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-417104	CLM	West Jacqueline	2001-11-06	UHC-85592-57	—	6379 Cedar Ln, Orlando, FL, 32838	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420468	CLM	Janet T Hicks	1980-06-24	UHC-23608-84	4283226184	8500 Apache Blvd, Tucson, AZ, 85711	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-116452	ENR	Pamela Gordon	1978-11-04	UHC-80712-55	9375485980	4998 Canyon Rd, Denver, CO, 80244	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125304	ENR	Zachary Payne	1948-03-24	UHC-70686-74	9853600044	4827 Baseline Rd, Eden Prairie, MN, 55398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-406804	CLM	Ahmed Davis	2003-01-10	UHC-86559-68	8616183116	3163 Church St, Glendale, AZ, 85391	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-135514	ENR	Sofia U Andrews	1996-02-17	UHC-65628-97	6905613448	377 Spring St, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-114300	ENR	Carol Hughes	1979-02-28	UHC-70476-15	3375477490	2280 Bayshore Dr # 570, Seattle, WA, 98128	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-116838	ENR	Lisa Hayes	1985-07-09	UHC-46841-84	4594449792	33 Grand Ave, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-416976	CLM	Contreras Mark	1994-06-05	—	—	7677 Indian School Rd, Sacramento, CA, 95831	0.52	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113394	ENR	Dylan P Simpsoon	1996-12-09	UHC-44034-72	4672681835	4745 Lake View Rd, Minneapolis, MN, 55475	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-120122	ENR	Sean Guzman	2002-12-28	UHC-71216-47	3514030326	3295 Church St, Glendale, AZ, 85352	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-415730	CLM	Madison Castro	1952-02-01	UHC-96414-21	—	8120 Main St, Jacksonville, FL, 32223	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413391	CLM	Janice Butler	1974-06-26	UHC-65173-31	—	5465 Park Pl, San Antonio, TX	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
CLM-425469	CLM	Steven Ramos	1969-01-26	—	—	1184 Hillcrest Rd Apt 12, Sacramento, CA	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
ENR-125658	ENR	Alexxander Fisher	1947-06-15	UHC-01049-28	2939755973	3904 Baseline Rd # 325, Jacksonville, FL, 32299	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-128433	ENR	Larry Q Simpson	1973-01-25	UHC-81950-28	—	406 Lincoln Way, Charlotte, NC, 28235	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-125183	ENR	TerryJunk	1994-07-21	UHC-97302-84	3747824898	1875 Indian School Rd, Dallas, TX, 75254	0.52	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-60629	TPA	Sofia Walker	1997-10-01	—	—	3784 Oak St, Mesa, AZ, 85277	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135614	ENR	Laura U Jackson	1987-12-28	UHC-55292-33	—	4088 Highland Ave, Chandler, AZ, 85270	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-101614	ENR	Diana H Morrison	—	UHC-01125-53	—	9490 Willow Ct, Minneapolis, MN, 55472	0.52	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125278	ENR	Frances Garza	2000-08-16	UHC-66708-43	—	3974 Valley View Dr, Fresno, CA	0.52	Street suffix standardised Address re-cased ZIP missing Email lower-cased+2 more
ENR-135500	ENR	Ana W Bell	2007-05-09	UHC-07204-04	5076229056	2813 Lake View Rd, Seattle, WA, 98127	0.52	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-111599	ENR	David Ryan	1984-05-22	UHC-43444-74	—	701 Ridge Rd, Mesa, AZ	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-126627	ENR	Sandra X Powell	1996-04-25	—	9758505545	9548 Main St, Los Angeles, CA, 90026	0.52	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-28861	PRV	Karen Alexander	1975-02-26	—	—	6849 Cedar Ln, Nashville, TN, 37254	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-403492	CLM	Melissa Brooks	1990-06-02	UHC-50029-66	—	72 Park Pl, Sacramento, CA	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
ENR-117333	ENR	Junathan O James	1965-04-14	UHC-64223-13	—	4591 Mesa Dr, San Antonio, TX, 78288	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426591	CLM	Gary Fields	1988-08-24	UHC-65382-80	—	8600 Willow Ct, Fresno, CA, 93736	0.52	Name split from “Last, First”Member ID reformatted ZIP+4 trimmed Gender normalised+2 more
PRV-21148	PRV	Danielle Lynch	2000-02-09	UHC-65454-97	—	1905 Elm St, Minneapolis, MN, 55432	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-106351	ENR	Angela G Gordon	1989-03-20	UHC-91021-02	—	4781 Pine Dr, Miami, FL, 33108	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-135733	ENR	Lawrence W Flores	2008-06-27	UHC-58157-26	—	7822 Oak St, Los Angeles, CA, 90024	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-109315	ENR	Natlaie T Moore	2005-08-23	UHC-14590-35	3138145666	59 Mountain View Dr, Atlanta, GA, 30323	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117643	ENR	Sam N Harris	1982-11-16	UHC-32799-29	4006119644	6925 Desert Sky Blvd, Scottsdale, AZ, 85270	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109153	ENR	Ethan Garza	1967-07-06	UHC-36481-22	7388993155	2460 Lincoln Way, Tempe, AZ, 85206	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
PRV-23348	PRV	Valentina Ortiz	1958-09-28	UHC-23200-97	—	2148 Willow Ct, Columbus, OH	0.52	Name split from “Last, First”State code upper-cased ZIP missing Gender normalised+2 more
ENR-114119	ENR	Shirley Armstrong	1993-03-18	UHC-87313-66	2675831872	5754 Harbor Blvd, San Antonio, TX, 78224	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137255	ENR	Russell N Ford	1949-11-02	UHC-94139-91	—	5170 Apache Blvd, Jacksonville, FL, 32220	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104545	ENR	Lori N Duncan	1965-10-18	UHC-77386-40	—	2740 Oak St Apt 15, Plano, TX, 75093	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-24926	PRV	Debra C Robertsson	1983-01-04	UHC-55599-52	7105004908	4220 Canyon Rd, Seattle, WA, 98134	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-141531	ENR	Kayla Rojas	1944-07-13	UHC-54092-53	—	6042 Church St, Tucson, AZ, 85785	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-125568	ENR	Charlotte Weber	—	UHC-81561-06	7445328343	6065 Sage Ct, Scottsdale, AZ, 85265	0.52	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-108654	ENR	Brenda Bradley	1954-10-17	UHC-06264-52	6167524312	5192 Meadow Ln, Jacksonville, FL, 32242	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418941	CLM	Helen O Jhnson	1977-05-18	UHC-28850-11	—	9802 Bayshore Dr, Los Angeles, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
PRV-23364	PRV	Julie Johnson	1971-12-09	—	—	4699 Sunset Blvd, Houston, TX, 77023	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-23365	PRV	Julie Johnson	1971-12-09	—	—	4699 Sunset Blvd, Houston, TX, 77023	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-432499	CLM	Omar Bryant	1987-03-17	UHC-89172-02	—	3274 Willow Ct, Chandler, AZ, 85207	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-50829	TPA	Cloe Stephanie	1997-09-22	—	—	4353 Ocean Ave # 180, Houston, TX, 77031	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136446	ENR	Sophia A Nguen	1979-10-14	UHC-35591-59	—	1745 Highland Ave, Miami, FL, 33119	0.52	Name re-cased Two-digit birth year Phone missing area code Email lower-cased+2 more
ENR-102927	ENR	Olivia Hart	1976-10-26	UHC-78547-45	—	9622 Highland Ave, Houston, TX, 77017	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-120835	ENR	Gabriel Hawkins	1949-12-22	UHC-32513-52	8643419326	3579 Desert Sky Blvd, San Antonio, TX, 78217	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 91 of 337Previous Next