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# README Operating system used: macOS Big Sur Version 11.4 Please note that some files are too large to render (> 200 KiB). These files must be downloaded to view. The main folder contains a .txt of this README file: - README.txt ## Preregistration - Experiment 1: - pre-registration/E1_prereg.docx - Experiment 2: - pre-registration/E2_prereg.docx - Experiment 2 (updated): - pre-registration/E2_prereg2_updated.docx See **Registrations** tab for original, time-stamped pre-registrations. ## Stimuli The graphs shown to participants in both experiments are stored in this folder. In the file names, the number after G corresponds to the experimental group: - **1:** Normal graph with quantity on y-axis and time on x-axis - **2:** Normal graph with quantity on x-axis and time on y-axis - **3:** Y-axis inverted with quantity on y-axis and time on x-axis - **4:** Y-axis inverted with quantity on x-axis and time on y-axis - **5:** X-axis inverted with quantity on y-axis and time on x-axis - **6:** X-axis inverted with quantity on x-axis and time on y-axis The number after V corresponds to the trial: - **1:** Positive valence, rising trend - **2:** Positive valence, falling trend - **3:** Negative valence, rising trend - **4:** Negative valence, falling trend The files are as follows: - G1_V1.png - G1_V2.png - G1_V3.png - G1_V4.png - G2_V1.png - G2_V2.png - G2_V3.png - G2_V4.png - G3_V1.png - G3_V2.png - G3_V3.png - G3_V4.png - G4_V1.png - G4_V2.png - G4_V3.png - G4_V4.png - G5_V1.png - G5_V2.png - G5_V3.png - G5_V4.png - G6_V1.png - G6_V2.png - G6_V3.png - G6_V4.png ## Qualtrics This folder contains a .pdf printout of an example of an experiment that participants completed: - example.pdf It also contains the raw code in .txt form needed to run the survey for oneself: - example.txt ## Analysis The analysis was conducted using the programming language R inside RStudio. The following libraries are required for this analysis: - plyr - tidyverse - brms - ggmcmc - tidybayes - ggpubr If the reader wants to try the analyses out for themselves, they will need to download the data files outlined in the **Data** section below, as well as the analysis scripts (.Rmd) outlined in the **Analysis scripts** section. ### Data The data for each experiment are presented in six .csv spreadsheets, each corresponding to the experimental groups mentioned in the **Stimuli** section (above). The numbers at the end of the following filenames represent the different experimental groups: - Experiment 1 - analysis/E1/data/data_viz_1.csv - analysis/E1/data/data_viz_2.csv - analysis/E1/data/data_viz_3.csv - analysis/E1/data/data_viz_4.csv - analysis/E1/data/data_viz_5.csv - analysis/E1/data/data_viz_6.csv - Experiment 2 - analysis/E2/data/data_viz_1.csv - analysis/E2/data/data_viz_2.csv - analysis/E2/data/data_viz_3.csv - analysis/E2/data/data_viz_4.csv - analysis/E2/data/data_viz_5.csv - analysis/E2/data/data_viz_6.csv IP addresses and MTurk IDs have been removed from these spreadsheets for anonymity. There were no duplicates, suggesting that no participants completed either experiment more than once, nor did any participant complete both experiments. The following codebook contains information about the columns in the above spreadsheets and how to interpret the values in these columns: - analysis/codebook.html We have also included the valence norms collected by Warriner et al. (2013) that we used to choose the valenced words for use in our experimental materials in the following .csv spreadsheet: - analysis/E1/data/valence_list.csv For more information about these valence norms, visit https://link.springer.com/article/10.3758/s13428-012-0314-x ### Analysis scripts The following analysis scripts show the analysis we conducted and the results we obtained. The .pdf files are the most readable and should be used for viewing the results. The .Rmd files should be opened in R if the reader wants to run the analyses for themselves. - Experiment 1: - analysis/E1/code/E1.Rmd - analysis/E1/code/E1.pdf - Experiment 2: - analysis/E2/code/E2.Rmd - analysis/E1/code/E2.pdf - Valence norms: - analysis/E1/code/valence_norms.Rmd - analysis/E1/code/valence_norms.pdf ### Figures These are the figures presented in the manuscript in .pdf format. Figures 3 and 4 were created by running the above analysis scripts (.Rmd files). - analysis/figures/fig1.pdf - analysis/figures/fig2.pdf - analysis/figures/fig3.pdf - analysis/figures/fig4.pdf ### Table creation When run, the above **Analysis scripts** (.Rmd) create the following files, which were used to create figures 3 and 4. The .csv spreadsheet files contain the results from our statistical models. The .pdf files contain visualizations of these results. - Experiment 1, Figure 3: - analysis/table_creation/E1_model1.csv - analysis/table_creation/E1_model1.pdf - analysis/table_creation/E1_model2.csv - analysis/table_creation/E1_model2.pdf - Experiment 2, Figure 4: - analysis/table_creation/E2_model1.csv - analysis/table_creation/E2_model1.pdf - analysis/table_creation/E2_model2.csv - analysis/table_creation/E2_model2.pdf - analysis/table_creation/E2_model3.csv - analysis/table_creation/E2_model3.pdf ## Presentations PDF copies of PowerPoint presentations of this work at various conferences and groups. - presentations/PECOG.pdf (Potsdam Embodied Cognition Group)
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