Interpreting your data

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Dylan Taillie & Caroline Donovan CMC Introduction to Data Interpretation Workshop January 30, 2018 Tools for effective science communication Interpreting your data

Transcript of Interpreting your data

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DylanTaillie &CarolineDonovanCMCIntroductiontoDataInterpretationWorkshop

January30,2018

Toolsforeffectivesciencecommunication

Interpretingyourdata

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• Evaluatingandanalyzingyourdatainordertocommunicateitinameaningfulwaywithyourselectedaudience

Interpretation

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• Nominal– Non-numerical– Qualitative

Kindsofdata

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• Ordinal– Numerical– Quantitative

Kindsofdata

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• Interval– BasicWQdata– Distancebetweennumbers

• Ratio– Similartointerval– Absolutezero

Kindsofdata

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• Accuracyishowcloseameasurementistoarealvalue• Precisioniswhenrepeatedmeasurementscloselymatch

eachother

PrecisionvsAccuracy

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• Accuracyishowcloseameasurementistoarealvalue• Precisioniswhenrepeatedmeasurementscloselymatch

eachother

PrecisionvsAccuracy

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• Cleaningisrequiredbeforeyouinterpretyourdata• Whatdoescleaningmydatamean?– Formattingyourspreadsheetsoit’sconsistent– Flaggingunusualorduplicatedata

Activity- Cleaningyourdatainexcel

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• Arethereheaderswithunitsassociatedwiththedatavalues?

• Dotherowsandcolumnshavetherightwidthsandheightstoviewallthedataoristhatevenneeded?

• Arethereanymissingdatathatareinanotherspreadsheetoronanothertabthatneedtobeincorporatedhere?

Excelactivity– step1

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• Howarethedataorganized?Bydateorsamplingstation?Whichwayisthebestwaytolookatandinterpretthedata?

• Arethereanyduplicateentries?Why?Doyoudeletethemaltogetherorsavethem“justincase”?Howdoyouorganizeandstructureyourfilestodothis?

• Arethereanyunusualdata?Youcansortthedatafromhightolowanddetermineifanyvaluesareoutsidetheexpectedrange.Thiscouldbeduetotypingerrors,instrumenterror,ortheycouldbegenuineoutliers

Excelactivity– step2

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• ArethereanycellsthatneedtobechangedfromnumberstotextorviceversasothatExcelcanreadthemcorrectly?

• Howareyourlatitudeandlongitudewritten?IsitinaformatthatworksforyouorforsomeonewhowillbedoingGISmapping?

Excelactivity– step3

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• Whataredescriptivestatistics?– Toolstoprovidebasicsummarizedinformationaboutyourdata

– Mean,medianandmode

Usingstatisticstodescribeyourdata

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• Range– Thetotalspreadofallvaluesinadataset

Usingstatisticstodescribeyourdata(cont.)

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• Outliers– Datavaluesthatfalloutsidethegeneraldistributionofthedata

• Standarddeviation– Distancefrommean– Variability

• Standarderror– TypeofSD– Dependsonsamplesize

Usingstatisticstodescribeyourdata(cont.)

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• Bellcurves– Normaldistribution– 95%ofdatawithin2SD

Usingstatisticstodescribeyourdata(cont.)

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Usingstatisticstodescribeyourdata(cont.)

• Non-normaldistribution

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• Correlation– Twovariablesrelated– Temperature&DO

Usingstatisticstodescribeyourdata(cont.)

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• Dataintables– whyuseatable?• Partsofatable

Displayingdata

rowcolumn cell

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Formattingatableforyouraudience

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• Graphingdataistheeasiestwaytovisualizeyourdata

• Helpyoutoo:– Seerelationshipsbetweendifferentmeasurementsinthedata

– Identifyoutliers– Visualizeandidentifytrends

Dataingraphs

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• Bargraph• Linegraph• Piegraph• Comparisonbargraph

Typesofgraphs

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Choosingagraphandformatting– bargraph

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Choosingagraphandformatting– linegraph

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Choosingagraphandformatting– piegraph

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• Helpreadersvisuallyconnectinformation• Connectnumbersfromgraphstogeneralpatternsandtrendsorshowinformationonageographicscale

Datainfigures

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• Partsofafigure– Maps– Graphs– Photos– Text– Caption– Title

Datainfigures

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Figureexample

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Figureexample

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• Startsmall,letthedataleadyou– Whatkindofdataareyoucollecting?– Whatisthebestwaytoorganizeyourdata?– Whatisthebestgraphforyourdata?– Willafigurehelpexplainyourdata?

• ThanksforjoiningusandletCarolineandIknowifyouhaveanyquestions!

Summary

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Nowgobackandchoosethebestdisplaytypeforyourparameter!