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 “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-23812	PRV	Aaron Rojas	—	—	3164352379	1140 Spring St, Tempe, AZ, 85244	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114247	ENR	Aisha Allen	1956-12-26	UHC-82372-26	8734271601	5681 Hillcrest Rd, Dallas, TX, 75288	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-104485	ENR	Samuel Le	1988-05-21	UHC-07604-11	7368141823	8848 Cedar Ln # 856, Columbus, OH, 43229	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-407270	CLM	Peter W Moore	1945-10-03	UHC-56208-08	2357630756	1771 Canyon Rd, Miami, FL, 33140	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109102	ENR	Marilyn Hudson	1998-12-27	UHC-41649-59	—	2271 Desert Sky Blvd, Charlotte, NC, 28232	0.48	Name re-cased Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-402888	CLM	Mark Cole	1958-09-01	UHC-08276-88	—	9515 Sunset Blvd, Nashville, TN, 37286	0.48	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-117362	ENR	Diana A Cooper	1952-09-12	UHC-80204-72	7916680548	9763 Hillcrest Rd, Las Vegas, NV	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-419757	CLM	Lukia Patel	1982-11-08	UHC-19806-99	5209253553	3367 Meadow Ln Apt 11, Atlanta, GA	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26703	PRV	Charlotte Oliver	1975-02-24	UHC-36496-49	9538699888	5885 Highland Ave, Phoenix, AZ, 85036	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-430512	CLM	Ruth Schutz	2007-02-04	UHC-03534-70	7465280856	1937 Bayshore Dr, San Antonio, TX	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120436	ENR	Katherine N Hawkins	—	UHC-90748-59	8819951080	7014 Valley View Dr, Austin, TX, 78788	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-101263	ENR	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	340 Lake View Rd, Los Angeles, CA, 90001	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58426	TPA	Danny Johnson	1941-03-27	—	2854810846	8387 Church St # 385, Tempe, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+4 more
ENR-120873	ENR	Lauren E Davis	1980-12-09	UHC-50623-59	7923393453	3712 Main St, Columbus, OH, 43293	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
TPA-61018	TPA	Carol Meyer	1979-07-21	—	2429489581	3897 Camelback Rd Apt 35, Nashville, TN, 37265	0.48	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-54859	TPA	Madison Rios	1983-03-13	UHC-86944-52	2314587048	8428 Desert Sky Blvd, Eden Prairie, MN	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52756	TPA	Bill Stewart	—	—	2198079607	7629 Ridge Rd, Tampa, FL, 33650	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-110462	ENR	Cynthia I Lucas	1964-12-23	UHC-72108-02	4202361988	64 Indian School Rd, Minneapolis, MN, 55436	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-422315	CLM	Lisa Ferguson	1965-10-13	—	5077289719	4972 Cedar Ln, Eden Prairie, MN, 55370	0.48	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-139853	ENR	Mariana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407468	CLM	Christian Reynoolds	1969-04-15	—	—	836 Bayshore Dr, Plano, TX, 75001	0.48	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+4 more
ENR-121423	ENR	Linda Berry	1952-07-22	UHC-94854-16	9085651714	5051 Sunset Blvd, Minneapolis, MN, 55413	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
TPA-59329	TPA	Steven R Price	1939-01-16	—	8064048558	2043 Grand Ave, Houston, TX, 77062	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122405	ENR	Patrick W Patel	—	UHC-39683-22	3963954550	2331 Apache Blvd, Houston, TX, 77099	0.48	Middle initial moved out of first name Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-107472	ENR	Brandon K Phillips	1981-09-27	UHC-77750-57	2928138521	5208 Pine Dr, Houston, TX, 77061	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-125374	ENR	Richard Stevens	1971-02-15	UHC-64127-22	—	885 Indian School Rd, Houston, TX, 77072	0.48	Name re-cased Two-digit birth year Phone missing area code Street suffix standardised+4 more
ENR-138156	ENR	Luis P Powell	—	UHC-83291-95	4008420868	7966 Ridge Rd, San Diego, CA, 92115	0.48	Date of birth missing SSN last four extracted Street suffix standardised Address re-cased+4 more
TPA-54828	TPA	Daivd Knight	1981-12-18	—	—	5178 Baseline Rd Apt 32, Plano, TX, 75012	0.48	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+4 more
PRV-22939	PRV	Sean Vasquez	1953-03-25	UHC-70165-88	4339240463	5831 Palm Dr, Austin, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-131083	ENR	Brittany H Robertson	1974-04-20	UHC-97321-73	2553497492	4828 Union St, Sacramento, CA, 95893	0.48	Middle initial moved out of first name Member ID reformatted SSN last four extracted Street suffix standardised+4 more
TPA-61729	TPA	Elijah Moorales	1950-03-08	—	—	7332 Forest Ave # 968, Columbus, OH, 43216	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-105568	ENR	Matthew Carroll	1999-01-17	UHC-31003-23	4908055318	223 Market St, San Diego, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
PRV-23253	PRV	Samuel Reyes	—	—	8256939401	445 Mesa Dr, Charlotte, NC, 28256	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52805	TPA	Wei Mejia	1960-05-08	—	—	7400 Apache Blvd Apt 19, Los Angeles, CA, 90035	0.50	Unit split from street Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-429659	CLM	Betty P Peters	1971-02-24	—	2523820369	6038 Market St, Scottsdale, AZ, 85229	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-25239	PRV	Janice Marquez	1938-09-08	UHC-17144-80	—	8672 Cedar Ln, Chandler, AZ, 85253	0.50	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-134669	ENR	Stephen K Garza	1982-04-22	UHC-48291-25	9456965287	1800 Central Ave, Minneapolis, MN, 55417	0.50	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+3 more
CLM-418248	CLM	Linda Warren	1947-03-14	UHC-15412-53	—	2937 Sunset Blvd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-100827	ENR	Ralph I Ortega	1952-12-18	UHC-17574-67	6463306441	2079 Meadow Ln Apt 16, Mesa, AZ, 85253	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-140438	ENR	Carol A Jordan	—	UHC-04959-09	2436162008	4129 Lincoln Way # 700, Eden Prairie, MN, 55358	0.50	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121764	ENR	Stephanie Lane	1941-06-10	UHC-25162-84	4474942332	7072 Baseline Rd, Atlanta, GA, 30315	0.50	Two-digit birth year Member ID reformatted SSN last four extracted State code upper-cased+3 more
CLM-421723	CLM	Debra Holmes	2003-01-12	UHC-55286-16	—	6762 River Rd, Eden Prairie, MN, 55326	0.50	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-130458	ENR	VJunk	1999-05-04	UHC-41301-41	7663542743	2788 Sage Ct, Plano, TX, 75035	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-407248	CLM	Grace Hayes	—	UHC-70367-18	—	4935 Apache Blvd # 663, Orlando, FL, 32804	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
TPA-57282	TPA	Theresa Fox	1938-07-20	—	7204608474	974 Park Pl, Dallas, TX, 75284	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106080	ENR	Karen M Campbell	1967-07-12	UHC-50459-14	3704473086	3013 Market St, San Antonio, TX, 78271	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404992	CLM	Andrew Wooods	2001-06-02	UHC-24692-84	—	4197 Union St Apt 15, Eden Prairie, MN, 55336	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-113407	ENR	Alice C Lane	1961-02-10	UHC-89889-41	4222646336	1232 Mesa Dr # 773, Nashville, TN, 37288	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-406794	CLM	Julie Pena	—	—	—	59 Mountain View Dr, Tucson, AZ, 85739	0.50	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+3 more
CLM-423348	CLM	Stephen Fernandez	1944-08-17	UHC-00238-90	9483454267	5103 Lake View Rd, Phoenix, AZ, 85072	0.50	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more

4,010 rows, page 5 of 81Previous Next