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Part 1: Document Description
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Citation |
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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] |
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) |
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Durell, Luke (Baylor University) |
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Slater, Carson (Baylor University) |
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Poor, Michael (Baylor University) |
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Hamerly, Greg (Baylor University) |
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Cath, Tzahi Y. (Colorado School of Mines) |
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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 |
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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 |
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Sources Statement |
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Data Access |
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Other Study Description Materials |
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File Description--f10537207 |
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File: boulder-2019-residential_sales.tab |
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Notes: |
UNF:6:FcZsHKFEfpwwIe4PBRM+bg== |
File Description--f10537345 |
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File: boulder-2020-residential_sales_wrangled.tab |
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Notes: |
UNF:6:bryDwRmjNNPCjVOVRTqpiQ== |
File Description--f10537301 |
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File: boulder-2021-residential_sales.tab |
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Notes: |
UNF:6:WbU+dTysODxB6+U62qm8rA== |
File Description--f10537283 |
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File: CDPHE_COVID19_Wastewater_Dashboard_Data_2022.tab |
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Notes: |
UNF:6:VVlONyQt1UTY++NjhM4w4Q== |
File Description--f10537288 |
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File: temp_through_09_12_2019.tab |
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Notes: |
UNF:6:/m2W4eQ3H+cz1zjiOFTQ7w== |
File Description--f10537218 |
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File: whale_ear_wax_progesterone.tab |
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Notes: |
UNF:6:YtZ8zLR51XU2q4uluZzlbA== |
File Description--f10537159 |
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File: cond_through_09_12_2019.tab |
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Notes: |
UNF:6:JTZhuR0pHaqSxpFpZr80oA== |
File Description--f10537143 |
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File: DOsat_through_09_12_2019.tab |
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Notes: |
UNF:6:CNaG6KEU48OOMgs4GahUPQ== |
File Description--f10537157 |
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File: DO_through_09_12_2019.tab |
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Notes: |
UNF:6:+5Q5r8Zb5Vm7/WUdRDObBw== |
File Description--f10537178 |
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File: EML_through_09_12_2019.tab |
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Notes: |
UNF:6:d8HII9fHfOuH/zaWa9zWsw== |
File Description--f10537325 |
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File: pH_through_09_12_2019.tab |
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Notes: |
UNF:6:YqSOs6KojdkxvYD8X9ftkA== |
File Description--f10537314 |
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File: Mines_Park_pH_Fault.tab |
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Notes: |
UNF:6:VWRYoA1ggbRbcYQcKqOmFQ== |
File Description--f10537397 |
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File: colorado_tds.tab |
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Notes: |
UNF:6:PhkxruVaorVn3ZJ/Wj7VZQ== |
List of Variables: |
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Variables |
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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== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:B5hPZ95nCM2YbyAAp3dQEA== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:wNRpzU5g4OBco6m6jyam8g== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:/iNcyEyfjEWe0SUt9DzoZA== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:yR7N5DJzzX9rRvVrpYmMnw== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:rWyop4ltu6QH/4bpy2jeSw== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:KSEakV2v/JxLhJyB3T4/6A== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:ZRoadFMfVVRYn9N3wbC/RA== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:3fuKTVN+hMFIkXN4v+WhWA== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:3ftNpsxStIsY0FGmTsGddg== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:mLAvQZTyfAcXKEbcsJyvRg== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:cxrjYCXK2btRamNqw7/4Gg== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:ZjCAKf5ySN02KGwrNI/7Ww== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:50l2YKAKuiclOp662QNbxw== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:f2cGWYyAVx/alg7yQfq/AA== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:lizSaI020y2OdpMmqA5feg== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:u7T8XDJX5j91SR2VxnXsFA== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:2Nse/g3mTD0xM6MgFAt3RA== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:CdrI8augJ9EaodqveNPcAA== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:HC2suu8wRX3ItSUAmGyogQ== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:E6wm3hfyPwuM5zC4A/PTYw== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:ZLiuiMV5f5An2VwScEaX/A== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:A8SVURcyo6iul6BqjaIIgw== |
f10537207 Location: |
Variable Format: character Notes: UNF:6:zvRQGky6AxRKsdJz6/MVLw== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:N6efyyx/fyUvNWLmOHvhMg== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:sAYe2UdeqYiwHVm1KsaRBA== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:rzw0ZqAKEvMSCgN1UKGeGg== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:/h1sMJSeJBAek5i5U8orQA== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:BW0YgKguuG4QrgdSpa44Eg== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:wi94eh2N6HLY+TPYHsOQhw== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:QqfZMP8/iOFZTDkBmQFX5w== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:NROvBl/aPdf+cnQIellVbw== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:Lgc1m3Z9XD3NMH63muskCw== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:SMu19XF9b/hDUl+ayeixmg== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:Lf5fHPw+mG/vmm8Ji7U6Iw== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:8KKVx2iZfFETegLd5flYVA== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:x8XjY+bmIuyIuM9j6NmVKw== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:wrtJpLoGzOIX2gaat0hv2g== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:1erzKXfNuYMiqbU08s375w== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:G+y8Lrd8mFlADbHLH/6IGg== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:YStX0AojKEaO/09WERqYvw== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:+jrpGi1+Rpp58QMzaPzw+Q== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:xCiTTbvqa6xQX6NggsMvrQ== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:mNdN8SsdyIzfrCH0GU7viQ== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:KPf8A3NX/C6cftLgEuyDVw== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:ufEVZM9Zjs6kEelDSax0sw== |
f10537301 Location: |
Variable Format: character Notes: UNF:6:A380WlfyuPmaN448UMV5yg== |
f10537283 Location: |
Variable Format: character Notes: UNF:6:vN/gWygA0nYstX5mog71SA== |
f10537283 Location: |
Variable Format: character Notes: UNF:6:KS4jISwZuSX8q78NkEe7Ww== |
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== |
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== |
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== |
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== |
f10537288 Location: |
Variable Format: character Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537218 Location: |
Variable Format: character Notes: UNF:6:hYk/X7riutKzfddqNQ3AwA== |
f10537218 Location: |
Variable Format: character Notes: UNF:6:2hWIQvPFgSZP1YiZKdKl+A== |
f10537218 Location: |
Variable Format: character Notes: UNF:6:qKCd97qFl7kG9zqnbc5r/Q== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537159 Location: |
Variable Format: character Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537143 Location: |
Variable Format: character Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537157 Location: |
Variable Format: character Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537178 Location: |
Variable Format: character Notes: UNF:6:swMu1Rx2DI4+aNYuTLSmRA== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537325 Location: |
Variable Format: character Notes: UNF:6:ETyzUmi+b5a+2i34q1Tj4w== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:ImszlhJNbSE3vQzFNqn7Cg== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:pwUXqDcFrpp5Pnw9dSB5dg== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:iPQqNVy9OyYpS2sLdclqOQ== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:ONNHHk5/VYsBG1lN7rK/6w== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:O3IjcN6fqcJCY6HZRffrBg== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:khIelKGvFqmQf8LfB56zVA== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:xQiTyKHreRKiCVdS4C0XgQ== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:+yoHjAwLPQ21XDVZp9Cl5Q== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:G5OA9jze/eMxYxOvAt7n8g== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:hCwbOlAcn0Ga0M4+tsxwVA== |
f10537314 Location: |
Variable Format: character Notes: UNF:6:8UI+50xZ5eJTsZMxNzfLeQ== |
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== |
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== |
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== |
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== |
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== |
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== |
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== |
f10537397 Location: |
Variable Format: character Notes: UNF:6:mJgm6wkJlg6isnKFnpE1Rw== |
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== |
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== |
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lie.png |
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class17_lecture.R |
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class17_ShinyTemplate.R |
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class18_lecture.R |
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class22_shiny_nonlinear.R |
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AbaloneInside.jpg |
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class25_lecture.html |
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confusion_matrix.png |
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abalone.rda |
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Source: https://archive.ics.uci.edu/dataset/1/abalone |
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application/gzip |
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AudiA4.rda |
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Source: www.car.com |
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Source: https://bouldercounty.gov/property-and-land/assessor/sales/recent/ |
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application/x-rlang-transport |
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CorpusCristi.rda |
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application/gzip |
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covid2022.rda |
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Source: https://cdphe.colorado.gov/covid-19/wastewater |
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application/gzip |
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ontarioLandAirTempMeanAnn.csv |
Text: |
Source: https://www.glerl.noaa.gov/data/ |
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ontarioWaterTempModAnn.csv |
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Source: https://www.glerl.noaa.gov/data/ |
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Source: www.car.com |
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tds_rivers.rda |
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waco_december_daily_temps.txt |
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Source: https://www.weather.gov/fwd/actclimo |
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waco_july_daily_temps.txt |
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Source: https://www.weather.gov/fwd/actclimo |
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worldbankco2.rda |
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Source: https://data.worldbank.org/indicator/EN.ATM.CO2E.PC |
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wwt_ammonia.rda |
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forests.jpg |
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mpb.png |
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03_exploratory.R |
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04_exploratory.R |
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