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": {
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\n",
+ "image/png": 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\n",
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