diff --git a/SysInf.ipynb b/SysInf.ipynb
index b068641..5aa3ad3 100644
--- a/SysInf.ipynb
+++ b/SysInf.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 75,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 76,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -66,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 77,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -452,7 +452,7 @@
        "[2547 rows x 26 columns]"
       ]
      },
-     "execution_count": 77,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -470,7 +470,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -479,7 +479,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -865,7 +865,7 @@
        "[462 rows x 25 columns]"
       ]
      },
-     "execution_count": 79,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -876,7 +876,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -885,7 +885,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -979,7 +979,7 @@
        "[462 rows x 1 columns]"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -997,7 +997,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1006,7 +1006,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -1392,7 +1392,7 @@
        "[418 rows x 25 columns]"
       ]
      },
-     "execution_count": 83,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1410,7 +1410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1419,7 +1419,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 85,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1428,7 +1428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1437,7 +1437,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1453,7 +1453,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1462,7 +1462,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1471,7 +1471,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1494,7 +1494,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1503,7 +1503,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1512,7 +1512,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1521,7 +1521,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 94,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1530,7 +1530,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 95,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1540,7 +1540,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 96,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -1643,7 +1643,7 @@
        "max    6.000000e+06    11.000000   404.000000  2022.000000"
       ]
      },
-     "execution_count": 96,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1654,7 +1654,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 97,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1784,7 +1784,7 @@
        "[1763 rows x 4 columns]"
       ]
      },
-     "execution_count": 97,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1802,7 +1802,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1905,7 +1905,7 @@
        "max    2.318580e+06    6.000000  234.200000  2021.000000"
       ]
      },
-     "execution_count": 98,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1916,7 +1916,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1925,7 +1925,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 100,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1934,7 +1934,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 101,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1943,7 +1943,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 102,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1952,7 +1952,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1962,7 +1962,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -2092,7 +2092,7 @@
        "[320 rows x 4 columns]"
       ]
      },
-     "execution_count": 104,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2110,7 +2110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2119,7 +2119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2128,7 +2128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2138,7 +2138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -2241,7 +2241,7 @@
        "max    6.000000e+06    11.000000   404.000000  2022.000000"
       ]
      },
-     "execution_count": 108,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2259,7 +2259,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2275,7 +2275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2285,7 +2285,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 38,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2295,7 +2295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 39,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2311,7 +2311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2320,19 +2320,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
-       "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
+       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
       ],
       "text/plain": [
        "LinearRegression()"
       ]
      },
-     "execution_count": 114,
+     "execution_count": 41,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2350,7 +2350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 42,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2359,7 +2359,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2368,7 +2368,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [
     {
@@ -2377,7 +2377,7 @@
        "0.6264197107092035"
       ]
      },
-     "execution_count": 117,
+     "execution_count": 44,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2388,7 +2388,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 118,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -2397,7 +2397,7 @@
        "22930468691.882328"
       ]
      },
-     "execution_count": 118,
+     "execution_count": 45,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2408,7 +2408,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -2417,7 +2417,7 @@
        "74283.11238859448"
       ]
      },
-     "execution_count": 119,
+     "execution_count": 46,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2428,7 +2428,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2437,7 +2437,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -2446,7 +2446,7 @@
        "0.5872189061243203"
       ]
      },
-     "execution_count": 121,
+     "execution_count": 48,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2457,7 +2457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
@@ -2466,7 +2466,7 @@
        "12603444942.321444"
       ]
      },
-     "execution_count": 122,
+     "execution_count": 49,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2477,7 +2477,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -2486,7 +2486,7 @@
        "68895.89161086899"
       ]
      },
-     "execution_count": 123,
+     "execution_count": 50,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2504,7 +2504,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2513,7 +2513,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -2607,7 +2607,7 @@
        "[292 rows x 1 columns]"
       ]
      },
-     "execution_count": 125,
+     "execution_count": 52,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2626,7 +2626,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2642,7 +2642,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -2673,7 +2673,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -2704,7 +2704,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 129,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -2735,7 +2735,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 130,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -2766,7 +2766,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
@@ -2797,7 +2797,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
@@ -2828,7 +2828,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 133,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2840,7 +2840,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 134,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
@@ -2849,7 +2849,7 @@
        "184531.94"
       ]
      },
-     "execution_count": 134,
+     "execution_count": 61,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2860,7 +2860,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 135,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2886,7 +2886,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 136,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2895,11 +2895,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 137,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [],
    "source": [
-    "y_val_pred.to_csv(r'mieszkania5\\dev-0\\out.tsv', sep='\\t', header=None, index=None)"
+    "y_val_pred.to_csv(r'dev-0\\out.tsv', sep='\\t', header=None, index=None)"
    ]
   },
   {
@@ -2911,11 +2911,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 138,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [],
    "source": [
-    "y_test_pred_df.to_csv(r'mieszkania5\\test-A\\out.tsv', sep='\\t', header=None, index=None)"
+    "y_test_pred_df.to_csv(r'test-A\\out.tsv', sep='\\t', header=None, index=None)"
    ]
   }
  ],