From 59eb1e878daf0c39b13bfdc92cbae4ad0b3d0a62 Mon Sep 17 00:00:00 2001 From: Pam Osborn Popp Date: Wed, 24 Jul 2024 16:39:45 -0500 Subject: [PATCH] export plots as svg --- cogsci24-data-analysis.ipynb | 107 +++++++++++++++++++++++++++++------ 1 file changed, 90 insertions(+), 17 deletions(-) diff --git a/cogsci24-data-analysis.ipynb b/cogsci24-data-analysis.ipynb index 8220212..0f0e7cb 100644 --- a/cogsci24-data-analysis.ipynb +++ b/cogsci24-data-analysis.ipynb @@ -42,7 +42,8 @@ "np.random.seed(0)\n", "\n", "# Plot for talk\n", - "sns.set_context(\"talk\")" + "sns.set_context(\"talk\")\n", + "export_figs = True # save figures as svgs" ] }, { @@ -918,7 +919,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -938,7 +939,7 @@ }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -975,6 +976,9 @@ " else:\n", " axes[i].set_ylabel(\"Points\") #,fontsize=\"12\")\n", "\n", + "# save the plot as SVG file\n", + "if export_figs:\n", + " plt.savefig(\"points_by_condition.svg\", format='svg',bbox_inches='tight')\n", "plt.show()" ] }, @@ -989,7 +993,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1009,7 +1013,7 @@ }, { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -1044,7 +1048,12 @@ " axes[i].set_ylabel(\"\")\n", " # axes[i].legend().remove()\n", " else:\n", - " axes[i].set_ylabel(\"Helpfulness\") #,fontsize=\"12\")" + " axes[i].set_ylabel(\"Helpfulness\") #,fontsize=\"12\")\n", + "\n", + "# save the plot as SVG file\n", + "if export_figs:\n", + " plt.savefig(\"help_by_condition.svg\", format='svg', bbox_inches='tight')\n", + "plt.show()" ] }, { @@ -1063,7 +1072,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1079,8 +1088,13 @@ "h.set_ylabel(\"Helpfulness\",fontsize=24) #\n", "plt.xticks(fontsize=20)\n", "plt.yticks(fontsize=20)\n", + "\n", "# plt.legend(title=\"Backpack Size\") #,bbox_to_anchor=(1.03, 1.0))\n", - "plt.show()\n" + "\n", + "# save the plot as SVG file\n", + "if export_figs:\n", + " plt.savefig(\"help_by_bpsize.svg\", format='svg', bbox_inches='tight')\n", + "plt.show()" ] }, { @@ -1094,12 +1108,35 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "patchUniformity\n", + "False 0.767914\n", + "True 0.502787\n", + "Name: helping_event, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "subjgamedf.groupby(['patchUniformity'])['helping_event'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" ] @@ -1109,15 +1146,28 @@ } ], "source": [ - "h = sns.barplot(data=subjgamedf, x=\"patchUniformity\", y=\"helping_event\", estimator=\"mean\",errorbar='se',color=barcolor)\n", + "h = sns.barplot(data=subjgamedf, x=\"patchUniformity\", y=\"helping_event\", estimator=\"mean\",errorbar='se',color=barcolor,order=['True','False'])\n", "# h.set_title(\"Helping events by Patch uniformity\")\n", - "h.set_xlabel(\"Vegetable patches\",fontsize=24)\n", + "h.set_xlabel(\"Crop patches\",fontsize=24)\n", "h.set_ylabel(\"Helpfulness\",fontsize=24)\n", "plt.xticks(fontsize=20)\n", "plt.yticks(fontsize=20)\n", "h.set_xticklabels(['Uniform','Non-uniform'])\n", "# h.legend().remove()#(title=\"Patch Uniformity\")\n", "# fig.autofmt_xdate(rotation=45)\n", + "\n", + "col=\"patchUniformity\"\n", + "dependentvar=\"helping_event\"\n", + "x_values = df[col].unique()\n", + "stat, pvalue = scipy.stats.ttest_ind(\n", + " df.loc[(df[col]==x_values[0]),dependentvar], \n", + " df.loc[(df[col]==x_values[1]),dependentvar])\n", + "plt.text(x=0.4,y=0.765,s=convert_pvalue_to_asterisks(pvalue))\n", + "\n", + "\n", + "# save the plot as SVG file\n", + "if export_figs:\n", + " plt.savefig(\"help_by_patch_uniformity.svg\", format='svg', bbox_inches='tight')\n", "plt.show()" ] }, @@ -1154,6 +1204,10 @@ "plt.xticks(fontsize=18)\n", "plt.yticks(fontsize=18)\n", "# plt.legend(title=\"Backpack Size\") #,bbox_to_anchor=(1.03, 1.0))\n", + "\n", + "# save the plot as SVG file\n", + "if export_figs:\n", + " plt.savefig(\"help_by_stepstopartnerveg.svg\", format='svg', bbox_inches='tight')\n", "plt.show()" ] }, @@ -1191,6 +1245,10 @@ "plt.yticks(fontsize=20)\n", "# plt.ylim([0,1])\n", "# plt.legend(title=\"Backpack Size\") #,bbox_to_anchor=(1.03, 1.0))\n", + "\n", + "# save the plot as SVG file\n", + "if export_figs:\n", + " plt.savefig(\"help_by_remaining_energy.svg\", format='svg', bbox_inches='tight')\n", "plt.show()" ] }, @@ -2853,12 +2911,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2887,20 +2945,35 @@ "# h = sns.pointplot(data=human_washelped,color=sns.color_palette(\"Set2\")[1],ax=axes[0], x=\"turnCount\", y=\"normed\", estimator=\"mean\",ci=95,label=\"Partner helped last turn\") #,label=\"Red player\",color=mypalette[\"red\"],alpha=0.5)\n", "\n", "# \"partner_helped_lasttrial\"\n", - "h.set_title(\"Human\")\n", + "# h.set_title(\"Human\")\n", "h.set_xlabel(\"Turn number\")\n", "h.set_ylabel(\"Proportion of helpful actions\")\n", "h.set_ylim([-.05,0.6])\n", "# h.legend()\n", "plt.legend()\n", + "\n", + "# save the plot as SVG file\n", + "if export_figs:\n", + " plt.savefig(\"trial_level_reciprocation.svg\", format='svg', bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Comparing human with nearest neighbor agent\n", "\n",