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歡迎AlohaBienvenidos WelkomBem-vindoWelcomeWilkommen मेंआपकास्वागतहैKaselehlieMogethinRan AnnimLenwo Alii Yokwe HafaAdaiMauri Bienvenue欢迎СайнбайнаууSelamatحيبMenyambut สวัสดี歡迎Aloha Bienvenidos Welkom Bem-vindoWelcome Wilkommen मेंआपकास्वागतहैKaselehlie Mogethin Ran AnnimLenwo Alii Yokwe HafaAdaiMauri Bienvenue欢迎СайнбайнаууSelamatحيبMenyambut สวัสดี歡迎Aloha Bienvenidos Welkom Bem-vindoWelcomeWilkommen मेंआपकास्वागतहैKaselehlie Mogethin Ran AnnimLenwo PaAlii Yokwe HafaAdaiMauri Bienvenue欢迎СайнбайнаууSelamatحيبMenyambut สวัสดี歡迎Aloha Bienvenidos WelkomBem-vindoWelcomeWilkommen मेंआपकास्वागतहैKaselehlie Mogethin Ran AnnimLenwo Alii Yokwe HafaAdaiMauri Bienvenue欢迎СайнбайнаууSelamatحيبMenyambut สวัสดี歡迎Aloha BienvenidosWelkom Bem-vindoWelcome Wilkommen मेंआपकास्वागतहैKaselehlie MogethinRan AnnimLenwo AliiYokwe HafaAdaiKiribati – Mauri Bienvenue欢迎СайнбайнаууSelamatحيبMenyambut สวัสดี歡迎Alohaحيب Welcome to… The 2nd part of the 5th session Social Science & Conservation Training Series WebEx July 24/25, 2012
Quantitative Data Analysis in Social Science I & II Session I: June 25 Session II: July 25
Your hosts Rebecca Shirer Social Science Coda Fellow Conservation Scientist, Eastern New York Chapter Supin Wongbusarakum Senior Social Scientist Conservation Methods Central Science
Questions To ask a question, please send your question • via the WebEx chat window to Supin, OR • email to swongbusarakum@tnc.org
Outline of topics • Basic spreadsheet operations • Getting data into Excel • Quality control • Summarizing data • Functions • Pivot tables • Charts and graphs • Hypothesis testing • Chi Square • T-tests
Why Excel? Pros Cons Some functions not available or clunky Can’t handle relational databases Limited graphics Not generally acceptable for scientific publication Using Excel for Statistics - Tips and Warnings:http://www.jic.ac.uk/services/statistics/readingadvice/booklets/topxfs.html • Standard install for TNC • Variety of functions • Flexible for many types of data • Integrated graphics • Compatibility
Spreadsheet basics • Multiple spreadsheet tabs within one file • Tabular format: Rows (samples) and Columns (fields or variables), data in Cells • Tables can contain numbers, text, or functions • Basic Word text editing and formatting • Can sort, rearrange, cut/copy/paste, drag
Navigation tips • Arrows move through cells one at a time ORTab between columns; Enter between rows • CTRL+arrow jumps to end of row or column • SHIFT+arrow selects the current and adjacent row or column • CTRL+SHIFT+arrow selects to the end of the row or column • CTRL+’ copies the cell above • Dragging copies a cell across rows and columns
Quality control • Random spot checks • Using filters • Checking ranges and values • Finding data in large tables • Narrowing to a subset • Data validation
Functions • Perform operations on the data • Mathematical, Logical, Text • Type an equal sign (=) or use ‘Insert Function’ • Reference a cell by column letter and row number (e.g. A3) or specify a range (e.g. A3:B5) • Use commas to separate terms • Enclose with parentheses =SUMIF(A3:A10, “>0”)
Some useful summary functions • COUNT(values) or COUNTIF(values, criteria) • SUM(values) or SUMIF(values, criteria) • AVERAGE(values) or AVERAGEIF(values, criteria) • MEDIAN(values) • MODE.SNGL(values) • Percentage = 100*(value/SUM(values)) or 100*(COUNTIF(values, criteria)/COUNT(values)) • MIN(values) and MAX(values) • VAR.S and VAR.P, STDEV.S and STDEV.P 95% Confidence Interval = 1.96*(STDEV.S(values)/SQRT(COUNT(values))
Pivot Tables • Another way to generate summary statistics • Interactive data exploration • Count values in multiple categories at once • Restructure data for other analyses • Cross-tabulate multiple variables • Create Pivot Charts
Charts and Graphs • Pie chart • Show proportion of the total across categories • Best for non-ordinal categories • Bar chart • Compare non-proportional amounts across categories • Nominal, ordinal, or time slices • Compare differences in composition • Line graph • Show trends over time in one or more continuous variable • Scatterplot • Show relationship between two continuous variables
Statistical tests • Hypothesis testing – know your question • T-tests • Does a continuous variable differ between two groups • ANOVA • Does a continuous variable differ among several groups • Chi-Square • Does the distribution of categorical data differ between groups or from an expected distribution • Regression • Do two continuous variables correlate?
Statistics in Excel • Need to load Analysis ToolPak in Excel • A statistics package will give you more options, easier interface, and more reliable results • BUT Excel can be sufficient for very simple informal analyses on very simple data if you take precautions • Make sure to structure the data correctly • Remove missing data codes, or remove incomplete observations entirely
Where to find more information • Excel 2010 • ELM (TNC): https://connect.tnc.org/about/learntnc/Lists/Master%20list/DispForm.aspx?ID=136 • Microsoft: http://office.microsoft.com/en-us/excel-help/CH010369467.aspx • Statistics help online • http://onlinestatbook.com/ • http://www.statsref.com/ • Statistics software • JMP – http://www.jmp.com/software/jmp10/ • Contact tispal@tnc.org for a license • R - http://www.r-project.org/ • SPSS - http://www-01.ibm.com/software/analytics/spss/products/statistics/
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