diff --git a/notebooks/paper_figures/plots.ipynb b/notebooks/paper_figures/plots.ipynb index 292126fe..1c071e16 100644 --- a/notebooks/paper_figures/plots.ipynb +++ b/notebooks/paper_figures/plots.ipynb @@ -2,20 +2,22 @@ "cells": [ { "cell_type": "code", - "execution_count": 56, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "from matplotlib.colors import BoundaryNorm, ListedColormap\n", "from matplotlib.ticker import PercentFormatter" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ - "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.font_manager as font_manager\n", "import urllib.request\n", @@ -45,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -70,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -79,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -123,7 +125,7 @@ " \n", " \n", " gpt-3.5-turbo\n", - " 0.8800\n", + " 0.880\n", " 0.3600\n", " 0.6800\n", " 0.5200\n", @@ -132,7 +134,7 @@ " \n", " \n", " gpt-4-1106-preview\n", - " 0.8400\n", + " 0.840\n", " 0.4800\n", " 0.7600\n", " 0.4800\n", @@ -141,7 +143,7 @@ " \n", " \n", " gpt-4-turbo\n", - " 0.8000\n", + " 0.800\n", " 0.4400\n", " 0.8400\n", " 0.5200\n", @@ -149,8 +151,8 @@ " 0.5847\n", " \n", " \n", - " gpt-4o-2024-08-06\n", - " 0.8800\n", + " gpt-4o\n", + " 0.880\n", " 0.9200\n", " 1.0000\n", " 0.8800\n", @@ -159,12 +161,12 @@ " \n", " \n", " Claude 3 Opus\n", - " 0.8636\n", - " 0.6818\n", - " 0.9091\n", - " 0.9545\n", - " 0.6818\n", - " 0.8236\n", + " 0.875\n", + " 0.6667\n", + " 0.9167\n", + " 0.9167\n", + " 0.6667\n", + " 0.7966\n", " \n", " \n", "\n", @@ -173,30 +175,30 @@ "text/plain": [ " completed without runtime error all steps attempted \\\n", "Model \n", - "gpt-3.5-turbo 0.8800 0.3600 \n", - "gpt-4-1106-preview 0.8400 0.4800 \n", - "gpt-4-turbo 0.8000 0.4400 \n", - "gpt-4o-2024-08-06 0.8800 0.9200 \n", - "Claude 3 Opus 0.8636 0.6818 \n", + "gpt-3.5-turbo 0.880 0.3600 \n", + "gpt-4-1106-preview 0.840 0.4800 \n", + "gpt-4-turbo 0.800 0.4400 \n", + "gpt-4o 0.880 0.9200 \n", + "Claude 3 Opus 0.875 0.6667 \n", "\n", " Completed wo hallucination Logic makes sense \\\n", "Model \n", "gpt-3.5-turbo 0.6800 0.5200 \n", "gpt-4-1106-preview 0.7600 0.4800 \n", "gpt-4-turbo 0.8400 0.5200 \n", - "gpt-4o-2024-08-06 1.0000 0.8800 \n", - "Claude 3 Opus 0.9091 0.9545 \n", + "gpt-4o 1.0000 0.8800 \n", + "Claude 3 Opus 0.9167 0.9167 \n", "\n", " answer is logical avg % steps completed \n", "Model \n", "gpt-3.5-turbo 0.3200 0.5966 \n", "gpt-4-1106-preview 0.3200 0.6177 \n", "gpt-4-turbo 0.4400 0.5847 \n", - "gpt-4o-2024-08-06 0.7200 0.9234 \n", - "Claude 3 Opus 0.6818 0.8236 " + "gpt-4o 0.7200 0.9234 \n", + "Claude 3 Opus 0.6667 0.7966 " ] }, - "execution_count": 108, + "execution_count": 89, "metadata": {}, "output_type": "execute_result" } @@ -212,22 +214,12 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 117, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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", 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" ] @@ -246,30 +238,31 @@ "plt.title('Performance based on LLM')\n", "plt.xlabel('LLM')\n", "plt.xticks([])\n", - "plt.ylabel('Task Success')\n", + "plt.ylabel('Task Completion')\n", "plt.ylim(0,1)\n", "plt.gca().yaxis.set_major_formatter(PercentFormatter(1.0))\n", - "plt.legend(title=\"Models\", bbox_to_anchor=(1.05, 1), loc='upper left')" + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.savefig('e4-parta_nov42024.png',dpi=300, bbox_inches='tight')" ] }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 146, + "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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" ] @@ -300,24 +293,418 @@ "#plt.legend()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### task completion (logical final answer) vs N steps" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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gpt-3.5-turbo1.01.00.33330.00000.00.00.00.00.00.0
gpt-4-1106-preview1.01.00.00000.00000.00.00.00.00.50.0
gpt-4-turbo1.01.00.66670.33330.00.00.50.00.00.0
gpt-4o1.01.01.00000.33331.00.50.50.50.50.5
Claude 3 Opus1.01.01.00000.66671.00.51.00.51.00.0
\n", + "
" + ], + "text/plain": [ + " 1 2 3 4 5 6 7 8 9 10\n", + "gpt-3.5-turbo 1.0 1.0 0.3333 0.0000 0.0 0.0 0.0 0.0 0.0 0.0\n", + "gpt-4-1106-preview 1.0 1.0 0.0000 0.0000 0.0 0.0 0.0 0.0 0.5 0.0\n", + "gpt-4-turbo 1.0 1.0 0.6667 0.3333 0.0 0.0 0.5 0.0 0.0 0.0\n", + "gpt-4o 1.0 1.0 1.0000 0.3333 1.0 0.5 0.5 0.5 0.5 0.5\n", + "Claude 3 Opus 1.0 1.0 1.0000 0.6667 1.0 0.5 1.0 0.5 1.0 0.0" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# logical final answer vs num. steps\n", + "\n", + "result = worksheet.get(\"M242:V250\")\n", + "models = worksheet.get(\"A231:A238\")\n", + "models = [m[0] for m in models]\n", + "df = pd.DataFrame(result[1:], columns=result[0], index=models)\n", + "df = df.apply(pd.to_numeric)\n", + "steps2_logical_df = df\n", + "steps2_logical_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "intervals = [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0] \n", + "cmap = sns.color_palette(\"flare\", len(intervals) - 1)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(steps2_logical_df, annot=True, cmap=cmap, fmt=\".0%\", linewidths=0.5)\n", + "\n", + "cbar = plt.gca().collections[0].colorbar\n", + "cbar.set_ticks([0, 0.2, 0.4, 0.6, 0.8, 1.0])\n", + "cbar.set_ticklabels(['0%', '20%', '40%', '60%', '80%', '100%'])\n", + "\n", + "# # Set labels and title\n", + "plt.xlabel(\"N Steps Required\")\n", + "plt.title(\"Task Completion\")\n", + "\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.savefig('steps-part1.png',dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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gpt-3.5-turbo1.00001.00.55560.41670.50.00000.42860.43750.83330.30
gpt-4-1106-preview1.00001.00.22220.66670.30.41670.21430.56250.94440.45
gpt-4-turbo1.00001.00.77780.50000.30.58330.57140.43750.00000.00
gpt-4o1.00001.01.00000.83331.00.83330.71431.00000.94440.80
Claude 3 Opus0.66671.00.77780.91671.00.83330.50000.56250.72220.40
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" + ], + "text/plain": [ + " 1 2 3 4 5 6 7 8 \\\n", + "gpt-3.5-turbo 1.0000 1.0 0.5556 0.4167 0.5 0.0000 0.4286 0.4375 \n", + "gpt-4-1106-preview 1.0000 1.0 0.2222 0.6667 0.3 0.4167 0.2143 0.5625 \n", + "gpt-4-turbo 1.0000 1.0 0.7778 0.5000 0.3 0.5833 0.5714 0.4375 \n", + "gpt-4o 1.0000 1.0 1.0000 0.8333 1.0 0.8333 0.7143 1.0000 \n", + "Claude 3 Opus 0.6667 1.0 0.7778 0.9167 1.0 0.8333 0.5000 0.5625 \n", + "\n", + " 9 10 \n", + "gpt-3.5-turbo 0.8333 0.30 \n", + "gpt-4-1106-preview 0.9444 0.45 \n", + "gpt-4-turbo 0.0000 0.00 \n", + "gpt-4o 0.9444 0.80 \n", + "Claude 3 Opus 0.7222 0.40 " + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# result = worksheet.get(\"A229:L238\")\n", - "# df = pd.DataFrame(result[2:], columns=result[1]) # ignore first row, trivial\n", - "# df.set_index(df.columns[0], inplace=True)\n", - "# df = df.apply(pd.to_numeric)\n", - "# df = df.iloc[:, 5:] # remove first 5 columns\n", - "# df.head()\n", - "\n", - "# result = worksheet.get(\"F65:L68\")\n", - "# df = pd.DataFrame(result[1:], columns=result[0])\n", - "# df.set_index(df.columns[0], inplace=True)\n", - "# df = df.apply(pd.to_numeric)\n", - "# df.head()" + "# steps completed vs num. steps\n", + "result = worksheet.get(\"M230:V238\")\n", + "models = worksheet.get(\"A231:A238\")\n", + "models = [m[0] for m in models]\n", + "df = pd.DataFrame(result[1:], columns=result[0], index=models)\n", + "df = df.apply(pd.to_numeric)\n", + "steps1_df = df\n", + "steps1_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "intervals = [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0] \n", + "cmap = sns.color_palette(\"flare\", len(intervals) - 1)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(steps1_df, annot=True, cmap=cmap, fmt=\".0%\", linewidths=0.5)\n", + "\n", + "cbar = plt.gca().collections[0].colorbar\n", + "cbar.set_ticks([0, 0.2, 0.4, 0.6, 0.8, 1.0])\n", + "cbar.set_ticklabels(['0%', '20%', '40%', '60%', '80%', '100%'])\n", + "\n", + "# # Set labels and title\n", + "plt.xlabel(\"N Steps Required\")\n", + "plt.title(\"Average % Steps Completed\")\n", + "\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.savefig('steps-part2.png',dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_transposed = steps1_df.T\n", + "ax = df_transposed.plot(kind='bar', stacked=True) #figsize=(10, 6))\n", + "plt.legend(bbox_to_anchor=(1.05, 1)) #loc='upper left')\n", + "plt.ylabel('Average % Steps Completed \\n (1=100%)')\n", + "plt.xlabel('N Steps Required')\n", + "\n", + "plt.show()" ] }, { @@ -329,7 +716,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -338,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -382,29 +769,29 @@ " \n", " \n", " direct LLM\n", - " 0.3600\n", - " 0.8400\n", - " 1.0000\n", - " 0.2800\n", - " 0.2800\n", + " 0.36\n", + " 0.84\n", + " 1.0\n", + " 0.28\n", + " 0.28\n", " 0.4986\n", " \n", " \n", " ReAct with Python REPL\n", - " 0.8800\n", - " 0.5200\n", - " 1.0000\n", - " 0.5200\n", - " 0.2400\n", + " 0.88\n", + " 0.52\n", + " 1.0\n", + " 0.52\n", + " 0.24\n", " 0.5109\n", " \n", " \n", " MDAgent\n", - " 0.8800\n", - " 0.9200\n", - " 1.0000\n", - " 0.8800\n", - " 0.7200\n", + " 0.88\n", + " 0.92\n", + " 1.0\n", + " 0.88\n", + " 0.72\n", " 0.9234\n", " \n", " \n", @@ -412,26 +799,26 @@ "" ], "text/plain": [ - " completed without runtime error all steps attempted \\\n", - "LLM Framework \n", - "direct LLM 0.3600 0.8400 \n", - "ReAct with Python REPL 0.8800 0.5200 \n", - "MDAgent 0.8800 0.9200 \n", + " completed without runtime error all steps attempted \\\n", + "LLM Framework \n", + "direct LLM 0.36 0.84 \n", + "ReAct with Python REPL 0.88 0.52 \n", + "MDAgent 0.88 0.92 \n", "\n", - " Completed wo hallucination logic makes sense \\\n", - "LLM Framework \n", - "direct LLM 1.0000 0.2800 \n", - "ReAct with Python REPL 1.0000 0.5200 \n", - "MDAgent 1.0000 0.8800 \n", + " Completed wo hallucination logic makes sense \\\n", + "LLM Framework \n", + "direct LLM 1.0 0.28 \n", + "ReAct with Python REPL 1.0 0.52 \n", + "MDAgent 1.0 0.88 \n", "\n", - " answer is logical % step completed \n", - "LLM Framework \n", - "direct LLM 0.2800 0.4986 \n", - "ReAct with Python REPL 0.2400 0.5109 \n", - "MDAgent 0.7200 0.9234 " + " answer is logical % step completed \n", + "LLM Framework \n", + "direct LLM 0.28 0.4986 \n", + "ReAct with Python REPL 0.24 0.5109 \n", + "MDAgent 0.72 0.9234 " ] }, - "execution_count": 68, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" } @@ -446,12 +833,12 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -466,21 +853,24 @@ "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", "\n", "plt.bar(df.index, df['answer is logical '], color=colors)\n", + "plt.title('Task Performance Across LLM Frameworks', size=10)\n", "plt.xlabel('')\n", "plt.xticks(rotation=0)\n", - "plt.ylabel('Task Success')\n", + "plt.ylabel('Task Completion')\n", "plt.ylim(0,1)\n", - "plt.gca().yaxis.set_major_formatter(PercentFormatter(1.0))\n" + "plt.gca().yaxis.set_major_formatter(PercentFormatter(1.0))\n", + "plt.tight_layout()\n", + "plt.savefig('compare-direct-llm-part1.png',dpi=300, bbox_inches='tight')" ] }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 69, "metadata": {}, "outputs": [ { "data": { - "image/png": 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u44SFEKIMdA7hGTNm8P3335eaR/jVV19l165dTJs2zeDFCSFERadzCKenp9O2bdunbmvTpg03btwwWFFCCFFZ6BzCdnZ2/Prrr0/ddvbsWezs7AxVkxBCVBo6j46YOHEivXr1Ytq0aXh5eWFtbc2jR49ITk5m4cKFfPjhh8asUwghKiSdQ/jdd9/FwcGBlStXcurUKbKzs7GxsaFVq1aEhYUxaNAgY9YphBAVkl7jhAcPHszgwYONVYsQQlQ6es8dIYQQwnAkhIUQwoReihDesmULf/nLX9i7d6/W+ujoaDw8PLC1tcXDw4NNmzZptm3atAlnZ2ccHR0JDw/XrB87dixLly59UaULIcQfKtPcES/S119/zeeff058fDwODg6a9YcOHWLSpEns3LkTHx8fEhIS6N27N66urnTo0IHQ0FCOHj2KnZ0dTZo0ISgoiMTERNLS0oiMjDThGQkhxH+U65bw+fPnmTFjBrt379YKYICoqCiCgoI0z7bz9fUlODiY1atXA2Bubo5araagoAAAtVrNhAkTWLNmDWZm5fq0hRCVSLlOo1mzZvE///M/DBw4kHr16tGxY0d+/vlnANLS0vD09CQpKQlvb2+SkpLw8vIiNTUVgJUrVxIQEIC/vz8LFixApVIRHR2Nu7v7M4+nVqvJzs7WvB4+fPhCzlMIUXmV2xAuKCjgu+++48GDB+zYsYOrV68SGBjIG2+8wc2bN8nMzMTKyoqsrCxSUlLIysrC2tqaO3fuABAQEEBqaiqbN29m9OjRRERE0LNnT7p3705GRsZTj7lw4UJsbW01LxcXlxd5ykKISqjchnBmZib5+fl89NFH1KpViypVqhAcHIyrqyv79++nTp065Ofn06VLF/Ly8ujSpQuPHj3S6rZISEhg8uTJJCcnExsby/nz5+natSsLFix46jGnTJlCVlaW5nXt2rUXdbpCiEqq3Iawo6MjVatWRaVSaa03MzOjWrVqeHp6lnrW3ZkzZ7QeQjpt2jRmzJhBWloaLVu2xNraGn9/f9LS0p56TEtLS2xsbDSvmjVrGv7EhBDid/QO4cLCQn777TcAHj16xLx581i0aBGFhYUGLczc3Jxhw4Yxe/ZscnNzURSFDRs2kJmZSdeuXQkJCSEyMpKkpCQAEhMTWbVqFSEhIQAcPHiQ3NxcunXrhru7O2fPnqWgoICkpKQ/7BcWQogXSe8havPmzaNKlSrMmDGDadOmkZqaSm5uLhkZGURERBi0uOXLlzN16lSaN2/Oo0ePaNGiBXFxcdja2uLn50dYWBhDhgzh9u3bODk5ER4ejre3NwBTp05l5syZAPj5+dG+fXtcXFxo2LAhMTExBq1TCCHKSqX89/OK/kTDhg05deoUdnZ2eHl58e9//5vCwkJatGjBlStXjFWnSeTk5NC5c2f27I6hevVqpi5HCKObPf24qUsot2bP99N539zcPN7oNYgDBw5Qo0aNP9xX75ZwXl4ednZ2FBcXU1hYSPXq1QHIz8/X96OEEKLS0zuEbW1tycjI4ObNmzRq1AiAu3fvasJYCCGE7vQO4eDgYFq3bk1xcTHLli0DHo9CCAwMNHhxQghR0ekdwpMmTcLX15eqVavi7+8PgJeXl2ZUghBCCN2VaQKfTp06aS2PGzfOIMUIIURlU6YQzsnJIT4+noyMDOrWrUuXLl3+9BtAIYQQpekdwkeOHKF///7Ur1+f2rVrc+/ePW7cuMG2bdt47bXXjFGjEEJUWHqH8Lhx4wgPD2f48OGadV9//TXjxo3jl19+MWhxQghR0el923J6erpWAAO8/fbbMtmNEEKUgd4h3LZtWx48eKC17sGDB/j56X43iRBCiMf07o5o27Ytw4cP580338TMzIySkhJiY2Px9vZm+fLlmv3ef/99gxYqhBAVkd4hvH//fgC++eYbrfVPnngBoFKpJISFEEIHeodwfHy8MeoQQohKqdxO6i6EEJVBmW7W2LFjB6tWreL27dskJSXxzTffEBAQgKWlpaHrE0LLtX/UM3UJ5ZbLFzdNXYIoA71bwmvXrmX69OkMGDCA69evA4/7iSdPnmzw4oQQoqLTuyU8d+5cDh48iKurK7NmzQJgyZIleHp6GvzJGi+jJt+Gm7qEcit1yERTlyBEuaN3SzgnJwdXV1etdTVr1jT4M+aEEKIy0DuEmzdvTmxsLIDmScjx8fF4eHgYtjIhhKgE9O6OWLJkCT179qRLly5kZ2czZswY4uLi2L59uzHqE0KICk3vlrCPjw+nT5/G19eXkSNH4uHhwfHjx/H19TVGfUIIUaGVaYha3bp1+fDDDw1dixBCVDp6t4Q3btz41PWbN29+7mKEEKKy0TuEx48f/9T1EyfK8CMhhNCX3iGsKIpe64UQQjybzn3CV69eBR6HbXp6eqnQtbAoU/eyEEJUajonZ8OGDVGpVCiKgpubm9Y2S0tL3n33XYMXJ4QQFZ3OIVxSUsK9e/do2rQpt2/fNmZNQghRaejVJ1y7dm3p+xVCCAPS+4u5pUuXGqEMIYSonPQK4fz8fAIDAzXLN27cID4+nvv37xu8MCGEqAx0DuG4uDi6d++uWT548CCvvvoqQ4YMoVGjRhw/ftwoBQohREWmcwh//PHHTJo0SbM8b948oqKiuHPnDosXL2bq1KlGKVAIISoynUP4/PnzBAQEAFBcXExSUhJvvfUWAKNGjeLcuXNGKVAIISoynUPYzOw/u54/f55XXnlFs06lUsmk7kIIUQY6h7CHh4dm8p7IyEg6dOig2fbTTz/RoEEDw1f3/w0cOBBLS0utkRnR0dF4eHhga2uLh4cHmzZt0mzbtGkTzs7OODo6Eh7+n8cNjR07VkZ3CCHKFZ1v1pg3bx69e/dm1KhR2Nvbc/ToUeDxiIlRo0YxZcoUoxS4du1a8vPz8ff316w7dOgQkyZNYufOnfj4+JCQkEDv3r1xdXWlQ4cOhIaGcvToUezs7GjSpAlBQUEkJiaSlpZGZGSkUeoUQoiy0DmEO3bsyLVr10hLS6NZs2ZYW1sDYGVlRUREBL169TJ4cZcvX2b+/Pn89NNPmv5ngKioKIKCgvDx8QHA19eX4OBgVq9eTYcOHTA3N0etVlNQUACAWq1mwoQJbNu2Tatb5b+p1WrUarVmOTc31+DnJIQQv6fXOGEbGxt8fHw0AfyEMQK4pKSEESNGsGTJEpycnLS2paWl4enpSVJSEt7e3iQlJeHl5UVqaioAK1euJCAgAH9/fxYsWIBKpSI6Ohp3d/c/PObChQuxtbXVvFxcXAx+XkII8Xt63zH3oixevJhXX31VMyLj9zIzM7GysiIrK4uUlBSysrKwtrbmzp07AAQEBJCamsrmzZsZPXo0ERER9OzZk+7du5ORkfHMY06ZMoWsrCzN69q1a8Y6PSGEAMppCP/yyy+sW7fumV+i1alTh/z8fLp06UJeXh5dunTh0aNHODg4aPZJSEhg8uTJJCcnExsby/nz5+natSsLFix45nEtLS2xsbHRvGrWrGnoUxNCCC3lchLgXbt2kZGRQePGjTXr7t27R1JSEtHR0Xh5eZGSkqL1njNnztCsWTPN8rRp05gxYwZpaWm0bNkSa2tr/P39CQsLe2HnIYQQf6ZctoSnTp3KvXv3yMjI0LzatWvH3LlzSUhIICQkhMjISJKSkgBITExk1apVhISEAI9vqc7NzaVbt264u7tz9uxZCgoKSEpK+tN+YSGEeJHKZUv4z/j5+REWFsaQIUO4ffs2Tk5OhIeH4+3tDTwO8ZkzZ2r2bd++PS4uLjRs2JCYmBhTli6EEFpemhA+cOCA1vLw4cMZPnz4U/f96aeftJaXLVvGsmXLjFWaEEKUWbnsjhBCiMpCQlgIIUxI5xAeMGAAd+/e1SwfPXqUFi1aUL16df7yl78QHx9vlAKFEKIi0zmEBw4cSMeOHdm6dSsAwcHBrFq1itzcXNatW8eYMWOMVqQQQlRUOodwYGAghw4dYseOHRw9epT8/HycnZ0BqFevnmaeBiGEELrTeXSEoigkJiYyYsQIzRCxNm3aYGlpSX5+vtaUkUIIIXSjcwi//fbb3Lx5k+LiYrZu3crHH3/M2bNnKSoqwt7e/g9nJxNCCPF0Oifn7t27iYuLY9euXcTGxnL37l3atWvHihUrePjwoTFrFEKICkvnEHZ2dmbDhg2sX78eNzc3mjRpwokTJ7C0tKRFixZMmzbNmHUKIUSFpHMIR0dHs2fPHg4dOsSaNWsAqF69OlOmTOHUqVOoVCqjFSmEEBWVzn3CXl5efPPNN0/dZmdnx/z58w1WlBBCVBbybZoQQpiQhLAQQpiQhLAQQpiQhLAQQpiQhLAQQpiQhLAQQpiQhLAQQpiQhLAQQphQmUL4+vXrLFq0iPfffx+ACxcuGLQoIYSoLPQO4ePHj9OyZUt++eUXNm7cCMA777xDZGSkwYsTQoiKTu8QHjduHNu2bWPjxo1UqVIFgC+//JKIiAiDFyeEEBWd3iF84cIFXnvtNQDNpD1ubm7cv3/fsJUJIUQloHcIOzs78+uvv2qtu3DhAo6OjgYrSgghKgu9Q3jy5Mn06tWLFStWoFar2bBhA4MGDeKjjz4yRn1CCFGh6TyV5RNDhw7F1taWFStWUK9ePTZv3sycOXPo27evMeoTQogKTe8QBnjzzTd58803DV2LEEJUOnp1R8yePfuZ27Kzs5k+fTqffPIJhYWFz1uXEEJUCnqFcFRUFGq1mpkzZxIQEMDixYspLi4G4P333+fu3bucOHFCnjcnhBA60qs74qOPPsLZ2Rl/f3+6d+/Onj17yMzM5JNPPuHIkSOcPn2awsJC/Pz8CAsLM1bNQghRYejVEn5ym/LWrVsJDQ0lJiaGrVu3Ao+7I6ytrbGxsSEvL8/wlQohRAWk9xA1KysrLCweN6AtLCx48OABACUlJQYtTAghKgO9R0e8/vrrBAYG0qNHD3bt2kXjxo2JjIzk/v373Llzh8LCQqpVq2aMWoUQosLRuyW8bNky6tevz9q1a3Fzc2P//v2cP3+eyMhI+vfvT+vWrRk9erQxahVCiApH75ZwjRo1+PTTT7XWhYeHA9C/f38yMjJo3ry5YaoTQogKzmCTul+/fp06deoYNIBv377NsGHDcHZ2pl69egwcOJD09HTN9ujoaDw8PLC1tcXDw4NNmzZptm3atAlnZ2ccHR01vyQAxo4dy9KlSw1WoxBCPI8yh/D169e5evUqV69e5cqVK7Rq1cqQdQGPW9a1atXi4sWLpKen06BBA9566y0ADh06xKRJk9i4cSNZWVls2LCB8ePHc+TIEQBCQ0M5dOgQv/76Kx9//DE5OTkcOHCAtLQ0zSgPIYQwNb27I44cOUL//v25d+8eAIqiYGZmxtChQw1amKIozJo1i44dO2JpaQlAUFAQy5Yto7CwkKioKIKCgvDx8QHA19eX4OBgVq9eTYcOHTA3N0etVlNQUACAWq1mwoQJbNu2DTOzp//uUavVqNVqzXJubq5Bz0kIIf6b3i3hiRMnMn/+fO7du4eDgwMPHz5k5cqVtGnTxqCFqVQqevTogZWVlWbduXPnaNy4MVWqVCEtLQ1PT0+SkpLw9vYmKSkJLy8vUlNTAVi5ciUBAQH4+/uzYMECVCoV0dHRuLu7P/OYCxcuxNbWVvNycXEx6DkJIcR/0zuEL1++THBwMLa2tpibm1O9enVGjx7N4sWLjVGfxsWLFxk/fjyLFi0CIDMzEysrK7KyskhJSSErKwtra2vu3LkDQEBAAKmpqWzevJnRo0cTERFBz5496d69OxkZGU89xpQpU8jKytK8rl27ZtRzEkIIvUO4Ro0aZGdnA1CtWjVycnIoKSkhJyfH4MU9kZyczN/+9jdmzJhB//79AahTpw75+fl06dKFvLw8unTpwqNHj3BwcNC8LyEhgcmTJ5OcnExsbCznz5+na9euLFiw4KnHsbS0xMbGRvOqWbOm0c5JCCGgDCE8atQogoKCAOjatSv9+vWjb9++tGvXzuDFweNbpPv27cu//vUvzXEBPD09SUlJ0dr3zJkzNGvWTLM8bdo0ZsyYQVpaGi1btsTa2hp/f3/S0tKMUqsQQuhL7y/mpk2bxm+//QY8Hh8cFhZGSUkJEydONHhxs2fPJjY2lgMHDtCwYUOtbSEhIZpfAN7e3iQmJrJq1Sr27NkDwMGDB8nNzaVbt24cP36cs2fPUlBQQFJS0h/2CwshxIukdwirVCpeffVVAKpXr86cOXMMXtQTc+bMwcbGhtatW2utnzt3Lu+++y5hYWEMGTKE27dv4+TkRHh4ON7e3gBMnTqVmTNnAuDn50f79u1xcXGhYcOGxMTEGK1mIYTQh94h7OnpWepBnwCnT5/Gy8vLIEU9oSjKH24fPnw4w4cPf+q2n376SWt52bJlLFu2zGC1CSGEIejdJ/yssbPdunV77mKEEKKy0TuE+/btS1JSUqn1f9ZqFUIIUZre3RGvvPIKH330Ef7+/lrDwX5/p5kQQgjd6B3CkydPpn379po5Gp6QEBZCCP3pHcK2trbEx8eXWv/7VrEQQgjd6N0n/GR4mq7rhRBCPJveIfzzzz/rtV4IIcSzPdek7s+aCEcIIYRu9A7hgoICQkNDqVatGh4eHgC89957Wk+8EEIIoRu9Q3jGjBncunWLkydPap6q3Lx5c3lahRBClIHeoyPWrVvHxYsXqVatGiqVCoAxY8Ywe/ZsQ9cmhBAVnt4tYQsLC83jhn5/l5yFhd55LoQQlZ7eIdypUydmzZoFoGkJf/HFF3To0MGwlQkhRCWgd/M1IiKCfv36ERUVxb1792jcuDG1a9cmNjbWGPUJIUSFpncIOzo68vPPP5OYmMiVK1dwc3OjdevWmlaxEEII3ZWpI1elUuHr64uvr6+h6xFCiEqlTM+YO3DggBFKEUKIykfvEG7WrBmTJk3Czc2NadOmlXrYphBCCN3pHcKTJk0iMTGRvXv3UqVKFfr164efnx9ffPGFMeoTQogKrcxzRzRp0oTZs2eTnJxM165dCQ0NNWRdQghRKZQphBVF4ccff2T06NG4uLjwyy+/8PXXXxu6NiGEqPD0Hh0xYcIEvv32WxwdHRk2bBgff/wxdevWNUZtQghR4ekdwmZmZuzevZsWLVoYox4hhKhU9A7hTz/91Bh1CCFEpfRck7rD44ndv/jiC7p06WKIeoQQolIp0x1zN27cYOvWrWzZsoVTp07Rrl07+vTpY+jahBCiwtM5hK9du8aWLVuIiYnh4sWL9O3bl3PnznH37l2qVq1qzBqFEKLC0rk74pVXXiE1NZX58+dz/fp1IiMjqVq1qgSwEEI8B51bwm3atGHXrl1YWlpStWpV2rdvb8y6hBCiUtC5JXz48GESEhJo0qQJ06dPx9XVlezsbHbt2kVOTo4xaxRCiApLr9ERTk5OvPvuu8THx3PixAmWLFlCREQEDg4O8mQNIYQogzIPUXN0dCQkJIR9+/Zx9epVRowYYci6hBCiUnjuccIADg4OjB071hAfJYQQlYpBQlgIIUTZSAgLIYQJvdQhnJeXR1BQEPb29tjZ2fHGG29w8eJFiouLCQwMpFatWnh5eZGcnAzA/fv3adKkCVevXjVx5UII8dhLHcLvvfcemZmZXLx4kdu3b/Paa6/Ru3dv4uLiyMjI4NatW4wfP5758+cDMHHiRP75z3/SoEEDE1cuhBCPlWnuiPLg0aNHREdH8+uvv2JjYwPAlClT+Ne//kViYiLFxcUUFRVRUFCAhYUFe/fu5fbt24wePfqZn6lWq1Gr1ZrlJ+Ofc/PydK5LVVBUxjOq+HJzdb+Oz5JX/FK3G4zKENe3qCjfAJVUTPpc3yeZoSjKn+6rUnTZqxw6f/48LVq0ID8/nzlz5pCQkMDOnTt588036devHydOnCA2NhY3NzfWrl1LSUkJdevWpXbt2s/8zNmzZzNnzhzNsoWFhcybLIQos127duHk5PSH+7y0LeHMzEysrKwASE9P1zz12dramszMTCIjI1m0aBHXrl3Dzs6OYcOGkZqayogRI5g3b95TP3PKlClMnDhRs1xSUsLDhw+xs7NDpVIZ/6QM6OHDh7i4uHDt2jVq1qxp6nIqHLm+xvWyX19FUcjLy8PBweFP931pQ7hOnTqaroOoqCjN+kePHmlOfNq0abRu3ZqTJ0/StWtXvv/+e9q2bUv//v3x9vYu9ZmWlpZYWlpqrbOzszPeSRhRSUkJJSUlVK9enRo1api6nApHrq9xVYTrq+svj5e2g61BgwaYm5tz+fJlzTpFUTh37hzNmjXj8uXL/PjjjwwfPpy0tDT8/f2xtramZcuWpKWlma5wIYT4nZc2hK2trRk5ciQffPAB2dnZFBQU8Mknn2Bra0u7du2YPXs2H3zwARYWFri7u3Py5EkKCgo4c+YM7u7upi5fCCGAlziEAcLCwqhVqxbu7u44ODgQHx/Ptm3bSElJ4dChQ4wcORKAyZMns3nzZlxcXGjfvj1+fn6mLfwFsLS0ZNasWaW6V4RhyPU1rsp0fV/a0RFCCFERvNQtYSGEeNlJCAshhAlJCAshhAlJCBvI5cuXUalUPHjwoNS2Hj168Prrr7/4ooQQ5Z6E8Avwyiuv0KhRI5Md/8CBAzRs2LDM7+/cuTNLly595va1a9fSsmXLZ24fOXIkZmZmXLhwQbOuWbNmz1VTWXXu3JkaNWpgb2+Pg4MDDRo0YO7cuXp9Rm5uLjVr1nyun+nIkSOZPXt2md9vCiqVik6dOmmWjx8/jkql0pzHgQMHMDMz08xq6OHhwfr160t9jiGunyE0bNiQAwcOmLQGkBB+IVatWsWKFStMdvx79+6Z7NhPVK1alS+++AKAH3/8kYyMDJPVMn/+fO7evcudO3dISEhg9erVxMXF6fz+nTt30rt3b6pWrUpSUpLex1cU5al/Mb0Mjh07xi+//ALAZ599Rq1atbS229jYcPfuXR48eMDatWv54IMP2Lt3r9Y++ly/48eP4+LiQvfu3Q16Hmq1mjw9JuYyJgnhMrp16xZ9+/bVzFn8448/am2/dOkS9vb22NvbY2lpWarVc+LECezt7alduzYqlYpjx47Rvn176tWrx6xZs4DH/7MuXboUDw8PatWqRZcuXTh//rzW56Snp9O/f3/q169P/fr1mTJlCsXFxQC888472Nvb8/e//5309HRNPfb29ly6dMl4F+cpBgwYwMaNG8nNzeWzzz7jH//4xws9/rM4OTnh4+PD6dOnAdi7dy++vr7UqVOHpk2bsmvXrlLviYmJYfDgwQwaNIiYmJhS23fs2EHLli1xcHDgr3/9K//3f/8HQHFxsaYFHhcXR1hYmObn0bt3b+OeqIEMHTqUzz//nNu3b3P8+HHefPPNZ+7r7+/PhAkTWLlypdb6P7t+n3zyCe7u7tSuXZsePXqwfv169u3bp9l+4sQJOnfujIODAw0bNmTNmjVa7+/cuTP//Oc/6dq1K7Vr16Zdu3aauWUOHTqEvb09zs7OZGZm0q9fP83PYOHChc9zacpOEWUSEBCgBAYGKrm5uUpRUZHy8ccfK4By//79UvsOHDhQmTVr1lM/59KlSwqgTJ8+vdR7P//8c6Vly5bK5cuXlZKSEuWbb75RXFxclIcPHyqKoihFRUXKX//6V2X58uVKUVGRkpWVpQQEBCgHDx7U+pz4+HjFzc2tzOfaqVMnJSIi4pnb16xZo7Ro0eKZ20eMGKGEhoYqo0ePVj766COlRYsWz11TWf33uVy7dk1xdXVV9u7dq5w6dUqpU6eOcvjwYUVRFCU5OVmpV6+ekpCQoNk/NzdXcXR0VPLy8pRTp04pjRs31vr8Y8eOKS4uLkpycrKiKIqSkJCgdOjQQSksLNTab8SIEc/8N1FeAcrhw4eVevXqKaGhocrixYu1ziM+Pl6xtbXVes+uXbsUd3d3zfKfXb/vvvtOady4sXLnzh1FURRl7ty5SocOHTTbb9y4odSpU0fZtm2bUlJSoly+fFnx9PRUtm7dqtmnU6dOSs+ePZUHDx4oRUVFSnBwsNK+fftS5+Pm5qbEx8c/51V5ftISLoOioiK+//575s6dS7Vq1TA3N3/up02//fbbpSYL+uKLL5g3bx5ubm6oVCqGDBmCi4sL33//PfD4T7X79+/z3nvvYW5ujo2NDdu3b6djx47PVYuxTJw4kbCwMMaNG2fSOmbOnEndunWpUaMG3bt354MPPqB79+5ERkYycuRIOnToAICXlxcjRozgyy+/1Lx39+7ddO7cGWtra1q0aIFKpdL8eQ7w1Vdf8fe//x0vLy8AWrduzeHDh7GweGnnytJSo0YNhg0bRlRUFGPGjPnT/atVq0Z2drZm+c+uX2JiIm3btsXe3h6APn36aG1fv349nTt3pn///qhUKtzc3AgNDSUyMlLruD169MDW1hZzc3NGjRpFYmLi85660VSMfxkv2N27dykuLtaam9jc3Py5PvNpU95duXKFkSNHav0PnJ+fT3p6OvC4K+KP5kcub5o1a0ZgYCCBgYEcO3bMZHXMnTuX8ePH06tXL1q1akVoaCjw+HofPnyYDRs2aPYtLCykXbt2muUtW7bwww8/ULduXeDxxP9btmzRzDudnp6Op6fnCzybF+/999+noKBApxkG8/LytGYT+7Pr5+PjQ3R0NDdu3MDJyYmtW7fSvn17zfuvXLnCnj17NO+Hx9089evX1zru76eerVatmtbDGsobCeEysLe3x9zcnHv37mn+IT7phzUkNzc3Vq1a9cyWraura6kv3RRFKddzH3/11VflZj6AiIgIfH19GTVqFI0aNcLNzY02bdowc+bMp+7/6NEj4uLiuHz5suYLqUOHDhEUFKR5hNbL+DPRl4uLC4sWLdJp3+TkZM3IGV2uX79+/di3bx+enp7Y2Njg7+/PV199pfk8Nzc33nrrLVavXm3YkzIh6Y4oAwsLC3r37s3MmTPJy8ujuLiY6Ohogx8nODiYuXPncvPmTQBOnz5Nx44duX//PgB+fn7Y2Njw2WefUVJSQm5uLgMHDtRqyQHlJvSgfNXi4eFBUFAQEyZMAGDMmDF89dVXnDx5EoA7d+4wcOBADh06BMCePXs0X5I+4e/vz/Xr1zVf7I0cOZI1a9Zw9uxZ4HEIeXp6kpWVpXXs8nQdykKX+o8dO0ZERAQhISGAbtdvx44d3L17l6ysLNLT0/n222+1WrmBgYHExcWxf/9+FEXh4cOHBAUFsWnTJqOcw4sgIVxGK1eu5P79+9SvXx9vb+9SY15/Pzri+++/13wT7uLiAvxndMSTyeUbNWqEvb09r732muYz3nvvPXr27EnHjh1xcHBg6NChvP/++5p/xObm5uzatYt9+/bh7OxMo0aNqFevHoMHD9aq5Ul9zs7O1K1bl7p162rNw6yLDz/8ECsrK63X7//ES05OLrX995Ptl1czZ87k+PHjxMXF4e3tzcqVKxkzZgwODg60bt2aFi1aaP4cjomJKTVUqkqVKnTu3FnzLb+/vz9Lly5l6NChODg4MGTIEObNm4etra3W+4YOHcr69es1P49+/fq9mBM2suzsbM044eHDh7No0SLNjUq6XL9GjRqxfft2bG1tsbe3x9XVlddff13zxHRnZ2e2b9/OrFmzcHJywsPDA2trawICAvSuNSgoiOHDh2t+Brq27g1NZlETQpQbffr0YdKkSZqbQgoLC9m4cSORkZH8/PPPJq7OOKQlLIQoN44ePUphYaFmWaVScevWrZf2EUe6kJawEKLc2Llzp+Z7kOLiYqpWrUrbtm1ZvHgxrq6upi7PKCSEhRDChKQ7QgghTEhCWAghTEhCWAghTEhCWAghTEhCWAghTEhCWAghTEhCWAghTEhCWAghTEhCWAghTOj/AdMJdk/Zx6wOAAAAAElFTkSuQmCC", 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" ] @@ -493,16 +883,218 @@ "data = df['% step completed']\n", "\n", "plt.bar(df.index, data, color=colors)\n", + "plt.title('Steps Completed per LLM Framework', size=10)\n", "plt.xlabel('')\n", "plt.xticks(rotation=0)\n", "plt.ylabel('Average % Steps Completed')\n", "plt.ylim(0,1)\n", + "plt.gca().yaxis.set_major_formatter(PercentFormatter(1.0))\n", + "plt.savefig('compare-direct-llm-part2.png',dpi=300, bbox_inches='tight')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### logical final answer vs N steps" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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direct LLM1.00.250.00.33330.50.00.00.00.50.0
ReAct with Python REPL1.00.250.00.00000.00.00.50.50.00.0
MDAgent1.01.001.00.33331.00.50.50.50.50.5
\n", + "
" + ], + "text/plain": [ + " 1 2 3 4 5 6 7 8 9 10\n", + " \n", + "direct LLM 1.0 0.25 0.0 0.3333 0.5 0.0 0.0 0.0 0.5 0.0\n", + "ReAct with Python REPL 1.0 0.25 0.0 0.0000 0.0 0.0 0.5 0.5 0.0 0.0\n", + "MDAgent 1.0 1.00 1.0 0.3333 1.0 0.5 0.5 0.5 0.5 0.5" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# uses metric \"answer is logical\"\n", + "\n", + "result = worksheet.get(\"D78:N81\")\n", + "df = pd.DataFrame(result[1:], columns=result[0])\n", + "df.set_index(df.columns[0], inplace=True)\n", + "df = df.apply(pd.to_numeric)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UKYYMGULlypWJj4/n0KFDfP755zg6OhZlfCIiIiIiNiHPQ00qV66Ms7MzHTt2xMPDg08//fSGbSZPnlyowYmIiIiI2Io8F949evTAZDIBcPXq1SILSERERETEFuW58J4/f34RhiEiIiIiYtsK7QE6c+fOLaxDiYiIiIjYnEIrvF96qeQ8elZEREREJL8KrfD+82M2RUREREQkt0IrvP+48VJERERERG5UaIW3iIiIiIjcWp5nNaldu/bfXtXOyMgolIBERERERGxRngvvgQMHFmEYIiIiIiK2Lc+Fd8+ePYsyDhERERERm1ZoY7wzMzML61AiIiIiIjan0Apvb2/vwjqUiIiIiIjN0TzeIiIiIiLFQPN4i4iIiIgUA83jLSIiIiJSDPI8q8mHH374t/3Z2dn/OhgREREREVuV58J75cqVf9v/wAMP/OtgRERERERsVZ4L702bNhVlHCIiIiJio/wcnKwdwm1BY7xFRERERIqBCm8RERERkWKgwltEREREpBio8BYRERERKQYqvEVEREREioEKbxERERGRYqDCW0RERESkGKjwFhEREREpBiq8RURERESKQb4L7zNnzty0/ezZs/86GBERERERW5XvwrtevXo3bW/QoMG/DkZERERExFY55HcHwzDy1V4c7mlcnV7v9qCUnzfDO43j3NHzlr4Gj9ajff+2eJfxIvFKEqs++o5f1u6x9PsFl6HHO92oVCuU7Kxs9mzYx+L3lpOZnknpgFIMmNKbcneV5eT+03w08FPSUtK5O7wST77RmXe7T8KcbbZGyhZ2Hp54d3oa57urgcmOjFPRJK5YSHZCPACB780Ecp+fxGWfkxr5C651GuDd4Umwd+D6hjVc37QegFJPvUDmxQskb/6++BPKp7TMLKZtOsRP0RfJNgzuCSzN4BY1Kevlxph1e9l5KhY/TxdGtA2nsp8XSWkZRCzaxtQuDSjr5Wbt8P+WU0gwvk93xbliBTCZyDh7jisLl5Jx+gwmJyd8unbC4/56mJydMV+/TuIPP5K4fgMAHg80oEyPnHObsGoNCd/lnFu/iBfIOH+BxLW317n1a1ST2qNeICslPVf7xvZvAhDYsi6Ve7bByceLjPgkjs9by8Uff83pa1GHsAEdMTnYc2rhBk5/tRGAGq8/xfXTFzmzbHOx5lJQtvxZvpmSlK8t56rvrm2fXyl8+S68TSbTzQ/kkO9DFYpmXRvTLuIRpvT7iFEr3srVV6VOZbq93omp/Wdy5vA5Qu+pwKsz+xMfc5XoyBPY2dsx6OMX2bpiB9Ne+hgnZ0d6j+/J00OfYMHIRTz8THMO7TjK+B6TeX50dxq2v5+tK3bwzDtdmf3GfKsX3QA+fV4l89wZYkYNAbMZ7w5PUvr5F7kyZQyYTJhcXPl9cC8w3xird+dnuDx5NEZKCgHDJ5C8fROOIaE4+AWQsGSeFbLJvykbD3ItPZNlvVvg5GDPoj0neGPlLl5sWp34lHS+7d+K9YfPs2BnFGMeq8v0zYfpXq/yHfHDzu3ee7i2eSsXd34AJhM+XToQ8FJfzg15C6eg8mA2c/aNtzFS03AKDiJo3EjSoo+TfuIUZZ57hvPDRmNOTqHC1Akk/ncTLpVCcSobwOVPb79z6+TlzsWNkRwY98UNfaVrVSJsQEci//MxSVHn8KoaQp33+pEae5WEAyep+koXdvb/gKzrqTRZOJxz327DO6wC7kH+HJq0xArZFIwtf5ZvpiTla8u56rtr2+dXCl+eh5qEhoZy1113cfXqVe66664blrvvvrso47wpJ1cnqjesyrjuH3D2yPkb+h/s0oiflm3jzOFzAJw6eIbNX22jSaeGAITVrYyjkwPr5m4gOzOb1OtpLHl/OQ+0r4+DowOG2YyDoz129nbYO9hjzs6mff82/LxmN78fv1isud7KtXXfkPjNEsjKArOZ5O2bcapYCezssXNzx5ySfNOiGwCzGZODAzjYA2BycMS7U3euLvwUrPgXjLxKz8zmhyMXeKlpDdydHXG0t+PZ+pVJy8rmaEwCZrNBttlMVrYZezs7dp2+zNWUdB6rGWLt0PMkYc06ru/cBYDJ0RE7NzcyzuTcS5F+8hRxi77CSE0DwM7DHfP1ZLLicv7S8ce5Nf1xbh0dKfNsdy7Nuj3PraO3O+nxSTftC2r3AOdXbycpKud7nHT0LOdWbyeobc732DCbsXN0wM4xJ1c7R0eqvtSJA+99eVvmejO2/ln+q5KUr63nqu+ubZ9fKXx5vkw9f/584uLi6NWrF/Pm5b5i5uzsTHh4eKEH908yUjOYOWjOLfsDKvixf8tBKlQL5vkx3Zk3bCHnoy9Q7f4q/+v35+LJGABendmf0wfPsGrmWgyzgU9gaX74fCMR7z/HpP+OITryJD9/u4uQqsGc+O1UseSXF+lHD+ZadyhbjuwrsWDOxs7dA/O1JDzbdsKtQROMjHRSdm3n+g/fApDw1Xx8+wwEe3sSv12GgcHVz2eRHXfFCpnkX8y1VADKebsxd8cxjlxKYGLH+wn19cTXw4UQH3e6fraRAC9X3nnkPszA8Da1rRt0PrnXDcevz/PYe3ly/edfuDT941z9FaZ/gH0pb7KvJvD7uxPITkgE4PKc+QQOGYjJwZ64JcvAMIiZPousy7fnuXXycsdkb0fdD17C465AUs5fJmr2ahIOnsQ9yJ/LOw/jVSWIGm9059CEhVw7+Tu+4Tnf48MfLCV8XAR2DvZEf7oaDIPfxiwg9WKclbPKu5LwWf6zkpSvreeq765tn18pfHkuvJs2bQpA3759Lf8uiPT0dNLTc48Fc3Z2LvDx/o5HKXcyM7Jw9XSlbGhZXD1dyUzLxNPHEwD3//UDBN4VQNKVnN/aM9Iz8SztQezZy0zqPR3fcj6Ys82EVAum54incHR2ZOmklez98bciibug7H398O7cncTlXwI5VxOy4mJJO7iXa2u/xiGwPL59B2OkJJO8bSNp+yNJ2x+JY8VKZJ49hWebjrjVb0zW5RiuLvgY87VEK2f095JSM3ByyPmjzaVraZyJvw6As4M9iakZvNGyFv2bZHL5eioeLo6MXruXc1ev07pGMBGNqloz9DxL3hNJ8p5I7Nzd8OvVE7/ePbn86XxL/5mXXwM7Ozzur0fg0CGc+88wzNevW/ZzvrsS6SdO4dOlI55NG5N5MYZL0z8mO/H2Orcpv1/Bq0ow+4bPITstg6B2Danzfj+29hiDo7c75oxMHNxd8QgJwMHdFXN6Jk6lPACI3baf2G378a5ekaRjZ6n0XBvKt76f5HOx7B+7gIz4a1bO7p+VhM/yn5WkfG09V313bfv8SuHL96wmTzzxxL96wfHjx+Pt7Z1rGT9+/L865q1cT0jG0cmBo7ui6FdnIEd3ReHo4si1/32Zk//XD/Bm65HMG74QACdnR65dzfnymEwmXv4wAkdnR54d/hQLRi5mUu/p9Bzx5C3Hu1uDQ7lgyrz4BtfWryJtf86NK9lXYon/ZCqZZ3Ou0GddvEDylv/icm8dy36OIaF4t++KY7lgXGvW5tLYN0iPOoxnq8eskkd+eLk6kfG/cfZDH6nFV71aAJCelU0pVycAPtl2lCMxCXz+y3HCQ8qw+PmH2H7iEscuJVgr7AIxJ6cQt+grvB5qhsnR8S+dZq7//AuZly7h0eD/Zx1yrhRKmae64lwhGPe6tTk78A1SDx6mdMfb79yeX7ODw5OXkpWchpFt5tzq7aRdTsA3PIzMxGTsnByJ3xvNhlaDid8bjZ2zIxkJ1y37e1UNIazv43hWKod/o5ps7T6G+MgoKj3ziBWzyruS9FmGkpWvreeq765tn18pfPkuvGfOnPmvXnDo0KEkJibmWoYOHfqvjnkrF0/GEHhX2VxtQXeX4/cTOcNLfj8RQ9nQgFz9Zcr7Yjabib94FYD729bhwvGLxJ69TEAFP47vO8mVC3FkZmTh6eNRJHHnl0utuvhGDCRhyTxSdmzO1Wdycsq9sWFAdrZl1evRLlxbvwoH/7Jknj8LmZlknDqOg3/u9+V2VNbTFXuTiYuJKZY2wzA4HXeNUF9PLiamsOfsZR6pHsT5q9e5J7A0zo72VPbz4tzVZCtGnjcOvr65Gwxyzp+dCfvSpeGvv/j9ZUikb7cuxH+9CseyZUk/fRYjM5O06OM4lr39zq2dk+ONjYaBOTOL62di8KiQO2bP0ECun46xrFfp8xjHF6zDLcifa8cvYM7IJOHQKdyC/Io69EJh65/lvypJ+dp6rvru2vb5lcKX78LbMAy2bduWq23RokVkZmbmaX9nZ2e8vLxyLUU11GTT0q0069qYCtWCAahYI4RmXZuweelWAKJ+PU56SjptXmiJvYMdrh4uPPVmF7Z+/TNZmVnY2dvRvn9bvv14HQCXL8RRoVowpfy9cXJ2slwVtybPNh3xfKQ9Vz4cT3rU4Vx9zjVq4TdkFA5+Ob982Pv64d74IVL27ADAqXIYJmdn0qMOkxV3GYfA8mBvj1NwBbLugHHezo72tKkRzPSfDpGcnklmtpkvdh3H3dmRmuV9+OznYzxVtxIOdnYEersRHZtIZraZU1euUc779r6b3MHfj+CJY3GrkzMW0OTshE+3ziTvicRIzyDgxQj8XngWk4sLkDMW3LlCCMmR+wBwqRaGycWZ1IOHyYy9nDMLir09zqEVbstx3ve+8yzVXumCnXPOf+KBLeviWMqDuF+PcW71NoLaN8KrShAAXmEhBD/emHOrc77HpWtVxt7FifjIKFIvxuFRMRCTgz1eVYLvmLGitvxZvpmSlK+t56rvrm2fXyl8+Z4D8O233+bYsWM0btzY0rZixQp27tzJhx9+WKjB5cV/Fgyi0r0VLevDlrwOBhz55RhT+s3kq0kr6T+lF14+niTFXWPJhBWcOXLOsv30Vz7h2eFP8mjEI5jNZn7dsI8VU1cB0LhjQ84cOUfM6VgAFo37igFT++Do5MCSCSswzNa/69qrbUfMqSn4vT4qV/u1tV+TvPVHkn398e03GJOrG+bk61zftJ7UX3fm7PvYE1xbl5Nr5pmTZJyMouyYaWTHXyb+sxnFnktBvPhgNaZsPESXOT+SbTaoHliKce3rcibuGr+dj+fNlrUAeKZ+Zd759le+2HWch6uWp3pgaStH/veyYi8TM2UGPk90IqBfb8wZGaRE7iN2fs74/ZhpMynT4ykqTJsAmMj8/SK/v/8B2fE5f6nxfeoJrq7IObfpJ06SdiyKirOmkXX5MjGTb79ze3jyUsIGdKTp0lFgwLWTv/PrkJlkXU8l8cgZomZ9Q62RvXAu7UH61Wsc/ehrkqJyZjKqEvEYJ+bnzFOeeOQMVw+eoNmKsaTGxLFv2GfWTCtfbPWzfCslKV9bzlXfXds+v1L4TEY+n3wTFBTE0aNH8fD4/2EWycnJ3H333fz+++8FDuT56gMKvO+dZt7hmVx4+Vlrh1Esyk//nCufDLF2GMWmTMQkjncrGecWoPLSz1n/4EvWDqPYtN4yo8R8nstETCoxuULJzFffXdtVJmKStUO4wRv3Dsz3PhP2Ty30OKytQENN3N3dc7W5uenPJSIiIiJiHb/++istWrQgICAAf39/atSowezZsy39CxcuJCwsDG9vb8LCwli8eLGlb/HixZQvXx5/f38mT55sae/Tpw9Tp04t1DjzPdTk/vvvZ9asWQwY8P9XqGfOnEn9+vULNTARERERkbzo2bMnnTt35vvvv8fBwYFffvmFxo0b07RpU2JjYxkyZAhr1qyhTp067N69m0cffZTg4GAaN27Mq6++ys8//0ypUqWoUqUKERER7Nmzh+jo6FzFe2HId+H94Ycf8uijjzJhwgR8fHyIj4/Hy8uL7777rlADExERERHJi7CwMMxmM+b/Pa07OzsbPz8//P39GTduHBEREdSpkzOdcr169ejbty9z586lcePG2Nvbk56eTkZGBpDzzJlBgwbx9ddfY2eX78EhfyvfhXdQUBCRkZHs2rWLc+fOERwcTP369Qs9MBEREREpuW710MWbzYb3xRdf0KlTJ1xdXXFyciIgIID//ve/+Pj4EB0dTdu2bYmMjKR3797MmTOHmjVrsnHjRgBmzZpFhw4dyMjIYNy4cZhMJhYuXEhoaGih51SgatnOzo4GDRrwxBNP0KBBAxXdIiIiInJL/o52+V7y89DFbt26UbVqVRISErh27RqTJ0/mscce4+LFi8TFxeHi4kJiYiJHjx4lMTERV1dXLl++DECHDh2IiopiyZIl9OrViylTptC6dWsefvhhYmJibvp6BVWgijklJYWlS5cyaVLOXbOJt9njp0VERETkzpbXhy4ePnyY77//nokTJ+Lp6YmDgwOdOnXinnvuYcGCBfj6+pKWlkbz5s1JSUmhefPmpKam4uf3/w9q2r17N2+++Sb79+9n9erVHDt2jIceeohx48YVak75LryjoqKoWrUq06ZNswTTvn17Vq5cWaiBiYiIiEjJldeHLv4xM7bpL090trOzIzs7m2rVqnH06NFcfQcPHqR69eqW9bfffpthw4YRHR3Nfffdh6urKw0bNiQ6OrpQc8p34d2/f38mT57Mjh07LMnPmDGDkSNHFmpgIiIiIiL/pGrVqlStWpXhw4eTnp6OYRisX7+eTZs20aFDB/r168fs2bOJjIwEYM+ePXz88cf069cPgJ9++onk5GRatGhBaGgohw4dIiMjg8jIyEIf553vmyv37dtHly5dgP//zaJmzZqFPgZGREREROSf2Nvb89133/H6669TqVIlMjMzqVy5MitWrKBGjRoATJgwga5duxIbG0tAQACTJ08mPDwcgLfeeovhw4cDUL9+fRo1akRQUBAVK1Zk+fLlhRprvgtvPz8/zp8/T1BQkKUtJiYGb2/vQg1MRERERCQvgoODWbJkyS37e/ToQY8ePW7at3379lzr06ZNY9q0aYUa3x/yPdSkX79+PP7446xdu5asrCy2bdtGjx49LJfrRURERETkRvm+4j1w4EAcHR15/fXXSUlJoV+/fkRERPDyyy8XRXwiIiIiIjYh34U3wIsvvsiLL75Y2LGIiIiIiNisfA81GTVqVFHEISIiIiJi0/JdeH/yySc3bW/atOm/DkZERERExFblu/AODQ0lKSnphvbDhw8XSkAiIiIiIrYo34X35MmT+eCDDzh58iRJSUmWRUREREREbi3fN1c2aNAAgLFjx1raDMO44TGdIiIiIiLy//JdeJcuXdryyM0/GIZB3bp1Cy0oERERERFbk+/C287OjgoVKtzQriveIiIiIiK3lu8x3t9//32+2kVEREREpACFd3h4eL7aRURERESkAIX3rYSEhBTWoUREREREbE6hFd6pqamFdSgREREREZuTp5sr27RpQ+XKlZk+fTqjR4++6TYqvEVEREREbi1PhXd2djbZ2dkAjBs3jscee+ym24iIiIiIyM3lqfD+4YcfLP/28vJi2bJlN2zj7+9feFGJiIiIiNiYfI/xNgwjX+0iIiIiIlKAwnv37t35ahcRERERkQIU3hUrVsxXu4iIiIiI5HGMd1JSUp4O5uXl9a+CERERERHb4+9ktnYIt4U8Fd6lSpXCZDL943aa2URERERE5ObyVHifOnXK8u8ff/yRS5cu0bNnT+zt7cnKymLRokWEhoYWWZAiIiIiIne6PBXeFSpUsPx72rRp7Nu3L9cV8Ndee406derQpUuXwo9QRERERMQG5PvmynPnzpGRkZGrLT09ndOnTxdWTCIiIiIiNiffhXeTJk3o06cPZ86cISkpidOnT9O3b18aNWpUFPGJiIiIiNiEfBfen376KdeuXaNy5cqULl2aKlWqcP36debMmVMU8YmIiIiI2IQ8jfH+M39/f1auXEl2djZXrlyhTJky2NvbF0VsIiIiIiI2w2ToWe8iIiIiUoQ+bzgw3/s8+/PUQo/D2vJ9xbuoPF99gLVDKDbzDs/kwsvPWjuMYlF++udc+WSItcMoNmUiJilfG1aS8i0TMYn1D75k7TCKTestM0pcviXlswwl67sLOfnK7SnfY7xFRERERCT/VHiLiIiIiBQDFd4iIiIiIsVAhbeIiIiISDFQ4S0iIiIiUgxUeIuIiIiIFAMV3iIiIiIixUCFt4iIiIhIMVDhLSIiIiJSDFR4i4iIiIgUAxXeIiIiIiLFQIW3iIiIiNiEZcuWcc8997Bhw4Zc7QsXLiQsLAxvb2/CwsJYvHixpW/x4sWUL18ef39/Jk+ebGnv06cPU6dOLdT4HAr1aCIiIiIiVvD5558zY8YMNm3ahJ+fn6V9y5YtDBkyhDVr1lCnTh12797No48+SnBwMI0bN+bVV1/l559/plSpUlSpUoWIiAj27NlDdHQ0s2fPLtQYdcVbRERERO5ox44dY9iwYaxduzZX0Q0wZ84cIiIiqFOnDgD16tWjb9++zJ07FwB7e3vS09PJyMgAID09nUGDBjFv3jzs7Aq3VFbhLSIiIiK3nfT0dJKSknIt6enpN912xIgRPPnkk3Tu3JnAwEAefPBBduzYAUB0dDTVqlUjMjKS8PBwIiMjqVmzJlFRUQDMmjWLDh060LBhQ8aNG4fJZGLhwoWEhoYWek4qvEVERESkSPk7ZuV7GT9+PN7e3rmW8ePH33DsjIwMVq1aRUJCAt988w1nz56le/futGnThosXLxIXF4eLiwuJiYkcPXqUxMREXF1duXz5MgAdOnQgKiqKJUuW0KtXL6ZMmULr1q15+OGHiYmJKdT3QYW3iIiIiNx2hg4dSmJiYq5l6NChN2wXFxdHWloab7zxBqVLl8bR0ZG+ffsSHBzMxo0b8fX1JS0tjebNm5OSkkLz5s1JTU3NNSRl9+7dvPnmm+zfv5/Vq1dz7NgxHnroIcaNG1eoOanwFhEREZHbjrOzM15eXrkWZ2fnG7bz9/fHyckJk8mUq93Ozg43NzeqVavG0aNHc/UdPHiQ6tWrW9bffvtthg0bRnR0NPfddx+urq40bNiQ6OjoQs1JhbeIiIiI3LHs7e155plnGDlyJMnJyRiGwZdffklcXBwPPfQQ/fr1Y/bs2URGRgKwZ88ePv74Y/r16wfATz/9RHJyMi1atCA0NJRDhw6RkZFBZGRkoY/z1nSCIiIiInJH+/DDD3nrrbeoUaMGqamp1KpVi/Xr1+Pt7U39+vWZMGECXbt2JTY2loCAACZPnkx4eDgAb731FsOHDwegfv36NGrUiKCgICpWrMjy5csLNU4V3iIiIiJyR3N3d2fatGlMmzbtpv09evSgR48eN+3bvn17rvW/O86/paEmIiIiIiLFQIW3iIiIiEgxUOEtIiIiIlIMClR4t2/f/qbtHTt2/FfBiIiIiIjYqgIV3jt37rxp+y+//PKvghERERERsVUaaiIiIiIiUgzyNZ3g6NGjAUhJSbH8+8/c3NwKJyoRERERERuTr8L71KlTJCQkYDabOXXqVK4+Z2dn5s6dW6jBiYiIiIjYinwV3vPmzcMwDAICApg3b15RxSQiIiIiYnPyPcbbZDJhGEZRxCIiIiIiYrMKdHPlpUuXCjsOERERERGbVqDC287ODrPZnKvt2rVrhRKQiIiIiIgtKlDhvWHDBpo3b56rrX79+nz99deFEpSIiIiIiK0pUOH9+uuvM3ny5FxtS5cu5Z133imUoEREREREbE2BCu+LFy9Sp06dXG333nsvV65cKZSgRERERERsTb6mE/xDuXLlOHz4MNWrV7e0HT58mHLlyhVaYPlxT+Pq9Hq3B6X8vBneaRznjp639DV4tB7t+7fFu4wXiVeSWPXRd/yydo+l3y+4DD3e6UalWqFkZ2WzZ8M+Fr+3nMz0TEoHlGLAlN6Uu6ssJ/ef5qOBn5KWks7d4ZV48o3OvNt9EuZs881CKjZ2Hp54d3oa57urgcmOjFPRJK5YSHZCPACB780EyDUTTeKyz0mN/AXXOg3w7vAk2DtwfcMarm9aD0Cpp14g8+IFkjd/X/wJ5VNaZhbTNh3ip+iLZBsG9wSWZnCLmpT1cmPMur3sPBWLn6cLI9qGU9nPi6S0DCIWbWNqlwaU9bqzHvhUknIF5WtL+fo1qkntUS+QlZKeq31j+zcBCGxZl8o92+Dk40VGfBLH563l4o+/5vS1qEPYgI6YHOw5tXADp7/aCECN15/i+umLnFm2uVhzyYuSlu9f2fJn+WZKWr7y7xSo8B4xYgStW7fmhRdewMfHh/j4eObNm8fUqVMLObx/1qxrY9pFPMKUfh8xasVbufqq1KlMt9c7MbX/TM4cPkfoPRV4dWZ/4mOuEh15Ajt7OwZ9/CJbV+xg2ksf4+TsSO/xPXl66BMsGLmIh59pzqEdRxnfYzLPj+5Ow/b3s3XFDp55pyuz35hv9aIbwKfPq2SeO0PMqCFgNuPd4UlKP/8iV6aMAZMJk4srvw/uBeYbY/Xu/AyXJ4/GSEkhYPgEkrdvwjEkFAe/ABKW3BnztE/ZeJBr6Zks690CJwd7Fu05wRsrd/Fi0+rEp6Tzbf9WrD98ngU7oxjzWF2mbz5M93qV78gfdiUpV1C+tpSvk5c7FzdGcmDcFzf0la5VibABHYn8z8ckRZ3Dq2oIdd7rR2rsVRIOnKTqK13Y2f8Dsq6n0mThcM59uw3vsAq4B/lzaNISK2Tzz0pavn9ly5/lmylp+cq/U6ChJh06dGD58uXExMTw/fffExMTw9KlS+nYsWNhx/e3nFydqN6wKuO6f8DZI+dv6H+wSyN+WraNM4fPAXDq4Bk2f7WNJp0aAhBWtzKOTg6sm7uB7MxsUq+nseT95TzQvj4Ojg4YZjMOjvbY2dth72CPOTub9v3b8POa3fx+/GKx5nor19Z9Q+I3SyArC8xmkrdvxqliJbCzx87NHXNK8k2LbgDMZkwODuBgD4DJwRHvTt25uvBTuAPmak/PzOaHIxd4qWkN3J0dcbS349n6lUnLyuZoTAJms0G22UxWthl7Ozt2nb7M1ZR0HqsZYu3Q860k5QrK19bydfR2Jz0+6aZ9Qe0e4Pzq7SRF5fycTjp6lnOrtxPUNufntGE2Y+fogJ1jzs8pO0dHqr7UiQPvfXnb/pwqafn+ma1/lv+qpOUr/16BrnhDziwm9evXL8xY8i0jNYOZg+bcsj+ggh/7txykQrVgnh/TnXnDFnI++gLV7q/yv35/Lp6MAeDVmf05ffAMq2auxTAb+ASW5ofPNxLx/nNM+u8YoiNP8vO3uwipGsyJ304VS355kX70YK51h7LlyL4SC+Zs7Nw9MF9LwrNtJ9waNMHISCdl13au//AtAAlfzce3z0Cwtyfx22UYGFz9fBbZcXfGWP2Ya6kAlPN2Y+6OYxy5lMDEjvcT6uuJr4cLIT7udP1sIwFerrzzyH2YgeFtals36AIqSbmC8rW1fJ283DHZ21H3g5fwuCuQlPOXiZq9moSDJ3EP8ufyzsN4VQmixhvdOTRhIddO/o5veM7P6cMfLCV8XAR2DvZEf7oaDIPfxiwg9WKclbO6tZKW75/Z+mf5r0pavvLvFbjw/qtDhw6xfPlyRowY8bfbpaenk56ee9ybs7NzYYWRi0cpdzIzsnD1dKVsaFlcPV3JTMvE08cTAPf/9QME3hVA0pWcKxQZ6Zl4lvYg9uxlJvWejm85H8zZZkKqBdNzxFM4OjuydNJK9v74W5HEXVD2vn54d+5O4vIvgZwrJ1lxsaQd3Mu1tV/jEFge376DMVKSSd62kbT9kaTtj8SxYiUyz57Cs01H3Oo3JutyDFcXfIz5WqKVM/p7SakZODnk/NHm0rU0zsRfB8DZwZ7E1AzeaFmL/k0yuXw9FQ8XR0av3cu5q9dpXSOYiEZVrRl6vpWkXEH52lq+Kb9fwatKMPuGzyE7LYOgdg2p834/tvYYg6O3O+aMTBzcXfEICcDB3RVzeiZOpTwAiN22n9ht+/GuXpGkY2ep9Fwbyre+n+Rzsewfu4CM+NvvGRIlLd8/s/XP8l+VtHzl3yvQUJM/HDhwgOHDh1OtWjUaNmxIZGTkP+4zfvx4vL29cy3jx4//N2Hc0vWEZBydHDi6K4p+dQZydFcUji6OXPvfD67k//UDvNl6JPOGLwTAydmRa1dzvjwmk4mXP4zA0dmRZ4c/xYKRi5nUezo9RzyJyWQqkrgLwqFcMGVefINr61eRtj/nJp3sK7HEfzKVzLM5V+izLl4gect/cbn3/2ekcQwJxbt9VxzLBeNaszaXxr5BetRhPFs9ZpU88sPL1YmM/42zH/pILb7q1QKA9KxsSrk6AfDJtqMciUng81+OEx5ShsXPP8T2E5c4dinBWmEXSEnKFZSvreV7fs0ODk9eSlZyGka2mXOrt5N2OQHf8DAyE5Oxc3Ikfm80G1oNJn5vNHbOjmQkXLfs71U1hLC+j+NZqRz+jWqytfsY4iOjqPTMI1bM6tZKWr5/Zuuf5b8qafn+G36u6flebFG+C+99+/bx9ttvExYWRpcuXZg6dSqffPIJ8fHxrFq16h/3Hzp0KImJibmWoUOHFij4f3LxZAyBd5XN1RZ0dzl+P5EzvOT3EzGUDQ3I1V+mvC9ms5n4i1cBuL9tHS4cv0js2csEVPDj+L6TXLkQR2ZGFp4+HkUSd3651KqLb8RAEpbMI2XH5lx9Jien3BsbBmRnW1a9Hu3CtfWrcPAvS+b5s5CZScap4zj4535fbkdlPV2xN5m4mJhiaTMMg9Nx1wj19eRiYgp7zl7mkepBnL96nXsCS+PsaE9lPy/OXU22YuT5V5JyBeULtpWvnZPjjY2GgTkzi+tnYvCokPvnjWdoINdPx1jWq/R5jOML1uEW5M+14xcwZ2SScOgUbkF+RR16gZS0fP/M1j/Lf1XS8pV/L1+F991330337t1xcHBg2bJlHDt2DHd3d5o0aYKDQ95GrTg7O+Pl5ZVrKaqhJpuWbqVZ18ZUqBYMQMUaITTr2oTNS7cCEPXrcdJT0mnzQkvsHexw9XDhqTe7sPXrn8nKzMLO3o72/dvy7cfrALh8IY4K1YIp5e+Nk7OT5aq4NXm26YjnI+258uF40qMO5+pzrlELvyGjcPDL+eXD3tcP98YPkbJnBwBOlcMwOTuTHnWYrLjLOASWB3t7nIIrkHUHjPN2drSnTY1gpv90iOT0TDKzzXyx6zjuzo7ULO/DZz8f46m6lXCwsyPQ243o2EQys82cunKNct531t3kJSlXUL62lu+97zxLtVe6YOecU5AGtqyLYykP4n49xrnV2whq3wivKkEAeIWFEPx4Y86tzvk5XbpWZexdnIiPjCL1YhweFQMxOdjjVSX4th33XNLy/TNb/yz/VUnLV/69fI3xjomJoX379tSuXZuqVXPGJll7uMV/Fgyi0r0VLevDlrwOBhz55RhT+s3kq0kr6T+lF14+niTFXWPJhBWcOXLOsv30Vz7h2eFP8mjEI5jNZn7dsI8VU3Ou3Dfu2JAzR84RczoWgEXjvmLA1D44OjmwZMIKDLP17zD3atsRc2oKfq+PytV+be3XJG/9kWRff3z7Dcbk6oY5+TrXN60n9dedOfs+9gTX1uXkmnnmJBknoyg7ZhrZ8ZeJ/2xGsedSEC8+WI0pGw/RZc6PZJsNqgeWYlz7upyJu8Zv5+N5s2UtAJ6pX5l3vv2VL3Yd5+Gq5akeWNrKkedfScoVlK8t5Xt48lLCBnSk6dJRYMC1k7/z65CZZF1PJfHIGaJmfUOtkb1wLu1B+tVrHP3oa5KicmaqqhLxGCfm5zxjIPHIGa4ePEGzFWNJjYlj37DPrJnWLZW0fP/Klj/LN1PS8pV/x2QYeZ+fKCUlhTVr1rB8+XK2bt1Ks2bN+P777zl9+jReXl7/KpDnqw/4V/vfSeYdnsmFl5+1dhjFovz0z7nyyRBrh1FsykRMUr42rCTlWyZiEusffMnaYRSb1ltmlLh8S8pnGUrWdxdy8r3d/PpIn3zvU+f7T4sgEuvK1xVvNzc3unbtSteuXUlNTWXt2rUYhkFISAhVq1bl4YcfZuzYsUUVq4iIiIjIHavA0wm6urrSuXNnOnfuTFpaGmvXrmXFihWFGZuIiIiIiM0olHm8XVxc6NSpE506dSqMw4mIiIiI2JwCz+MdGRlJv3796NChAwDbtm0jH8PFRURERERKlAIV3mvXruWxxx7Dx8eH7du3AzB16lTGjRtXqMGJiIiIiNiKAhXeQ4YM4YcffmDcuHGW+btnzZrFnDlzCjU4ERERERFbUaDCOzY2lho1agD/P4+3n58fycl6CpOIiIiIyM0UqPC+6667+Pnnn3O17du3j5CQkEIJSkRERETE1hRoVpN3332X9u3b8/zzz5OSksLYsWP57LPPmDVrVmHHJyIiIiJiEwp0xbtly5b8+OOPJCcn07hxYy5evMjXX39N69atCzs+ERERERGbkO8r3j/88AMHDhygdu3afPTRRzf0tWrVqtCCExERERGxFfm64j1mzBj69u3Lzz//zPPPP8+MGTMAOHXqFI8//jjPPfdcUcQoIiIiInLHy9cV788++4xdu3bh7+/PhQsXaNWqFZcuXeLDDz+kb9++fPnll0UVp4iIiIjIHS1fhXdKSgr+/v4AlC9fnrNnz7J37152795NlSpViiRAERERERFbUKBZTf7g6enJmjVrCisWERERERGbla/COzU1lQ8//NCynpKSwvTp0zEMw9L2yiuvFF50IiIiIiI2Il+Fd506dVi5cqVlvXbt2nz99deWdZPJpMJbREREROQm8jWryebNm9m0adMtl40bNxZVnCIiIiIi/6hz5844OzszdepUS9vChQsJCwvD29ubsLAwFi9ebOlbvHgx5cuXx9/fn8mTJ1va+/Tpk+sYheFfjfEWEREREbldzJ8/n7S0NBo2bGhp27JlC0OGDGHNmjXUqVOH3bt38+ijjxIcHEzjxo159dVX+fnnnylVqhRVqlQhIiKCPXv2EB0dzezZsws1vgI9uVJERERE5HZy+vRpxo4dy9y5c3O1z5kzh4iICOrUqQNAvXr16Nu3r2U7e3t70tPTycjIACA9PZ1BgwYxb9487OwKt1RW4S0iIiIit5309HSSkpJyLenp6Tfd1mw207NnTyZNmkRAQECuvujoaKpVq0ZkZCTh4eFERkZSs2ZNoqKiAJg1axYdOnSgYcOGjBs3DpPJxMKFCwkNDS30nFR4i4iIiEiR8i6Vnu9l/PjxeHt751rGjx9/0+NPnDiRu+++mw4dOtzQFxcXh4uLC4mJiRw9epTExERcXV25fPkyAB06dCAqKoolS5bQq1cvpkyZQuvWrXn44YeJiYkp1PdBhbeIiIiI3HaGDh1KYmJirmXo0KE3bPfbb7+xYMGCW94I6evrS1paGs2bNyclJYXmzZuTmpqKn5+fZZvdu3fz5ptvsn//flavXs2xY8d46KGHGDduXKHmpJsrRUREROS24+zsjLOz8z9u99133xETE0PlypUtbfHx8URGRrJw4UJq1qzJ0aNHc+1z8OBBqlevbll/++23GTZsGNHR0dx33324urrSsGFDJkyYUHgJoSveIiIiInIHe+utt4iPjycmJsayPPDAA4wePZrdu3fTr18/Zs+eTWRkJAB79uzh448/pl+/fgD89NNPJCcn06JFC0JDQzl06BAZGRlERkYW+jhvXfEWEREREZtVv359JkyYQNeuXYmNjSUgIIDJkycTHh4O5BTuw4cPt2zbqFEjgoKCqFixIsuXLy/UWFR4i4iIiIhN2bx5c671Hj160KNHj5tuu3379lzr06ZNY9q0aUUSl4aaiIiIiIgUAxXeIiIiIiLFQIW3iIiIiEgxUOEtIiIiIlIMVHiLiIiIiBQDFd4iIiIiIsVAhbeIiIiISDFQ4S0iIiIiUgxUeIuIiIiIFAMV3iIiIiIixUCFt4iIiIhIMTAZhmFYOwgRERERsV3Huz2b730qL/28CCKxLgdrB/CH56sPsHYIxWbe4ZklJt+SlCvk5FuQHy53qspLPy9x53f9gy9ZO4xi0XrLjBKTKyhfW1cS85Xbk4aaiIiIiIgUAxXeIiIiIiLFQIW3iIiIiEgxUOEtIiIiIlIMVHiLiIiIiBQDFd4iIiIiIsVAhbeIiIiISDG4bebxFhERERHb5Opv7QhuD7riLSIiIiJSDFR4i4iIiIgUAxXeIiIiIiLFQIW3iIiIiEgxUOEtIiIiIlIMVHiLiIiIiBSDAhXe77///k3bJ06c+K+CERERERGxVQUqvD/44IObtk+ZMuVfBSMiIiIiYqsKVHgbhlHYcYiIiIiI2LR8Pblyy5YtAGRlZbF169YbCnAHBz0IU0RERETkZvJVKffs2ZOUlBSuX7/Os88+m6vPxcWFgQMHFmZsIiIiIiI2I1+F96lTp0hPTyc4OJhTp04VVUwiIiIiIjYn32O8nZ2dNcZbRERERCSfCnRz5ddff13YcYiIiIiI2LQCFd5NmjQp7DhERERERGxagQrvqKgomjRpgpubG/b29tjb22NnZ4e9vX1hxyciIiIiYhMKNP/fCy+8QM2aNZk8eTJubm6FHZOIiIiIiM0pUOF95MgRtm7dislkKux4RERERERsUoGGmtx3330kJycXdiwiIiIiIjarQFe869WrR7du3WjVqtUNV71feeWVQglMRERERMSWFOiK9y+//EJKSgrffPMNK1eutCzffPNNIYcnIiIiIvL3YmNjeeaZZyhfvjyBgYF07tyZc+fOWfoXLlxIWFgY3t7ehIWFsXjxYkvf4sWLKV++PP7+/kyePNnS3qdPH6ZOnVqocRboivemTZsKNQgRERERkYLq2LEj4eHhnDx5Ent7e15//XW6devGjh072LJlC0OGDGHNmjXUqVOH3bt38+ijjxIcHEzjxo159dVX+fnnnylVqhRVqlQhIiKCPXv2EB0dzezZsws1zgJd8RYRERERuR0YhsGIESOYOHEizs7OODg4EBERwc6dO8nMzGTOnDlERERQp04dIGfIdN++fZk7dy4A9vb2pKenk5GRAUB6ejqDBg1i3rx52NkVbqlc4KN98803tG7dmvDwcACWLl1Kenp6oQUmIiIiIiVXeno6SUlJuZab1Zomk4lWrVrh4uJiaTt8+DCVK1fG0dGR6OhoqlWrRmRkJOHh4URGRlKzZk2ioqIAmDVrFh06dKBhw4aMGzcOk8nEwoULCQ0NLfScClR4z58/n3feeYdOnTpx4cIFADZu3Mibb75ZqMGJiIiIyJ3PIcA138v48ePx9vbOtYwfP/4fX+vkyZMMHDiQ999/H4C4uDhcXFxITEzk6NGjJCYm4urqyuXLlwHo0KEDUVFRLFmyhF69ejFlyhRat27Nww8/TExMTKG+DwUqvEePHs26deuIiIiwXIKfNGkSy5YtK9TgRERERKRkGjp0KImJibmWoUOH/u0++/fvp2XLlgwbNoyOHTsC4OvrS1paGs2bNyclJYXmzZuTmpqKn5+fZb/du3fz5ptvsn//flavXs2xY8d46KGHGDduXKHmVKDC+/r16wQHB+dq8/T0JDMzs1CCEhEREZGSzdnZGS8vr1yLs7PzLbdfsWIF7du355NPPiEiIsLSXq1aNY4ePZpr24MHD1K9enXL+ttvv82wYcOIjo7mvvvuw9XVlYYNGxIdHV2oORVoVpMaNWqwevVq2rdvb5nHe9OmTYSFhRVqcHl1T+Pq9Hq3B6X8vBneaRznjp639DV4tB7t+7fFu4wXiVeSWPXRd/yydo+l3y+4DD3e6UalWqFkZ2WzZ8M+Fr+3nMz0TEoHlGLAlN6Uu6ssJ/ef5qOBn5KWks7d4ZV48o3OvNt9EuZss3JVvkXCKSQY36e74lyxAphMZJw9x5WFS8k4fQaTkxM+XTvhcX89TM7OmK9fJ/GHH0lcvwEAjwcaUKbHk2DvQMKqNSR8tx4Av4gXyDh/gcS131szNYuSen79GtWk9qgXyErJPVZxY/uc4XqBLetSuWcbnHy8yIhP4vi8tVz88decvhZ1CBvQEZODPacWbuD0VxsBqPH6U1w/fZEzyzYXay55oXxz2GK+JSlXKHn53klGjhzJ6tWr2bx5MxUrVszV169fPx5//HHat29PeHg4e/bs4eOPP2bdunUA/PTTTyQnJ9OiRQt27drFoUOHyMjIIDIystDHeReo8J40aRKtW7emefPmJCUl0bt3b9avX8/KlSsLNbi8aNa1Me0iHmFKv48YteKtXH1V6lSm2+udmNp/JmcOnyP0ngq8OrM/8TFXiY48gZ29HYM+fpGtK3Yw7aWPcXJ2pPf4njw99AkWjFzEw88059COo4zvMZnnR3enYfv72bpiB8+805XZb8wv9v+4S1KuJTHfv3K79x6ubd7KxZ0fgMmET5cOBLzUl3ND3sIpqDyYzZx9422M1DScgoMIGjeStOjjpJ84RZnnnuH8sNGYk1OoMHUCif/dhEulUJzKBnD503nWTg0o2efXycudixsjOTDuixv6SteqRNiAjkT+52OSos7hVTWEOu/1IzX2KgkHTlL1lS7s7P8BWddTabJwOOe+3YZ3WAXcg/w5NGmJFbL5Z8r3/9laviUpVyh5+d5JRo0ahZeXF3Xr1s3VPnr0aAYMGMCECRPo2rUrsbGxBAQEMHnyZMsEIW+99RbDhw8HoH79+jRq1IigoCAqVqzI8uXLCzXOAg01qVOnDgcOHKBevXo899xzhIWFsWvXLurVq1eowf0TJ1cnqjesyrjuH3D2yPkb+h/s0oiflm3jzOGcCdRPHTzD5q+20aRTQwDC6lbG0cmBdXM3kJ2ZTer1NJa8v5wH2tfHwdEBw2zGwdEeO3s77B3sMWdn075/G35es5vfj19UrkWopOV7Mwlr1nF95y4ATI6O2Lm5kXHmLADpJ08Rt+grjNQ0AOw83DFfTyYrLj5nZ7MZk4MDJgd7y/5lnu3OpVmfgmEUfzJ/UdLPr6O3O+nxSTftC2r3AOdXbycpKif3pKNnObd6O0Ftc3I3zGbsHB2wc8w5t3aOjlR9qRMH3vvytji3N6N8/5+t5VuScoWSl++dxDAMEhMTuXLlSq5lwIABAPTo0YPjx4+TlJREdHQ03bt3t+y7fft2HnnkEcv6tGnTiI2NZdeuXYSEhBRqnAW64g1QtmxZXn/99cKMJd8yUjOYOWjOLfsDKvixf8tBKlQL5vkx3Zk3bCHnoy9Q7f4q/+v35+LJnLtVX53Zn9MHz7Bq5loMs4FPYGl++HwjEe8/x6T/jiE68iQ/f7uLkKrBnPjtVLHk92clKVcoefneinvdcPz6PI+9lyfXf/6FS9M/ztVfYfoH2JfyJvtqAr+/O4HshEQALs+ZT+CQgZgc7IlbsgwMg5jps8i6fMUaadygpJ9fJy93TPZ21P3gJTzuCiTl/GWiZq8m4eBJ3IP8ubzzMF5VgqjxRncOTVjItZO/4xuek/vhD5YSPi4COwd7oj9dDYbBb2MWkHoxzspZ3Zrytd18S1KuUPLylcKX78K7VatW/PDDDzftO3DgAP369cPT05PPPvuM8uXL/+sA/w2PUu5kZmTh6ulK2dCyuHq6kpmWiaePJwDu/+sHCLwrgKQrOb/FZqRn4lnag9izl5nUezq+5XwwZ5sJqRZMzxFP4ejsyNJJK9n7429Wy+2vSlKuUHLyTd4TSfKeSOzc3fDr1RO/3j25/Ol8S/+Zl18DOzs87q9H4NAhnPvPMMzXr1v2c767EuknTuHTpSOeTRuTeTGGS9M/Jjsx0XpJ5YGtn9+U36/gVSWYfcPnkJ2WQVC7htR5vx9be4zB0dsdc0YmDu6ueIQE4ODuijk9E6dSHgDEbttP7Lb9eFevSNKxs1R6rg3lW99P8rlY9o9dQEb8NavmdjPK13bzLUm5QsnLVwpfvoeaHDlyhJ9++okHH3yQUqVK0a5dO8sch2+88QZ9+/alRYsWt7wantfJ0AvD9YRkHJ0cOLorin51BnJ0VxSOLo5c+9+HO/l//QBvth7JvOELAXByduTa1etAzqTsL38YgaOzI88Of4oFIxczqfd0eo540nJj6e2gJOUKJS9fc3IKcYu+wuuhZpgcHf/Saeb6z7+QeekSHg3+f7iXc6VQyjzVFecKwbjXrc3ZgW+QevAwpTs+VszR55+tn9/za3ZwePJSspLTMLLNnFu9nbTLCfiGh5GZmIydkyPxe6PZ0Gow8XujsXN2JCPhumV/r6ohhPV9HM9K5fBvVJOt3ccQHxlFpWce+ZtXtR7la7v5lqRcoeTlK4Uv34X3ihUr6NixI61ateKnn34iPDycQYMGAXDo0CG6d+/OoEGD2Llz5033L+hk6AVx8WQMgXeVzdUWdHc5fj+R84vC7ydiKBsakKu/THlfzGYz8RevAnB/2zpcOH6R2LOXCajgx/F9J7lyIY7MjCw8fTyKJO6CKEm5QsnI18HXN3eDQc44QDsT9qVLw1+Lx78MEfTt1oX4r1fhWLYs6afPYmRmkhZ9HMeyud+X25Gtn187J8cbGw0Dc2YW18/E4FEhd26eoYFcP/3/D3Go0ucxji9Yh1uQP9eOX8CckUnCoVO4Bfn99ai3BeWLzeZbknKFkpevFL58F97169fHZDLxzjvvUKtWLUaOHMmOHTsASE1Nxd7eHgcHB8vz7v+qIJOhF9SmpVtp1rUxFarlzDlesUYIzbo2YfPSrQBE/Xqc9JR02rzQEnsHO1w9XHjqzS5s/fpnsjKzsLO3o33/tnz7cc50M5cvxFGhWjCl/L1xcnayXFm7HZSkXMH283Xw9yN44ljc6tQGwOTshE+3ziTvicRIzyDgxQj8XngW0/8ej+teNxznCiEkR+4DwKVaGCYXZ1IPHiYz9nLOLCj29jiHVrhtxnn/HVs/v/e+8yzVXumCnXPOf+KBLeviWMqDuF+PcW71NoLaN8KrShAAXmEhBD/emHOrc3IvXasy9i5OxEdGkXoxDo+KgZgc7PGqEnzbjhVVvrabb0nKFUpevlL4CnRzpbe3N1evXqV06dLExsaSlJQzvjIrK8uyjb29/U33dXZ2/tvJz/PrPwsGUeneipb1YUteBwOO/HKMKf1m8tWklfSf0gsvH0+S4q6xZMIKzhw5Z9l++iuf8OzwJ3k04hHMZjO/btjHiqmrAGjcsSFnjpwj5nQsAIvGfcWAqX1wdHJgyYQVGObivQu5JOUKJS/fP8uKvUzMlBn4PNGJgH69MWdkkBK5j9j5XwIQM20mZXo8RYVpEwATmb9f5Pf3PyA7Pudqr+9TT3B1RU6u6SdOknYsioqzppF1+TIxk2dYK61cSvL5PTx5KWEDOtJ06Sgw4NrJ3/l1yEyyrqeSeOQMUbO+odbIXjiX9iD96jWOfvQ1SVE5s79UiXiME/Nz5mVPPHKGqwdP0GzFWFJj4tg37DNrpnVLytd28y1JuULJy1cKn8kw8j+HzXvvvce8efNo0KABO3bsoE2bNly5coWVK1eyYcMGMjIyGDp0KL/88kuej/l89QH5DeOONe/wzBKTb0nKFXLyPd7tWWuHUWwqL/28xJ3f9Q++ZO0wikXrLTNKTK6gfG1dScz3dnNpbN987xPwzuwiiMS6CnTF+80336R69er8+uuvdO7cmfbt27Nq1Sreeust3nrrLXbu3Mn8+fMLOVQRERERkTtXgefxbt++Pe3bt7esP/744wCsXr3630clIiIiImJjCvTkyps5dOgQo0aNKqzDiYiIiIjYlAJf8YacB+YsW7aMZcuWceHCBZo3b15YcYmIiIiI2JR8F9779u1j2bJlLF++HICLFy/y3Xff0bBhQxwc/lUdLyIiIiJis/I11OTuu++me/fuODg4sGzZMo4dO4a7uztNmjRR0S0iIiIi8jfyVXjHxMRw3333Ubt2bapWrQpg9Ucvi4iIiIjcCfJVeF+6dInHH3+cRYsWUaFCBZ566inS0tIsD9AREREREZGby9f4EDc3N7p27UrXrl1JTU1l7dq1GIZBSEgIVatW5eGHH2bs2LFFFauIiIiIyB2rwAOzXV1d6dy5M507dyYtLY21a9eyYsWKwoxNRERERMRmFModkS4uLnTq1IlOnToVxuFERERERGxOvh+g8+OPP9KlSxcqV66Mv78/lSpVonPnzvz3v/8tivhERERERGxCvgrvL7/8kqeffpq6desyffp0li1bxowZM6hXrx7PPPMMX3zxRVHFKSIiIiJyR8vXUJN3332XVatW0aBBg1ztbdq0oXnz5vTs2ZMePXoUaoAiIiIicmez9/e0dgi3hXzP4/3XovsP999/P5cuXSqUoEREREREbE2+Cm9HR8d/1S8iIiIiUlLla6hJXFwcPj4+t+zXg3RERERERG4uX4X3xo0biyoOERERERGblq/Cu2nTpkUVh4iIiIiITctX4T169Oh/3Gb48OEFDkZERERExFblq/AeOXIkPj4+tGvXDju7G+/LNJlMhRaYiIiIiIgtyVfhvXPnTqZPn84vv/xCREQEvXv3xsvLq6hiExERERGxGfmaTrB+/fp88cUXbN26lXPnzhEUFMTgwYPJzMwsqvhERERERGxCvq54Axw4cIDp06fz3Xff0b9/f1555RXN3y0iIiIi8g/yVXg3b96cX375haeffpply5bh4eFBXFwccXFxlm3uvffeQg9SREREROROl6/C+6effgJg7ty5zJs3D8MwcvWbTCays7MLLzoRERERERuRr8LbbDYXVRwiIiIiIjYtXzdXioiIiIhIwajwFhEREREpBiq8RURERESKgQpvEREREZFioMJbRERERKQYqPAWERERESkGKrxFRERERIqBCm8RERERkWKgwltERERE7mgpKSlERERQpkwZSpUqRZs2bTh58iTZ2dl0796d0qVLU7NmTfbv3w/A1atXqVKlCmfPni3WOFV4i4iIiMgd7eWXXyYuLo6TJ08SGxtLkyZNePTRR1m/fj0xMTFcunSJgQMHMnbsWAAGDx7Mf/7zH0JCQoo1ThXeIiIiInLHSk1NZeHChUyaNAkvLy+cnJwYOnQoKSkp7Nmzh+zsbLKyssjIyMDBwYENGzYQGxtLr169ij1Wh2J/RRERERGRf5Cenk56enquNmdnZ5ydnXO1/TFcJDQ0lFGjRrF7927WrFlDjRo1CAwMJCwsjEqVKlGhQgXmz5+P2Wzmiy++KLY8cjFKqLS0NGPEiBFGWlqatUMpciUpV8NQvrZO+dqukpSrYShfW1fS8i0KI0aMMIBcy4gRI27Ybvv27Ya3t7dhGIbRq1cvo1KlSoZhGEbnzp2NcePGGYZhGFevXjUOHDhgXLx40WjRooURHBxsvPPOO8WVioXJMAzDOiW/dSUlJeHt7U1iYiJeXl7WDqdIlaRcQfnaOuVru0pSrqB8bV1Jy7co5PWK97Fjx7jvvvtITU3N1d6uXTs6duxI7969efHFF6lbty579+6lbNmyDBo0iAYNGjBv3jzCw8OLPJc/aIy3iIiIiNx2nJ2d8fLyyrX8tegGCAkJwd7entOnT1vaDMPg8OHDVK9endOnT/Pjjz/So0cPoqOjadiwIa6urtx3331ER0cXY0YqvEVERETkDubq6spzzz3Ha6+9RlJSEhkZGbz33nt4e3vzwAMPMHLkSF577TUcHBwIDQ1l7969ZGRkcPDgQUJDQ4s1VhXeIiIiInJHmzBhAqVLlyY0NBQ/Pz82bdrE119/zdGjR9myZQvPPfccAG+++SZLliwhKCiIRo0aUb9+/WKNs8TOauLs7MyIESNu+icLW1OScgXla+uUr+0qSbmC8rV1JS1fa3Nzc2POnDnMmTPnhr6TJ09a/h0SEsKuXbuKM7RcSuzNlSIiIiIixUlDTUREREREioEKbxERERGRYqDCW0RERESkGJTIwnv9+vUEBgZiMpnYt2+ftcMpUrGxsTzzzDOUL1+ewMBAOnfuzLlz56wdVpHZv38/bdq0ITAwkICAAFq2bMnevXutHVaR69y5M87OzkydOtXaoRSZ1atX4+zsTJkyZXIttm7ZsmXcc889bNiwwdqhFJnTp09jb29/w7l1cHBgwYIF1g6vSPz666+0aNGCgIAA/P39qVGjBrNnz7Z2WEUmKSmJl19+mYoVKxIYGEjbtm2JioqydliF5u/qioULFxIWFoa3tzdhYWEsXrzYOkHKbaHEFd6zZ8+mb9++rF271tqhFIuOHTtSunRpTp48yblz5wgJCaFbt27WDqvI/PDDDzz//PP8/vvv/P777zzwwAM888wz1g6rSM2fP5+0tDQaNmxo7VCKVFxcHN26dePKlSu5Flv2+eefM3HiRDZt2kTLli2tHU6RCg4OznVe9+3bh5OTE02aNLF2aEWiZ8+eNG7cmAsXLhAbG8vcuXN56aWXOHr0qLVDKxK9e/fm6tWrHDp0iAsXLtCtWzdat259w5MG70R/V1ds2bKFIUOGsGjRIhITE/nyyy8ZOHAg27Zts0KkcjsoUYV3cnIyGzZsYPv27dSuXdva4RQ5wzAYMWIEEydOxNnZGQcHByIiIti5cyeZmZnWDq9IDBkyhK5du2IymUhPTycxMZH77rvP2mEVmdOnTzN27Fjmzp1r7VCKXFxcHGXLlrV2GMXm2LFjDBs2jLVr1+Ln52ftcIqUp6cnTz75ZK62iRMn0qFDB+666y4rRVW0wsLCMJvNmM1mALKzs/Hz88Pf39/KkRW+1NRUVqxYwejRo3F3d8fOzo6ePXvi4eHB5s2brR3ev/JPdcWcOXOIiIigTp06ANSrV4++ffuWiJ/ZcnMlqvB2d3dn+fLlBAUFWTuUYmEymWjVqhUuLi6WtsOHD1O5cmUcHR2tGFnRWrVqFQEBAXh4eHDp0iU+//xza4dUJMxmMz179mTSpEkEBARYO5wiFxcXR3Z2Ni1btiQwMJAHH3yQ7du3WzusIjNixAiefPJJOnfubMl3x44d1g6rSPj6+vLee+9Z1q9cucJnn33Gf/7zHytGVbS++OILdu/ejaurK66urjz99NP897//xcfHx9qhFbqsrCwMw+CvsxcbhsGZM2esFFXh+Ke6Ijo6mmrVqhEZGUl4eDiRkZHUrFnTpobZSP6UqMK7pDt58iQDBw7k/ffft3YoRerxxx/n0qVLxMXFATBgwAArR1Q0Jk6cyN13302HDh2sHUqxuOuuu0hJSWH58uWcPXuW7t27065dO2JiYqwdWqHLyMhg1apVJCQk8M0331jybdOmDRcvXrR2eEVu6tSpPPjgg9SqVcvaoRSZbt26UbVqVRISErh27RqTJ0/mscces8nz6+npSbNmzXjnnXdISEggKyuLBQsWcPr0acqXL2/t8IpUXFwcLi4uJCYmcvToURITE3F1deXy5cvWDk2sRIV3CbF//35atmzJsGHD6Nixo7XDKRalS5fmvffeY86cOTYxjvDPfvvtNxYsWGDTN1P+VZ8+fZg1axbe3t44OjrSt29fgoKC2Lhxo7VDK3RxcXGkpaXxxhtvULp0aUu+wcHBNpnvnyUlJfHRRx/Z9NXuw4cP8/333zNx4kQ8PT1xcHCgU6dO3HPPPTZ7M+nChQsxmUzUqFGDWrVqcfXqVdzc3GjevLm1QytSvr6+pKWl0bx5c1JSUmjevDmpqak2P3xMbq3EPjK+JFmxYgWvvfYan332GS1atLB2OEXq7NmzhISEWNZNJhMmk8kyjtJWfPfdd8TExFC5cmVLW3x8PJGRkSxcuJDdu3dbMbqikZqaiouLCyaTydJmZ2eHk5OTFaMqGv7+/jg5OeXKFXLydXNzs1JUxWPmzJlUrVqVpk2bWjuUIvPHkIubnd/s7GxrhFTkAgMDWbRokWW9S5cuvPnmm3h4eFgxqqJXrVq1G26YPXjwINWrV7dSRGJ1RgkGGHv37rV2GEVqxIgRRu3atY1Tp05ZO5Qid+LECcPb29tYtWqVYTabjevXrxvPPvus0alTJ2uHViyaNm1qTJkyxdphFJnOnTsbL7/8spGcnGyYzWbjyy+/NMqWLWvEx8dbO7Qi8cILLxg9evQwrl+/bpjNZuOLL74wypUrZyQkJFg7tCKTmppqBAQEGN988421QylSWVlZRs2aNY2hQ4caaWlphtlsNtatW2d4e3sbBw8etHZ4RcpsNhuDBg0ynnjiCSM7O9va4RS6v9YVv/zyi1G2bFnj119/NQzDMHbv3m34+/tb1qXkKXFDTZo2bYqLi4vlhsP7778fFxcX2rZta+XIisaoUaM4ceIEdevWzTU/7syZM60dWqG76667WL58Oe+99x5+fn5Uq1YNNzc3PvvsM2uHJoVg5syZJCQkEBoaSmBgIPPnz2f9+vWULl3a2qEViQ8//JDSpUtTo0YNypYty+eff8769evx9va2dmhF5rPPPsPHx4f27dtbO5QiZW9vz3fffcfJkyepVKkSZcuWZcyYMaxYsYIaNWpYO7wic/78eVq3bk1mZiZffvkldna2UYL8XV1Rv359JkyYQNeuXfHy8uKpp55i8uTJhIeHWzlqsRaTYfzlNmMRERERESl0tvHrpoiIiIjIbU6Ft4iIiIhIMVDhLSIiIiJSDFR4i4iIiIgUAxXeIiIiIiLFQIW3iIiIiEgxUOEtIiIiIlIMVHiLiIiIiBQDFd4iInewPn36EBYWViyvNXLkSDp06FAsryUiYotUeIvIP6pYsSKenp4kJiZa2sqUKcPmzZvzfIwtW7bw4IMPEhAQQJkyZWjUqBHr1q27YTuTycTp06cLIeqi0axZMzw8PChTpgx+fn6EhIQwevRoq8UTEhJC1apVrfb6IiKSdyq8RSRPnJycmDt3boH2TUxMpF27dvTp04eYmBhiY2MZMmQIY8aMISUlxbJdfHx8YYVbpMaOHcuVK1e4fPkyu3fvZu7cuaxfv94qsQwbNoxVq1ZZ5bVFRCR/VHiLSJ706dOH6dOnYzab871vdHQ06enpPPPMM5hMJuzs7OjYsSM7duzAzc2NL7/8kjJlylClShUAwsPDKVOmDGXKlOHLL7+0HOfXX3+lWbNm+Pn5UbFiRebNm5frdZo1a8bo0aNp27YtPj4+3HvvvWzdujXXNpMmTaJy5cqWq9XvvPMO6enpBXhHcgQEBFCnTh0OHDhgaduwYQP16tXD19eXqlWr8t133+Xa5+eff6Z27dr4+PjQrl07Ro0aRbNmzSz9zz33HAMHDrSsX79+PddfArKzsy3vj5ubG88991yu48fGxlr6TSYT33//Pa1ataJcuXK88MILlu0WLVpEzZo18fHxoW7duvzyyy+5jrNu3TqqV6+Or68vjz/+OAkJCQV+n0REBDBERP5BhQoVjI0bNxpVq1Y1vvnmG8MwDMPX19fYtGlTnvZPTk42AgMDjZdeesk4ePCgkZmZecttAePUqVM3tP/++++Gr6+v8fXXXxtms9k4ffq0Ua1aNWPFihWWbZo2bWq0bdvWiIuLM8xms7FgwQLD19fXSExMNAzDMDZt2mSUK1fOOH/+vGEYhhEXF2eMHDnSOHbsWB7fiZzXmDJlimX9/PnzRnBwsLFhwwbDMAxj3759hq+vr7F161bDMAxj//79RmBgoLF7927DMAwjJSXFKFu2rDFr1iwjOzvbuHLlitGyZUujadOmlmP27NnTePXVVy3r165du+X78tprrxk9e/a8ZbyAERERYVy4cCFX+5o1a4yQkBDjwIEDhmEYxubNmw1fX1/j7NmzhmEYxsWLFw0PDw9j5cqVhtlsNmJiYowGDRoYjz/+eB7fKRER+Std8RaRPDGZTLzyyitMmzYt3/u6ubnx888/YzKZePbZZylTpgwPPfRQvsaIf/HFFzRr1oyOHTtiMpmoUKECr776KrNnz861Xbt27fDx8bG8Vrly5di0aROQM1wmKyuLmJgYsrKy8PHxYcSIEZYr7Xk1fPhwypYti4eHBw8//DCvvfYaDz/8MACzZ8/mueeeo3HjxgDUrFmTnj178umnnwKwc+dOHB0d6devH3Z2dvj6+tKuXbt8vX5+denShXLlyuVq++ijj3j99de55557AGjatCktW7a0/IVh/fr11K5dmw4dOmAymQgICODRRx8t0jhFRGydg7UDEJE7x7PPPsvbb7+da1hFXlWoUIEPP/wQgKysLL766ivatm1LVFQUQUFB/7j/mTNnWLduHWXLlrW0ZWdn31BQ2tnlvp7g4+NDTEwMAA888ADTpk1j2LBhnDhxAgcHB1q2bMm4ceNwc3PLcy6jR49m4MCBtG3bltq1a/Pqq6/minPr1q25hshkZmbywAMPAHDp0iV8fHxyHc/e3j7Pr10Qfn5+N7SdOXOGYcOGMXbsWEtbRkYGvr6+AMTExBR7nCIitk5XvEUkz9zd3enVq1eBrnqnpqZa/u3g4MDTTz+Nm5sbx44dy9P+FSpUoFu3bsTExFiWy5cv89tvv+Xa7q9j0OPj43MV608++SRr167l2LFj7Ny5k+joaCZOnJjvfACmTJnC9OnTOXHiRK44hwwZkivOuLg4vv32WyBnTPhfbyLNzs7Ote7i4pLr/TIMo0Dx/Z0KFSowbdq0XHHGx8czY8YMAMqWLfuPcYqISP6o8BaRfHn55ZdZunRprtlI/sl3331HrVq12LZtG5BTHH/22WdkZWVx33335drWycnppsfo3r0769evZ+PGjRiGwbVr14iIiGDx4sW5tlu9ejVXr17FMAw+//xzLly4QPPmzQGYPn06ERERXL58GcgpJJOTk2/5mv8kLCyMiIgIBg0aZGnr3bs3n332GXv37gXg8uXLdO7cmS1btgDQoEEDMjIy+PjjjzGbzcTFxd1w82V4eDjff/89Fy9exDAMvvrqqwLF93f69u3LBx98wPHjx4GcK+AtW7YkOjoagEceeYTIyEi++eYbIOdKvbVmbhERsRUqvEUkX0JCQnjkkUdyXZH9J+3atePNN9/klVdewdfXl3LlyrFw4ULWrVtnGdrwhwEDBtC4cWPKli1L2bJlWbRoEQDly5dn5cqVjBgxgoCAAMLCwnB1db3hgS61a9fmqaeewtfXl4kTJ7JixQq8vLyAnGLT39+f+vXr4+fnR82aNbn33nsZPHhwgd+P4cOHs2vXLktRGh4ezqxZs+jduzd+fn7UrVuXWrVq0ahRIwBcXV1ZsWIFs2bNokyZMjz77LOWvj88//zztGzZkho1anD33Xfj4JB7VOCfZzWZOXMmS5YssazHxsbmmtUEoHnz5pQpU4aKFStajvH4448zePBgOnTogJ+fHy1btqRjx47cfffdAAQGBrJ48WLefPNNfH19GTBgAE2aNCnw+yQiImAyiuJvmCIiVtCsWTM6dOiQayq+O8GMGTNYvnx5vm42FRGRO4+ueIuIiIiIFAMV3iIiIiIixUBDTUREREREioGueIuIiIiIFAMV3iIiIiIixUCFt4iIiIhIMVDhLSIiIiJSDFR4i4iIiIgUAxXeIiIiIiLFQIW3iIiIiEgxUOEtIiIiIlIMVHiLiIiIiBSD/wPNd+YhePVr/AAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.rename(index={\"ReAct with Python REPL\": \"ReAct\"}, inplace=True)\n", + "\n", + "intervals = [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0] \n", + "cmap = sns.color_palette(\"flare\", len(intervals) - 1)\n", + "\n", + "plt.figure(figsize=(8, 3.5))\n", + "sns.heatmap(df, vmin=0, annot=True, cmap=cmap, fmt=\".0%\", linewidths=0.5)\n", + "\n", + "cbar = plt.gca().collections[0].colorbar\n", + "cbar.set_ticks([0, 0.2, 0.4, 0.6, 0.8, 1.0])\n", + "cbar.set_ticklabels(['0%', '20%', '40%', '60%', '80%', '100%'])\n", + "\n", + "# # Set labels and title\n", + "plt.xlabel(\"N Steps Required\")\n", + "plt.title(\"Task Completion\")\n", + "\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.savefig('compare-steps1.png',dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.rename(index={\"ReAct with Python REPL\": \"ReAct\"}, inplace=True)\n", + "\n", + "plt.plot(df.columns, df.loc['direct LLM'], label='direct LLM')\n", + "plt.plot(df.columns, df.loc['ReAct'], label='ReAct')\n", + "plt.plot(df.columns, df.loc['MDAgent'], label='MDAgent')\n", + "plt.legend()\n", + "plt.ylabel('Tasks Completed')\n", + "plt.xlabel('Number of Steps Required')\n", + "plt.ylim(0,1.05)\n", "plt.gca().yaxis.set_major_formatter(PercentFormatter(1.0))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### steps completed vs N steps" + ] + }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -609,12 +1201,14 @@ "MDAgent 1.0000 0.9444 0.80 " ] }, - "execution_count": 83, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "# uses metric \"% steps completed\"\n", + "\n", "result = worksheet.get(\"D72:N75\")\n", "df = pd.DataFrame(result[1:], columns=result[0])\n", "df.set_index(df.columns[0], inplace=True)\n", @@ -624,7 +1218,46 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.rename(index={\"ReAct with Python REPL\": \"ReAct\"}, inplace=True)\n", + "\n", + "intervals = [0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0] \n", + "cmap = sns.color_palette(\"flare\", len(intervals) - 1)\n", + "\n", + "plt.figure(figsize=(8, 3.5))\n", + "sns.heatmap(df, vmin=0, annot=True, cmap=cmap, fmt=\".0%\", linewidths=0.5)\n", + "\n", + "cbar = plt.gca().collections[0].colorbar\n", + "cbar.set_ticks([0, 0.2, 0.4, 0.6, 0.8, 1.0])\n", + "cbar.set_ticklabels(['0%', '20%', '40%', '60%', '80%', '100%'])\n", + "\n", + "# # Set labels and title\n", + "plt.xlabel(\"N Steps Required\")\n", + "plt.title(\"Average % Steps Completed\")\n", + "\n", + "# Show the plot\n", + "plt.tight_layout()\n", + "plt.savefig('compare-steps2.png',dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, "metadata": {}, "outputs": [ {