diff --git a/main.ipynb b/main.ipynb index 5c1e084..f2e8fa7 100644 --- a/main.ipynb +++ b/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -41,7 +41,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -71,7 +71,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -228,10 +228,10 @@ " max_abs_errors.append(max_error)\n", "\n", " # Plotting log2 of absolute errors\n", - " plt.plot(np.log2(N_values_task[1:]), np.log2(max_abs_errors), label=f\"{method_label} for equation {task_label}{eq_label}\")\n", + " plt.plot(N_values_task[1:], np.log2(max_abs_errors), label=f\"{method_label} for equation {task_label}{eq_label}\")\n", "\n", - " plt.xlabel(\"log2(N)\")\n", - " plt.ylabel(\"log2(max absolute error)\")\n", + " plt.xlabel(\"N\")\n", + " plt.ylabel(\"Log_2 of maximum error\")\n", " plt.legend()\n", " plt.title(f\"Logarithm of absolute errors for task {task_label}\")\n", " plt.show()\n",