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

Enrollment, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105215	ENR	Arjun Ray	1963-03-12	UHC-68947-52	7157705127	5602 Camelback Rd Apt 8, Atlanta, GA, 30305	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102257	ENR	Alex R Marquez	1969-06-04	UHC-60235-82	7552837449	5581 Lincoln Way, Minneapolis, MN, 55413	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130510	ENR	Ahmed I Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr Apt 38, Plano, TX, 75056	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-107657	ENR	Bryan V Carr	1959-11-01	UHC-84837-95	9384882231	7382 Pine Dr, Atlanta, GA, 30349	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-129663	ENR	Deborah W Willis	1975-02-17	UHC-78282-13	2116727261	2399 Harbor Blvd, Miami, FL	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133627	ENR	Roger E Ortiz	1980-03-26	UHC-11679-61	5107334364	3575 Baseline Rd, Austin, TX	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120166	ENR	Danielle Sims	1961-10-28	UHC-89107-01	2394757039	3165 Willow Ct Apt 40, Tampa, FL, 33607	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128771	ENR	Jeffrey W Harrison	1942-09-28	UHC-17502-07	5592909024	6635 Canyon Rd, Las Vegas, NV	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141061	ENR	Margaret T Watson	2007-04-27	UHC-53720-04	7522404124	5608 Elm St # 807, Orlando, FL, 32883	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139380	ENR	Olivia S Jackson	1939-08-05	UHC-00850-94	5626698509	8395 Highland Ave # 437, Dallas, TX, 75286	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134762	ENR	Nathan S Kennedy	1971-07-24	UHC-94717-31	9524210645	1676 Spring St, Mesa, AZ, 85244	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-107574	ENR	Billy W King	1968-10-17	UHC-34428-44	7933475889	381 Sage Ct, Houston, TX, 77098	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141175	ENR	Elizabeth D Matthews	1994-08-26	UHC-83163-59	6257599798	8220 Bayshore Dr, Orlando, FL, 32855	0.50	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-115274	ENR	Andrea A Espinoza	1995-10-20	UHC-38500-61	8248033190	4990 Church St Apt 14, Eden Prairie, MN, 55312	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142613	ENR	Douglas L Lucas	1944-09-12	UHC-56127-37	7837058963	2791 Forest Ave Apt 37, Las Vegas, NV, 89177	0.50	Middle initial moved out of first name Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139273	ENR	Lawrence D Rojas	1948-07-10	UHC-94431-48	4986509324	856 Church St, Orlando, FL, 32849	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111394	ENR	Anthony OJunk	1950-11-25	UHC-06142-47	5693413886	7510 Camelback Rd, Dallas, TX	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135944	ENR	Christian Holmes	1951-08-01	UHC-55279-98	5494875285	4067 Highland Ave Apt 4, Minneapolis, MN, 55474	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-128320	ENR	Emily A Wagner	1940-01-05	UHC-20500-13	8417400837	956 Pine Dr, Glendale, AZ, 85307	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114254	ENR	Amy Soto	1985-05-18	UHC-23381-51	8316648487	4411 Sunset Blvd, Minneapolis, MN, 55473	0.50	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
ENR-118158	ENR	Amber R Delgado	2007-09-14	UHC-82226-03	8828146582	4846 Market St # 531, Chandler, AZ, 85241	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125561	ENR	—Junk	1969-12-14	UHC-90454-50	4217133568	6083 Sage Ct, Glendale, AZ, 85320	0.50	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-100625	ENR	Jason Rios	1953-06-27	UHC-49359-36	3934390535	5658 Pine Dr # 434, Jacksonville, FL, 32263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134744	ENR	Kathleen M Miller	1944-10-03	UHC-61179-15	6466973331	6044 Sage Ct Apt 14, Sacramento, CA, 95834	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117793	ENR	Ahmed Hayees	1995-10-01	UHC-59600-25	2407723846	1557 Baseline Rd, Fresno, CA, 93702	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142067	ENR	Timothy Nguyne	1947-08-09	UHC-94509-48	3913894004	4564 Park Pl Apt 28, Charlotte, NC, 28213	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-115556	ENR	Andrew Fernandez	1948-06-26	UHC-04193-01	9685099716	9020 Valley View Dr, Seattle, WA, 98169	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109749	ENR	Patricia J Kelly	1949-02-05	UHC-46633-41	8254182993	3338 Ocean Ave, Sacramento, CA, 95804	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100753	ENR	Frances R Wilson	—	UHC-38544-97	3555813364	9472 Willow Ct, Mesa, AZ	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124105	ENR	Camila R Mendoza	1965-10-05	UHC-35550-94	8897657384	7918 Oak St, Seattle, WA, 98146	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-103188	ENR	Mary Allen	1974-10-02	UHC-94733-16	9436077668	4111 Grand Ave # 837, Eden Prairie, MN, 55368	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123733	ENR	Jess Morris	1978-02-12	UHC-05205-94	7479409565	9584 Apache Blvd, Charlotte, NC, 28233	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-136032	ENR	Matthew H Burns	1976-12-19	UHC-41296-63	9458261763	6941 Pine Dr # 520, Tucson, AZ, 85753	0.50	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Unit split from street+3 more
ENR-110624	ENR	Kimberly K Murphy	—	UHC-02279-39	7844893230	973 Canyon Rd, Glendale, AZ, 85300	0.50	Date of birth missing Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135416	ENR	Samantha Z Burke	2000-08-27	UHC-94001-94	7822754763	8709 Lincoln Way # 146, Minneapolis, MN, 55404	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-118782	ENR	Amy Castro	1983-12-12	UHC-26944-46	2542522709	4080 Canyon Rd, Mesa, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110683	ENR	Zachary Harvey	2004-08-10	UHC-58981-28	8426107239	8928 Apache Blvd, Tempe, AZ, 85239	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127564	ENR	Deborah Barnes	1995-03-09	UHC-31108-31	5534112107	8022 Hillcrest Rd, Minneapolis, MN, 55460	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130924	ENR	Doris X Torres	1988-08-17	UHC-69907-96	5243911523	7807 Sunset Blvd, Phoenix, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-143091	ENR	Jacob V Murray	1995-11-28	UHC-20446-37	2334764546	1235 Highland Ave # 328, Tucson, AZ, 85747	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136498	ENR	Anthony Myers	1978-05-08	UHC-74006-37	3422405515	4764 Sunset Blvd # 930, Eden Prairie, MN, 55334	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-106744	ENR	Robert K Boyd	2003-05-28	UHC-91770-26	5149606448	9733 Highland Ave # 625, Miami, FL, 33168	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-125696	ENR	Nicole P Luna	2006-03-22	UHC-74735-63	4303691195	9760 Washington St, Tempe, AZ, 85256	0.50	Middle initial moved out of first name Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-123745	ENR	Dorothy Austin	1949-11-11	UHC-48631-14	4625337469	8657 Oak St, Los Angeles, CA, 90068	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140898	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-140899	ENR	Raymond C Lee	—	UHC-27065-55	3746831024	2487 River Rd, Las Vegas, NV, 89171	0.50	Name re-cased Date of birth unreadable Phone reformatted City re-cased+3 more
ENR-122368	ENR	Abigail H Gomez	1954-05-20	UHC-76184-54	2342380498	9733 Apache Blvd, Tempe, AZ, 85256	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103503	ENR	Wayne Lawrence	—	UHC-78593-05	4959315140	6617 Hillcrest Rd, Chandler, AZ, 85228	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114100	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln # 439, Orlando, FL, 32813	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130333	ENR	Megan Delgado	—	UHC-77498-46	3783864819	8796 Bayshore Dr, San Diego, CA	0.50	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more

28,181 rows, page 42 of 564Previous Next