacksonville, FL, 32221	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-101265	ENR	Lisa E Thomas	1951-09-28	UHC-89807-22	5802971062	7905 Union St, Austin, TX, 78784	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-406599	CLM	Emma X Meyer	—	UHC-13185-09	—	5206 Sunset Blvd, Columbus, OH, 43225	0.70	Date of birth missing Gender normalised Placeholder values cleared
ENR-109935	ENR	Steven McDonald	1967-02-17	UHC-91479-96	—	2152 Baseline Rd, Los Angeles, CA, 90003	0.70	Name split from “Last, First”Date of birth reformatted Gender normalised
ENR-122943	ENR	Charles Aguilar	1991-11-08	UHC-47926-59	—	4747 Church St, Miami, FL	0.70	ZIP missing Gender normalised Placeholder values cleared
CLM-400474	CLM	Jonh Q Contreras	1974-04-23	—	—	5777 Bayshore Dr, Denver, CO, 80279	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-403780	CLM	Dylan D Arnold	1964-03-17	UHC-34868-16	—	7544 Pine Dr, Jacksonville, FL, 32225	0.70	Date of birth reformatted SSN last four extracted Gender normalised
CLM-408129	CLM	Christian Romero	1957-02-08	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-403952	CLM	Bobby Cooper	1998-12-01	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-409702	CLM	Shirley P Aguilar	2000-10-16	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared

16,828 rows, page 247 of 337Previous Next