Mo(Wa)²TER Introduction to Data Science Course Material (doi:10.7910/DVN/BZJW2E)

View:

Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
Entire Codebook

Document Description

Citation

Title:

Mo(Wa)²TER Introduction to Data Science Course Material

Identification Number:

doi:10.7910/DVN/BZJW2E

Distributor:

Harvard Dataverse

Date of Distribution:

2024-09-18

Version:

1

Bibliographic Citation:

Hering, Amanda S.; Nychka, Douglas; Durell, Luke; Slater, Carson; Poor, Michael; Hamerly, Greg; Cath, Tzahi Y., 2024, "Mo(Wa)²TER Introduction to Data Science Course Material", https://doi.org/10.7910/DVN/BZJW2E, Harvard Dataverse, V1, UNF:6:BAPN3HvBMBwDCRwxqgqKNA== [fileUNF]

Study Description

Citation

Title:

Mo(Wa)²TER Introduction to Data Science Course Material

Identification Number:

doi:10.7910/DVN/BZJW2E

Authoring Entity:

Hering, Amanda S. (Baylor University)

Nychka, Douglas (Colorado School of Mines)

Durell, Luke (Baylor University)

Slater, Carson (Baylor University)

Poor, Michael (Baylor University)

Hamerly, Greg (Baylor University)

Cath, Tzahi Y. (Colorado School of Mines)

Grant Number:

HDR:DSC 1924146

Distributor:

Harvard Dataverse

Access Authority:

Hering, Amanda S.

Depositor:

Mastin, Natalie

Date of Deposit:

2024-09-16

Holdings Information:

https://doi.org/10.7910/DVN/BZJW2E

Study Scope

Keywords:

Earth and Environmental Sciences, Mathematical Sciences

Abstract:

These are the materials developed for the Mo(Wa)²TER Introduction to Data Science Course, which is designed for undergraduate students from any background. Introduction to principles of data science in R, including problem workflow, variable types, visualization, modeling, programming, data management and cleaning, reproducibility, and big data are provided. Real examples and exercises are given with each topic to strengthen and deepen comprehension. These materials aim to inspire students to pursue additional data science training to prepare them for their future careers. Materials were developed over three offerings of this course in 2020, 2021, and 2022. The course was designed with a flipped structure wherein students watched a series of short videos of the instructor explaining the lecture notes before class, and class time was spent on completing the in-class exercises. At the time of publication, all code runs, but we provide no guarantees on future versions of R or packages used in this course.

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

File Description--f10537207

File: boulder-2019-residential_sales.tab

  • Number of cases: 6555

  • No. of variables per record: 37

  • Type of File: text/tab-separated-values

Notes:

UNF:6:FcZsHKFEfpwwIe4PBRM+bg==

File Description--f10537345

File: boulder-2020-residential_sales_wrangled.tab

  • Number of cases: 3052

  • No. of variables per record: 14

  • Type of File: text/tab-separated-values

Notes:

UNF:6:bryDwRmjNNPCjVOVRTqpiQ==

File Description--f10537301

File: boulder-2021-residential_sales.tab

  • Number of cases: 6448

  • No. of variables per record: 37

  • Type of File: text/tab-separated-values

Notes:

UNF:6:WbU+dTysODxB6+U62qm8rA==

File Description--f10537283

File: CDPHE_COVID19_Wastewater_Dashboard_Data_2022.tab

  • Number of cases: 12191

  • No. of variables per record: 5

  • Type of File: text/tab-separated-values

Notes:

UNF:6:VVlONyQt1UTY++NjhM4w4Q==

File Description--f10537288

File: temp_through_09_12_2019.tab

  • Number of cases: 1692

  • No. of variables per record: 23

  • Type of File: text/tab-separated-values

Notes:

UNF:6:/m2W4eQ3H+cz1zjiOFTQ7w==

File Description--f10537218

File: whale_ear_wax_progesterone.tab

  • Number of cases: 809

  • No. of variables per record: 10

  • Type of File: text/tab-separated-values

Notes:

UNF:6:YtZ8zLR51XU2q4uluZzlbA==

File Description--f10537159

File: cond_through_09_12_2019.tab

  • Number of cases: 1692

  • No. of variables per record: 23

  • Type of File: text/tab-separated-values

Notes:

UNF:6:JTZhuR0pHaqSxpFpZr80oA==

File Description--f10537143

File: DOsat_through_09_12_2019.tab

  • Number of cases: 1692

  • No. of variables per record: 23

  • Type of File: text/tab-separated-values

Notes:

UNF:6:CNaG6KEU48OOMgs4GahUPQ==

File Description--f10537157

File: DO_through_09_12_2019.tab

  • Number of cases: 1692

  • No. of variables per record: 23

  • Type of File: text/tab-separated-values

Notes:

UNF:6:+5Q5r8Zb5Vm7/WUdRDObBw==

File Description--f10537178

File: EML_through_09_12_2019.tab

  • Number of cases: 35532

  • No. of variables per record: 7

  • Type of File: text/tab-separated-values

Notes:

UNF:6:d8HII9fHfOuH/zaWa9zWsw==

File Description--f10537325

File: pH_through_09_12_2019.tab

  • Number of cases: 1692

  • No. of variables per record: 23

  • Type of File: text/tab-separated-values

Notes:

UNF:6:YqSOs6KojdkxvYD8X9ftkA==

File Description--f10537314

File: Mines_Park_pH_Fault.tab

  • Number of cases: 43552

  • No. of variables per record: 42

  • Type of File: text/tab-separated-values

Notes:

UNF:6:VWRYoA1ggbRbcYQcKqOmFQ==

File Description--f10537397

File: colorado_tds.tab

  • Number of cases: 672

  • No. of variables per record: 4

  • Type of File: text/tab-separated-values

Notes:

UNF:6:PhkxruVaorVn3ZJ/Wj7VZQ==

Variable Description

List of Variables:

Variables

Neighborhood Code

f10537207 Location:

Summary Statistics: Valid 6555.0; Mean 298.05903890160175; Max. 962.0; StDev 201.3142242064849; Min. 101.0

Variable Format: numeric

Notes: UNF:6:tWuuB5vzrUZGu2wQd++6Rg==

Account #

f10537207 Location:

Variable Format: character

Notes: UNF:6:B5hPZ95nCM2YbyAAp3dQEA==

PARCELNB

f10537207 Location:

Variable Format: character

Notes: UNF:6:wNRpzU5g4OBco6m6jyam8g==

PROPERTY_ADDRESS

f10537207 Location:

Variable Format: character

Notes: UNF:6:/iNcyEyfjEWe0SUt9DzoZA==

LOCCITY

f10537207 Location:

Variable Format: character

Notes: UNF:6:yR7N5DJzzX9rRvVrpYmMnw==

SUBNAME

f10537207 Location:

Variable Format: character

Notes: UNF:6:rWyop4ltu6QH/4bpy2jeSw==

MULTIPLE_BLDGS

f10537207 Location:

Variable Format: character

Notes: UNF:6:KSEakV2v/JxLhJyB3T4/6A==

ACCOUNT_TYPE

f10537207 Location:

Variable Format: character

Notes: UNF:6:ZRoadFMfVVRYn9N3wbC/RA==

BLDG1_DESCRIPTION

f10537207 Location:

Variable Format: character

Notes: UNF:6:3fuKTVN+hMFIkXN4v+WhWA==

BLDG1_DESIGN

f10537207 Location:

Variable Format: character

Notes: UNF:6:3ftNpsxStIsY0FGmTsGddg==

BLDG1_YEAR_BUILT

f10537207 Location:

Summary Statistics: Min. 1876.0; Mean 1987.6547673531654; StDev 25.303756526905573; Valid 6555.0; Max. 2019.0

Variable Format: numeric

Notes: UNF:6:gRswzzEjeCFlU/dvJ1N0GA==

BEDROOMS

f10537207 Location:

Summary Statistics: StDev 1.2946185728588055; Min. 0.0; Mean 3.1005339435545345; Valid 6555.0; Max. 27.0;

Variable Format: numeric

Notes: UNF:6:yKf9zIINSr1/nl5MzLdCww==

FULL_BATHS

f10537207 Location:

Summary Statistics: Min. 0.0; Valid 6555.0; StDev 0.8801745264077554; Mean 1.6529366895499626; Max. 14.0

Variable Format: numeric

Notes: UNF:6:2BKkqETYpziZafYaOM8l7g==

THREE_QTR_BATHS

f10537207 Location:

Summary Statistics: Valid 6555.0; Max. 9.0; Mean 0.5255530129672011; StDev 0.6902333029936051; Min. 0.0

Variable Format: numeric

Notes: UNF:6:SArQ1mzCVtpJE2NhirAn6g==

HALF_BATHS

f10537207 Location:

Summary Statistics: Min. 0.0; Valid 6555.0; StDev 0.5406987392088104; Max. 5.0; Mean 0.4900076277650649;

Variable Format: numeric

Notes: UNF:6:eRDhTbeAnzKQQUUk19rOcw==

ABOVE_GROUND_SQFT

f10537207 Location:

Summary Statistics: Mean 1722.1182303585026; StDev 905.7392384713864; Valid 6555.0; Max. 10188.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:K05Ji/yjwbbk8D6fbW9tYw==

FINISHED_BSMT_SQFT

f10537207 Location:

Summary Statistics: Valid 6555.0; Max. 4209.0; Min. 0.0; Mean 382.04378337147244; StDev 549.8396609898442

Variable Format: numeric

Notes: UNF:6:JlBYh3ZWL+lAHolxzuDskw==

UNFINISHED_BSMT_SQFT

f10537207 Location:

Summary Statistics: Min. 0.0; Max. 3595.0; Valid 6555.0; StDev 537.332272400796; Mean 313.93089244851257

Variable Format: numeric

Notes: UNF:6:2KNE2/clw9gTbnF4m+/zEg==

GARAGE_SQFT

f10537207 Location:

Summary Statistics: StDev 274.5007203007872; Min. 0.0; Mean 415.8961098398167; Valid 6555.0; Max. 3486.0;

Variable Format: numeric

Notes: UNF:6:fm2L8YBP2xjUFwX/RgvaxA==

FINISHED_GARAGE_SQFT

f10537207 Location:

Summary Statistics: Min. 0.0; StDev 9.04266142590395; Mean 0.15682684973300912; Valid 6555.0; Max. 576.0

Variable Format: numeric

Notes: UNF:6:mQ/q6IjOerKp8CIQvS4ARQ==

STUDIO_SQFT

f10537207 Location:

Summary Statistics: StDev 57.74797525570169; Min. 0.0; Max. 2240.0; Valid 6555.0; Mean 4.972234935163951;

Variable Format: numeric

Notes: UNF:6:oOAaE17fEqkhdFjAOK5PJQ==

OTHER_BLDGS

f10537207 Location:

Summary Statistics: Max. 24730.0; StDev 638.0063068303403; Min. 0.0; Mean 55.39298245614005; Valid 6555.0

Variable Format: numeric

Notes: UNF:6:077f6mqn6mwy0G49yhhkiQ==

RECEPTION_NO

f10537207 Location:

Summary Statistics: Valid 6555.0; StDev 45321.652549844104; Mean 3724264.573913042; Max. 3770338.0; Min. 372545.0

Variable Format: numeric

Notes: UNF:6:nQfl1yexe/GtA0O6yYpXhQ==

SALE_DATE

f10537207 Location:

Variable Format: character

Notes: UNF:6:mLAvQZTyfAcXKEbcsJyvRg==

SALE_PRICE

f10537207 Location:

Variable Format: character

Notes: UNF:6:cxrjYCXK2btRamNqw7/4Gg==

Grantor 1

f10537207 Location:

Variable Format: character

Notes: UNF:6:ZjCAKf5ySN02KGwrNI/7Ww==

Grantee 1

f10537207 Location:

Variable Format: character

Notes: UNF:6:50l2YKAKuiclOp662QNbxw==

OWNER_NAME

f10537207 Location:

Variable Format: character

Notes: UNF:6:f2cGWYyAVx/alg7yQfq/AA==

CARE_OF

f10537207 Location:

Variable Format: character

Notes: UNF:6:lizSaI020y2OdpMmqA5feg==

MAILING_ADDR1

f10537207 Location:

Variable Format: character

Notes: UNF:6:u7T8XDJX5j91SR2VxnXsFA==

MAILING_ADDR2

f10537207 Location:

Variable Format: character

Notes: UNF:6:2Nse/g3mTD0xM6MgFAt3RA==

CITY

f10537207 Location:

Variable Format: character

Notes: UNF:6:CdrI8augJ9EaodqveNPcAA==

STATE

f10537207 Location:

Variable Format: character

Notes: UNF:6:HC2suu8wRX3ItSUAmGyogQ==

ZIPCODE

f10537207 Location:

Variable Format: character

Notes: UNF:6:E6wm3hfyPwuM5zC4A/PTYw==

LAND_VALUE

f10537207 Location:

Variable Format: character

Notes: UNF:6:ZLiuiMV5f5An2VwScEaX/A==

BLDG_VALUE

f10537207 Location:

Variable Format: character

Notes: UNF:6:A8SVURcyo6iul6BqjaIIgw==

EXTRA_FEATURE_VALUE

f10537207 Location:

Variable Format: character

Notes: UNF:6:zvRQGky6AxRKsdJz6/MVLw==

MULTIPLE_BLDGS

f10537345 Location:

Summary Statistics: Min. 0.0; Valid 3052.0; StDev 0.21892541544571117; Mean 0.05045871559633026; Max. 1.0

Variable Format: numeric

Notes: UNF:6:/Zw/XQID5mgDUDmNejqAzw==

BLDG1_YEAR_BUILT

f10537345 Location:

Summary Statistics: Valid 3052.0; Mean 1988.6520314547838; Max. 2020.0; Min. 1860.0; StDev 24.88278952385934

Variable Format: numeric

Notes: UNF:6:tpFOyKtc82Vc1zm/O9oWoQ==

BEDROOMS

f10537345 Location:

Summary Statistics: StDev 1.1505526682813936; Mean 3.221821756225426; Max. 16.0; Min. 0.0; Valid 3052.0

Variable Format: numeric

Notes: UNF:6:aWuLoH2a0wjpB7d7C2d7QA==

ABOVE_GROUND_SQFT

f10537345 Location:

Summary Statistics: Max. 7659.0; Mean 1787.9875491480993; Min. 0.0; StDev 851.5128656972867; Valid 3052.0

Variable Format: numeric

Notes: UNF:6:3GDgNqxN0tWBN3sQ9CwSFw==

FINISHED_BSMT_SQFT

f10537345 Location:

Summary Statistics: Min. 0.0; Max. 4534.0; Valid 3052.0; StDev 532.6960764592933; Mean 393.2473787680209

Variable Format: numeric

Notes: UNF:6:8JKHiaVPOVjiloNVO7ZXNQ==

UNFINISHED_BSMT_SQFT

f10537345 Location:

Summary Statistics: Max. 3429.0; Min. 0.0; Mean 361.1847968545228; Valid 3052.0; StDev 580.8889337765045

Variable Format: numeric

Notes: UNF:6:moo/j8L9fGrf5Z6mbw+I+g==

GARAGE_SQFT

f10537345 Location:

Summary Statistics: Min. 0.0; Max. 2943.0; Valid 3052.0; StDev 251.89913383466865; Mean 435.77228047182194

Variable Format: numeric

Notes: UNF:6:IOuHQHLe9fU/Qqwf6anbtg==

FINISHED_GARAGE_SQFT

f10537345 Location:

Summary Statistics: Max. 1080.0; StDev 27.055269046740023; Min. 0.0; Valid 3052.0; Mean 1.0743774574049498

Variable Format: numeric

Notes: UNF:6:E8ZvC8afsCokl5Fq31E73g==

STUDIO_SQFT

f10537345 Location:

Summary Statistics: Min. 0.0; Valid 3052.0; StDev 58.28408244655822; Mean 5.457732634338096; Max. 1188.0

Variable Format: numeric

Notes: UNF:6:9frDTVDlOCzm4ap1ZQG/2Q==

OTHER_BLDGS

f10537345 Location:

Summary Statistics: Valid 3052.0; Min. 0.0; Mean 31.384665792922778; Max. 7500.0; StDev 284.789097445302;

Variable Format: numeric

Notes: UNF:6:1DRJlA0Xu7VtDzsraTy1XA==

SALE_PRICE

f10537345 Location:

Summary Statistics: Valid 3052.0; Mean 652537.8453473129; Min. 10000.0; StDev 445911.7129507106; Max. 6600000.0

Variable Format: numeric

Notes: UNF:6:/JyL5Lhk3AkuWXQJFTXXKw==

LAND_VALUE

f10537345 Location:

Summary Statistics: Min. 0.0; Mean 174551.56749672373; Valid 3052.0; StDev 216248.78158901716; Max. 2678000.0

Variable Format: numeric

Notes: UNF:6:UyWA1HnW972yCrHN70P17g==

BLDG_VALUE

f10537345 Location:

Summary Statistics: StDev 256542.70283745803; Mean 369687.07437745685; Min. 0.0; Max. 3535800.0; Valid 3052.0

Variable Format: numeric

Notes: UNF:6:GFI+us+XrbxlF+xsHsxnaA==

TOTAL_BATHS

f10537345 Location:

Summary Statistics: Valid 3052.0; Max. 8.0; StDev 0.9372563765888916; Mean 2.4016218872870247; Min. 0.0

Variable Format: numeric

Notes: UNF:6:BNY61BqCXvY9jsFg6AF3lw==

NEIGHBORHOOD CODE

f10537301 Location:

Summary Statistics: Min. 101.0; Max. 962.0; Valid 6448.0; Mean 293.7462779156322; StDev 214.638087836036;

Variable Format: numeric

Notes: UNF:6:zbmQxLki7cbfQtMV7mGU4w==

ACCOUNTNO

f10537301 Location:

Variable Format: character

Notes: UNF:6:N6efyyx/fyUvNWLmOHvhMg==

PARCELNB

f10537301 Location:

Variable Format: character

Notes: UNF:6:sAYe2UdeqYiwHVm1KsaRBA==

PROPERTY_ADDRESS

f10537301 Location:

Variable Format: character

Notes: UNF:6:rzw0ZqAKEvMSCgN1UKGeGg==

LOCCITY

f10537301 Location:

Variable Format: character

Notes: UNF:6:/h1sMJSeJBAek5i5U8orQA==

SUBNAME

f10537301 Location:

Variable Format: character

Notes: UNF:6:BW0YgKguuG4QrgdSpa44Eg==

MULTIPLE_BLDGS

f10537301 Location:

Variable Format: character

Notes: UNF:6:wi94eh2N6HLY+TPYHsOQhw==

ACCOUNT_TYPE

f10537301 Location:

Variable Format: character

Notes: UNF:6:QqfZMP8/iOFZTDkBmQFX5w==

BLDG1_DESCRIPTION

f10537301 Location:

Variable Format: character

Notes: UNF:6:NROvBl/aPdf+cnQIellVbw==

BLDG1_DESIGN

f10537301 Location:

Variable Format: character

Notes: UNF:6:Lgc1m3Z9XD3NMH63muskCw==

BLDG1_YEAR_BUILT

f10537301 Location:

Summary Statistics: Mean 1984.2962158808932; Max. 2021.0; StDev 25.156128663153233; Min. 1865.0; Valid 6448.0;

Variable Format: numeric

Notes: UNF:6:SHLCSbivQuYe04YhEto1dQ==

BEDROOMS

f10537301 Location:

Summary Statistics: StDev 1.1239588251599226; Max. 11.0; Min. 0.0; Mean 3.1220516067753685; Valid 6317.0

Variable Format: numeric

Notes: UNF:6:d13fOSk7XRxOWb2sj/qHQg==

FULL_BATHS

f10537301 Location:

Summary Statistics: Mean 1.5913461538461506; StDev 0.822383193820661; Min. 0.0; Max. 7.0; Valid 6448.0;

Variable Format: numeric

Notes: UNF:6:oqA7dyYNQ84xwNoDtyNT4Q==

THREE_QTR_BATHS

f10537301 Location:

Summary Statistics: Min. 0.0; Max. 5.0; Mean 0.557847394540943; Valid 6448.0; StDev 0.7003758128134866

Variable Format: numeric

Notes: UNF:6:howGaXnoxM0RtrkrB1A9bQ==

HALF_BATHS

f10537301 Location:

Summary Statistics: StDev 0.5508734795048315; Min. 0.0; Mean 0.4764267990074442; Max. 4.0; Valid 6448.0

Variable Format: numeric

Notes: UNF:6:SPImT7fgXzum3y+QV7YYcA==

ABOVE_GROUND_SQFT

f10537301 Location:

Summary Statistics: Valid 6448.0; Mean 1731.6812965260535; StDev 901.2768355188971; Min. 1.0; Max. 19044.0;

Variable Format: numeric

Notes: UNF:6:ImaF+Kk8+wPEXDmoUM+Kmg==

FINISHED_BSMT_SQFT

f10537301 Location:

Summary Statistics: Max. 4257.0; Min. 0.0; StDev 538.1064505802977; Mean 378.1521401985109; Valid 6448.0

Variable Format: numeric

Notes: UNF:6:bOJQAtxqlO5gePiSLkUQmA==

UNFINISHED_BSMT_SQFT

f10537301 Location:

Summary Statistics: StDev 494.2601123388605; Min. 0.0; Max. 4631.0; Valid 6448.0; Mean 305.3261476426799

Variable Format: numeric

Notes: UNF:6:f76Gi4T+qhSJYu3HKRDXXQ==

GARAGE_SQFT

f10537301 Location:

Summary Statistics: Valid 6448.0; StDev 280.7304155382426; Min. 0.0; Mean 413.1350806451614; Max. 3064.0

Variable Format: numeric

Notes: UNF:6:Xz10INW0edWNiOrh8/j9Pw==

FINISHED_GARAGE_SQFT

f10537301 Location:

Summary Statistics: Min. 0.0; Max. 1200.0; StDev 22.763437084411525; Mean 0.7641129032258066; Valid 6448.0;

Variable Format: numeric

Notes: UNF:6:D/yG5iPD6cGSDMtoVDM3Ag==

STUDIO_SQFT

f10537301 Location:

Summary Statistics: StDev 61.47964175988641; Max. 1440.0; Min. 0.0; Mean 5.358405707195982; Valid 6448.0;

Variable Format: numeric

Notes: UNF:6:jdVEMBpduX5QTT/8eQGKoA==

OTHER_BLDGS

f10537301 Location:

Summary Statistics: Min. 0.0; Mean 554.0182481751825; Valid 274.0; StDev 961.1833574049389; Max. 7200.0

Variable Format: numeric

Notes: UNF:6:YyKyk/lnWMQE0unmcPvQXw==

RECEPTION_NO

f10537301 Location:

Summary Statistics: StDev 21528.679831680747; Max. 3935755.0; Valid 6448.0; Mean 3894945.1817617873; Min. 3847543.0;

Variable Format: numeric

Notes: UNF:6:dB9Pk3YzUp4bP+dIqcqnpw==

SALE_DATE

f10537301 Location:

Variable Format: character

Notes: UNF:6:SMu19XF9b/hDUl+ayeixmg==

SALE_PRICE

f10537301 Location:

Variable Format: character

Notes: UNF:6:Lf5fHPw+mG/vmm8Ji7U6Iw==

grantor

f10537301 Location:

Variable Format: character

Notes: UNF:6:8KKVx2iZfFETegLd5flYVA==

grantee

f10537301 Location:

Variable Format: character

Notes: UNF:6:x8XjY+bmIuyIuM9j6NmVKw==

OWNER_NAME

f10537301 Location:

Variable Format: character

Notes: UNF:6:wrtJpLoGzOIX2gaat0hv2g==

CARE_OF

f10537301 Location:

Variable Format: character

Notes: UNF:6:1erzKXfNuYMiqbU08s375w==

MAILING_ADDR1

f10537301 Location:

Variable Format: character

Notes: UNF:6:G+y8Lrd8mFlADbHLH/6IGg==

MAILING_ADDR2

f10537301 Location:

Variable Format: character

Notes: UNF:6:YStX0AojKEaO/09WERqYvw==

CITY

f10537301 Location:

Variable Format: character

Notes: UNF:6:+jrpGi1+Rpp58QMzaPzw+Q==

STATE

f10537301 Location:

Variable Format: character

Notes: UNF:6:xCiTTbvqa6xQX6NggsMvrQ==

ZIPCODE

f10537301 Location:

Variable Format: character

Notes: UNF:6:mNdN8SsdyIzfrCH0GU7viQ==

LAND_VALUE

f10537301 Location:

Variable Format: character

Notes: UNF:6:KPf8A3NX/C6cftLgEuyDVw==

BLDG_VALUE

f10537301 Location:

Variable Format: character

Notes: UNF:6:ufEVZM9Zjs6kEelDSax0sw==

EXTRA_FEATURE_VALUE

f10537301 Location:

Variable Format: character

Notes: UNF:6:A380WlfyuPmaN448UMV5yg==

Date

f10537283 Location:

Variable Format: character

Notes: UNF:6:vN/gWygA0nYstX5mog71SA==

Utility

f10537283 Location:

Variable Format: character

Notes: UNF:6:KS4jISwZuSX8q78NkEe7Ww==

SARS_CoV_2_copies_L

f10537283 Location:

Summary Statistics: Valid 2514.0; Mean 125059.15385839288; Min. 0.0; StDev 220008.0629067351; Max. 2250000.0

Variable Format: numeric

Notes: UNF:6:JF5tW02h4THZcPE+uiTqlA==

Number_of_New_COVID19_Cases_by_

f10537283 Location:

Summary Statistics: Valid 10840.0; Mean 65.12241697416951; Min. 0.0; StDev 138.7272117491743; Max. 2819.0;

Variable Format: numeric

Notes: UNF:6:UqEH+5BPaY5EUErCeSJsHw==

ObjectId

f10537283 Location:

Summary Statistics: Valid 12191.0; StDev 3519.382900452862; Mean 6096.0; Max. 12191.0; Min. 1.0

Variable Format: numeric

Notes: UNF:6:RBTtLcKd2Afi7dCWIRuAPQ==

Observation

f10537288 Location:

Summary Statistics: Mean 845.5; StDev 488.5826439815479; Valid 1692.0; Min. 0.0; Max. 1691.0;

Variable Format: numeric

Notes: UNF:6:8o/ZVrO04J44vtFX+/d1Aw==

DateTime

f10537288 Location:

Variable Format: character

Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w==

0

f10537288 Location:

Summary Statistics: StDev 3.356874423729; Valid 1673.0; Max. 34.151; Min. 18.76; Mean 27.112627017334162

Variable Format: numeric

Notes: UNF:6:eNtwBWoTl8tVwfOkVFmotw==

0.5

f10537288 Location:

Summary Statistics: Min. 18.818; Mean 26.98294618568893; Valid 1691.0; Max. 34.12; StDev 3.325814532086248

Variable Format: numeric

Notes: UNF:6:jyDBnDj7Y/tfts32WWpXyg==

1

f10537288 Location:

Summary Statistics: Mean 26.869397397989342; Valid 1691.0; Max. 32.783; StDev 3.306196938093781; Min. 18.787;

Variable Format: numeric

Notes: UNF:6:SA/xLFOKzpVSO9uT5PPbew==

1.5

f10537288 Location:

Summary Statistics: Min. 18.766; Max. 32.37; Valid 1691.0; Mean 26.769367238320495; StDev 3.2864081282114954

Variable Format: numeric

Notes: UNF:6:dgxMXVtbzvA4DQZE/CBnZg==

2

f10537288 Location:

Summary Statistics: Min. 18.724; Valid 1691.0; Max. 31.813; Mean 26.68424305144887; StDev 3.282359690156701

Variable Format: numeric

Notes: UNF:6:fTZc4s1sitEl7u1tGuh+kw==

2.5

f10537288 Location:

Summary Statistics: Min. 18.544; Mean 26.610609698403263; Valid 1691.0; Max. 31.818; StDev 3.2804777405363374;

Variable Format: numeric

Notes: UNF:6:nDaVm3k3DNzUSU6VWNJp7Q==

3

f10537288 Location:

Summary Statistics: Max. 31.249; Valid 1691.0; Min. 18.548; StDev 3.287663328000661; Mean 26.54204553518623;

Variable Format: numeric

Notes: UNF:6:2DJA9HfFUoRVUGl0ZK8Sdg==

3.5

f10537288 Location:

Summary Statistics: Max. 30.873; Mean 26.486091661738662; Valid 1691.0; StDev 3.2904787059147416; Min. 18.508

Variable Format: numeric

Notes: UNF:6:PSEWuQw8JwAFy+NfapqkQw==

4

f10537288 Location:

Summary Statistics: Max. 30.87; Mean 26.429102306327675; StDev 3.294640474886148; Min. 18.519; Valid 1691.0;

Variable Format: numeric

Notes: UNF:6:XZbzVOLGGp2m23GEBvLvGQ==

4.5

f10537288 Location:

Summary Statistics: Min. 18.551; Valid 1691.0; StDev 3.2985981561380116; Mean 26.37891129509164; Max. 30.694;

Variable Format: numeric

Notes: UNF:6:96Xvjw/DNf23tpa2H4zw5g==

5

f10537288 Location:

Summary Statistics: Max. 30.567; Min. 18.403; Mean 26.328689532820864; Valid 1691.0; StDev 3.300761433044293

Variable Format: numeric

Notes: UNF:6:4zMoC238LvRFCuWtV5ZSfw==

5.5

f10537288 Location:

Summary Statistics: Min. 18.399; StDev 3.3028529998682536; Mean 26.2717386162034; Valid 1691.0; Max. 30.473

Variable Format: numeric

Notes: UNF:6:PgAaXVulLA0yCXfLMeQhGw==

6

f10537288 Location:

Summary Statistics: Valid 1691.0; Min. 18.386; Mean 26.210036664695405; StDev 3.2970130241621898; Max. 30.12

Variable Format: numeric

Notes: UNF:6:feFBhFXij2End67ZSkx6tA==

6.5

f10537288 Location:

Summary Statistics: Min. 18.258; Valid 1690.0; StDev 3.291688916805076; Max. 30.054; Mean 26.139473964497018

Variable Format: numeric

Notes: UNF:6:F/HoYlj2QI4T+m644VdL5w==

7

f10537288 Location:

Summary Statistics: Max. 29.985; Valid 1691.0; Min. 18.272; StDev 3.279614047305953; Mean 26.04862625665285;

Variable Format: numeric

Notes: UNF:6:yqnLaPrZCHmouN7/AMM/sw==

7.5

f10537288 Location:

Summary Statistics: StDev 3.2690925488240015; Min. 18.195; Max. 29.748; Valid 1691.0; Mean 25.94990833826133

Variable Format: numeric

Notes: UNF:6:uUacyGnmVUseJSzKpG5Qiw==

8

f10537288 Location:

Summary Statistics: Mean 25.827493790656465; Min. 18.169; StDev 3.260322266414557; Max. 29.611; Valid 1691.0

Variable Format: numeric

Notes: UNF:6:Vl00H4rLVaydxysee4A4xg==

8.5

f10537288 Location:

Summary Statistics: Mean 25.684354819633324; Max. 29.585; Valid 1691.0; StDev 3.2497729536630606; Min. 18.004;

Variable Format: numeric

Notes: UNF:6:oQCD0iJoacnrWgBrhnRGpQ==

9

f10537288 Location:

Summary Statistics: Min. 17.939; Mean 25.49408515671198; Valid 1691.0; StDev 3.24375687713354; Max. 29.459

Variable Format: numeric

Notes: UNF:6:C1QdLHA88gWM+Ut25Ox/NA==

9.5

f10537288 Location:

Summary Statistics: Mean 25.259099940863365; Max. 29.132; Valid 1691.0; StDev 3.2274877554995327; Min. 17.763

Variable Format: numeric

Notes: UNF:6:0idTV2qCEg8di/bAsLG2BA==

10

f10537288 Location:

Summary Statistics: Mean 24.973180958013018; Max. 29.168; Valid 1691.0; StDev 3.1984936296006237; Min. 17.716

Variable Format: numeric

Notes: UNF:6:G/mDkHBOGF1m+F63CHIe4g==

WhaleID

f10537218 Location:

Summary Statistics: Valid 809.0; Mean 1022.4165636588382; Min. 1006.0; Max. 1060.0; StDev 16.328489727798058;

Variable Format: numeric

Notes: UNF:6:vjsEINK45tHdxBd9l0Tf8A==

Species

f10537218 Location:

Variable Format: character

Notes: UNF:6:hYk/X7riutKzfddqNQ3AwA==

Sex

f10537218 Location:

Variable Format: character

Notes: UNF:6:2hWIQvPFgSZP1YiZKdKl+A==

Location

f10537218 Location:

Variable Format: character

Notes: UNF:6:qKCd97qFl7kG9zqnbc5r/Q==

Age

f10537218 Location:

Summary Statistics: Max. 58.0; Mean 22.42521631644005; Min. 1.0; Valid 809.0; StDev 14.37115103818437

Variable Format: numeric

Notes: UNF:6:P5lJx9kChTPKxBMkaLpGow==

Year

f10537218 Location:

Summary Statistics: Valid 809.0; Min. 1903.0; StDev 24.600341812102346; Max. 2014.0; Mean 1954.322002472188

Variable Format: numeric

Notes: UNF:6:JTKWaDNpDWeWtkFhBiniNA==

Progesterone

f10537218 Location:

Summary Statistics: StDev 0.8252664708211166; Valid 809.0; Mean 1.480016189258344; Min. 0.16349948; Max. 5.18672336

Variable Format: numeric

Notes: UNF:6:qSwFKiMzF6r4Gqt/ygnvzA==

DeltaProgesterone

f10537218 Location:

Summary Statistics: StDev 32.90024322436747; Valid 798.0; Max. 231.032371479102; Min. -72.0520370880162; Mean 3.8950332339937455;

Variable Format: numeric

Notes: UNF:6:qnJZPbPUQ4Vt1DPYKeaENA==

DeltaProgZscore

f10537218 Location:

Summary Statistics: Valid 798.0; StDev 0.9937066712853889; Min. -3.33089152124115; Mean 9.196208261619404E-17; Max. 5.73756195631636

Variable Format: numeric

Notes: UNF:6:ux+On0VfBB86MYzRZKE0jg==

Pregnancy

f10537218 Location:

Summary Statistics: StDev 0.4218286318887378; Mean 0.23114956736711997; Valid 809.0; Min. 0.0; Max. 1.0;

Variable Format: numeric

Notes: UNF:6:WYRfdNLNhvEKn7ej5UQ+zg==

Observation

f10537159 Location:

Summary Statistics: StDev 488.5826439815479; Mean 845.5; Valid 1692.0; Min. 0.0; Max. 1691.0;

Variable Format: numeric

Notes: UNF:6:8o/ZVrO04J44vtFX+/d1Aw==

DateTime

f10537159 Location:

Variable Format: character

Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w==

0

f10537159 Location:

Summary Statistics: Min. 290.44; Max. 437.251; Mean 360.3494578601315; StDev 30.049081356573467; Valid 1673.0

Variable Format: numeric

Notes: UNF:6:zuzkAJQor0xKXCnXuCLjMQ==

0.5

f10537159 Location:

Summary Statistics: Mean 360.2208799526907; Min. 293.429; StDev 29.691316132931803; Max. 436.473; Valid 1691.0

Variable Format: numeric

Notes: UNF:6:FQuO4u113aUrmT8Papc3MQ==

1

f10537159 Location:

Summary Statistics: Mean 360.139234180958; StDev 29.50150716343756; Valid 1691.0; Min. 291.015; Max. 436.569

Variable Format: numeric

Notes: UNF:6:S+xfCZvDUqRFDpAsqB7TkA==

1.5

f10537159 Location:

Summary Statistics: StDev 29.195667370007808; Mean 360.89976227084566; Min. 299.388; Valid 1691.0; Max. 437.404;

Variable Format: numeric

Notes: UNF:6:LyhZRIZSCjW0tG4EMoIyFw==

2

f10537159 Location:

Summary Statistics: Valid 1691.0; Min. 300.853; Mean 360.79530396215256; StDev 28.82691061039157; Max. 437.169

Variable Format: numeric

Notes: UNF:6:rIvAnsXSaiCmVdKalMVOlQ==

2.5

f10537159 Location:

Summary Statistics: Max. 438.619; Valid 1691.0; Mean 361.7039213483146; Min. 302.013; StDev 28.759976775288095

Variable Format: numeric

Notes: UNF:6:0ipcdoEGfXtttyAa9Nps0g==

3

f10537159 Location:

Summary Statistics: Valid 1691.0; Max. 436.281; Min. 303.84; StDev 28.444476082607004; Mean 361.61401419278536

Variable Format: numeric

Notes: UNF:6:FuBiofzcZ002+3A0dtdK+A==

3.5

f10537159 Location:

Summary Statistics: Min. 303.666; Mean 362.18973270254287; StDev 28.358571861321195; Valid 1691.0; Max. 439.837;

Variable Format: numeric

Notes: UNF:6:usB/YluZzV34oK3UfPN5kQ==

4

f10537159 Location:

Summary Statistics: Min. 303.542; Valid 1691.0; Max. 439.486; StDev 28.113031989411535; Mean 362.00736014192785

Variable Format: numeric

Notes: UNF:6:7ndJthGA14vhvO/1vqW4mw==

4.5

f10537159 Location:

Summary Statistics: Valid 1691.0; Min. 303.142; Mean 362.2368882318155; StDev 28.0284104012347; Max. 437.321

Variable Format: numeric

Notes: UNF:6:MmSSJSlmUXiNMhoSkkQTHg==

5

f10537159 Location:

Summary Statistics: Valid 1691.0; Mean 362.50299172087523; Min. 304.348; StDev 27.703350200217837; Max. 439.208

Variable Format: numeric

Notes: UNF:6:tlmOYsgIiQcheSKoQawIRw==

5.5

f10537159 Location:

Summary Statistics: StDev 27.360579661554887; Min. 304.264; Max. 437.14; Valid 1691.0; Mean 361.4236221170905

Variable Format: numeric

Notes: UNF:6:PrsSp8lnBB+5/OZoB/No3w==

6

f10537159 Location:

Summary Statistics: Valid 1691.0; StDev 27.078311335154744; Min. 306.359; Mean 361.67098166765226; Max. 435.692

Variable Format: numeric

Notes: UNF:6:BUubpzAiD1b0d3sdrmaXSg==

6.5

f10537159 Location:

Summary Statistics: Mean 361.9656431952663; Max. 435.233; StDev 26.73709211404871; Min. 306.253; Valid 1690.0;

Variable Format: numeric

Notes: UNF:6:7cCRpYxsA5Y0vJSI2JWiMw==

7

f10537159 Location:

Summary Statistics: Max. 435.407; Min. 308.239; StDev 26.22968261556639; Mean 362.49679302188053; Valid 1691.0

Variable Format: numeric

Notes: UNF:6:AmqOSc4k25WxcnNdWiZgtQ==

7.5

f10537159 Location:

Summary Statistics: Min. 309.082; Valid 1691.0; Mean 363.10145180366646; StDev 25.748131531851996; Max. 435.277

Variable Format: numeric

Notes: UNF:6:7DNC6f0mLag2YtBDxG//lg==

8

f10537159 Location:

Summary Statistics: Valid 1691.0; StDev 25.245867029734967; Mean 363.8104849201656; Min. 310.542; Max. 435.082

Variable Format: numeric

Notes: UNF:6:o8GqMxx1kUozpDSfeh0/vQ==

8.5

f10537159 Location:

Summary Statistics: Min. 320.626; Valid 1691.0; Max. 433.918; Mean 364.90681490242457; StDev 24.942152299178638;

Variable Format: numeric

Notes: UNF:6:RQcdJaVZCmgr4trD/zFO1Q==

9

f10537159 Location:

Summary Statistics: Min. 324.164; Max. 433.966; StDev 24.586279226225713; Mean 366.1185901833235; Valid 1691.0;

Variable Format: numeric

Notes: UNF:6:GbFNX7LR6e38laT/HznS3Q==

9.5

f10537159 Location:

Summary Statistics: Mean 367.81018864577175; Min. 308.919; Max. 433.687; Valid 1691.0; StDev 24.253613072226806;

Variable Format: numeric

Notes: UNF:6:VpnvmGoWzDnzFn6nga72+Q==

10

f10537159 Location:

Summary Statistics: Mean 370.3312602010645; Valid 1691.0; Min. 324.986; Max. 433.669; StDev 23.858507273664927;

Variable Format: numeric

Notes: UNF:6:3W5uspA2Kw46FCWMDmez4A==

Observation

f10537143 Location:

Summary Statistics: Max. 1691.0; Valid 1692.0; Mean 845.5; Min. 0.0; StDev 488.5826439815479

Variable Format: numeric

Notes: UNF:6:8o/ZVrO04J44vtFX+/d1Aw==

DateTime

f10537143 Location:

Variable Format: character

Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w==

0

f10537143 Location:

Summary Statistics: Min. 0.0; Valid 1673.0; StDev 38.218865532994755; Max. 215.908; Mean 99.50000717274358;

Variable Format: numeric

Notes: UNF:6:WdsaLr7G3O4HQQ5mxOc38w==

0.5

f10537143 Location:

Summary Statistics: Valid 1691.0; Max. 218.645; StDev 38.284003700337024; Mean 95.75203134240094; Min. 0.0

Variable Format: numeric

Notes: UNF:6:/eWkPjdL4Nt4A7C7ssur9Q==

1

f10537143 Location:

Summary Statistics: Valid 1691.0; Min. 0.0; StDev 37.337277772904905; Mean 91.04477173270256; Max. 208.358

Variable Format: numeric

Notes: UNF:6:n5/3fJav5OAE448J2uh0og==

1.5

f10537143 Location:

Summary Statistics: Mean 86.1698308693081; Min. 0.0; StDev 35.8988738230971; Max. 196.918; Valid 1691.0;

Variable Format: numeric

Notes: UNF:6:vbeo4ae8hdLF6mYduR+GPQ==

2

f10537143 Location:

Summary Statistics: Valid 1691.0; Min. 0.0; Max. 196.735; StDev 35.00319497592091; Mean 81.70734240094617

Variable Format: numeric

Notes: UNF:6:Q7aX/Xr7FLBEwqg0JgMyXw==

2.5

f10537143 Location:

Summary Statistics: StDev 34.17954977366805; Max. 196.548; Mean 77.69177291543465; Valid 1691.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:gogGBX+go6FKEMO6PWOwow==

3

f10537143 Location:

Summary Statistics: StDev 33.594549755377514; Mean 73.83585097575398; Min. 0.0; Valid 1691.0; Max. 195.543

Variable Format: numeric

Notes: UNF:6:iDKeVt2YcTbCpbdRTSvSbw==

3.5

f10537143 Location:

Summary Statistics: Mean 70.57091425192193; Valid 1691.0; Min. 0.0; Max. 196.323; StDev 33.06793364162578;

Variable Format: numeric

Notes: UNF:6:B9RVQl0D5OpvAiM53b5toQ==

4

f10537143 Location:

Summary Statistics: Max. 192.839; StDev 32.821023103270974; Valid 1691.0; Min. 0.0; Mean 67.32654169130691

Variable Format: numeric

Notes: UNF:6:sfckeKDEFIw1TNuWgaRP6g==

4.5

f10537143 Location:

Summary Statistics: StDev 32.922794006599474; Max. 189.159; Valid 1691.0; Mean 64.14923240685982; Min. 0.0

Variable Format: numeric

Notes: UNF:6:jR0sTfK26AGNzlSNbEkGQA==

5

f10537143 Location:

Summary Statistics: StDev 32.91396154167973; Valid 1691.0; Min. 0.0; Mean 61.15505144884683; Max. 176.595;

Variable Format: numeric

Notes: UNF:6:YSr8Ku625wHqCNnCXuC5xQ==

5.5

f10537143 Location:

Summary Statistics: Max. 176.597; Min. 0.0; Valid 1691.0; StDev 32.742255153782324; Mean 57.74323122412774;

Variable Format: numeric

Notes: UNF:6:mNj+kr8julPp/DvycRSGJw==

6

f10537143 Location:

Summary Statistics: Mean 54.25284151389711; Max. 167.071; StDev 32.77446693985173; Valid 1691.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:g6lVY6JJdB83SCc/KFgYQw==

6.5

f10537143 Location:

Summary Statistics: Valid 1690.0; StDev 32.457655141563045; Min. 0.0; Mean 50.59626923076922; Max. 144.2

Variable Format: numeric

Notes: UNF:6:7WYtgYqs0XSmIVWbW7MpGw==

7

f10537143 Location:

Summary Statistics: Valid 1691.0; Mean 45.91284861028982; Max. 142.607; StDev 31.83678575688384; Min. 0.0

Variable Format: numeric

Notes: UNF:6:QGU4HhLuLTfDEybtV+ujTA==

7.5

f10537143 Location:

Summary Statistics: Max. 129.345; StDev 31.67856311072146; Valid 1691.0; Min. 0.0; Mean 41.4421182732111

Variable Format: numeric

Notes: UNF:6:9V6LqYnBU9LX04VYoTgskA==

8

f10537143 Location:

Summary Statistics: Mean 36.86627084565341; Max. 129.842; Min. 0.0; StDev 31.307841893140534; Valid 1691.0

Variable Format: numeric

Notes: UNF:6:TNjDdRQ3av/0IR1pOC+3Nw==

8.5

f10537143 Location:

Summary Statistics: StDev 30.771060742774566; Mean 32.250289769367335; Max. 116.525; Min. 0.0; Valid 1691.0

Variable Format: numeric

Notes: UNF:6:jKzgcIM9UasEsJQIpP5Jpg==

9

f10537143 Location:

Summary Statistics: StDev 29.710373322888945; Min. 0.0; Valid 1691.0; Max. 115.181; Mean 27.36692075694849

Variable Format: numeric

Notes: UNF:6:Ee9hi+EKBzpMWM6LKpeVrA==

9.5

f10537143 Location:

Summary Statistics: Valid 1691.0; StDev 28.174789652776468; Max. 107.501; Mean 22.917749852158487; Min. 0.0

Variable Format: numeric

Notes: UNF:6:jAncAHjmrrUmbcSoGZXq9w==

10

f10537143 Location:

Summary Statistics: Mean 18.440869308101668; Valid 1691.0; Min. 0.0; Max. 107.352; StDev 26.500237679699197;

Variable Format: numeric

Notes: UNF:6:b6ew2KQruf9/y22dN4i87A==

Observation

f10537157 Location:

Summary Statistics: Max. 1691.0; Mean 845.5; StDev 488.5826439815479; Valid 1692.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:8o/ZVrO04J44vtFX+/d1Aw==

DateTime

f10537157 Location:

Variable Format: character

Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w==

0

f10537157 Location:

Summary Statistics: Min. 0.0; Mean 7.777573221757322; Max. 15.287; StDev 2.8641685487495563; Valid 1673.0

Variable Format: numeric

Notes: UNF:6:PYfAxKl+XkYIDYOYx53G/Q==

0.5

f10537157 Location:

Summary Statistics: Max. 15.508; Min. 0.0; Mean 7.508182732111177; StDev 2.893999553711969; Valid 1691.0

Variable Format: numeric

Notes: UNF:6:Jdz/kf0zYwi3P9Si86YHfg==

1

f10537157 Location:

Summary Statistics: Max. 15.234; Min. 0.0; Valid 1691.0; Mean 7.1632448255470145; StDev 2.853806349571286

Variable Format: numeric

Notes: UNF:6:GSNkz6TbOa+yKC4mqoYoqA==

1.5

f10537157 Location:

Summary Statistics: StDev 2.7786183178348582; Max. 14.104; Mean 6.801997634535778; Valid 1691.0; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:uWIkCwNy5XwRJ3/Bo3sN7A==

2

f10537157 Location:

Summary Statistics: StDev 2.73707583913057; Valid 1691.0; Min. 0.0; Max. 14.257; Mean 6.468258426966292;

Variable Format: numeric

Notes: UNF:6:/JgvzCPvfVrt3entmkC4VQ==

2.5

f10537157 Location:

Summary Statistics: StDev 2.696144029707214; Mean 6.167331756357186; Min. 0.0; Max. 14.368; Valid 1691.0

Variable Format: numeric

Notes: UNF:6:pR+dgEruPEF9N+G1NxnJZA==

3

f10537157 Location:

Summary Statistics: StDev 2.676108956199308; Mean 5.877278533412181; Max. 14.345; Valid 1691.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:wUxJ+TuRmg58nwejLjDuzg==

3.5

f10537157 Location:

Summary Statistics: Mean 5.631109994086341; Valid 1691.0; StDev 2.6542804308598638; Min. 0.0; Max. 14.462

Variable Format: numeric

Notes: UNF:6:zNy4zBHImIIdHBDxMmrVuQ==

4

f10537157 Location:

Summary Statistics: Mean 5.385863394441159; Valid 1691.0; Max. 14.241; StDev 2.64973519514777; Min. 0.0

Variable Format: numeric

Notes: UNF:6:OVnETi3PUV24juXWGeAtnA==

4.5

f10537157 Location:

Summary Statistics: Mean 5.144289178001182; Min. 0.0; StDev 2.669521454975613; Valid 1691.0; Max. 14.09

Variable Format: numeric

Notes: UNF:6:ZmpsRDJqTDNpOZowrHeOzQ==

5

f10537157 Location:

Summary Statistics: StDev 2.683314385768289; Mean 4.917163217031343; Valid 1691.0; Max. 13.054; Min. 0.0

Variable Format: numeric

Notes: UNF:6:7tq/b3d+jQ9qodVhgVsklw==

5.5

f10537157 Location:

Summary Statistics: Max. 13.042; Valid 1691.0; StDev 2.6854886657876063; Min. 0.0; Mean 4.656748669426375;

Variable Format: numeric

Notes: UNF:6:oD0R4/V59i/95XRbMSVo+g==

6

f10537157 Location:

Summary Statistics: Max. 12.498; Valid 1691.0; Min. 0.0; Mean 4.390375517445297; StDev 2.7027941766383305

Variable Format: numeric

Notes: UNF:6:tUFGXGXQrBGSiFk4MB1YWA==

6.5

f10537157 Location:

Summary Statistics: Valid 1690.0; Mean 4.1110786982248495; Max. 10.751; Min. 0.0; StDev 2.6976681929799637

Variable Format: numeric

Notes: UNF:6:7njaGE0s+ASxbP65d3oxwg==

7

f10537157 Location:

Summary Statistics: Min. 0.0; StDev 2.6751022585470547; Mean 3.7527646363098786; Valid 1691.0; Max. 10.567

Variable Format: numeric

Notes: UNF:6:RkceWOvzBo9BUxsnuNdsJA==

7.5

f10537157 Location:

Summary Statistics: Valid 1691.0; Mean 3.408707865168541; StDev 2.678916869980007; Min. 0.0; Max. 10.149;

Variable Format: numeric

Notes: UNF:6:nATaW6cMtQsZvvsOY6M+xg==

8

f10537157 Location:

Summary Statistics: Min. 0.0; Valid 1691.0; StDev 2.6627136579427724; Max. 10.094; Mean 3.0528403311649854

Variable Format: numeric

Notes: UNF:6:w6/je6cjRzK9QhO+mnvuWg==

8.5

f10537157 Location:

Summary Statistics: StDev 2.628940660840177; Min. 0.0; Mean 2.690194559432294; Valid 1691.0; Max. 9.556;

Variable Format: numeric

Notes: UNF:6:71UwKtWgPuEeZ5+pJDA5xg==

9

f10537157 Location:

Summary Statistics: Min. 0.0; Max. 9.06; StDev 2.548003753266045; Mean 2.301420461265531; Valid 1691.0;

Variable Format: numeric

Notes: UNF:6:opbfbxfpID9ogz4cf6kP0g==

9.5

f10537157 Location:

Summary Statistics: StDev 2.430054882608402; Min. 0.0; Valid 1691.0; Max. 8.529; Mean 1.9440254287403942

Variable Format: numeric

Notes: UNF:6:94Ur7NwS3HkD6dNJSsgOTg==

10

f10537157 Location:

Summary Statistics: Max. 8.381; Valid 1691.0; StDev 2.3007510057722365; Min. 0.0; Mean 1.5819059727971643

Variable Format: numeric

Notes: UNF:6:zG88oGgmRdlJroJ0y6UQuw==

DateTime

f10537178 Location:

Variable Format: character

Notes: UNF:6:swMu1Rx2DI4+aNYuTLSmRA==

Depth

f10537178 Location:

Summary Statistics: Min. 0.0; StDev 3.027692959555423; Valid 35532.0; Mean 5.0; Max. 10.0;

Variable Format: numeric

Notes: UNF:6:rng4u5gqaQP5lmsMtkoBiw==

Temp

f10537178 Location:

Summary Statistics: StDev 3.3267797083680124; Mean 26.240133410345347; Max. 34.151; Min. 17.716; Valid 35492.0

Variable Format: numeric

Notes: UNF:6:xW6G5FxnA2VhmXXRxe/WJw==

DO

f10537178 Location:

Summary Statistics: Max. 15.508; Mean 4.795286402569627; Min. 0.0; Valid 35492.0; StDev 3.2304593480292394

Variable Format: numeric

Notes: UNF:6:BCjLq/vNnHDf+UY1rOJttQ==

DOsat

f10537178 Location:

Summary Statistics: Valid 35492.0; Max. 218.645; Min. 0.0; StDev 40.68039738440911; Mean 59.82266017694163

Variable Format: numeric

Notes: UNF:6:8miVOuJoRp+CiCGs4Ptjgg==

pH

f10537178 Location:

Summary Statistics: StDev 0.47490006910908794; Max. 9.551; Valid 35492.0; Min. 6.938; Mean 7.98336092640595

Variable Format: numeric

Notes: UNF:6:bYBRLncDyzKwd8+4/Hxv1w==

Cond

f10537178 Location:

Summary Statistics: StDev 27.442068270305718; Valid 35492.0; Min. 290.44; Max. 439.837; Mean 362.7772237969119;

Variable Format: numeric

Notes: UNF:6:n5EUwOIukH8k9O3b3BcGkg==

Observation

f10537325 Location:

Summary Statistics: Min. 0.0; Max. 1691.0; Mean 845.5; StDev 488.5826439815479; Valid 1692.0;

Variable Format: numeric

Notes: UNF:6:8o/ZVrO04J44vtFX+/d1Aw==

DateTime

f10537325 Location:

Variable Format: character

Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w==

0

f10537325 Location:

Summary Statistics: StDev 0.4792159715811544; Min. 7.161; Max. 9.504; Valid 1673.0; Mean 8.356912133891214

Variable Format: numeric

Notes: UNF:6:mTF1obq+6QxI7VtzAfSDJQ==

0.5

f10537325 Location:

Summary Statistics: Mean 8.317677114133648; Valid 1691.0; Max. 9.551; Min. 7.144; StDev 0.48365118347902425;

Variable Format: numeric

Notes: UNF:6:FA4+a1riK2oAQS1tq9xgqg==

1

f10537325 Location:

Summary Statistics: Mean 8.276431105854524; Valid 1691.0; Min. 7.132; Max. 9.54; StDev 0.47766716317065205

Variable Format: numeric

Notes: UNF:6:0QvhG2UHkFuDz+iHQlNf3g==

1.5

f10537325 Location:

Summary Statistics: Mean 8.23421584861029; Min. 7.127; StDev 0.4701348530039312; Max. 9.498; Valid 1691.0

Variable Format: numeric

Notes: UNF:6:ggsQTTaMPyYaMvldYjQk3A==

2

f10537325 Location:

Summary Statistics: Min. 7.139; Valid 1691.0; Max. 9.469; StDev 0.46210970235757437; Mean 8.191754583086931;

Variable Format: numeric

Notes: UNF:6:TQq/+9YilC6Kj9BxerJsAA==

2.5

f10537325 Location:

Summary Statistics: Mean 8.152866351271436; Valid 1691.0; Max. 9.414; Min. 7.133; StDev 0.45697935408116863

Variable Format: numeric

Notes: UNF:6:+9lWL7Q4e3Pb7f3+Z2YQcw==

3

f10537325 Location:

Summary Statistics: StDev 0.4509617472161325; Valid 1691.0; Max. 9.421; Mean 8.115088704908338; Min. 7.133

Variable Format: numeric

Notes: UNF:6:VUyzAJlci8MutD2xj/jMvQ==

3.5

f10537325 Location:

Summary Statistics: StDev 0.44576989265599215; Valid 1691.0; Min. 7.142; Max. 9.358; Mean 8.08304021289178

Variable Format: numeric

Notes: UNF:6:zuW8sW65lz+dBLH9hPQkWQ==

4

f10537325 Location:

Summary Statistics: Valid 1691.0; Min. 7.126; Mean 8.051192193968067; Max. 9.342; StDev 0.43948116164630785

Variable Format: numeric

Notes: UNF:6:OF48ZJc0uMGAJhfPKwJeMg==

4.5

f10537325 Location:

Summary Statistics: Max. 9.362; Min. 7.131; Mean 8.0218202247191; Valid 1691.0; StDev 0.43748374194529616;

Variable Format: numeric

Notes: UNF:6:F2FYrZBv7NKrVQlypaWTLg==

5

f10537325 Location:

Summary Statistics: Mean 7.992477823772916; StDev 0.4318063078808321; Max. 9.358; Valid 1691.0; Min. 7.126

Variable Format: numeric

Notes: UNF:6:xC8IBDCekERLbK31WerpCw==

5.5

f10537325 Location:

Summary Statistics: Min. 7.131; StDev 0.42440043575564873; Max. 9.35; Valid 1691.0; Mean 7.961340035481964;

Variable Format: numeric

Notes: UNF:6:vUnYdUUkj3xv8arzXVgGQA==

6

f10537325 Location:

Summary Statistics: Min. 7.13; StDev 0.41788921033891885; Valid 1691.0; Mean 7.9286333530455355; Max. 9.258

Variable Format: numeric

Notes: UNF:6:11x780dqov8lODP0vZhEOA==

6.5

f10537325 Location:

Summary Statistics: StDev 0.4084691097967682; Valid 1690.0; Max. 9.255; Mean 7.896084023668639; Min. 7.127

Variable Format: numeric

Notes: UNF:6:mFoF8q24Bfa38lk9uuucUg==

7

f10537325 Location:

Summary Statistics: Valid 1691.0; Mean 7.854078651685393; StDev 0.3898674092160455; Min. 7.104; Max. 9.267

Variable Format: numeric

Notes: UNF:6:EGFw1uBOlh5lkN38Rs5Bew==

7.5

f10537325 Location:

Summary Statistics: Min. 7.098; Max. 9.259; Valid 1691.0; StDev 0.37354356220167456; Mean 7.8123524541691305

Variable Format: numeric

Notes: UNF:6:OZEanR6Govm/HV/PczvCQg==

8

f10537325 Location:

Summary Statistics: Mean 7.770209934949734; Valid 1691.0; StDev 0.3572314321807708; Max. 9.235; Min. 7.072;

Variable Format: numeric

Notes: UNF:6:xJ9zSDv93p31+b0rIySSHg==

8.5

f10537325 Location:

Summary Statistics: StDev 0.3449183339068467; Mean 7.727800118273211; Min. 7.038; Valid 1691.0; Max. 8.622

Variable Format: numeric

Notes: UNF:6:cato+SNjowkleLBgp3eUhQ==

9

f10537325 Location:

Summary Statistics: Mean 7.682824955647546; Min. 7.009; Valid 1691.0; Max. 8.616; StDev 0.33640443237628304;

Variable Format: numeric

Notes: UNF:6:/Xtbr2TILxWZQ7/Cbr/ANw==

9.5

f10537325 Location:

Summary Statistics: Max. 8.62; StDev 0.3320295941036987; Min. 6.971; Valid 1691.0; Mean 7.637772915434654;

Variable Format: numeric

Notes: UNF:6:nt4GMonbCdt34CmPB94hMg==

10

f10537325 Location:

Summary Statistics: Valid 1691.0; Min. 6.938; Max. 8.61; StDev 0.3320913951004309; Mean 7.589931401537552

Variable Format: numeric

Notes: UNF:6:v4bJMUspyGvwVF59PgqHDA==

dateTime

f10537314 Location:

Variable Format: character

Notes: UNF:6:ImszlhJNbSE3vQzFNqn7Cg==

mbr_1_perm_flow

f10537314 Location:

Summary Statistics: Mean 2.692214728855395; StDev 1.514229723813719; Valid 43552.0; Max. 5.0999999; Min. -0.1

Variable Format: numeric

Notes: UNF:6:MXrNnyGoNsTzk6n/7qo5QA==

mbr_2_perm_flow

f10537314 Location:

Summary Statistics: Mean 2.6737787217037674; Min. 0.0; Max. 10.5; Valid 43552.0; StDev 1.4948006374385823

Variable Format: numeric

Notes: UNF:6:I5IqXKXM81qwhTWJTt7BXQ==

ras_temp

f10537314 Location:

Summary Statistics: Min. 57.2222222222222; StDev 1.8278173141034197; Valid 43552.0; Max. 68.0; Mean 62.837222732374826

Variable Format: numeric

Notes: UNF:6:9mtZEvJyXsYQlBW3bkteTg==

bio_1_do

f10537314 Location:

Summary Statistics: Max. 4.0; Valid 43552.0; Mean 0.6928112873508014; StDev 0.907954788159687; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:Dp5XNJW4NpWb+xEicBU+Xw==

bio_2_do

f10537314 Location:

Summary Statistics: Min. -0.1; Max. 3.5; Mean 0.5830679516231828; StDev 0.7953478134422098; Valid 43552.0

Variable Format: numeric

Notes: UNF:6:dRpbrGoG4L6Zev9Veh84Yw==

mbr_1_level

f10537314 Location:

Summary Statistics: Max. 10.05000019; StDev 0.06290208226460457; Valid 43552.0; Mean 9.891978926674165; Min. 9.11999989

Variable Format: numeric

Notes: UNF:6:nQ8y6xontc2b0WWcNOTNbw==

mbr_2_level

f10537314 Location:

Summary Statistics: Valid 43552.0; Mean 9.952462452460276; Min. 8.46000004; Max. 10.09000015; StDev 0.18175095896765028;

Variable Format: numeric

Notes: UNF:6:BFNTx2u4DAL74qhRgraxtw==

perm_turb

f10537314 Location:

Summary Statistics: Max. 0.26100001; Min. 0.018; Valid 43552.0; Mean 0.055636537541788766; StDev 0.03801480583840392

Variable Format: numeric

Notes: UNF:6:7WT5Pk1w9Obse81eaKOqHA==

sewage_flow

f10537314 Location:

Summary Statistics: Mean 5.8050310311575855; Max. 29.80000114; StDev 9.708133439378352; Min. -0.1; Valid 43552.0;

Variable Format: numeric

Notes: UNF:6:g6aPYN7OfBNLyeh75BsFyA==

bio_1_level

f10537314 Location:

Summary Statistics: Valid 43552.0; Min. 4.5482016051635; Mean 5.299378813100784; Max. 6.16920014622391; StDev 0.2246192031120412

Variable Format: numeric

Notes: UNF:6:8DbA2itU2U34VrkBLWdWxw==

bio_2_level

f10537314 Location:

Summary Statistics: StDev 0.23565990987761043; Max. 6.48616979918424; Min. 4.7117204976636; Valid 43552.0; Mean 5.3542691927880925

Variable Format: numeric

Notes: UNF:6:Vu985MD6GSyeO7wfJZsE2w==

bio_1_temp

f10537314 Location:

Summary Statistics: Min. 59.0; StDev 1.7103593574464298; Valid 43552.0; Mean 63.550388041880964; Max. 68.0;

Variable Format: numeric

Notes: UNF:6:D0zUF/lGspq2+heT8viFsQ==

bio_2_temp

f10537314 Location:

Summary Statistics: StDev 1.7039655012932806; Max. 68.0; Min. 59.0; Valid 43552.0; Mean 63.55638087803088

Variable Format: numeric

Notes: UNF:6:dV8MMWhbt8LiurR/aWSSoA==

bio_1_tss

f10537314 Location:

Summary Statistics: Mean 7582.958045272844; StDev 2054.9108369873884; Max. 17800.8598291343; Valid 43552.0; Min. 3899.63890514807

Variable Format: numeric

Notes: UNF:6:tEXPhlDKzj1s9fAJg4dp7w==

bio_2_tss

f10537314 Location:

Summary Statistics: Valid 43552.0; Min. 4090.43917367096; StDev 1704.3769909361474; Max. 16168.645871849; Mean 7551.184102988345

Variable Format: numeric

Notes: UNF:6:NOzXwoOSHfDY8XoaZwLYlg==

perm_tank_level

f10537314 Location:

Summary Statistics: Max. 3.18999982; Valid 43552.0; Min. 2.56999993; Mean 3.099228979220702; StDev 0.06918099827422196;

Variable Format: numeric

Notes: UNF:6:2fZKdSjuLaMX/vf2v3U3qA==

ras_do

f10537314 Location:

Summary Statistics: Mean 1.0670095704791642; Valid 43552.0; Max. 6.0; StDev 1.2649222661910589; Min. 0.0;

Variable Format: numeric

Notes: UNF:6:1XmaRbjQuq6UuK8AKxLF4Q==

ras_ph

f10537314 Location:

Summary Statistics: Mean 7.105790919285561; Max. 7.9000001; Min. 5.5; Valid 43552.0; StDev 0.4760349458564299

Variable Format: numeric

Notes: UNF:6:n/AEf2YicIR4diTMkdqryQ==

perm_cond

f10537314 Location:

Summary Statistics: Max. 960.930124625637; Valid 43552.0; StDev 61.294803199666894; Min. 630.233994019732; Mean 797.1455468589137

Variable Format: numeric

Notes: UNF:6:InyaV6TaQ9oTJnO4geHTOQ==

ras_tss

f10537314 Location:

Summary Statistics: Max. 19930.3704382303; StDev 3042.0604565483636; Mean 10466.769962268101; Min. 4261.34827573615; Valid 43552.0

Variable Format: numeric

Notes: UNF:6:ogee64x6Lz9hST/KMeL5pQ==

bio_1_blow_flow

f10537314 Location:

Summary Statistics: Valid 43552.0; Max. 71.40000153; StDev 30.84408110603983; Min. 0.0; Mean 31.104314821433874

Variable Format: numeric

Notes: UNF:6:VtKme6+55JqywTktE9VKyg==

bio_2_blow_flow

f10537314 Location:

Summary Statistics: Valid 43552.0; Mean 31.09480260562382; Max. 71.09999847; Min. 0.0; StDev 30.543740604111147

Variable Format: numeric

Notes: UNF:6:wxyLSWaUJRJ+Fj5xy5iXhw==

mbr_1_tmp

f10537314 Location:

Summary Statistics: Min. 0.0; Mean 1.036168854486079; Max. 4.5; StDev 0.6509224796272762; Valid 43552.0

Variable Format: numeric

Notes: UNF:6:c8UnHq3gtrteaRolvxwMVg==

mbr_2_tmp

f10537314 Location:

Summary Statistics: StDev 0.7525422376430946; Min. 0.0; Mean 1.184199749698602; Max. 5.0; Valid 43552.0

Variable Format: numeric

Notes: UNF:6:1C49YIslm0Y2rkARDkDhGw==

ambient_temp

f10537314 Location:

Summary Statistics: StDev 8.964607050682012; Valid 43552.0; Min. 35.0; Mean 55.08868708670076; Max. 83.0

Variable Format: numeric

Notes: UNF:6:GbATg9Bvd6UzYjOHaxP95w==

bio_1_phase_1

f10537314 Location:

Variable Format: character

Notes: UNF:6:pwUXqDcFrpp5Pnw9dSB5dg==

bio_1_phase_2

f10537314 Location:

Variable Format: character

Notes: UNF:6:iPQqNVy9OyYpS2sLdclqOQ==

bio_2_phase_1

f10537314 Location:

Variable Format: character

Notes: UNF:6:ONNHHk5/VYsBG1lN7rK/6w==

bio_2_phase_2

f10537314 Location:

Variable Format: character

Notes: UNF:6:O3IjcN6fqcJCY6HZRffrBg==

mbr_1_mode_1

f10537314 Location:

Variable Format: character

Notes: UNF:6:khIelKGvFqmQf8LfB56zVA==

mbr_1_mode_2

f10537314 Location:

Variable Format: character

Notes: UNF:6:xQiTyKHreRKiCVdS4C0XgQ==

mbr_1_mode_4

f10537314 Location:

Variable Format: character

Notes: UNF:6:+yoHjAwLPQ21XDVZp9Cl5Q==

mbr_2_mode_1

f10537314 Location:

Variable Format: character

Notes: UNF:6:G5OA9jze/eMxYxOvAt7n8g==

mbr_2_mode_2

f10537314 Location:

Variable Format: character

Notes: UNF:6:hCwbOlAcn0Ga0M4+tsxwVA==

mbr_2_mode_4

f10537314 Location:

Variable Format: character

Notes: UNF:6:8UI+50xZ5eJTsZMxNzfLeQ==

cos_daily

f10537314 Location:

Summary Statistics: Valid 43552.0; Mean 1.0; Max. 1.0; Min. 1.0; StDev 0.0

Variable Format: numeric

Notes: UNF:6:oUxBZY33j+Xhpp197hLsVQ==

sin_daily

f10537314 Location:

Summary Statistics: Valid 43552.0; Mean 0.0; StDev 0.0; Max. 0.0; Min. 0.0

Variable Format: numeric

Notes: UNF:6:ZiGmDJxtgUkBcMMTK/+0Fg==

cos_2hour

f10537314 Location:

Summary Statistics: StDev 0.0; Max. 1.0; Mean 1.0; Valid 43552.0; Min. 1.0;

Variable Format: numeric

Notes: UNF:6:oUxBZY33j+Xhpp197hLsVQ==

sin_2hour

f10537314 Location:

Summary Statistics: Valid 43552.0; StDev 0.0; Min. 0.0; Mean 0.0; Max. 0.0;

Variable Format: numeric

Notes: UNF:6:ZiGmDJxtgUkBcMMTK/+0Fg==

cos_hourly

f10537314 Location:

Summary Statistics: Max. 1.0; StDev 0.0; Min. 1.0; Valid 43552.0; Mean 1.0

Variable Format: numeric

Notes: UNF:6:oUxBZY33j+Xhpp197hLsVQ==

sin_hourly

f10537314 Location:

Summary Statistics: Min. 0.0; Valid 43552.0; Max. 0.0; Mean 0.0; StDev 0.0;

Variable Format: numeric

Notes: UNF:6:ZiGmDJxtgUkBcMMTK/+0Fg==

year

f10537397 Location:

Summary Statistics: Min. 1963.0; Valid 672.0; StDev 16.175269526727988; Mean 1990.5; Max. 2018.0;

Variable Format: numeric

Notes: UNF:6:tfKQ3dsfntt2uKU/QMjENQ==

date

f10537397 Location:

Variable Format: character

Notes: UNF:6:mJgm6wkJlg6isnKFnpE1Rw==

lees

f10537397 Location:

Summary Statistics: StDev 100.00449667888424; Max. 1129.1; Min. 283.9; Mean 513.0264967709934; Valid 672.0;

Variable Format: numeric

Notes: UNF:6:D3YNNOxCNmKHZp4qqprtjw==

hoover

f10537397 Location:

Summary Statistics: Max. 793.3; Mean 631.3138727530894; Min. 510.9; Valid 672.0; StDev 66.45517426665293;

Variable Format: numeric

Notes: UNF:6:wc7DGMFOh2jvKNDLQQ/0+w==

Other Study-Related Materials

Label:

README.rtf

Text:

README

Notes:

text/rtf

Other Study-Related Materials

Label:

syllabus_intro_data_science_short_version.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

class01_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class01_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

data_science_venn.png

Notes:

image/png

Other Study-Related Materials

Label:

data_science_venn2.png

Notes:

image/png

Other Study-Related Materials

Label:

data_science_venn3.png

Notes:

image/png

Other Study-Related Materials

Label:

data_scientist.png

Notes:

image/png

Other Study-Related Materials

Label:

data_scientist2.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

class02_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class02_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

folder_structure.png

Notes:

image/png

Other Study-Related Materials

Label:

class03_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class03_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

data_structures.png

Notes:

image/png

Other Study-Related Materials

Label:

class03_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class03_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class03_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class03_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class04_example.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

class04_example.tex

Notes:

application/x-tex

Other Study-Related Materials

Label:

class04_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class04_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

DonaldKnuth.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

Leslie_Lamport.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

markdown.png

Notes:

image/png

Other Study-Related Materials

Label:

rmarkdown-2.0.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

RMarkdown.png

Notes:

image/png

Other Study-Related Materials

Label:

Rmd_Syntax.png

Notes:

image/png

Other Study-Related Materials

Label:

tex_example.png

Notes:

image/png

Other Study-Related Materials

Label:

wysiwyg.png

Notes:

image/png

Other Study-Related Materials

Label:

class05_lecture_displayingRcode.html

Notes:

text/html

Other Study-Related Materials

Label:

class05_lecture_displayingRcode.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class05_lecture_makingreports.html

Notes:

text/html

Other Study-Related Materials

Label:

class05_lecture_makingreports.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class05_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class05_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class05_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class05_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

boxplotDiagram.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

boxplotFigure.png

Notes:

image/png

Other Study-Related Materials

Label:

JohnTukey2.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

class06_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class06_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class06_orderingboxplots.html

Notes:

text/html

Other Study-Related Materials

Label:

class06_orderingboxplots.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

wwt_ammonia_diagram.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

class06_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class06_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class06_exercise_solution.html

Notes:

text/html

Other Study-Related Materials

Label:

class06_exercise_solution.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class07_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class07_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class07_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class07_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class07_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class07_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class08_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class08_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class08_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class08_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class08_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class08_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class09_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class09_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

woody_buzz.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

class09_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class09_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class09_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class09_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class10_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class10_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class10_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class10_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class10_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class10_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

data_science_workflow01.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

class11_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class11_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

readAudiLecture11.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

class11_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class11_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class11_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class11_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

radiosonde_launch.png

Notes:

image/png

Other Study-Related Materials

Label:

class12_lecture.pptx

Notes:

application/vnd.openxmlformats-officedocument.presentationml.presentation

Other Study-Related Materials

Label:

class13_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class13_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class13_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class13_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class13_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class13_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

forloop.png

Notes:

image/png

Other Study-Related Materials

Label:

square_plus_dot_incenter.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

class14_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class14_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class14_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class14_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class14_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class14_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

iiR_14_inclass.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

r-for-loop-syntax.png

Notes:

image/png

Other Study-Related Materials

Label:

r-if-else-if-else-statement-syntax.png

Notes:

image/png

Other Study-Related Materials

Label:

r-if-else-statement-syntax.png

Notes:

image/png

Other Study-Related Materials

Label:

r-if-statement-syntax.png

Notes:

image/png

Other Study-Related Materials

Label:

r-ifelse-function-syntax.png

Notes:

image/png

Other Study-Related Materials

Label:

r-one-line-if-else-syntax.png

Notes:

image/png

Other Study-Related Materials

Label:

r-while-loop-syntax.png

Notes:

image/png

Other Study-Related Materials

Label:

class15_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class15_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class15_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class15_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

1_2013USEnergy.png

Notes:

image/png

Other Study-Related Materials

Label:

2_COVID_Risk.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

3d.png

Notes:

image/png

Other Study-Related Materials

Label:

3_dominated_by_sheep.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

4_Five-year-cancer-survival-rates.png

Notes:

image/png

Other Study-Related Materials

Label:

5_how-do-americans-feel-about-the-bin-laden-mission.jpeg

Notes:

image/jpeg

Other Study-Related Materials

Label:

6_papa-leave.jpeg

Notes:

image/jpeg

Other Study-Related Materials

Label:

7_why-so-jittery_3.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

aesthetics.png

Notes:

image/png

Other Study-Related Materials

Label:

bonds.png

Notes:

image/png

Other Study-Related Materials

Label:

bonds_annotated.png

Notes:

image/png

Other Study-Related Materials

Label:

data_ink_bad.png

Notes:

image/png

Other Study-Related Materials

Label:

data_ink_good.png

Notes:

image/png

Other Study-Related Materials

Label:

genres.png

Notes:

image/png

Other Study-Related Materials

Label:

graph_primitives.png

Notes:

image/png

Other Study-Related Materials

Label:

Image Source.txt

Text:

Sources for images in class15_images

Notes:

text/plain

Other Study-Related Materials

Label:

ip_addresses.png

Notes:

image/png

Other Study-Related Materials

Label:

lie.png

Notes:

image/png

Other Study-Related Materials

Label:

nocontext1.png

Notes:

image/png

Other Study-Related Materials

Label:

nocontext2.png

Notes:

image/png

Other Study-Related Materials

Label:

oil.png

Notes:

image/png

Other Study-Related Materials

Label:

class16_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class16_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class16_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class16_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

air_quality.png

Notes:

image/png

Other Study-Related Materials

Label:

empty_plot.png

Notes:

image/png

Other Study-Related Materials

Label:

class17_lecture.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

class17_ShinyTemplate.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

class17_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class17_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class17_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class17_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class17_ShinyTemplate_solutions.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

rstudio.png

Notes:

image/png

Other Study-Related Materials

Label:

shinyFinalImage.png

Notes:

image/png

Other Study-Related Materials

Label:

shinyPlaceholder.png

Notes:

image/png

Other Study-Related Materials

Label:

class18_lecture.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

finalImage.JPG

Notes:

image/jpeg

Other Study-Related Materials

Label:

class18_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class18_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class18_exercises_template.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

class18_exercise_solutions.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

class19_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class19_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class19_shiny_regression.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

class19_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class19_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class19_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class19_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class20_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class20_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

plane_residuals_example_stackoverflow.png

Notes:

image/png

Other Study-Related Materials

Label:

class20_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class20_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class20_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class20_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class21_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class21_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

lasso_ridge_constraints.png

Notes:

image/png

Other Study-Related Materials

Label:

class21_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class21_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class21_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class21_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class22_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class22_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class22_shiny_nonlinear.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

morpheus_lm.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

class22_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class22_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class22_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class22_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class23_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class23_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class23_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class23_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class23_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class23_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class24_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class24_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class24_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class24_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class24_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class24_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

AbaloneInside.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

exercise_tree.png

Notes:

image/png

Other Study-Related Materials

Label:

class25_lecture.html

Notes:

text/html

Other Study-Related Materials

Label:

class25_lecture.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class25_exercises.html

Notes:

text/html

Other Study-Related Materials

Label:

class25_exercises.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

class25_exercise_solutions.html

Notes:

text/html

Other Study-Related Materials

Label:

class25_exercise_solutions.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

confusion_matrix.png

Notes:

image/png

Other Study-Related Materials

Label:

cross-validation.png

Notes:

image/png

Other Study-Related Materials

Label:

abalone.rda

Text:

Source: https://archive.ics.uci.edu/dataset/1/abalone

Notes:

application/gzip

Other Study-Related Materials

Label:

AudiA4.rda

Text:

Source: www.car.com

Notes:

application/gzip

Other Study-Related Materials

Label:

boulder-2020-residential_sales.csv

Text:

Source: https://bouldercounty.gov/property-and-land/assessor/sales/recent/

Notes:

text/csv

Other Study-Related Materials

Label:

city_filters.rda

Notes:

application/x-rlang-transport

Other Study-Related Materials

Label:

CorpusCristi.rda

Notes:

application/gzip

Other Study-Related Materials

Label:

covid2022.rda

Text:

Source: https://cdphe.colorado.gov/covid-19/wastewater

Notes:

application/x-rlang-transport

Other Study-Related Materials

Label:

dot_experiment_data.csv

Notes:

text/csv

Other Study-Related Materials

Label:

eml.rda

Notes:

application/octet-stream

Other Study-Related Materials

Label:

EML_through_09_12_2019.rda

Notes:

application/x-rlang-transport

Other Study-Related Materials

Label:

kenn_dec2013.Rda

Notes:

application/gzip

Other Study-Related Materials

Label:

lecture_23_inclass.rda

Notes:

application/x-rlang-transport

Other Study-Related Materials

Label:

ontarioLandAirTempMeanAnn.csv

Text:

Source: https://www.glerl.noaa.gov/data/

Notes:

text/csv

Other Study-Related Materials

Label:

ontarioWaterTempModAnn.csv

Text:

Source: https://www.glerl.noaa.gov/data/

Notes:

text/csv

Other Study-Related Materials

Label:

RawCars.txt

Text:

Source: www.car.com

Notes:

text/plain

Other Study-Related Materials

Label:

tds_rivers.rda

Notes:

application/octet-stream

Other Study-Related Materials

Label:

waco_december_daily_temps.txt

Text:

Source: https://www.weather.gov/fwd/actclimo

Notes:

text/plain

Other Study-Related Materials

Label:

waco_july_daily_temps.txt

Text:

Source: https://www.weather.gov/fwd/actclimo

Notes:

text/plain

Other Study-Related Materials

Label:

worldbankco2.rda

Text:

Source: https://data.worldbank.org/indicator/EN.ATM.CO2E.PC

Notes:

application/x-rlang-transport

Other Study-Related Materials

Label:

wwt_ammonia.rda

Notes:

application/octet-stream

Other Study-Related Materials

Label:

igra2-data-format.txt

Notes:

text/plain

Other Study-Related Materials

Label:

igra2-station-list.txt

Notes:

text/plain

Other Study-Related Materials

Label:

readObs.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

readObs1.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

mowateR_0.2.tar.gz

Notes:

application/gzip

Other Study-Related Materials

Label:

project_template.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

project_template.Rmd

Notes:

text/x-r-notebook

Other Study-Related Materials

Label:

01_exploratory.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

predictors.Rdata

Notes:

application/x-rlang-transport

Other Study-Related Materials

Label:

project01_description.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

frozen_power_lines.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

profiles.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

02_exploratory.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

DOC_baseFlow_weightedAvg_and_predictors.RData

Notes:

application/x-rlang-transport

Other Study-Related Materials

Label:

project02_description.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

beetle-map.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

carcinogen.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

chlorine.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

forests.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

mpb.png

Notes:

image/png

Other Study-Related Materials

Label:

pine_needles.jpg

Notes:

image/jpeg

Other Study-Related Materials

Label:

03_exploratory.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

project03_description.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

decentralized-approach.png

Notes:

image/png

Other Study-Related Materials

Label:

mines_park.png

Notes:

image/png

Other Study-Related Materials

Label:

SBMBRProcessFlowSensorDiagram.png

Notes:

image/png

Other Study-Related Materials

Label:

water-risk_2050.png

Notes:

image/png

Other Study-Related Materials

Label:

04_exploratory.R

Notes:

type/x-r-syntax

Other Study-Related Materials

Label:

project04_description.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

Colorado_River_basin_map.png

Notes:

image/png