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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111987	ENR	Satniago McDonald	1991-02-20	UHC-25511-74	5596507491	9803 Canyon Rd, Denver, CO, 80207	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-413991	CLM	Gabriel Luna	1959-09-13	UHC-01468-90	8934771411	3187 Oak St Apt 13, San Antonio, TX, 78278	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
CLM-426835	CLM	Elijah Weaver	1954-12-01	UHC-12057-36	—	2757 Cedar Ln, Seattle, WA, 98180	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-119698	ENR	Eugene N Reid	2007-10-28	UHC-52106-91	6964103273	4379 Sunset Blvd, Miami, FL, 33128	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-135370	ENR	Jeffrey Jones	1985-10-03	UHC-66750-25	8283974023	7112 Broadway, Jacksonville, FL, 32251	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
CLM-429504	CLM	Susan S Boyd	—	UHC-70334-03	—	8404 Elm St, Gilbert, AZ, 85207	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
CLM-415868	CLM	Noah Burton	1959-02-27	—	—	6852 Meadow Ln, Jacksonville, FL, 32259	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
CLM-420579	CLM	Christine Munoz	1954-10-19	UHC-75708-70	7123209134	8026 Forest Ave, Mesa, AZ, 85256	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-111819	ENR	Michael M Patel	1960-12-08	UHC-44001-21	6857130246	4190 Forest Ave, Tempe, AZ, 85260	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
CLM-419085	CLM	Scott H Tran	1976-08-06	UHC-47745-73	8696995329	1201 Palm Dr, Houston, TX, 77031	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
ENR-125024	ENR	Araon C Vasquez	1952-03-26	UHC-00462-69	3452336081	9311 Pine Dr, Phoenix, AZ, 85051	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-414922	CLM	Jessica Cunningham	1978-09-04	UHC-94194-72	—	6160 Central Ave, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-112854	ENR	Debra V Freeman	1995-03-18	UHC-23985-64	9324062109	1183 Apache Blvd, Fresno, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133637	ENR	Kimberly Bell	1938-02-18	UHC-35960-58	5787019905	9241 Elm St, Mesa, AZ, 85270	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-103328	ENR	Michelle N Medina	2006-03-15	UHC-20779-23	4713390533	2223 Spring St, Austin, TX, 78785	0.64	Two-digit birth year Phone reformatted City re-cased Gender normalised+2 more
ENR-136453	ENR	Frances E Miller	1940-08-06	UHC-26918-94	5412059842	1684 Broadway, Gilbert, AZ, 85287	0.64	Two-digit birth year Phone reformatted City re-cased State name converted to code+2 more
TPA-55397	TPA	Joradn D Wheeler	1954-09-25	—	—	9746 Mesa Dr, Mesa, AZ, 85258	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-404856	CLM	Bobby D Romero	2001-02-09	UHC-25052-40	—	8742 Park Pl, Seattle, WA, 98154	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-134272	ENR	Albert V Dominguez	1961-08-27	UHC-16125-24	3893227612	3883 Canyon Rd # 141, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
TPA-63109	TPA	Vincent Hughes	1978-01-02	—	5189254297	8897 Willow Ct, Mesa, AZ, 85292	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-142158	ENR	Andrew P Jacobs	1990-12-11	UHC-94590-96	—	5166 Highland Ave Apt 24, Austin, TX, 78720	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
CLM-418091	CLM	Brian M McCoy	1958-07-15	UHC-72352-98	—	8242 Union St, Tempe, AZ, 85238	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-127366	ENR	Ralph Andrews	1946-09-20	UHC-36948-36	6505855461	4672 River Rd, Miami, FL, 33109	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125462	ENR	Melissa U Chavez	1991-11-18	UHC-46372-65	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-122372	ENR	Daniel X Jimenez	1959-01-18	UHC-38087-84	2503385724	5471 Sage Ct # 324, Eden Prairie, MN, 55340	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
CLM-411132	CLM	Lori T Garcia	1993-06-24	—	—	988 Sage Ct, Tampa, FL, 33691	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-59068	TPA	Scott Thomas	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-418890	CLM	Emily Young	—	UHC-47480-60	8583436208	8117 Apache Blvd, Mesa, AZ, 85237	0.64	Date of birth missing Phone reformatted City re-cased Gender normalised+2 more
CLM-405075	CLM	Joyce Rice	1943-05-25	UHC-64786-05	—	2028 Baseline Rd, Mesa, AZ, 85273	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-100754	ENR	Diego E Sanchez	1964-02-07	UHC-13365-28	5905475100	9567 Park Pl Apt 25, Charlotte, NC, 28231	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-111368	ENR	Margaet K Park	1947-02-22	UHC-91892-52	8459813341	64 Palm Dr, Austin, TX, 78723	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134011	ENR	Gerald D McDoneld	1983-06-24	UHC-64643-77	4754671173	4680 Forest Ave, Tucson, AZ, 85777	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-108476	ENR	Paul Herrera	1994-10-15	UHC-49772-88	8872767298	2380 Broadway, Seattle, WA	0.64	Date of birth reformatted Address re-cased City re-cased ZIP missing+2 more
TPA-52954	TPA	Bryan Espinoza	1994-09-02	—	—	1947 Lincoln Way, Chandler, AZ, 85275	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-401422	CLM	Sandra Z Davis	1953-01-05	—	—	7452 Elm St, Plano, TX, 75000	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-107690	ENR	Jimmy Ortega	1981-08-09	UHC-82229-70	3514890878	3696 Willow Ct, Fresno, CA, 93728	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-108774	ENR	Jordan O McCoy	1962-08-14	UHC-92227-91	5397803910	685 Ridge Rd, Orlando, FL, 32828	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28749	PRV	Frank H Johnson	1975-03-06	UHC-56150-34	6566132714	925 Spring St, Gilbert, AZ, 85274	0.64	Name split from “Last, First”Phone reformatted City re-cased Gender normalised+2 more
ENR-127460	ENR	Daniel K Hernandez	1951-02-04	UHC-42476-16	8966821351	2788 Ocean Ave, Minneapolis, MN, 55423	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-141681	ENR	Joe Matthews	1967-06-22	UHC-59785-40	—	7710 Broadway, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-419811	CLM	Victoria Harper	1955-09-05	UHC-33397-25	6304272018	3308 Baseline Rd # 811, Phoenix, AZ, 85089	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-60358	TPA	Kyle Marquez	1961-05-17	—	—	3116 Main St, Glendale, AZ, 85367	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-50743	TPA	Larry Porter	1995-06-19	—	—	2951 Indian School Rd Apt 5, San Antonio, TX, 78212	0.64	Date of birth reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
ENR-142903	ENR	Lauuren Harrison	1943-08-27	UHC-14437-61	8755858718	1789 Broadway, San Diego, CA, 92185	0.64	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-121760	ENR	Maggie V Tucker	1993-08-05	UHC-50426-10	6546041409	3606 Mesa Dr, San Diego, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140030	ENR	Linda D Ross	1956-08-11	UHC-41786-82	4494993190	3198 Sunset Blvd, San Antonio, TX, 78280	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140566	ENR	Richard E Robertson	1966-12-04	UHC-19979-80	5743502014	7513 Mesa Dr, Seattle, WA, 98165	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-127191	ENR	Mary G Nunez	1967-06-23	UHC-30029-90	—	326 Willow Ct, Houston, TX, 77049	0.64	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-110662	ENR	Larry A Warren	1995-12-17	UHC-26844-07	9567625718	7979 Indian School Rd, Nashville, TN, 37299	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-113865	ENR	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more

17,850 rows, page 127 of 357Previous Next