Код для рисования графиков

lab1/report/.gitignore

@@ -2,4 +2,5 @@
 !.gitignore
 !report.tex
 !img
-!img/*
+!img/*
+!draw_plots.ipynb

lab1/report/draw_plots.ipynb

@@ -0,0 +1,167 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "exp1 = [204, 124, 135, 122, 129, 132, 125, 122, 126, 119, 118, 120, 125, 115, 131, 127, 123, 130, 133, 128, 128, 124, 127, 124, 118, 117, 115, 111, 134, 125, 122, 125, 119, 122, 123, 120, 111, 123, 128, 111, 120, 126, 113, 118, 127, 121, 122, 115, 118, 133, 114, 104, 131, 118, 116, 119, 117, 125, 135, 121, 117, 116, 113, 128, 119, 118, 116, 115, 129, 106, 115, 116, 112, 118, 107, 109, 104, 119, 115, 97, 121, 120, 117, 117, 123, 123, 103, 112, 128, 112, 123, 113, 120, 121, 109, 102, 107, 120, 103, 107, 116, 120, 111, 123, 118, 136, 109, 112, 123, 119, 100, 120, 114, 121, 124, 119, 114, 109, 125, 115, 115, 109, 127, 133, 100, 112, 116, 122, 113, 99, 119, 108, 106, 109, 104, 116, 113, 112, 116, 113, 110, 105, 113, 115, 106, 117, 117, 92, 114, 124, 102, 120, 107, 108, 99, 110, 106, 91, 100, 106, 114, 105, 94, 101, 112, 102, 99, 105, 98, 105, 106, 109, 106, 111, 107, 111, 104, 110, 98, 103, 103, 99, 96, 96, 95, 96, 99, 97, 99, 99, 93, 101, 96, 102, 82, 102, 91, 83, 103, 92, 91, 87, 88, 91, 95, 93, 95, 89, 85, 95, 92, 95, 87, 85, 88, 93, 90, 75, 86, 70, 83, 85, 78, 70, 78, 86, 89, 71, 79, 90, 79, 84, 77, 84, 74, 90, 85, 79, 91, 82, 84, 75, 71, 63, 84, 86, 90, 81, 72, 82, 85, 73, 96, 77, 80, 81, 70, 81, 84, 77, 92, 85, 76, 81, 76, 66, 78, 69, 77, 65, 67, 69, 72, 72, 80, 83, 77, 83, 83, 71, 84, 74, 77, 68, 69, 65, 66, 75, 82, 75, 80, 68, 73, 75, 69, 68, 70, 83, 62, 74, 77, 81, 76, 69, 74, 72, 72, 71, 78, 72, 65, 79, 71, 69, 69, 71, 72, 63, 73, 75, 70, 88, 86, 73, 77, 68, 74, 66, 76, 78, 69, 79, 77, 78, 71, 72, 79, 67, 79, 80, 72, 79, 86, 79, 67, 77, 76, 69, 65, 62, 71, 78, 71, 75, 61, 65, 80, 70, 74, 72, 75, 76, 73, 64, 74, 68, 74, 79, 79, 77, 68, 78, 75, 76, 82, 76, 80, 75, 84, 68, 77, 77, 71, 74, 67, 78, 73, 71, 73, 72, 76, 82, 77, 72, 77, 80, 70, 70, 76, 67, 73, 65, 75, 68, 74, 67, 67, 76, 66, 73, 73, 71, 70, 67, 68, 57, 59, 61, 77, 79, 79, 79, 72, 70, 78, 81, 74, 78, 85, 76, 83, 78, 74, 65, 78, 74, 66, 76, 73, 66, 81, 67, 76, 82, 72, 71, 75, 61, 66, 80, 68, 78, 79, 68, 78, 68, 73, 63, 79, 84, 71, 70, 65, 69, 75, 67, 71, 71, 64, 84, 91, 70, 66, 73, 66, 79, 72, 78, 70, 71, 83, 75, 69, 76, 79, 63, 85, 69, 84, 76, 82, 83, 80, 68, 78, 70, 68, 78, 70, 79, 69]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "exp2 = [193, 144, 139, 107, 123, 122, 123, 117, 136, 121, 117, 124, 143, 118, 119, 122, 112, 113, 126, 121, 125, 113, 123, 131, 128, 133, 131, 124, 128, 129, 119, 119, 129, 123, 126, 116, 118, 125, 120, 120, 118, 118, 122, 126, 124, 124, 127, 112, 139, 127, 122, 121, 130, 120, 124, 133, 130, 126, 131, 114, 119, 126, 116, 118, 136, 126, 125, 123, 129, 111, 118, 127, 125, 104, 128, 126, 118, 116, 111, 111, 117, 118, 111, 119, 113, 97, 116, 123, 114, 107, 118, 115, 108, 119, 109, 126, 105, 109, 113, 125, 108, 119, 109, 97, 102, 117, 103, 114, 99, 105, 98, 113, 93, 101, 117, 97, 103, 101, 104, 98, 111, 109, 117, 115, 120, 106, 115, 119, 112, 108, 110, 113, 109, 100, 103, 95, 99, 94, 101, 115, 108, 104, 100, 106, 98, 109, 111, 105, 106, 104, 110, 99, 107, 104, 107, 98, 109, 102, 105, 105, 96, 107, 111, 101, 97, 103, 86, 101, 106, 101, 102, 106, 99, 110, 106, 88, 106, 98, 97, 98, 95, 106, 98, 102, 100, 107, 102, 106, 104, 94, 97, 105, 102, 110, 107, 98, 102, 98, 101, 99, 91, 100, 85, 94, 102, 98, 98, 89, 94, 93, 91, 88, 91, 80, 85, 90, 75, 81, 96, 82, 80, 88, 101, 89, 94, 89, 106, 88, 88, 93, 96, 101, 96, 93, 83, 78, 84, 85, 90, 99, 96, 103, 96, 89, 93, 86, 86, 88, 92, 85, 76, 86, 96, 94, 71, 96, 85, 97, 88, 80, 88, 89, 94, 90, 100, 86, 88, 93, 86, 87, 75, 78, 92, 88, 86, 84, 85, 77, 84, 81, 87, 80, 84, 90, 84, 85, 84, 88, 90, 91, 84, 83, 82, 93, 81, 81, 79, 81, 69, 78, 85, 67, 81, 83, 74, 82, 88, 74, 83, 75, 84, 66, 73, 87, 81, 75, 82, 82, 73, 88, 77, 74, 69, 75, 69, 85, 68, 79, 85, 83, 78, 73, 78, 70, 81, 66, 74, 76, 75, 80, 64, 77, 77, 89, 84, 85, 79, 83, 77, 79, 83, 88, 79, 85, 75, 77, 78, 78, 76, 77, 73, 80, 75, 90, 77, 74, 76, 74, 79, 77, 76, 83, 70, 83, 82, 69, 73, 80, 76, 69, 79, 78, 75, 74, 66, 77, 89, 71, 77, 72, 63, 63, 80, 78, 84, 80, 69, 82, 82, 75, 73, 77, 86, 91, 69, 66, 75, 89, 83, 79, 90, 74, 81, 80, 78, 82, 78, 76, 82, 74, 75, 80, 79, 78, 76, 73, 71, 79, 76, 79, 84, 73, 68, 74, 84, 91, 83, 80, 72, 79, 90, 73, 77, 82, 81, 82, 76, 72, 71, 68, 72, 75, 65, 65, 72, 66, 72, 86, 79, 72, 79, 77, 74, 83, 77, 77, 81, 85, 82, 80, 80, 72, 77, 77, 72, 73, 87, 87, 80, 75, 83, 73, 77, 84, 71, 71, 82, 87, 75, 82, 80, 86, 80, 84, 82, 81, 80, 76, 73, 74, 78]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "exp3 = [203, 138, 142, 131, 129, 123, 131, 135, 128, 139, 127, 128, 129, 140, 121, 124, 112, 118, 132, 131, 127, 127, 126, 109, 121, 118, 113, 132, 112, 119, 127, 121, 115, 124, 114, 112, 120, 123, 120, 113, 118, 126, 111, 127, 123, 127, 119, 121, 128, 113, 137, 118, 121, 115, 119, 105, 108, 117, 121, 110, 112, 120, 111, 107, 126, 109, 110, 123, 111, 118, 105, 113, 118, 124, 108, 107, 114, 118, 120, 122, 116, 108, 111, 112, 113, 124, 117, 116, 108, 121, 112, 113, 120, 131, 128, 113, 116, 123, 118, 120, 121, 129, 114, 116, 112, 110, 105, 107, 124, 120, 114, 121, 105, 103, 104, 104, 110, 114, 115, 98, 117, 110, 114, 115, 115, 116, 120, 116, 102, 107, 101, 111, 95, 99, 91, 95, 104, 108, 106, 105, 106, 104, 106, 109, 90, 102, 102, 108, 102, 112, 99, 97, 107, 113, 109, 102, 109, 101, 91, 94, 107, 100, 91, 99, 102, 102, 101, 99, 109, 95, 110, 105, 99, 96, 107, 106, 96, 107, 106, 94, 108, 101, 96, 112, 103, 108, 101, 100, 107, 101, 98, 101, 102, 113, 113, 94, 106, 101, 99, 105, 91, 86, 98, 93, 95, 89, 93, 102, 83, 87, 81, 104, 86, 97, 100, 100, 99, 102, 92, 87, 95, 87, 96, 92, 96, 92, 95, 91, 77, 84, 86, 91, 88, 88, 88, 85, 79, 98, 80, 87, 91, 86, 94, 81, 87, 90, 74, 79, 80, 88, 89, 95, 82, 86, 73, 87, 85, 87, 91, 95, 72, 84, 76, 83, 90, 76, 98, 94, 93, 85, 91, 75, 75, 83, 89, 82, 80, 78, 81, 80, 71, 84, 89, 91, 78, 80, 71, 89, 91, 85, 90, 92, 83, 89, 84, 86, 74, 83, 80, 82, 84, 79, 86, 87, 78, 86, 70, 87, 75, 80, 80, 76, 71, 83, 89, 85, 66, 75, 74, 74, 72, 80, 76, 69, 71, 77, 64, 75, 86, 74, 69, 78, 89, 76, 73, 88, 78, 80, 77, 79, 85, 86, 81, 78, 79, 64, 71, 76, 88, 74, 83, 88, 69, 82, 75, 91, 86, 86, 84, 83, 74, 84, 88, 67, 83, 77, 93, 82, 84, 80, 79, 81, 71, 82, 78, 77, 72, 73, 86, 88, 82, 74, 81, 90, 81, 71, 79, 65, 75, 78, 74, 72, 73, 70, 78, 83, 82, 90, 76, 70, 72, 69, 75, 80, 80, 69, 65, 66, 79, 78, 64, 81, 82, 82, 72, 88, 77, 70, 65, 78, 75, 71, 74, 77, 79, 80, 87, 65, 79, 73, 75, 72, 71, 79, 78, 76, 79, 83, 78, 80, 70, 81, 73, 74, 70, 80, 82, 83, 83, 70, 73, 72, 84, 75, 83, 71, 79, 78, 72, 82, 79, 73, 78, 76, 80, 76, 65, 81, 89, 77, 77, 77, 78, 70, 83, 83, 84, 84, 74, 84, 74, 78, 71, 79, 85, 78, 78, 75, 80, 77, 64, 76, 69, 85, 80, 81, 81, 81, 76, 74, 77]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "exp4 = [185, 138, 134, 137, 132, 139, 139, 135, 142, 119, 131, 109, 122, 123, 129, 133, 115, 140, 118, 117, 123, 135, 127, 125, 131, 126, 126, 125, 140, 137, 116, 121, 133, 140, 129, 130, 127, 134, 127, 133, 127, 132, 125, 137, 130, 126, 123, 129, 126, 128, 124, 131, 117, 123, 116, 111, 130, 105, 117, 116, 121, 112, 118, 125, 119, 132, 128, 120, 113, 123, 117, 104, 133, 117, 120, 128, 131, 124, 126, 117, 129, 128, 117, 112, 130, 119, 136, 123, 121, 122, 130, 119, 125, 117, 130, 118, 112, 126, 112, 107, 105, 115, 123, 114, 127, 119, 132, 121, 117, 112, 111, 115, 113, 117, 116, 126, 122, 113, 125, 127, 117, 114, 127, 118, 129, 113, 120, 124, 108, 103, 123, 108, 113, 117, 115, 115, 105, 107, 106, 125, 124, 100, 112, 120, 112, 116, 108, 109, 103, 107, 111, 100, 108, 117, 106, 115, 113, 107, 105, 114, 115, 107, 102, 107, 101, 113, 107, 109, 99, 104, 103, 115, 99, 104, 106, 114, 100, 101, 113, 98, 96, 108, 91, 87, 96, 102, 99, 105, 101, 92, 102, 88, 98, 93, 95, 109, 102, 96, 92, 102, 102, 101, 92, 96, 109, 100, 108, 100, 94, 90, 97, 99, 115, 104, 111, 87, 93, 92, 92, 95, 98, 107, 105, 99, 87, 104, 96, 102, 98, 93, 92, 96, 105, 84, 90, 99, 91, 95, 93, 81, 81, 80, 92, 99, 87, 81, 98, 92, 96, 91, 95, 89, 90, 101, 96, 100, 91, 96, 99, 89, 92, 107, 108, 94, 111, 101, 97, 90, 96, 92, 87, 91, 103, 105, 100, 105, 110, 88, 98, 99, 97, 110, 120, 95, 110, 101, 108, 105, 86, 101, 93, 88, 94, 92, 93, 90, 100, 95, 101, 92, 94, 84, 87, 86, 94, 90, 100, 91, 90, 93, 89, 94, 112, 100, 98, 83, 86, 80, 84, 102, 93, 87, 90, 97, 91, 92, 91, 94, 98, 91, 92, 91, 98, 82, 89, 104, 96, 99, 78, 75, 85, 76, 86, 88, 79, 75, 76, 87, 77, 78, 82, 89, 84, 87, 76, 85, 82, 74, 70, 72, 82, 74, 72, 79, 71, 77, 76, 82, 77, 76, 73, 80, 83, 79, 78, 77, 73, 67, 64, 75, 79, 75, 76, 79, 85, 82, 78, 82, 74, 72, 73, 81, 77, 81, 86, 90, 84, 77, 88, 82, 84, 76, 80, 68, 67, 76, 80, 77, 77, 71, 84, 73, 75, 78, 91, 80, 65, 77, 72, 71, 74, 71, 83, 81, 86, 74, 68, 61, 72, 74, 73, 70, 77, 78, 66, 75, 75, 66, 82, 82, 83, 81, 78, 81, 80, 80, 76, 66, 71, 64, 76, 78, 75, 72, 79, 74, 78, 71, 73, 67, 69, 67, 81, 79, 82, 78, 70, 66, 68, 73, 72, 85, 84, 66, 73, 76, 69, 77, 78, 66, 76, 82, 67, 71, 76, 65, 59, 71, 77, 60, 65, 63, 66, 75, 67, 62, 65, 70, 68, 53, 69]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "exp5 = [207, 131, 142, 137, 126, 122, 131, 128, 127, 123, 130, 130, 130, 133, 140, 117, 124, 131, 122, 125, 129, 129, 120, 135, 129, 132, 133, 115, 122, 124, 138, 120, 129, 133, 138, 120, 133, 108, 135, 122, 133, 109, 114, 137, 127, 132, 126, 126, 122, 120, 114, 125, 120, 113, 106, 113, 101, 105, 107, 112, 108, 116, 93, 122, 115, 112, 118, 120, 106, 102, 114, 116, 114, 99, 102, 118, 116, 107, 116, 112, 103, 106, 103, 101, 111, 122, 119, 98, 104, 110, 99, 107, 89, 104, 116, 114, 109, 99, 99, 98, 105, 112, 111, 120, 96, 111, 104, 91, 100, 95, 103, 104, 111, 102, 94, 99, 112, 113, 104, 110, 107, 99, 109, 107, 109, 107, 113, 95, 112, 101, 102, 101, 104, 99, 99, 93, 101, 93, 103, 92, 91, 105, 94, 114, 104, 104, 106, 101, 95, 94, 101, 97, 94, 97, 87, 87, 92, 102, 90, 100, 97, 104, 104, 107, 89, 91, 102, 95, 97, 103, 93, 90, 79, 93, 90, 94, 105, 92, 97, 100, 97, 86, 95, 102, 89, 95, 95, 89, 93, 96, 90, 103, 96, 100, 93, 105, 106, 99, 93, 90, 91, 91, 96, 95, 82, 100, 102, 104, 91, 96, 91, 86, 104, 88, 79, 105, 91, 80, 81, 91, 91, 96, 96, 80, 93, 94, 92, 89, 90, 84, 87, 90, 91, 98, 94, 85, 84, 99, 82, 82, 85, 77, 89, 84, 81, 89, 96, 86, 84, 83, 91, 80, 91, 86, 90, 79, 90, 90, 78, 84, 90, 75, 85, 83, 74, 90, 79, 72, 74, 78, 78, 82, 78, 77, 83, 79, 83, 65, 74, 80, 79, 65, 81, 81, 71, 81, 78, 78, 88, 73, 85, 81, 81, 84, 89, 81, 68, 64, 66, 72, 69, 70, 78, 81, 69, 77, 85, 82, 83, 65, 75, 80, 88, 80, 77, 85, 84, 69, 67, 74, 75, 84, 88, 73, 81, 80, 67, 72, 70, 84, 82, 81, 79, 75, 73, 76, 80, 77, 85, 80, 88, 77, 72, 68, 92, 74, 78, 72, 83, 77, 73, 75, 69, 87, 82, 70, 69, 72, 78, 69, 76, 72, 73, 83, 71, 81, 82, 76, 61, 72, 84, 68, 75, 74, 68, 73, 75, 66, 67, 81, 69, 72, 67, 54, 71, 68, 79, 75, 75, 76, 70, 84, 77, 67, 61, 67, 71, 70, 75, 67, 69, 60, 74, 70, 74, 65, 69, 71, 78, 71, 74, 84, 78, 72, 70, 70, 79, 77, 75, 76, 84, 75, 81, 87, 78, 75, 71, 78, 72, 72, 71, 72, 67, 68, 73, 71, 73, 73, 73, 62, 62, 68, 73, 69, 78, 70, 71, 69, 84, 80, 63, 69, 57, 67, 70, 72, 72, 74, 72, 64, 68, 71, 71, 78, 66, 65, 60, 66, 70, 75, 74, 69, 72, 77, 80, 81, 66, 67, 76, 84, 81, 69, 75, 79, 70, 76, 71, 79, 72, 61, 69, 78, 71, 78, 68, 78, 72, 65, 71, 63, 66]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Нулевые, 20 на 20, 500 итераций\n",
+    "exps = [exp1, exp2, exp3, exp4, exp5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n = 500\n",
+    "for i, exp in enumerate(exps[:5], start=1):\n",
+    "    plt.plot(exp[:n], label=f'№{i}', alpha=0.9)\n",
+    "\n",
+    "\n",
+    "plt.xlabel(\"Номер итерации\")\n",
+    "plt.ylabel(\"Количество \\\"живых\\\" клеток\")\n",
+    "plt.legend()\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mean_line = np.mean(exps, axis=0)[:n]\n",
+    "\n",
+    "plt.plot(mean_line, color='orange')\n",
+    "plt.xlabel(\"Номер итерации\")\n",
+    "plt.ylabel(\"Количество \\\"живых\\\" клеток\")\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = np.arange(len(mean_line))\n",
+    "coeffs = np.polyfit(x, mean_line, 10)\n",
+    "approx_function = np.poly1d(coeffs)\n",
+    "\n",
+    "plt.plot(x, approx_function(x), label='Апроксимирующая функция', color='red')\n",
+    "\n",
+    "plt.title(\"Апроксимация\")\n",
+    "plt.xlabel(\"Индекс\")\n",
+    "plt.ylabel(\"Значение\")\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "window_size = 50  # Размер окна\n",
+    "rolling_mean = np.convolve(mean_line, np.ones(window_size) / window_size, mode='valid')\n",
+    "\n",
+    "plt.plot(mean_line, label='Средние значения')\n",
+    "\n",
+    "plt.title(\"Скользящее среднее\")\n",
+    "plt.xlabel(\"Индекс\")\n",
+    "plt.ylabel(\"Значение\")\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}