From 10796515d84df14f19f3f1281f6551e3a8999533 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Miko=C5=82aj=20Pokrywka?= Date: Tue, 21 Jun 2022 18:43:44 +0200 Subject: [PATCH] refactoring --- Regresja_wielomianowa.ipynb | 620 +++++++++++++++++++----------------- 1 file changed, 328 insertions(+), 292 deletions(-) diff --git a/Regresja_wielomianowa.ipynb b/Regresja_wielomianowa.ipynb index a211a87..6c59a98 100644 --- a/Regresja_wielomianowa.ipynb +++ b/Regresja_wielomianowa.ipynb @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 49, "metadata": { "slideshow": { "slide_type": "notes" @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 50, "metadata": { "slideshow": { "slide_type": "notes" @@ -170,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -181,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 52, "metadata": { "slideshow": { "slide_type": "fragment" @@ -226,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 54, "metadata": { "slideshow": { "slide_type": "notes" @@ -288,29 +288,29 @@ " \n", " \n", " \n", - " 318\n", + " 651\n", + " 40\n", + " 245832.0\n", + " \n", + " \n", + " 1254\n", + " 35\n", + " 180000.0\n", + " \n", + " \n", + " 1183\n", + " 92\n", + " 429000.0\n", + " \n", + " \n", + " 1196\n", + " 54\n", + " 156085.0\n", + " \n", + " \n", + " 1463\n", " 62\n", - " 399000.0\n", - " \n", - " \n", - " 1294\n", - " 50\n", - " 247705.0\n", - " \n", - " \n", - " 593\n", - " 15\n", - " 349668.0\n", - " \n", - " \n", - " 1486\n", - " 20\n", - " 347633.0\n", - " \n", - " \n", - " 224\n", - " 42\n", - " 289000.0\n", + " 339282.0\n", " \n", " \n", " ...\n", @@ -318,29 +318,29 @@ " ...\n", " \n", " \n", - " 1410\n", - " 50\n", - " 315000.0\n", + " 994\n", + " 33\n", + " 207000.0\n", " \n", " \n", - " 424\n", - " 14\n", - " 330255.0\n", + " 657\n", + " 74\n", + " 400000.0\n", " \n", " \n", - " 103\n", - " 21\n", - " 327584.0\n", + " 1365\n", + " 55\n", + " 535000.0\n", " \n", " \n", - " 983\n", - " 78\n", - " 496573.0\n", + " 934\n", + " 72\n", + " 430000.0\n", " \n", " \n", - " 418\n", - " 16\n", - " 309978.0\n", + " 546\n", + " 120\n", + " 535000.0\n", " \n", " \n", "\n", @@ -349,22 +349,22 @@ ], "text/plain": [ " sqrMetres price\n", - "318 62 399000.0\n", - "1294 50 247705.0\n", - "593 15 349668.0\n", - "1486 20 347633.0\n", - "224 42 289000.0\n", + "651 40 245832.0\n", + "1254 35 180000.0\n", + "1183 92 429000.0\n", + "1196 54 156085.0\n", + "1463 62 339282.0\n", "... ... ...\n", - "1410 50 315000.0\n", - "424 14 330255.0\n", - "103 21 327584.0\n", - "983 78 496573.0\n", - "418 16 309978.0\n", + "994 33 207000.0\n", + "657 74 400000.0\n", + "1365 55 535000.0\n", + "934 72 430000.0\n", + "546 120 535000.0\n", "\n", "[1674 rows x 2 columns]" ] }, - "execution_count": 6, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -381,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -394,21 +394,23 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": 56, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Wielomian 1 stopnia, MSE = 35514312788.779144\n", - "Wielomian 2 stopnia, MSE = 90239672317.31158\n", - "Wielomian 3 stopnia, MSE = 89217346258.50258\n" + "Wielomian 1 stopnia, MSE = 40830919432.83225\n", + "Wielomian 2 stopnia, MSE = 87109963962.58508\n", + "Wielomian 3 stopnia, MSE = 86319119164.94438\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -420,7 +422,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -432,7 +434,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -456,7 +458,56 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#WYKRESY FUNKCJI KOSZTU\n", + "for fig in cost_fun_slices:\n", + " cost_x, cost_y = fig\n", + " fig = plot_data_cost(cost_x, cost_y, \"Iteration\", \"Cost function value\")" + ] + }, + { + "cell_type": "code", + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -486,64 +537,24 @@ " \n", " \n", " \n", - " 7\n", - " 250\n", - " 240\n", - " \n", - " \n", - " 12\n", - " 1000\n", - " 365\n", - " \n", - " \n", - " 13\n", - " 2000\n", - " 365\n", - " \n", - " \n", " 3\n", " 100\n", " 200\n", " \n", " \n", - " 11\n", - " 750\n", - " 360\n", - " \n", - " \n", - " 2\n", - " 80\n", - " 200\n", - " \n", - " \n", - " 8\n", - " 300\n", - " 300\n", - " \n", - " \n", - " 0\n", - " 60\n", - " 180\n", - " \n", - " \n", - " 9\n", - " 400\n", - " 350\n", - " \n", - " \n", - " 4\n", - " 120\n", - " 200\n", - " \n", - " \n", " 1\n", " 70\n", " 180\n", " \n", " \n", - " 10\n", - " 500\n", - " 350\n", + " 11\n", + " 750\n", + " 360\n", + " \n", + " \n", + " 8\n", + " 300\n", + " 300\n", " \n", " \n", " 6\n", @@ -556,40 +567,80 @@ " 220\n", " \n", " \n", + " 13\n", + " 2000\n", + " 365\n", + " \n", + " \n", + " 7\n", + " 250\n", + " 240\n", + " \n", + " \n", + " 9\n", + " 400\n", + " 350\n", + " \n", + " \n", + " 0\n", + " 60\n", + " 180\n", + " \n", + " \n", + " 12\n", + " 1000\n", + " 365\n", + " \n", + " \n", + " 10\n", + " 500\n", + " 350\n", + " \n", + " \n", + " 4\n", + " 120\n", + " 200\n", + " \n", + " \n", " 14\n", " 3000\n", " 365\n", " \n", + " \n", + " 2\n", + " 80\n", + " 200\n", + " \n", " \n", "\n", "" ], "text/plain": [ " araba_fiyat araba_max_hiz\n", - "7 250 240\n", - "12 1000 365\n", - "13 2000 365\n", "3 100 200\n", - "11 750 360\n", - "2 80 200\n", - "8 300 300\n", - "0 60 180\n", - "9 400 350\n", - "4 120 200\n", "1 70 180\n", - "10 500 350\n", + "11 750 360\n", + "8 300 300\n", "6 200 240\n", "5 150 220\n", - "14 3000 365" + "13 2000 365\n", + "7 250 240\n", + "9 400 350\n", + "0 60 180\n", + "12 1000 365\n", + "10 500 350\n", + "4 120 200\n", + "14 3000 365\n", + "2 80 200" ] }, - "execution_count": 18, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Wczytanie danych (mieszkania) przy pomocy biblioteki pandas\n", + "# Wczytanie danych przy pomocy biblioteki pandas\n", "\n", "alldata_p2 = pandas.read_csv('polynomial-regression_2.csv')\n", "alldata_p2 = alldata_p2.sample(frac=1)\n", @@ -598,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -611,21 +662,21 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Wielomian 1 stopnia, MSE = 13592.268823271697\n", - "Wielomian 2 stopnia, MSE = 9030.04916509696\n", - "Wielomian 3 stopnia, MSE = 9795.339194991013\n" + "Wielomian 1 stopnia, MSE = 16499.91920339438\n", + "Wielomian 2 stopnia, MSE = 11862.306362249277\n", + "Wielomian 3 stopnia, MSE = 14326.050185115093\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -637,7 +688,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -649,7 +700,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -673,12 +724,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -690,7 +741,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -702,7 +753,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -722,56 +773,7 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlwAAAFvCAYAAACfGhUuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAAgpElEQVR4nO3df5RkZ13n8fe3ZyaZ0N0BE0Z0J8FgpgUDZxOw+WFsOYEgklkk6kEbiC7KrBGJEhhXCe5x2V05B1cX0F2WrCMguEJoDGThwJiAMfwYVgOTbEiY/Nhuk2CSSchAMKlumElm+rt/3OqdTk//qOmup+pW9ft1Tp3qeu6te7851xo+Ps9znxuZiSRJksoZ6HYBkiRJ/c7AJUmSVJiBS5IkqTADlyRJUmEGLkmSpMIMXJIkSYXVLnBFxAci4sGI+HoL+74wIm6MiMMR8coF214bEZPN12vLVSxJkrS82gUu4IPAy1rc95+AXwE+Mr8xIk4B3gY8H3ge8LaI+L72lShJktS62gWuzPwi8ND8tog4MyKujogbIuJLEfGM5r53Z+bNwOyCw/w08LnMfCgzvwN8jtZDnCRJUltt7HYBLdoFvD4zJyPi+cB7gRcvs/9W4J55n+9ttkmSJHVc7QNXRAwB5wJ/HRFzzSd2ryJJkqTjU/vARTXs+c+Zec5xfOc+4Lx5n08DPt++kiRJklpXuzlcC2XmI8BdEfELAFE5e4WvXQO8NCK+rzlZ/qXNNkmSpI6rXeCKiCuAvweeHhH3RsQO4CJgR0R8DdgHXNjc97kRcS/wC8CfRcQ+gMx8CPgD4KvN139qtkmSJHVcZGa3a5AkSeprtevhkiRJ6jcGLkmSpMJqdZfikyPyjMU2/MAPwFaX0ZIkSd1xww03fCszt6z2+7UKXGcAexc2Dg7C298OO3Z0viBJkiQgIr6xlu/Xf0hxYADGx7tdhSRJ0qoVDVwR8eaI2BcRX4+IKyJi8/LVDFQ9WlC9Dw/D7t0wNFSyTEmSpKKKDSlGxFbgjcBZmfm9iPgY8Crgg0t+6eyz4ZJLYGoKtm2rerYMW5IkqceVnsO1ETgpIh4DngDsX3bvgQHnakmSpL5TbEgxM+8D/gvwT8D9wMOZ+dlS55MkSaqrYoGr+QzDC4GnAf8CGIyIX1pkv4sjYm9E7D1w4ECpciRJkrqm5KT5lwB3ZeaBzHwM+ARw7sKdMnNXZo5m5uiWLate3kKSJKm2SgaufwJeEBFPiIgAzgduK3g+SZKkWio5h+t64ErgRuCW5rl2lTqfJElSXRW9SzEz3wa8reQ5JEmS6q7+K81LkiT1OAOXJElSYQYuSZKkwgxckiRJhRm4JEmSCjNwSZIkFWbgkiRJKszAJUmSVJiBS5IkqTADlyRJUmEGLkmSpMIMXJIkSYUZuCRJkgozcEmSJBVm4JIkSSrMwCVJklSYgUuSJKkwA5ckSVJhBi5JkqTCDFySJEmFGbgkSZIKM3BJkiQVZuCSJEkqzMAlSZJUmIFLkiSpMAOXJElSYQYuSZKkwgxckiRJhRm4JEmSCjNwSZIkFWbgkiRJKszAJUmSVJiBS5IkqTADlyRJUmEGLkmSpMKKBa6IeHpE3DTv9UhEvKnU+SRJkupqY6kDZ+YdwDkAEbEBuA+4qtT5JEmS6qpTQ4rnA/+Ymd/o0PkkSZJqo1OB61XAFR06lyRJUq0UD1wRcQLwCuCvl9h+cUTsjYi9Bw4cKF2OJElSx3Wih+sC4MbM/OZiGzNzV2aOZuboli1bOlCOJElSZ3UicL0ahxMlSdI6VjRwRcQg8FPAJ0qeR5Ikqc6KLQsBkJkzwKklzyFJklR3rjQvSZJUmIFLkiSpMAOXJElSYUXncK1aowETEzA5CSMjMD4Ow8PdrkqSJGlV6he49uyB7dthdhZmZmBwEHbuhN27YWys29VJkiQdt3oNKc7OVmGr0ajCFlTvjUbVPj3d3fokSZJWoV6B66GHqtC1mNnZaphRkiSpx9QrcB08eLRna6GZGZia6mw9kiRJbVCvwLV5czVnazGDg7BtW2frkSRJaoN6Ba5TToGBJUoaGKjuVpQkSeox9QpcAwPV3YjDw0d7ugYHq8+7d8PQUHfrkyRJWoX6LQsxNgb791cT5KemqmHE8XHDliRJ6ln1C1xQhasdO7pdhSRJUlvUa0hRkiSpDxm4JEmSCjNwSZIkFWbgkiRJKszAJUmSVJiBS5IkqTADlyRJUmEGLkmSpMIMXJIkSYUZuCRJkgozcEmSJBVm4JIkSSrMwCVJklSYgUuSJKkwA5ckSVJhBi5JkqTCDFySJEmFGbgkSZIKM3BJkiQVZuCSJEkqzMAlSZJUmIFLkiSpMAOXJElSYUUDV0Q8KSKujIjbI+K2iPjxkueTJEmqo42Fj/+nwNWZ+cqIOAF4QuHzSZIk1U6xwBURTwReCPwKQGY+Cjxa6nySJEl1VXJI8WnAAeAvIuL/RMT7ImJw4U4RcXFE7I2IvQcOHChYjiRJUneUDFwbgecAl2fms4EZ4LKFO2XmrswczczRLVu2FCxHkiSpO0oGrnuBezPz+ubnK6kCmCRJ0rpSLHBl5gPAPRHx9GbT+cCtpc4nSZJUV6XvUvwt4MPNOxTvBH618PkkSZJqp2jgysybgNGS55AkSao7V5qXJEkqzMAlSZJUmIFLkiSpMAOXJElSYQYuSZKkwgxckiRJhRm4JEmSCms5cEXEE0oWIkmS1K9WDFwRcW5E3Arc3vx8dkS8t3hlkiRJfaKVlebfDfw08CmAzPxaRLywaFVzGg2YmIDJSRgZgfFxGB7uyKklSZLapaVH+2TmPRExv+lImXLm2bMHtm+H2VmYmYHBQdi5E3bvhrGx4qeXJElql1YC1z0RcS6QEbEJuBS4rWhVjUYVthqNo20zM9X79u2wfz8MDRUtQZIkqV1amTT/euASYCtwH3BO83M5ExNVz9ZiZmer7ZIkST1ixR6uzPwWcFEHajlqcvJoj9ZCMzMwNdXRciRJktZixcAVEX8B5ML2zHxdkYqgmiA/OLh46BochG3bip1akiSp3VoZUvw08Jnm61rgZGC6ZFGMj8PAEqUNDFTbJUmSekQrQ4ofn/85Iq4A9hSrCKqlH3bvPvYuxYGBqt0J85IkqYe0tCzEAiPA97e7kGOMjVV3I05MVHO2tm2rerYMW5Ikqce0MoerQTWHK5rvDwBvKVxXZWgIduzoyKkkSZJKaWVI0aXdJUmS1mDJwBURz1nui5l5Y/vLkSRJ6j/L9XC9c5ltCby4zbVIkiT1pSUDV2a+qJOFSJIk9auW7lKMiGcBZwGb59oy8y9LFSVJktRPWrlL8W3AeVSBazdwAdU6XAYuSZKkFrSy0vwrgfOBBzLzV4GzgScWrUqSJKmPtBK4vpeZs8DhiDgZeBA4vWxZkiRJ/aOVOVx7I+JJwJ8DN1A9R/HvSxYlSZLUT1pZ+PQNzT//R0RcDZycmTeXLUuSJKl/rDikGBGfiojXRMRgZt5t2JIkSTo+rczheicwBtwaEVdGxCsjYvNKX5IkSVKllSHFLwBfiIgNVKvL/xrwAeDkwrVJkiT1hVYXPj0J+BlgHHgO8KGSRUmSJPWTVhY+/RjwPOBq4D3AF5rLREiSJKkFrfRwvR94dWYeKV2MJElSP2plDtc1qz14RNwNNIAjwOHMHF3tsSRJknpVS3O41uhFmfmtDpxHkiSpllpZFkKSJElr0OpdiluBH5q/f2Z+sYWvJvDZiEjgzzJz16qqlCRJ6mGt3KX4n6mWg7iVai4WVEGqlcA1lpn3RcT3A5+LiNsXBrWIuBi4GOCpT33q8dQuSZLUE1rp4fpZ4OmZeeh4D56Z9zXfH4yIq6iWl/jign12AbsARkdH83jPIUmSVHetzOG6E9h0vAeOiMGIGJ77G3gp8PXjPY4kSVKva6WH67vATRFxLfD/e7ky840rfO8pwFURMXeej2Tm1astVJIkqVe1Erg+1Xwdl8y8Ezj7uCuSJEnqM60sfPqhiDgB+JFm0x2Z+VjZsiRJkvpHK3cpnkf1sOq7gQBOj4jXtrgshCRJ0rrXypDiO4GXZuYdABHxI8AVwI+VLEySJKlftHKX4qa5sAWQmf+XVdy1KEmStF610sO1NyLeB/xV8/NFwN5yJS2i0YCJCZichJERGB+H4eGOliBJkrRarQSu3wAuAeaWgfgS8N5iFS20Zw9s3w6zszAzA4ODsHMn7N4NY2MdK0OSJGm1IrM+i7uPjo7m3r3zOs8aDdi6tXpfaHgY9u+HoaHOFShJktaliLghM0dX+/0l53BFxMea77dExM0LX6s94XGZmKh6thYzO1ttlyRJqrnlhhQvbb6/vBOFLGpyshpGXMzMDExNdbYeSZKkVViyhysz72/++YbM/Mb8F/CGjlQ3MlLN2VrM4CBs29aRMiRJktailWUhfmqRtgvaXciixsdhYIkSBwaq7ZIkSTW33Byu34iIW4BnLJi/dRdwS0eqGx6u7kYcHj7a0zU4eLTdCfOSJKkHLDeH6yPA3wDvAC6b197IzIeKVjXf2Fh1N+LERDVna9u2qmfLsCVJknrEkoErMx8GHo6IPwUeyswGQEScHBHPz8zrO1UkQ0OwY0fHTidJktROrczhuhyYnvd5utkmSZKkFrQSuCLnrY6ambO0tkK9JEmSaC1w3RkRb4yITc3XpcCdpQuTJEnqF60ErtcD5wL3AfcCzwcuLlmUJElSP1lxaDAzHwRe1YFaJEmS+tKKgSsitgC/Bpwxf//MfF25siRJkvpHK5PfPwl8Cfhb4EjZciRJkvpPK4HrCZn5luKVSJIk9alWJs1/OiK2F69EkiSpT7USuC6lCl3fi4hHIqIREY+ULkySJKlftHKX4nAnCpEkSepXrdyl+MLF2jPzi+0vR5Ikqf+0Mmn+d+b9vRl4HnAD8OIiFUmSJPWZVoYUf2b+54g4HfiTUgVJkiT1m1YmzS90L/Cj7S5EkiSpX7Uyh+u/Adn8OACcA9xYsCZJkqS+0socrr3z/j4MXJGZXy5UjyRJUt9ZMnBFxLWZeT5wlivNS5Ikrd5yPVw/GBHnAq+IiI8CMX9jZjqsKEmS1ILlAte/B34fOA1414JtictCSJIktWTJwJWZVwJXRsTvZ+YfdLAmSZKkvrLishCGLUmSpLVp5S7FNYmIDVR3Ot6XmS9f8wEbDZiYgMlJGBmB8XEY9nGPkiSpvooHLuBS4Dbg5DUfac8e2L4dZmdhZgYGB2HnTti9G8bG1nx4SZKkElYcUoyI/9lK2xLfPQ34V8D7jr+0BRqNKmw1GlXYgup9rn16es2nkCRJKqGVR/s8c/6H5hDhj7V4/D8BfheYXWqHiLg4IvZGxN4DBw4sfaSJiapnazGzs9V2SZKkGloycEXEWyOiAfzLiHik+WoADwKfXOnAEfFy4MHMvGG5/TJzV2aOZuboli1blt5xcvJoz9ZCMzMwNbVSSZIkSV2xZODKzHdk5jDwx5l5cvM1nJmnZuZbWzj2T1Atmno38FHgxRHxV6uudGSkmrO1mMFB2LZt1YeWJEkqqZUhxU9HxCBARPxSRLwrIn5opS9l5lsz87TMPAN4FfB3mflLq650fBwGlih3YKDaLkmSVEOtBK7Lge9GxNnAbwP/CPxl0aoWMzxc3Y04PHy0p2tw8Gj70FDHS5IkSWpFK8tCHM7MjIgLgfdk5vsjYsfxnCQzPw98fhX1Pd7YGOzfX02Qn5qqhhHHxw1bkiSp1loJXI2IeCvwy8BPRsQAsKlsWcsYGoIdx5X3JEmSuqqVIcVx4BDwusx8gOph1n9ctCpJkqQ+0sqzFB8APgw8sbnUw8HM7PwcLkmSpB7Vykrzvwh8BfgF4BeB6yPilaULkyRJ6hetzOH6d8BzM/NBgIjYAvwtcGXJwiRJkvpFK3O4BubCVtO3W/yeJEmSaK2H6+qIuAa4ovl5HPibciVJkiT1lxUDV2b+TkT8PDDWbNqVmVeVLUuSJKl/LBm4ImIb8JTM/HJmfgL4RLN9LCLOzMx/7FSRkiRJvWy5uVh/AjyySPvDzW2SJElqwXKB6ymZecvCxmbbGcUqkiRJ6jPLBa4nLbPtpDbXIUmS1LeWC1x7I+LXFjZGxL8BbihXkiRJUn9Z7i7FNwFXRcRFHA1Yo8AJwM8VrkuSJKlvLBm4MvObwLkR8SLgWc3mz2Tm33WkMkmSpD7Ryjpc1wHXdaAWSZKkvtTKSvP11GjAxARMTsLICIyPw/Bwt6uSJEk6Rm8Grj17YPt2mJ2FmRkYHISdO2H3bhgbW/n7kiRJHdR7D6FuNKqw1WhUYQuq97n26enu1idJkrRA7wWuiYmqZ2sxs7PVdkmSpBrpvcA1OXm0Z2uhmRmYmupsPZIkSSvovcA1MlLN2VrM4CBs29bZeiRJklbQe4FrfBwGlih7YKDaLkmSVCO9F7iGh6u7EYeHj/Z0DQ4ebR8a6m59kiRJC/TmshBjY7B/fzVBfmqqGkYcHzdsSZKkWurNwAVVuNqxo9tVSJIkraj3hhQlSZJ6jIFLkiSpMAOXJElSYQYuSZKkwgxckiRJhRm4JEmSCjNwSZIkFWbgkiRJKszAJUmSVFixwBURmyPiKxHxtYjYFxH/sdS5JEmS6qzko30OAS/OzOmI2ATsiYi/ycx/aOtZGo3qmYqTkzAyUj1TcXi4raeQJElai2KBKzMTmG5+3NR8ZVtPsmcPbN8Os7MwMwODg7BzJ+zeXT3gWpIkqQaKzuGKiA0RcRPwIPC5zLx+kX0ujoi9EbH3wIEDrR+80ajCVqNRhS2o3ufap6eX/74kSVKHFA1cmXkkM88BTgOeFxHPWmSfXZk5mpmjW7Zsaf3gExNVz9ZiZmer7ZIkSTXQkbsUM/OfgeuAl7XtoJOTR3u2FpqZgamptp1KkiRpLUrepbglIp7U/Psk4KeA29t2gpGRas7WYgYHYdu2tp1KkiRpLUr2cP0gcF1E3Ax8lWoO16fbdvTxcRhYovyBgWq7JElSDZS8S/Fm4Nmljs/wcHU34sK7FAcGqvahoWKnliRJOh4l1+Eqb2wM9u+vJshPTVXDiOPjhi1JklQrvR24oApXO3Z0uwpJkqQl+SxFSZKkwgxckiRJhRm4JEmSCjNwSZIkFWbgkiRJKszAJUmSVFjvLwsxp9Go1uOanKwe+zM+Xi2OKkmS1GX9Ebj27Dl2xfmdO6sV58fGul2dJEla53p/SLHRqMJWo1GFLaje59qnp7tbnyRJWvd6P3BNTFQ9W4uZna22S5IkdVHvB67JyaM9WwvNzFTPWJQkSeqi3g9cIyPVnK3FDA5WD7SWJEnqot4PXOPjMLDEf8bAQLVdkiSpi3o/cA0PV3cjDg8f7ekaHDzaPjTU3fokSdK61x/LQoyNwf791QT5qalqGHF83LAlSZJqoT8CF1ThaseOblchSZJ0jN4fUpQkSao5A5ckSVJh/TOkOMdnKkqSpJrpr8DlMxUlSVIN9c+Qos9UlCRJNdU/gctnKkqSpJrqn8DlMxUlSVJN9U/g8pmKkiSppvoncPlMRUmSVFP9E7h8pqIkSaqp/loWwmcqSpKkGuqvwAU+U1GSJNVO/wWu+Vx1XpIk1UD/Bi5XnZckSTXRP5Pm53PVeUmSVCP9GbhcdV6SJNVIfwYuV52XJEk1UixwRcTpEXFdRNwaEfsi4tJS5zqGq85LkqQaKdnDdRj47cw8C3gBcElEnFXwfEe56rwkSaqRYoErM+/PzBubfzeA24Ctpc73OK46L0mSaqQjy0JExBnAs4HrO3E+4PGrzu/bB9/+Npx6Ktx+O5x9tutxSZKkjikeuCJiCPg48KbMfGSR7RcDFwM89alPbe/Jh4bg6U+HN7/Z9bgkSVLXRGaWO3jEJuDTwDWZ+a6V9h8dHc29e/e2r4BGA7Zurd4XGh6uesAcXpQkSSuIiBsyc3S13y95l2IA7wduayVsFeF6XJIkqQZK3qX4E8AvAy+OiJuar+0Fz3cs1+OSJEk1UGwOV2buAaLU8Vsytx7XYqHL9bgkSVKH9OdK83OWW4/r8OHquYqSJEmF9Xfgmr8e1+bNj98WUd3BuGdPd2qTJEnrRn8HLqiWfrjjjmPbDx6s7l7cvh2mpztflyRJWjf6P3ABfOYzsGHD4tu8W1GSJBW2PgKXdytKkqQuWh+Ba+5uxcWccAKcdlpn65EkSevK+ghcy92t+OijcNllTp6XJEnFrI/ANXe34lKP8ZmedvK8JEkqZn0ELqjuVnzHO+DEExff7uR5SZJUyPoJXAD33AOHDi2+bWYG9u3rbD2SJGldWF+Ba7nJ8wCXX+5cLkmS1HbrK3AtN3keqsVQncslSZLabH0FrrnJ80vN4wL43vfgkkuqVeglSZLaYH0FLqgmz7/hDUtvP3wYrrgCtm51eFGSJLXF+gtcAGedtfxcrsceq3q4XvISuP/+ztUlSZL60voMXCvN5Zpz6BD88A/b0yVJktZkfQauublcw8OwcePy+x48aE+XJElak/UZuKCay7V/P7zmNbBp0/L72tMlSZLWYP0GLqge9fOe98DmzSvva0+XJElapfUduKC1pSLmHDoEp58Ob3mLy0ZIkqSWGbigGl68667WerqOHIE/+iPYsgUuugje9z7DlyRJWlZkZrdr+P9GR0dz79693Stgz55q2HCp5y0u5oQTqgdfn38+/OiPwjOfWd0FOTxcrk5JktRREXFDZo6u+vsGrgXuv7+aIH/w4Oq+P3fXowFMkqS+YeAqYTU9XUuZmxv2ilfASSdVE/Wnp4++n3KKoUySpJozcJWy1p6u47FxI0RUjxzatg2mpuA73zk2nM0PaWeeWX23Hfsut4+BUJIkA1dRe/bABRdUwWM9WzhM2s6w10/7Gk4lqW8ZuEqbnoa3vx3e/e7q86OPdrce1dv8cHrmmfUOiKV6RUvta6CV1EUGrk6ZnoaJCbjuOrjyyvbM75J0fOxtrf++99wDIyMGY/UdA1c3zO/1yoTHHut2RZJUH/OXy5nr6a17D6r7OtViBQaubprr9br11up17bVVuwFMkqRKJ6ZalAyRzcAYJ59s4KqN+QHs29+u7nD85CerbZ2421GSJLXX5s2waRNPbDTueDjzGas9zMZ21rTuDQ3Bjh2Pb1sYwoaHq0cBDQ9Xyfraa2FgwDlhkiTV0cGDcPAgZ8LIWg5j4CptsRA231wgm5qC006r2u6889hwNv/91FOrNcLate9S+8wFQnCYVJKkNajVkGJEHAC+ATwZ+FaXyxGwAQZOhVNOgs0bYOMROHwIDgGcCCdugI2zcGQANvwznPAkeHTu83L7Lnzv9X1PhM1DcDJAQHT6Oq3FAWBLt4vQcfO69SavW++6HZjOXPW/77UKXHMiYu9aJqapO7xuvcnr1pu8br3J69a71nrtBtpZjCRJko5l4JIkSSqsroFrV7cL0Kp43XqT1603ed16k9etd63p2tVyDpckSVI/qWsPlyRJUt+oVeCKiJdFxB0RMRURl3W7Hi0tIu6OiFsi4qaI2NtsOyUiPhcRk8337+t2nYKI+EBEPBgRX5/Xtui1isp/bf4Gb46I53Sv8vVtiev2HyLivubv7qaI2D5v21ub1+2OiPjp7lStiDg9Iq6LiFsjYl9EXNps9zdXY8tct7b95moTuCJiA/DfgQuAs4BXR8RZ3a1KK3hRZp4z7zbZy4BrM3MEuLb5Wd33QeBlC9qWulYXUK2mPAJcDFzeoRp1rA9y7HUDeHfzd3dOZu4GaP5b+Srgmc3vvLf5b6o67zDw25l5FvAC4JLm9fE3V29LXTdo02+uNoELeB4wlZl3ZuajwEeBC7tck47PhcCHmn9/CPjZ7pWiOZn5ReChBc1LXasLgb/Myj8AT4qIH+xIoXqcJa7bUi4EPpqZhzLzLmCK6t9UdVhm3p+ZNzb/bgC3AVvxN1dry1y3pRz3b65OgWsrcM+8z/ey/H+suiuBz0bEDRFxcbPtKZl5f/PvB4CndKc0tWCpa+XvsP5+szn09IF5w/ZetxqKiDOAZwPX42+uZyy4btCm31ydApd6y1hmPoeqO/ySiHjh/I1Z3f7qLbA9wGvVUy4HzgTOAe4H3tnVarSkiBgCPg68KTMfmb/N31x9LXLd2vabq1Pgug84fd7n05ptqqHMvK/5/iBwFVVX6jfnusKb7w92r0KtYKlr5e+wxjLzm5l5JDNngT/n6BCG161GImIT1f9ofzgzP9Fs9jdXc4tdt3b+5uoUuL4KjETE0yLiBKrJaJ/qck1aREQMRsTw3N/AS4GvU12v1zZ3ey3wye5UqBYsda0+Bfzr5p1TLwAenjcMoi5bMLfn56h+d1Bdt1dFxIkR8TSqCdhf6XR9qu46BN4P3JaZ75q3yd9cjS113dr5m9vY3pJXLzMPR8RvAtcAG4APZOa+LpelxT0FuKr6v082Ah/JzKsj4qvAxyJiB/AN4Be7WKOaIuIK4DzgyRFxL/A24A9Z/FrtBrZTTQD9LvCrHS9YwJLX7byIOIdqOOpu4NcBMnNfRHwMuJXqbqtLMvNIF8oW/ATwy8AtEXFTs+338DdXd0tdt1e36zfnSvOSJEmF1WlIUZIkqS8ZuCRJkgozcEmSJBVm4JIkSSrMwCVJklSYgUtSLUTEdPP9jIh4TZuP/XsLPv/vdh5fklZi4JJUN2cAxxW4ImKlNQUfF7gy89zjrEmS1sTAJalu/hD4yYi4KSLeHBEbIuKPI+KrzQfI/jpARJwXEV+KiE9RLT5IRPyv5gPV9809VD0i/hA4qXm8Dzfb5nrTonnsr0fELRExPu/Yn4+IKyPi9oj4cHMlaklaldqsNC9JTZcB/zYzXw7QDE4PZ+ZzI+JE4MsR8dnmvs8BnpWZdzU/vy4zH4qIk4CvRsTHM/OyiPjNzDxnkXP9PNVDac8Gntz8zheb254NPBPYD3yZaiXqPe3+j5W0PtjDJanuXkr1rLmbgOuBU6meWwbwlXlhC+CNEfE14B+oHiw7wvLGgCuaD6f9JvAF4Lnzjn1v86G1N1ENdUrSqtjDJanuAvitzLzmcY0R5wEzCz6/BPjxzPxuRHwe2LyG8x6a9/cR/PdS0hrYwyWpbhrA8LzP1wC/ERGbACLiRyJicJHvPRH4TjNsPQN4wbxtj819f4EvAePNeWJbgBcCX2nLf4UkzeP/xyapbm4GjjSHBj8I/CnVcN6NzYnrB4CfXeR7VwOvj4jbgDuohhXn7AJujogbM/Oiee1XAT8OfA1I4Hcz84FmYJOktonM7HYNkiRJfc0hRUmSpMIMXJIkSYUZuCRJkgozcEmSJBVm4JIkSSrMwCVJklSYgUuSJKkwA5ckSVJh/w+7QotArs4kuwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#WYKRESY FUNKCJI KOSZTU\n", - "for fig in cost_fun_slices:\n", - " cost_x, cost_y = fig\n", - " fig = plot_data_cost(cost_x, cost_y, \"Iteration\", \"Cost function value\")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -780,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -898,7 +900,7 @@ "[100 rows x 3 columns]" ] }, - "execution_count": 11, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -910,7 +912,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -924,7 +926,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 65, "metadata": { "tags": [] }, @@ -989,7 +991,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 66, "metadata": {}, "outputs": [ { @@ -1038,7 +1040,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -1073,54 +1075,54 @@ " \n", " \n", " \n", - " 27\n", - " 55\n", - " female\n", - " 32.775\n", - " 2\n", - " no\n", - " northwest\n", - " 12268.63225\n", - " \n", - " \n", - " 412\n", - " 26\n", - " female\n", - " 17.195\n", - " 2\n", + " 949\n", + " 25\n", + " male\n", + " 29.700\n", + " 3\n", " yes\n", - " northeast\n", - " 14455.64405\n", + " southwest\n", + " 19933.45800\n", " \n", " \n", - " 547\n", - " 54\n", + " 166\n", + " 20\n", " female\n", - " 46.700\n", - " 2\n", + " 37.000\n", + " 5\n", " no\n", " southwest\n", - " 11538.42100\n", + " 4830.63000\n", " \n", " \n", - " 983\n", - " 27\n", + " 365\n", + " 49\n", " female\n", - " 30.590\n", + " 30.780\n", " 1\n", " no\n", " northeast\n", - " 16796.41194\n", + " 9778.34720\n", " \n", " \n", - " 661\n", - " 57\n", + " 1183\n", + " 48\n", " female\n", - " 23.980\n", + " 27.360\n", " 1\n", " no\n", - " southeast\n", - " 22192.43711\n", + " northeast\n", + " 9447.38240\n", + " \n", + " \n", + " 772\n", + " 44\n", + " female\n", + " 36.480\n", + " 0\n", + " no\n", + " northeast\n", + " 12797.20962\n", " \n", " \n", " ...\n", @@ -1133,54 +1135,54 @@ " ...\n", " \n", " \n", - " 827\n", - " 36\n", + " 1205\n", + " 35\n", " male\n", - " 28.025\n", + " 17.860\n", " 1\n", - " yes\n", - " northeast\n", - " 20773.62775\n", + " no\n", + " northwest\n", + " 5116.50040\n", " \n", " \n", - " 212\n", - " 24\n", + " 158\n", + " 30\n", " male\n", - " 28.500\n", + " 35.530\n", + " 0\n", + " yes\n", + " southeast\n", + " 36950.25670\n", + " \n", + " \n", + " 740\n", + " 45\n", + " male\n", + " 24.035\n", " 2\n", " no\n", - " northwest\n", - " 3537.70300\n", + " northeast\n", + " 8604.48365\n", " \n", " \n", - " 940\n", - " 18\n", - " male\n", - " 23.210\n", - " 0\n", + " 907\n", + " 44\n", + " female\n", + " 32.340\n", + " 1\n", " no\n", " southeast\n", - " 1121.87390\n", + " 7633.72060\n", " \n", " \n", - " 476\n", - " 24\n", + " 1162\n", + " 30\n", " male\n", - " 28.500\n", - " 0\n", - " yes\n", - " northeast\n", - " 35147.52848\n", - " \n", - " \n", - " 1027\n", - " 23\n", - " male\n", - " 18.715\n", - " 0\n", + " 38.830\n", + " 1\n", " no\n", - " northwest\n", - " 21595.38229\n", + " southeast\n", + " 18963.17192\n", " \n", " \n", "\n", @@ -1189,22 +1191,22 @@ ], "text/plain": [ " age sex bmi children smoker region charges\n", - "27 55 female 32.775 2 no northwest 12268.63225\n", - "412 26 female 17.195 2 yes northeast 14455.64405\n", - "547 54 female 46.700 2 no southwest 11538.42100\n", - "983 27 female 30.590 1 no northeast 16796.41194\n", - "661 57 female 23.980 1 no southeast 22192.43711\n", + "949 25 male 29.700 3 yes southwest 19933.45800\n", + "166 20 female 37.000 5 no southwest 4830.63000\n", + "365 49 female 30.780 1 no northeast 9778.34720\n", + "1183 48 female 27.360 1 no northeast 9447.38240\n", + "772 44 female 36.480 0 no northeast 12797.20962\n", "... ... ... ... ... ... ... ...\n", - "827 36 male 28.025 1 yes northeast 20773.62775\n", - "212 24 male 28.500 2 no northwest 3537.70300\n", - "940 18 male 23.210 0 no southeast 1121.87390\n", - "476 24 male 28.500 0 yes northeast 35147.52848\n", - "1027 23 male 18.715 0 no northwest 21595.38229\n", + "1205 35 male 17.860 1 no northwest 5116.50040\n", + "158 30 male 35.530 0 yes southeast 36950.25670\n", + "740 45 male 24.035 2 no northeast 8604.48365\n", + "907 44 female 32.340 1 no southeast 7633.72060\n", + "1162 30 male 38.830 1 no southeast 18963.17192\n", "\n", "[1338 rows x 7 columns]" ] }, - "execution_count": 15, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" } @@ -1217,7 +1219,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -1230,36 +1232,21 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Wielomian 1 stopnia, MSE = 178360681.2241408\n", - "Wielomian 2 stopnia, MSE = 179170879.99336478\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/tmp/ipykernel_5896/1100858333.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mplot_and_mse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_ins_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata_ins_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mcost_data\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcost_functions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/tmp/ipykernel_5896/3773219878.py\u001b[0m in \u001b[0;36mplot_and_mse\u001b[0;34m(data, data_test, n)\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;34m\"\"\"Wykres wraz z MSE\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_poly_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpolynomial_regression\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0mcost_function\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0melement\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0melement\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlogs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mcost_functions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcost_function\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/tmp/ipykernel_5896/1168100012.py\u001b[0m in \u001b[0;36mpolynomial_regression\u001b[0;34m(X, y, n)\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0;34m\"\"\"Funkcja regresji wielomianowej\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 31\u001b[0m \u001b[0mtheta_start\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 32\u001b[0;31m \u001b[0mtheta\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgradient_descent\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcost\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtheta_start\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 33\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mh_poly\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtheta\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlogs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/tmp/ipykernel_5896/1641407440.py\u001b[0m in \u001b[0;36mgradient_descent\u001b[0;34m(fJ, fdJ, theta, X, y, alpha, eps)\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mlogs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcurrent_cost\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtheta\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 19\u001b[0;31m \u001b[0mtheta\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtheta\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mfdJ\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtheta\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 20\u001b[0m \u001b[0mcurrent_cost\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprev_cost\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfJ\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtheta\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcurrent_cost\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;31m# print(current_cost)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/tmp/ipykernel_5896/1641407440.py\u001b[0m in \u001b[0;36mgradient\u001b[0;34m(theta, X, y)\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgradient\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtheta\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\"\"\"Wersja macierzowa gradientu funkcji kosztu\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0;36m1.0\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mtheta\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgradient_descent\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfJ\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfdJ\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtheta\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meps\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.8/site-packages/numpy/matrixlib/defmatrix.py\u001b[0m in \u001b[0;36m__array_finalize__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mret\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 166\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 167\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0m__array_finalize__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 168\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 169\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmatrix\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + "Wielomian 1 stopnia, MSE = 183212045.05222273\n", + "Wielomian 2 stopnia, MSE = 183706365.10358346\n", + "Wielomian 3 stopnia, MSE = 183691092.4723696\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1271,7 +1258,19 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", "text/plain": [ "
" ] @@ -1296,9 +1295,46 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "#WYKRESY FUNKCJI KOSZTU\n", "for fig in cost_fun_slices:\n",