diff --git a/Regresja_wielomianowa.ipynb b/Regresja_wielomianowa.ipynb
index 092d999..a211a87 100644
--- a/Regresja_wielomianowa.ipynb
+++ b/Regresja_wielomianowa.ipynb
@@ -12,6 +12,8 @@
    ]
   },
   {
+   "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "![polynomial_regression](regression.png)\n",
     "\n",
@@ -24,11 +26,11 @@
     "Gdzie:\n",
     "\n",
     "$$ \\theta - \\text{wektor parametrów modelu} $$ "
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
+   ]
   },
   {
+   "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Funkcja kosztu\n",
     "![MSE](mse.webp)\n",
@@ -42,19 +44,19 @@
     "$$ m - \\text{ilość przykładów} $$ \n",
     "\n",
     "Za funkcję kosztu przyjmuje się zmodyfikowaną wersję błędu średniokwadratowego. Dodatkowo dodaje się dzielenie przez 2*m zamiast m, aby gradient z funkcji był lepszej postaci."
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
+   ]
   },
   {
+   "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Metoda gradientu prostego\n",
     "![gradient_descent](gradient.png)"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
+   ]
   },
   {
+   "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "Do znalezienia minimum funckji kosztu można użyć metody gradientu prostego. W tym celu iteracyjnie liczy się gradient funkcji kosztu i aktualizuje się za jego pomocą wektor parametrów modelu aż do uzyskania zbieżności (Różnica między obliczoną funkcją kosztu a funkcją kosztu w poprzedniej iteracji będzie mniejsza od ustalonej wcześniej wartości  $\\varepsilon$).\n",
     "\n",
@@ -69,13 +71,11 @@
     "Gdzie:\n",
     "\n",
     "$$ \\alpha - \\text{współczynnik uczenia} $$"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 1,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 2,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -170,7 +170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 4,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -226,7 +226,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -254,7 +254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 6,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -262,28 +262,111 @@
    },
    "outputs": [
     {
-     "output_type": "execute_result",
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>sqrMetres</th>\n",
+       "      <th>price</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>318</th>\n",
+       "      <td>62</td>\n",
+       "      <td>399000.0</td>\n",
+       "    </tr>\n",
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+       "      <th>1294</th>\n",
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+       "    </tr>\n",
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+       "      <td>15</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1486</th>\n",
+       "      <td>20</td>\n",
+       "      <td>347633.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>224</th>\n",
+       "      <td>42</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1410</th>\n",
+       "      <td>50</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>424</th>\n",
+       "      <td>14</td>\n",
+       "      <td>330255.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>103</th>\n",
+       "      <td>21</td>\n",
+       "      <td>327584.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>983</th>\n",
+       "      <td>78</td>\n",
+       "      <td>496573.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>418</th>\n",
+       "      <td>16</td>\n",
+       "      <td>309978.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1674 rows × 2 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
        "      sqrMetres     price\n",
-       "1102         73  550000.0\n",
-       "1375         78  496573.0\n",
-       "1644         40  310000.0\n",
-       "1434         22  377652.0\n",
-       "1444         30  345180.0\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",
        "...         ...       ...\n",
-       "384          76  269984.0\n",
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-       "24           47  299000.0\n",
-       "1004         57  293848.0\n",
-       "1632        112  329000.0\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",
        "\n",
        "[1674 rows x 2 columns]"
-      ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>sqrMetres</th>\n      <th>price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1102</th>\n      <td>73</td>\n      <td>550000.0</td>\n    </tr>\n    <tr>\n      <th>1375</th>\n      <td>78</td>\n      <td>496573.0</td>\n    </tr>\n    <tr>\n      <th>1644</th>\n      <td>40</td>\n      <td>310000.0</td>\n    </tr>\n    <tr>\n      <th>1434</th>\n      <td>22</td>\n      <td>377652.0</td>\n    </tr>\n    <tr>\n      <th>1444</th>\n      <td>30</td>\n      <td>345180.0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>384</th>\n      <td>76</td>\n      <td>269984.0</td>\n    </tr>\n    <tr>\n      <th>214</th>\n      <td>42</td>\n      <td>249000.0</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>47</td>\n      <td>299000.0</td>\n    </tr>\n    <tr>\n      <th>1004</th>\n      <td>57</td>\n      <td>293848.0</td>\n    </tr>\n    <tr>\n      <th>1632</th>\n      <td>112</td>\n      <td>329000.0</td>\n    </tr>\n  </tbody>\n</table>\n<p>1674 rows × 2 columns</p>\n</div>"
+      ]
      },
+     "execution_count": 6,
      "metadata": {},
-     "execution_count": 51
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -298,7 +381,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -311,50 +394,53 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "stream",
      "name": "stdout",
+     "output_type": "stream",
      "text": [
-      "Wielomian 1 stopnia, MSE = 49522013685.367744\n",
-      "Wielomian 2 stopnia, MSE = 148367826800.28735\n",
-      "Wielomian 3 stopnia, MSE = 145689760074.80402\n"
+      "Wielomian 1 stopnia, MSE = 35514312788.779144\n",
+      "Wielomian 2 stopnia, MSE = 90239672317.31158\n",
+      "Wielomian 3 stopnia, MSE = 89217346258.50258\n"
      ]
     },
     {
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\n"
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\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     },
     {
-     "output_type": "display_data",
      "data": {
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\n"
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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -370,41 +456,261 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "display_data",
      "data": {
-      "text/plain": "<Figure size 691.2x388.8 with 1 Axes>",
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\n"
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>araba_fiyat</th>\n",
+       "      <th>araba_max_hiz</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>250</td>\n",
+       "      <td>240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>1000</td>\n",
+       "      <td>365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2000</td>\n",
+       "      <td>365</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>100</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>750</td>\n",
+       "      <td>360</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>80</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>300</td>\n",
+       "      <td>300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>60</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>400</td>\n",
+       "      <td>350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>120</td>\n",
+       "      <td>200</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>70</td>\n",
+       "      <td>180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>500</td>\n",
+       "      <td>350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>200</td>\n",
+       "      <td>240</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>150</td>\n",
+       "      <td>220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>3000</td>\n",
+       "      <td>365</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "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",
+       "6           200            240\n",
+       "5           150            220\n",
+       "14         3000            365"
+      ]
      },
-     "metadata": {
-      "needs_background": "light"
-     }
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Wczytanie danych (mieszkania) przy pomocy biblioteki pandas\n",
+    "\n",
+    "alldata_p2 = pandas.read_csv('polynomial-regression_2.csv')\n",
+    "alldata_p2 = alldata_p2.sample(frac=1)\n",
+    "alldata_p2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# alldata = np.matrix(alldata[['sqrMetres', 'price']])\n",
+    "data_train_p2 = alldata_p2[0:12]\n",
+    "data_test_p2 = alldata_p2[12:]\n",
+    "data_train_p2 = np.matrix(data_train_p2).astype(float)\n",
+    "data_test_p2 = np.matrix(data_test_p2).astype(float)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "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"
+     ]
     },
     {
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\n"
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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cost_fun_slices = []\n",
+    "for n in range(1, 4):\n",
+    "    plot_and_mse(data_train_p2, data_test_p2, n)\n",
+    "    \n",
+    "    cost_data = cost_functions.get(n)\n",
+    "    cost_x = [line[1] for line in cost_data[:250]]\n",
+    "    cost_y = [line[0] for line in cost_data[:250]]\n",
+    "    cost_fun_slices.append((cost_x, cost_y))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -416,7 +722,56 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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9pZU5XFNL/j4AXJqZXyxUjyRJUt9ZNXBFxJWZeTZwqivNS5Ikrd9aPVw/FBFnAi+KiA8BsXRjZjqsKEmS1IK1Atd/Bf4AOBF427JtictCSJIktWTVwJWZlwGXRcQfZOYfdbAmSZKkvnLIZSEMW5IkSUemlbsUj0hEbKK60/GuzHzhER+w0YCJCZiehpERGB+HYR/3KEmS6qt44AIuBG4Gjj3iI01Owo4dMD8Pc3MwOAi7dsGePTA2dsSHlyRJKuGQQ4oR8b9aaVvluycC/wH468MvbZlGowpbjUYVtqB6X2ifnT3iU0iSJJXQyqN9nrL0Q3OI8CdbPP47gN8D5g+vrBVMTFQ9WyuZn6+2S5Ik1dCqgSsi3hgRDeAnIuKB5qsB3Av8w6EOHBEvBO7NzGsOsd/5ETEVEVP79u1bfcfp6cWereXm5mBm5lAlSZIkdcWqgSsz35KZw8CfZeaxzddwZh6fmW9s4dg/TbVo6u3Ah4DnRsTfrXCe3Zk5mpmj27ZtW/1oIyPVnK2VDA7C9u0tlCRJktR5rQwpfjwiBgEi4pcj4m0R8SOH+lJmvjEzT8zMk4GXAf+Umb+87krHx2FglXIHBqrtkiRJNdRK4LoE+G5EnAb8DvA14G+LVrWS4eHqbsTh4cWersHBxfahoY6XJEmS1IpWloU4kJkZEecC78rM90TEzsM5SWZ+FvjsOup7uLEx2Lu3miA/M1MNI46PG7YkSVKttRK4GhHxRuBXgJ+JiAFgS9my1jA0BDsPK+9JkiR1VStDiuPAfuBVmXkP1cOs/6xoVZIkSX2klWcp3gN8AHh0c6mH72dm5+dwSZIk9ahWVpp/KfAl4JeAlwJXR8RLShcmSZLUL1qZw/VfgKdn5r0AEbEN+AxwWcnCJEmS+kUrc7gGFsJW07db/J4kSZJorYfrioj4JHBp8/M48I/lSpIkSeovhwxcmfm7EfGLwFizaXdmXl62LEmSpP6xauCKiO3A4zPzi5n5UeCjzfaxiDglM7/WqSIlSZJ62Vpzsd4BPLBC+/3NbZIkSWrBWoHr8Zl5w/LGZtvJxSqSJEnqM2sFrsesse2YNtchSZLUt9YKXFMR8evLGyPiPwHXlCtJkiSpv6x1l+LrgMsj4pUsBqxR4CjgxYXrkiRJ6hurBq7M/CZwZkQ8B3hqs/kTmflPHalMkiSpT7SyDtdVwFUdqEWSJKkvtbLSfD01GjAxAdPTMDIC4+MwPNztqiRJkh6hNwPX5CTs2AHz8zA3B4ODsGsX7NkDY2OH/r4kSVIH9d5DqBuNKmw1GlXYgup9oX12trv1SZIkLdN7gWtiourZWsn8fLVdkiSpRnovcE1PL/ZsLTc3BzMzna1HkiTpEHovcI2MVHO2VjI4CNu3d7YeSZKkQ+i9wDU+DgOrlD0wUG2XJEmqkd4LXMPD1d2Iw8OLPV2Dg4vtQ0PdrU+SJGmZ3lwWYmwM9u6tJsjPzFTDiOPjhi1JklRLvRm4oApXO3d2uwpJkqRD6r0hRUmSpB5j4JIkSSrMwCVJklSYgUuSJKkwA5ckSVJhBi5JkqTCDFySJEmFGbgkSZIKM3BJkiQVZuCSJEkqrNijfSJiK/B54OjmeS7LzIvbfqJGo3qm4vQ0jIxUz1QcHm77aSRJktar5LMU9wPPzczZiNgCTEbEP2bmv7TtDJOTsGMHzM/D3BwMDsKuXbBnT/WAa0mSpBooNqSYldnmxy3NV7btBI1GFbYajSpsQfW+0D47u/b3JUmSOqToHK6I2BQR1wH3Ap/OzKtX2Of8iJiKiKl9+/a1fvCJiapnayXz89V2SZKkGigauDLzYGaeDpwIPCMinrrCPrszczQzR7dt29b6waenF3u2lpubg5mZddUsSZLUbh25SzEz/w24CnhB2w46MlLN2VrJ4CBs3962U0mSJB2JYoErIrZFxGOafx8D/CxwS9tOMD4OA6uUPzBQbZckSaqBkj1cPwRcFRHXA1+mmsP18bYdfXi4uhtxeHixp2twcLF9aKhtp5IkSToSxZaFyMzrgaeVOj5QLf2wd281QX5mphpGHB83bEmSpFopuQ5XZwwNwc6d3a5CkiRpVT7aR5IkqTADlyRJUmEGLkmSpMIMXJIkSYUZuCRJkgozcEmSJBXW+8tCLGg0qvW4pqerx/6Mj1eLoEqSJHVZfwSuyUnYsQPm56sHVw8Owq5d1YrzY2Pdrk6SJG1wvT+k2GhUYavRqMIWVO8L7bOz3a1PkiRteL0fuCYmqp6tlczPV9slSZK6qPcD1/T0Ys/WcnNz1TMWJUmSuqj3A9fISDVnayWDg9UDrSVJkrqo9wPX+DgMrPLPGBiotkuSJHVR7weu4eHqbsTh4cWersHBxfahoe7WJ0mSNrz+WBZibAz27q0myM/MVMOI4+OGLUmSVAv9EbigClc7d3a7CkmSpEfo/SFFSZKkmjNwSZIkFWbgkiRJKqx/5nAt8CHWkiSpZvorcPkQa0mSVEP9M6ToQ6wlSVJN9U/g8iHWkiSppvoncPkQa0mSVFP9E7h8iLUkSaqp/glcPsRakiTVVP8ELh9iLUmSaqq/loXwIdaSJKmG+itwwcMfYt1owIc+5CKokiSpq/ovcC1wEVRJklQT/TOHaykXQZUkSTXSn4HLRVAlSVKN9GfgchFUSZJUI/0ZuFwEVZIk1UixwBURJ0XEVRFxU0TcGBEXljrXI7gIqiRJqpGSPVwHgN/JzFOBZwEXRMSpBc+3yEVQJUlSjRRbFiIz7wbubv7diIibgROAm0qd82GWLoJ6443w7W/D8cfDLbfAaae5HpckSeqYjqzDFREnA08Dru7E+f7d0BA86Unw+te7HpckSeqa4pPmI2II+Ajwusx8YIXt50fEVERM7du3r70ndz0uSZJUA0UDV0RsoQpbH8jMj660T2buzszRzBzdtm1bewtwPS5JklQDJe9SDOA9wM2Z+bZS51mT63FJkqQaKNnD9dPArwDPjYjrmq8dBc/3SK7HJUmSaqDkXYqTQJQ6fkvGx6sJ8is5cKCaxyVJklRYf640v2Dpelxbtz58W0R1B+PkZHdqkyRJG0Z/By6oln649dZHtn//+96tKEmSOqL/AxfAJz4BmzatvM27FSVJUmEbI3B5t6IkSeqijRG41rpb8aij4MQTO1uPJEnaUDZG4Bofh4FV/qkPPggXXeTkeUmSVMzGCFwLdysODa28fXbWyfOSJKmYjRG4oLpb8S1vgaOPXnm7k+clSVIhGydwAdxxB+zfv/K2uTm48cbO1iNJkjaEjRW41po8D3DJJc7lkiRJbbexAtdak+ehWgzVuVySJKnNNlbgWpg8v9o8LoDvfQ8uuKBahV6SJKkNNlbggmry/Gtes/r2Awfg0kvhhBMcXpQkSW2x8QIXwKmnrj2X66GHfM6iJElqm40ZuA41l2vB/v3w/veXr0eSJPW1jRm4FuZyDQ/D5s2r7/fgg7Brl0OLkiTpiGzMwAXVXK69e+EVr4AtW1bf78EH4XnPg7vv7lxtkiSpr2zcwAXVo37e9S7YunXt/fbvh5NOgje8wbsXJUnSYdvYgQsWhxfX6uUCOHgQ/vRP4Yd/2CFGSZJ0WAxcUA0vvu1ta6/PtWB21iFGSZJ0WNaYMb7BnHcevOlNqz9rcan9++EJT4AXvxiOOQaOOw6e8pTq7sfh4fK1SpKknhKZ2e0a/t3o6GhOTU11r4DJyar3qpXQtdzmzRABr389/P7vG7wkSeojEXFNZo6u+/sGrmXuvht+9Eer5yqu1+bNcPbZ8OM/DqecUrXdcUf18Gx7wSRJ6jkGrhImJ+Gcc9q/yvxRR8H8fBXGTjmlOv7QUPV+3HGL4WxmBr7znYdvc8hSkqSuMXCVMjsLb34z/PmfV3codtvCAq3Le86Wh7Pl72sFucPZp277GkAlSR1k4CqtHUOMar+FO0pf9KLqxoW6B8R+29fQK2mDMXB1wuRk9SDrgwfhu9/tdjVSPRh6+2tfQ7S0JgNXp8zOwsQEXHUVfOQjVZu9XpL6ScmpC/0+zcF9+z60G7i6YSF83XRT9frMZ+DAgW5XJUlSd3Wr57sDITKOPdbA1XWzs9UE+7e/HTLhoYe6XZEkSWqHrVthyxYe3Wjcen/mk9d7GANXOy3t+fr2t+H446sJ91/7GvzFXxjGJEnqUWfA/LWZm9b7fQNXpywPY8PD0Ggsvi+EM4DbblvcZ2YGrryyajesSZLUFX0VuCJiH/AN4HHAt7pcTm1sgoHj4bhjYOsm2HwQDuyH/QBHw9GbYPM8HByATcvfW9m3Xcf7NzjqMfBgu4+7/H0A4lh4LJDhA9iP2D5gW7eL0GHzuvUmr1vvugWYzYz1fr9WgWtBREwdycQ0dYfXrTd53XqT1603ed1615FeO3sHJEmSCjNwSZIkFVbXwLW72wVoXbxuvcnr1pu8br3J69a7juja1XIOlyRJUj+paw+XJElS36hV4IqIF0TErRExExEXdbserS4ibo+IGyLiuoiYarYdFxGfjojp5vtju12nICLeGxH3RsRXl7SteK2i8t+bv8HrI+KM7lW+sa1y3f5bRNzV/N1dFxE7lmx7Y/O63RoRP9edqhURJ0XEVRFxU0TcGBEXNtv9zdXYGtetbb+52gSuiNgE/AVwDnAq8PKIOLW7VekQnpOZpy+5TfYi4MrMHAGubH5W970PeMGyttWu1TnASPN1PnBJh2rUI72PR143gLc3f3enZ+YegOZ/K18GPKX5nXc3/5uqzjsA/E5mngo8C7igeX38zdXbatcN2vSbq03gAp4BzGTmbZn5IPAh4Nwu16TDcy7w/ubf7wd+oXulaEFmfh64b1nzatfqXOBvs/IvwGMi4oc6UqgeZpXrtppzgQ9l5v7M/DowQ/XfVHVYZt6dmdc2/24ANwMn4G+u1ta4bqs57N9cnQLXCcAdSz7fydr/WHVXAp+KiGsi4vxm2+Mz8+7m3/cAj+9OaWrBatfK32H9/VZz6Om9S4btvW41FBEnA08DrsbfXM9Ydt2gTb+5OgUu9ZaxzDyDqjv8goh49tKNWd3+6i2wPcBr1VMuAU4BTgfuBt7a1Wq0qogYAj4CvC4zH1i6zd9cfa1w3dr2m6tT4LoLOGnJ5xObbaqhzLyr+X4vcDlVV+o3F7rCm+/3dq9CHcJq18rfYY1l5jcz82BmzgN/xeIQhtetRiJiC9X/aH8gMz/abPY3V3MrXbd2/ubqFLi+DIxExBMj4iiqyWgf63JNWkFEDEbE8MLfwPOBr1Jdr/Oau50H/EN3KlQLVrtWHwP+Y/POqWcB9y8ZBlGXLZvb82Kq3x1U1+1lEXF0RDyRagL2lzpdn6q7DoH3ADdn5tuWbPI3V2OrXbd2/uY2t7fk9cvMAxHxW8AngU3AezPzxi6XpZU9Hri8+r9PNgMfzMwrIuLLwIcjYifwDeClXaxRTRFxKXAW8LiIuBO4GPhjVr5We4AdVBNAvwv8WscLFrDqdTsrIk6nGo66HfgNgMy8MSI+DNxEdbfVBZl5sAtlC34a+BXghoi4rtn2JvzN1d1q1+3l7frNudK8JElSYXUaUpQkSepLBi5JkqTCDFySJEmFGbgkSZIKM3BJkiQVZuCSVAsRMdt8PzkiXtHmY79p2ef/087jS9KhGLgk1c3JwGEFrog41JqCDwtcmXnmYdYkSUfEwCWpbv4Y+JmIuC4iXh8RmyLizyLiy80HyP4GQEScFRFfiIiPUS0+SET87+YD1W9ceKh6RPwxcEzzeB9oti30pkXz2F+NiBsiYnzJsT8bEZdFxC0R8YHmStSStC61WWlekpouAv5zZr4QoBmc7s/Mp0fE0cAXI+JTzX3PAJ6amV9vfn5VZt4XEccAX46Ij2TmRRHxW5l5+grn+kWqh9KeBjyu+Z3PN7c9DXgKsBf4ItVK1JPt/sdK2hjs4ZJUd8+netbcdcDVwPFUzy0D+NKSsAXw2oj4CvAvVA+WHWFtY8ClzYfTfhP4HPD0Jce+s/nQ2uuohjolaV3s4ZJUdwH8dmZ+8mGNEWcBc8s+Pw/4qcz8bkR8Fth6BOfdv+Tvg/jfS0lHwB4uSXXTAIaXfP4k8JsRsQUgIn4sIgZX+N6jge80w9aTgWct2fbQwveX+QIw3pwntg14NvCltvwrJGkJ/z82SXVzPXCwOTT4PuCdVMN51zYnru8DfmGF710BvDoibgZupRpWXLAbuD4irs3MVy5pvxz4KeArQAK/l5n3NAObJLVNZGa3a5AkSeprDilKkiQVZuCSJEkqzMAlSZJUmIFLkiSpMAOXJElSYQYuSZKkwgxckiRJhRm4JEmSCvv/IyiB91Yd6LAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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+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": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
+     },
+     "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,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -425,12 +780,107 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "execute_result",
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>number_courses</th>\n",
+       "      <th>time_study</th>\n",
+       "      <th>Marks</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3</td>\n",
+       "      <td>4.508</td>\n",
+       "      <td>19.202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0.096</td>\n",
+       "      <td>7.734</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>4</td>\n",
+       "      <td>3.133</td>\n",
+       "      <td>13.811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6</td>\n",
+       "      <td>7.909</td>\n",
+       "      <td>53.018</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>8</td>\n",
+       "      <td>7.811</td>\n",
+       "      <td>55.299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>6</td>\n",
+       "      <td>3.561</td>\n",
+       "      <td>19.128</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0.301</td>\n",
+       "      <td>5.609</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>4</td>\n",
+       "      <td>7.163</td>\n",
+       "      <td>41.444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>7</td>\n",
+       "      <td>0.309</td>\n",
+       "      <td>12.027</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>99</th>\n",
+       "      <td>3</td>\n",
+       "      <td>6.335</td>\n",
+       "      <td>32.357</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>100 rows × 3 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
        "    number_courses  time_study   Marks\n",
        "0                3       4.508  19.202\n",
@@ -446,11 +896,11 @@
        "99               3       6.335  32.357\n",
        "\n",
        "[100 rows x 3 columns]"
-      ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>number_courses</th>\n      <th>time_study</th>\n      <th>Marks</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>3</td>\n      <td>4.508</td>\n      <td>19.202</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>4</td>\n      <td>0.096</td>\n      <td>7.734</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>4</td>\n      <td>3.133</td>\n      <td>13.811</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>6</td>\n      <td>7.909</td>\n      <td>53.018</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8</td>\n      <td>7.811</td>\n      <td>55.299</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>6</td>\n      <td>3.561</td>\n      <td>19.128</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>3</td>\n      <td>0.301</td>\n      <td>5.609</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>4</td>\n      <td>7.163</td>\n      <td>41.444</td>\n    </tr>\n    <tr>\n      <th>98</th>\n      <td>7</td>\n      <td>0.309</td>\n      <td>12.027</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>3</td>\n      <td>6.335</td>\n      <td>32.357</td>\n    </tr>\n  </tbody>\n</table>\n<p>100 rows × 3 columns</p>\n</div>"
+      ]
      },
+     "execution_count": 11,
      "metadata": {},
-     "execution_count": 56
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -460,7 +910,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -474,52 +924,55 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 13,
    "metadata": {
     "tags": []
    },
    "outputs": [
     {
-     "output_type": "stream",
      "name": "stdout",
+     "output_type": "stream",
      "text": [
-      "Wielomian 1 stopnia, MSE = 381.1693728350544\n",
+      "Wielomian 1 stopnia, MSE = 381.16937283505433\n",
       "Wielomian 2 stopnia, MSE = 394.1863119057109\n",
-      "Wielomian 3 stopnia, MSE = 391.50171107305584\n"
+      "Wielomian 3 stopnia, MSE = 391.5017110730558\n"
      ]
     },
     {
-     "output_type": "display_data",
      "data": {
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\n"
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     },
     {
-     "output_type": "display_data",
      "data": {
-      "text/plain": "<Figure size 691.2x388.8 with 1 Axes>",
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CtGnOY3m581x5+annjx+PUrQi8U8JWAvld2zH5MFdqK718eoqtaQQkfi2tOgAJUcr6ZeXxYQBnYOfNGcO+HzBj/l8znERCYsSsFYIFKnO+UzbkCIS3wLF9zeP640xJvhJhYWnVr4aKi+HoqIIRSeSeJSAtcLlI7vTMSuNDSXHWLf3qNvhiIi0yOHyahauL8MYuHFcI72/hgxxhnIHk50NgwdHJkCRBKQErBUyUlO4fqwzsPZ5FeOLSJx6ddVequt8XDikKz07tAt9YkEBeEL8s+HxOMdFJCxKwFopsA35ysq9VNbUuRyNiEjzPb8sUHzfRO+v3FyYP995DKyEZWefej4nJ8KRiiQO9QFrpRG92jM6vwNr9x5lwfpSrvOviImIxIN1e4+yoeQYHbPSuHREt6YvmDwZioudgvuiImfbsaBAyZdIMykBawMzxvdm7d6jPL9stxIwEYkrgdYT14/NJyM1JbyLcnJg5swIRiWS+LQF2QauHZtPRqqHD4oOsvuQBnSLSHyorKnj5ZV7AQ3eFok2JWBtoEO7NK4a1QOAf2lAt4jEiUUbyzh6ooaRvdozslcHt8MRSSpKwNpIoHj1hWW7qdOAbhGJA2EX33u9MHs23H+/8+j1RiE6kcSmGrA2cu7APPp0bsfuQyf4oOgAF57R1e2QRERCKj5ygiWF+0lP8XDd2F6hT1y61Bkz5PM5zVazs+G++5y7HidPjl7AIglGK2BtRAO6RSSevLh8D9YGGkqnBz9Jsx9FIkYJWBu6aZwzoHvh+jIOl2tAt4jEJp/PnqxXbXT7UbMfRSJGCVgb6tWxHRcO6Up1nY9XVu11OxwRSWaN1G19sv0Quw5V0KtDJpMGdwn9Gpr9KBIxSsDaWP0B3daqGF9EXLB0KeTnw733wsMPO4/5+c7zwL+WO2USN47rTYonxOBt0OxHkQhSAtbGLh3RjU5ZaWwq9bJu7zG3wxGRZNNE3Zb34BHmry0BnLKJRmn2o0jEKAFrYxmpKVx/ltMNf86yXS5HIyJJp4m6rblPzaeyxse5AzvTLy/E6laAZj+KRIwSsAgoOMfZhnx1VbEGdItIdDVRt/X89hNAGL2/AgKzHx97DGbNch6Li9WCQqSV1AcsAob1aM+Y3h1Yvecob64rPbkiJiIScYG6rSBJWGFeH1Zm9yCnuoKrvNuBMMcPafajSJvTCliE3Oz/7fJ59QQTkWhqpG7rX6MvBeCaDe/R7pqr1cdLxEVKwCLk2rG9yEj18OHWg+w6qAHdIhIl9eu20k81WK3xpPDSqCkAzFizUH28RFwW8QTMGJNijFlpjJnr/3yAMeYTY0yRMWaOMSZEC+b41j4zjWmjewKnbvkWEYmKQN3WhReefOrdgeM4kN2JwQd2MbZki/p4ibgsGitg3wU21vv8v4FHrLWDgcNAwhYWnBzQvXyPBnSLSHStWgVLlpz89PnRlwEwY+1CDKiPl4jLIpqAGWN6A1cDs/2fG2AK8IL/lKeA6yMZg5uc27yzKDlayZLC/W6HIyLJItALrKoKgH3ZHXln8ARSfHV8Yd1i5xz18RJxVaRXwB4FfgAEmtLkAUestbX+z/cACXuLoDGGm/2NDv+1bI/L0YhI0mjQC+yVkZdQ50lhStGndK04ApmZ6uMl4rKIJWDGmOnAPmvt8hZef6cxZpkxZtn+/fG7enTjuN54DLy1oZRDGtAtItFQrxeY5fTtRwC+/W318RJxWSRXwCYB1xpjdgDP4Ww9PgZ0NMYE+o/1BoJOrbbW/tlaO95aO75r164RDDOyenZox4VndKWmzvLySg3oFpEoqDfDcWWvoRR16UuX44e5eNty5/kRI1wOUEQiloBZa39ore1tre0PfBF4x1p7K7AYuMl/2u3Aq5GKIVYU+Ivx/7VMA7pFJArq9QL7l3/168b175Dmq1Ptl0iMcKMP2P3AfcaYIpyasL+6EENUTR3enc7Z6Wwq9bJmz1G3wxGRROfvBVbRqQuvj3BaUdxc9IFmOIrEkKgkYNbad6210/0fb7PWTrDWDrbW3mytrYpGDG5KT/XwBf84InXGF5GomDyZN+d+zPH0LM7iGIP/6wea4SgSQ9QJP0oCPcFeW1XMiWoN6BaRFvB6YfZsuP9+59HrbfT059ftA2DGDZOcWY5a+RKJGUrAomRoj1zG9OmIt6qWN9aVuB2OiMSbpUshPx/uvRcefth5zM93ng9i58FyPt52iMw0D9PP7BnVUEWkaUrAoqhAA7pFpCUCjVW93pPtJSgvP/V8kKHaLyx3eg9OG92T3My0aEYrImFQAhZF14zpSWaah4+3HWLnwXK3wxGReNGgseppggzVrvPZkwlYoPxBRGKLErAoyq0/oFud8UUkXPUaq35OkKHaS4sOUHK0kn55WUwc0DkKAYpIcykBi7ICDegWkeaq11j1c4IM1Q6UOdx0dm+cEbwiEmuUgEXZhAGd6Z+XRemxSt7fEr8jlkQkiuo1Vv2cBo1Vj1RUs3B9GcY4o9BEJDYpAYsyYww3qxhfRJoj0EA1N/fUSlh2dtDGqq+uKqa6zscFQ7rSq2M7lwIWkaakNn2KtLWbxvXmN29tZtHGMg4eryIvJ8PtkEQk1k2e7DRSnTPHqfkaPNhZ+WrQ2yvwi92M8Vr9EollSsBc0L19JhcP7cY7m/bx8sq9fP2CgW6HJCLxICfHaagawopdh1lffIyOWWlcOrx7FAMTkebSFqRLZtTbhtSAbhFpC08u3Q7ALRP6kpmW4nI0ItIYrYC5ZMqwbuRlp7Ol7Dgrdx/h7L6d3A5JRGKZ1+tsPxYWOndFFhQ4NWB+JUdP8Ma6UlI8hq+c28/FQEUkHFoBc0l6qoeb/DUaT324w91gRCS2hTGG6OmPdlLns1w1qoeK70XigBIwF912Xn9SPIZ5a0ooPVrpdjgiEovCGEN0orqOZz7ZBcDXJg9wMVgRCZcSMBfld2zHlaN6UOuzPPXRDrfDEZFYFMYYopdW7uHoiRrG9umocgaROKEEzGVfm+T8tvrMJ7s4UV3ncjQiEnOaGENkC4v42wc7AK1+icQTJWAuG9evE2P7dOToiRpeXKH5kCLSQGNjiDIyWNJ1MEX7jtOjfSZXjeoR3dhEpMWUgMWAmf7fWp/8YDs+zYcUkfoaG0NUVcWTy0oA+Mp5/UhL0Y90kXihv60x4KpRPejVIZNt+8t5T/MhRaS+IOOGAoo69+bdfmeRUVvNl0bmuRCciLSUErAYkJri4bbz+wPOKpiIyGkmT4aHHoL09NOe/vu4awC4YdP7dHr9JTciE5EWUgIWI245py/t0lJYUniAzaVet8MRkVizezdUV5/89GhGNi+OmgrAHZ+85MyHFJG4oQQsRnTISuNmf2PWwDgREZGTGhTjPzfmCk6kZ3LB9hWcceKgM5xbROKGErAYcoe/JcXLq/Zy4HiVy9GISEypV4xfazw8NW46AF9b9przfEGBm9GJSDMpAYshA7pkM3VYN6prfSe7WouIAKeK8XNzWTD6Eorbd2Pg4WIu2r8lZJG+iMQuJWAxJtCS4umPdlJVq8asIlLP5MlQXMzfvnAXAHeckY2neK/zvIjEFSVgMea8QXkM65HLgeNVvL66xO1wRCTGrD5cy7LKdHIzU7nh7hla+RKJU0rAYowx5uQq2F+XbsdaNWYVkVP+5m9Vc8uEvmRnpLocjYi0lBKwGHTNmF50yUlnY8kxPt52yO1wRCRGlB2rZO6aEjwGbjuvn9vhiEgrKAGLQZlpKXz5XOeH61/VkkJE/P7vo53U+ixXjupB705ZbocjIq2gBCxGffncfqSnenh7Uxk7DpS7HY6IuKyypo5nPnXujv6av2WNiMQvJWAxqktOBteP7YW18PcPd7gdjoi47NVVezlUXs3o/A6M69fJ7XBEpJWUgMWwr/mL8Z9ftpujJ2pcjkZE3GKt5cmlOwD42uT+GGPcDUhEWk0JWAwb1qM9kwbnUVFdx5zP1JhVJFl9uPUgm8u8dM3N4OrRvdwOR0TagBKwGBdoSfHUhzuprfO5HI2IuCEwH/Y2f22oiMQ//U2OcRef0Y2BXbLZe+QEC9aXuR2OiETZ9gPlvLN5H+mpHr40sa/b4YhIG1ECFuM8HsMdk/oD8Nel29wNRkSi7qkPd2AtXD+2F3k5GW6HIyJtRAlYHLhxXG86tEtjxa4jrNx12O1wRCRKjp6o4flluwG4Q60nRBKKErA4kJWeyi0TnK0HNWYVSR7/Wrabiuo6zh+Ux/Ce7d0OR0TakBKwOHHbef1I8RjeWFdK8ZETbocjIhFW57MnewCq8apI4lECFid6dWzHtNE9qfNZnvpoh9vhiEiELdxQxp7DJ+iXl8WUYd3cDkdE2pgSsDgSaEnx7Ce7KK+qdTkaEYmkJz9wyg2+en5/PB41XhVJNErA4sjYPh0Z168TxypreWnFHrfDEZEIWbf3KJ9uP0RuRio3j+/jdjgiEgFKwOJMoBbkyQ924PNZl6MRkUgIrH7NOKcPORmpLkcjIpGgBCzOXDGyO/kd27H9QDmLN+9zOxwRaWP7vJXMXV2CxzjbjyKSmJSAxZnUFM/JH8pqSSGSeP758S6q63xcOrw7fTpnhT7R64XZs+H++51Hrzd6QYpIqykBi0MFE/qQnZ7Ch1sPsrHkmNvhiEgbqayp45+f7ATga5MbaT2xdCnk58O998LDDzuP+fnO8yISF5SAxaH2mWknC3Of1CqYSMJ4fXUxB45XM6JneyYO6Bz8JK8Xpk1zHsvLnefKy089f/x49AIWkRZTAhan7pjUH2Pg1VXF7PdWuR2OiLSStZa/fbADcFa/jAnRemLOHKirC37M53OOi0jMUwIWp/rlZXPp8O5U1/n4x8c73Q5HRFrpk/V72FByjC62mmtWvBm6pmvxYqioCH6svByKiiIXpIi0GSVgcSzQmPWfn+yksibEb8QiEvuWLuXJn/0VgFs/eIGM790bvKbL64UXXwz9OtnZMHhw5OIUkTbTZAJmjPmOMaZTNIKR5pk4oDMjerbnwPFqXltd7HY4ItISXi+7vvhVFg4YR3ptDbeumh+6pmvOHEhJCf1adXVQUBD5mEWk1cJZAesOfGaMed4Yc6UJWZgg0WaMObkK9uTS7VirxqwicWfOHGafeRXWeLhm43t0Kz9y6ljDmq7CwtDbjwA33gg5ORELVUTaTpMJmLX2x8AQ4K/AV4FCY8wvjTGDGrvOGJNpjPnUGLPaGLPeGPNT//MDjDGfGGOKjDFzjDHpbfDfkbSuGdOLrrkZbCr18tHWg26HIyLNVFy4i+dGTMVYH3d++vLpBxvWdPXpAxkZwV8oKwsuuSRygYpImwqrBsw6Syul/j+1QCfgBWPMw41cVgVMsdaOAcYCVxpjzgX+G3jEWjsYOAzMbHn4kp7q4bZz+wHwlyXbXI5GRJrrDx1GUZ2axvSNSxh6oMENNfVrupYuhR/+EKpC3PWckqLtR5E4Ek4N2HeNMcuBh4EPgNHW2m8B44AbQ11nHYHihTT/HwtMAV7wP/8UcH2LoxcAvjSxL+3SUli8eT+rdx9xOxwRCdPuQxU8fzwHj8/Hdz949vMneDxOUtVUj6+cHJg/X9uPInEknBWwzsAN1torrLX/stbWAFhrfcD0xi40xqQYY1YB+4CFwFbgiLW21n/KHiC/pcGLIy8ng69O6g/AbxZucTcYEQnb4+8UUeOzXNcng8E1R50VL3Aec3NPJVVz5jj1YMGkp8OvfgWTJ0cvcBFptdSmTrDWPtDIsY1NXFsHjDXGdAReBoaFG5gx5k7gToC+ffuGe1nSuvOCgfzfRzt5f8t+PttxiHP6h+iiLSIxYefBcl5YsYcUj+GeWybBHcVOolVU5Gw7FhScWtEqLDzV9b6h6mrYsyd6gYtIm4hKHzBr7RFgMXAe0NEYE0j8egN7Q1zzZ2vteGvt+K5du0YjzLjWKTv95B2Rv16wWXdEisS4x94upM5nueGsfAZ0yXaSrZkz4aGHnMf624lDhpxaHWtIvb9E4lLEEjBjTFf/yhfGmHbAZcBGnETsJv9ptwOvRiqGZDPzggF0aJfGJ9sP8aHuiBSJWVv3H+eVlXtJ9RjumTqk6QsKCpx6sGACdWIiElciuQLWE1hsjFkDfAYstNbOBe4H7jPGFAF5OO0tpA20z0zjzgsHAvDrt7QKJhKrfvd2IT4LN4/vQ5/OWU1fEKgHy80NXScmInGlyRqwlrLWrgHOCvL8NmBCpL5usvvq+f15cul2Vu46wrub93PJsG5uhyQi9Wwp8/La6mLSUgx3T2nG1uHkyVDcSJ2YiMSViCVg4o7sjFS+dfEgHpy3kV+/tZmLh3ZFwwtEYsdjiwqxFr54Tl/yO7Zr3sWBOjERiXsaxp2AvnxuP7rlZrC++BgL1pe6HY6I+G0sOca8tSWkp3q46xIVzoskMyVgCSgzLYXv+Lc2frtwC3U+1YKJxIJH/H36bp3Ylx4dMl2ORkTcpAQsQc04pw/5Hduxpew4c9cUux2OSGLyemH2bLj/fufR6w156to9R3lrQxmZaR6+dXGjo3RFJAkoAUtQGakp3DPVWQV7bFEhtXUhumiLSMssXQr5+XDvvfDww85jfr7zfBCPLnJWv247rz/dcrX6JZLslIAlsBvO7k2/vCy2HSjn5ZVB+92KSEsEZjN6vac61JeXh5zZuHLXYd7etI+s9BS+4W8VIyLJTQlYAktL8XDvpU6Tx8feLqS6VqtgIm2isdmMPp9zvJ5HFhUCcPv5/cnLyWjW1qWIJCYlYAnu2jH5DO6Ww57DJ/jX8t1uhyOSGBqbzVhe7vTp8lu24xDvb9lPTkYqd14wsNlblyKSmJSAJbgUj+F7l54BwO/fLqKyps7liEQSQDNmM/7Wf+fj1yb1p5OvqllblyKSuJSAJYGrRvVgeM/2lB6r5JlPdrkdjkj8C3M240dbD/Lh1oPkZqYyc/LAZm9dikjiUgKWBDwew/cvc1bB/vjuViqqa12OSCTOhTGb0VrLI/47H//fBQPpkJXW9NblX/6imjCRJKEELElMHd6NMX06cuB4FU9/tNPtcETiX2A242OPwaxZzmNxsfM88EHRQT7dfogO7dK4Y1J/55rGti4BPvlENWEiScJYG/td0sePH2+XLVvmdhhx7/0t+7ntyU/pmJXGkh9cQm5mmtshicQWr9fZBiwsdJKlggJnVauZrLXc+MSHrNh1hH+/YuipsUNer5NchbPClZvrJHQati0S04wxy62145t7nVbAksgFQ7owoX9njlTU8LcPdrgdjkhsacO7E9/bsp8Vu47QOTudr57f/9SBYFuXoagmTCShKQFLIsYY7rvcqQX7y/vbOFJR7XJEIjGimY1VG2OtPXnn4zcvGkh2RurpJ9Tfupw4MfQLNWhnISKJRQlYkjl3YB6TB3fBW1XLX5ZsczsckdjQhncnvr1xH2v2HKVLTgZfObd/8JNycmDmTPj618NuZyEiiUUJWBIKrIL97YMdHDxe5XI0IjGgGY1VG1N/9evbFw+iXXpK4xeE2c5CRBKPErAkdHbfTkwZ1o2K6jr+972tbocj4r5mNFZtzIL1pWwoOUb39hl8aWLfpi8Io52FiCQmJWBJ6j5/X7CnP9pJ2bFKl6MRcVkbrET5fJZHFjozH++6ZDCZaU2sfgU00c5CRBKTErAkNSq/A1eO7EFVrY8/LlahryS5NliJmr+uhM1lXnp1yKTgnD7N+/qBmrCHHnIetfIlkvBSmz5FEtX3LjuDBRtKefbT3dx50SDyO7ZzOySRyGmqx1dgJWrOHKfma/Bg55wwkqE6n+XRRc7q191ThpCRGubql4gkLSVgSWxoj1yuHdOLV1cV8/g7hTx0w5luhyQSGUuXOu0kfD6nqD47G+67z1ndqr/VF1iJaqbXVxdTtO84vTu146ZxvdswcBFJVNqCTHLfnToEj4Hnl+1hx4EQd4GJxLM27PEVTG2dj8fedla/7pk6hPRU/VgVkabpJ0WSG9g1hxvP7k2dz/I7/z8iIgmlDXt8BfPKqmK2HyinX14WN5yV36rXEpHkoQRMuGfqENJSDK+s2kvRvjBm1InEkzbq8RVMTZ3v5C8u3506hNQU/UgVkfDop4XQp3MWM8b3wWfhkUVaBZME01iPr6wsp/D+/vth9uzwhmTX8+LyPew6VMHArtlcN1arXyISPiVgAsDdUwaTnuph3poSNhQfczsckbbh9UJlJVSHmHtaUQEvvNCi4duVNXX8/h1n9ezeS88gxWPaKGgRSQZKwASAnh3acau/c/cji7a4HI1IG1i61EmoZs2CmprTj2Vlnfq4osJ5bGZh/h/f3creIycY1iOXq0f3bMPARSQZKAGTk7518SDapaWwcEMZK3YddjsckZYLdudjQHo6XHfd6UlYfWEU5m8/UM7/vuuM8fr59aO0+iUizaYETE7qlpvJHZP6A/Cfr6yjti7EnWMisa6xOx/T0uDw4VMrXw01UZhvreUnr66jus7HTeN6c07/zm0QsIgkGyVgcpq7pwwmv2M71hcf4+mPdrodjkjLNHXnI7R4+Pb8taUsKTxAh3Zp/PCqYa0MVESSlRIwOU1Weio/vXYkAL95azOlRzWoW+JQY3c+ZmfD9OktGr7trazhZ3PXA3D/lcPIy8loi2hFJAkpAZPPuXREdy4f0Z3y6rqT/9iIxJWCgsYTrNtvb9Hw7UcXFVJ2rIoxfTryxeYO3BYRqUezICWoB64dydKiA8xfW8riTfu4ZFg3t0MSCV8gkWo4/9HjOZVgNXP49obiY/z9wx14DPzi+lF4VHgvIq2gBEyCyu/Yju9dega/mL+Rn7y2jrcGXkS79BS3wxIJXzgJVpjDt30+y3++uo46n+Wr5/dnVH6HCAYuIslACZiE9NVJ/XlxxR42lXp5fHEh/36FCo4lzoSZYDXlheV7WL7zMF1zM7jvvF5O1/zCQqfWrKDAWXETEWkG1YBJSGkpHn55w2iMgT+/v43CMs2JlORzuLyah97YCMCPB3toP6if0zW/Bd3zRUQClIBJo87u24lbJvSlps7yHy+vw1rrdkgiUfXfb27icEUN5/fvyLX/7/rTm7s2s3u+iEiAEjBp0v1XDCMvO51PdxziheV73A5HpPW8XmcbsYkh3Mt3Hua5z3aTlmL4mW8LJlRz1zC654uI1KcETJrUISuNH08fDsAv52/kcHmIwcYi8SAwI7KJbcTaOh8/fmUdAN+4cBCDd25qvLlrI93zRUQaUgImYbl+bD7nDczjcEUNv3pjk9vhiLRMsBmRIbYRn/poJxtLjtG7UzvuuiR0Z3ygye75IiINKQGTsBhjePALo0hP8TBn2W4+23HI7ZBEmq+xGZH1thFLj1by27c2A/DTa0fSrqoC/vjH0K9rTMju+SIiwSgBk7AN6prDNy8aCMB/vLyWGg3rlnjT1IxI/zbig/M2UF5dx2UjujN1eHcnMWvsBpS77grZwFVEJBglYNIs375kMP3ysthSdpy/Lt3udjgi4QkU3a9eDenpwc/xbyMuKdzP3DUltEtL4YFrRjjHGkvcAN59t9FifhGRhpSASbNkpqXws+tGAfDooi3sPlThckQiTahfdL9gAVSHuInE46Hyxpv5yavO/NN7pg6hd6cs51hjw70BPvlEPcFEpFmUgEmzXXRGV6af2ZPKGh8PvLZevcEkdgUrum+o3hDuPy8vY/uBcgZ3y2Hm5AGnzmlsuHeAeoKJSDMoAZMW+cn0EeRmpPLOpn0sWF/mdjgiwTVWdJ+RAVddBY89BsXF7Bx+Fo8vdmrAfn7dKNJT6/14DAz3zs1tfCUM1BNMRMKiBExapFv7TP79yqEA/PT19RyvqnU5IpEgGqvdqqqCMWNg5kxsdjb/9dp6qmt9fOGsfM4blPf58wPDvR97DCZODP011RNMRMKgBExa7NaJ/TizdwdKjlby6MItbocj8nmN1W7V6921YH0pizfvJzczlR9NGx769QLDvb/+9bBeV0QkFCVg0mIpHsMvrh+Nx8DfPtzB+uKjbockcrrGarc8HigooLyqlp++vgGAH1wxlK65GW3yuiIijVECJq0yuncHbjuvP3U+Z1i3z6eCfIkhwWq36hXdk5PD794upORoJaPzO/Clif3CmxMZxuuKiDTGxMMdbOPHj7fLli1zOwwJwVtZw9TfvMc+bxUPXj+KL5/bz+2QRE53/LhTGF9U5GwPFhRATg6bS71c/bsl1FnLq3dN4swd65y7GH0+p5YrO9tZ0Zo/36kBC/N1RSR5GGOWW2vHN/u6SCVgxpg+wNNAd8ACf7bWPmaM6QzMAfoDO4AZ1trDjb2WErDYN29NCXc9s4LczFTe+f7F4W3jiLjIWkvBnz7m0x2H+Mq5/fj51H5OH69QK17FxUquRORzWpqARXILshb4vrV2BHAucJcxZgQwC3jbWjsEeNv/ucS5aaN7cNEZXfFW1vKLeRvcDkeSTTjbhg28uGIvn+44RJecdP7t8qFhz4kUEWkLEUvArLUl1toV/o+9wEYgH7gOeMp/2lPA9ZGKQaLHGMPPrhtJRqqHV1YV80HRAbdDkmSxdCn06uXMY3z4YeexV69GO9IfqajmofkbAfjRtOF0yEoLe06kiEhbiEoRvjGmP3AW8AnQ3Vpb4j9UirNFKQmgX14235ni3H7/41fWUVlT53JEkvC8Xrj8cqcWKzBiqLra+TzwfBD/s2AzB8urmTCgM18Y3D7sOZEiIm0l4gmYMSYHeBG411p7rP4x6xSgBS1CM8bcaYxZZoxZtn///kiHKW3kzgsHMbhbDtsPlPOn97a5HY4kuqeeghMngh87ccI53sCq3Ud45tNdpHoMD/atxvTuHdacSLWWEJG2FNEEzBiThpN8/dNa+5L/6TJjTE//8Z7AvmDXWmv/bK0db60d37Vr10iGKW0oPdXDg9c7w7r/8G4R2w+E2NIRaQtz5zZ+fN680+rDjv3pr3z3meVYCzMn5nNGwTWNz4nMyHBWxb71LYiDO8ZFJH5ELAEzxhjgr8BGa+1v6x16Dbjd//HtwKuRikHcce7APG48uzfVtT5++NIa6tQbTNxy+LBzZ+O992IffpgfLNrJzsOVjGjv4Xtln4Uuuk9Lg5QUJ+mqroY//MF5nUbqykREmiOSK2CTgK8AU4wxq/x/pgG/Ai4zxhQCl/o/lwTzo2nDyMtO5+Nth3h0kcYUSYRMn9748ZUrT65wPTn+Wt4cNJHcqnKe+ON3yNy4PvTKV00N1NWd2pIsL3deZ9q0kHVlIiLNEcm7IJdaa4219kxr7Vj/n/nW2oPW2qnW2iHW2kuttYciFYO4Jy8ng9/dchYeA79/p4h3NpW5HZIkottvh6ys4MfS051VLGB5r2E8dPHXAPif+Y/S70gpHDoUep5jKGpHISJtRKOIJGImDe7C9y8fCsC9z61i96EKlyOShJOb6xTP5+Q49VrgPObkwE03QUUFh9q15+7r7qc2JZWZn73ClVs+cla0unQJPc8xFLWjEJE2ogRMIupbFw1i6rBuHKus5Vv/XK7WFBJcCxqpnjR5MpSUOHVas2Y5jyUlcMkl+LJzuHf69ylp35Wz925k1rt/c67JzoYRI4LPc8zMdP4Eo3YUItJGNAtSIu5oRQ3TH1/C7kMnuGVCHx664Uy3Q5JYsnRp8+Yvhsvr5ffX3s1vJs6gU8VR5v39u/Ty+hsE1x8t1HCe47RpMHSoRhKJSFhaOoooNRLBiNTXISuNJ24dxw1PfMizn+7mrL6dmDG+j9thSSwIFLbXT3YChfHTprUq2fmwrIpHJs7AWB+PLvqDk3zVT+4Cr5uTAzNnnn7x/Pmhk0IlXyLSBpSASVSMyu/Ag9eN4gcvruE/X1nHyF7tGdmrg9thidvCmb84Y4bzWFgIQ4Y4DVFzcxt92bJjldzz3Ep8wD0X9OeiM74GRRc6K1wFBU0nUZMnO8lf/ZWxcK4TEQmTEjCJmhnn9GH5zsPMWbabb/1jBa9/ZzId2qW5HZa4qan5i4sXw/e+d/pK1H33Nbo9WVvn4zvPruTA8WomDc7ju9NGgWd043F4vcGTvIYrYyIibURF+BJVP71uJCN7tWfXoQq+//wqfGrSmtyGDAndCiIrC1544fRO9WH04/r1W1v4dPshuuVm8GjBWaR4TOMxLF16slkrDz/sPKrpqohEmBIwiarMtBSeuHUc7TNTWbRxH//7/la3QxI3FRSEbgXh853s4/U5dXVw112fu2vy7Y1l/O97W0nxGB7/0tl0zc1o/OvXr0FrRpInItJaSsAk6vrmZfFIwVgAfr1gMx8WHXA3IHFPbm7wVhC5uXDDDVARondcRQU8++xpK1a733qf781ZBcC/XzGUCQM6B7+2fsuLu+92krlg1HRVRCJINWDiiqnDu3P3JYN5fHER33l2JfPuuYAeHUL0XpLEFqrg/bnn4NVXGx8XBFBeTlVKKnc9t4pj3QZx6fBu3HnBwODXNGx5kZZ26nUaUtNVEYkgrYCJa7532RlMGpzHwfJqvv3P5VTXhrgbThJfoBXEQw85jzk5jW9PNvDglK+zptsgeqfW8pubx+IJVvcVbLsxVPIFaroqIhGlBExck+Ix/O6LZ9GzQyYrdh3hoTc2uh2SxJJg25Opn1+0f234hfzf2dNJr63hj7Xr6JCVFryzfmMtL4LxeJwkUEQkAtQJX1y3YtdhCv70ETV1lse/dBbTz+zldkgSS+p3qi8uhhdfPLmCVdS5N9fe/ggV6e34+buz+crQ9lBbCy+95CRQFRWnmqhecw0880zor5Oa6lzbVp34RSQptLQTvhIwiQlPfbiDB15bT3Z6Cq/ePYnB3RpvtClJyut1WkR4vVSkZXD9V37Llq79uGbDe/zu9f/BZGWFLtzPzDyVlDWUne0M7+7ZU01XRaRZNIpI4tpt5/Vj+c7DvLa6mG/+YwWv3jWJ7Ax9e0oD/m1JO20aP57yTbZ07cfAw3t5aMHjGAidfIGTfIW649HjgccfV9IlIlGjGjCJCcYYHrphNEO65VC07zizXlpLPKzOigsmT2bOvOW8NOwiMqnjidq15KSF8aOsosJZ5QrW8kIzHkUkypSASczIzkjliS+PIzs9hddXF/PUhzvcDkli0Prio/xkgdMe4hc3n83QLlmhW1XUl50Nl1zi1JE99hjMmuU8Fher1ktEok57PBJTBnfL4eGbxnDXMyt4cN5GRvfuyLh+ndwOS9paqNmLTThWWcO3/7mC6lofXzynDzeO6w0r/eOMmkrCAnc1BlpeiIi4SCtgEnOuPrMnMycPoNZnueufKzhwvMrtkKQttXD2orWWH/xrDTsPVjC8Z3v+69qRzoGm+oVpm1FEYpASMIlJs64axvh+nSg9Vsk9z66kTkO7E0MrZi8++cEO3lxfSk5GKn+89Wwy0/xzIoP1C8vKgowMuPVWbTOKSExSAiYxKS3Fwx9uPZsuOel8uPUgv1242e2QpC001gy1kdmLc9cU88v5TqPe/7npTAZ0yT79hMA4o0Bt1+9+BwcOwD/+caqzvohIDFENmMSs7u0z+f0tZ3Pr7I/5w+KtDOyS49T8SHAtrKuKqsLC0LVaIWYvvrpqL9+bswqfhXumDOaq0T2DX6/aLhGJI1oBk5h23qA8fjRtOAD/9sJqnv10l8sRxagW1lVF3ZAhp7YJGwoye/HllXtOJV9Th/C9y86IQpAiIpGnBExi3tcvGMisq4ZhLfzwpbVqT9FQK+qqoq6xgvkGsxdfWL6H+55fjc/CvZcO4b7LzsCYIEO2RUTikBIwiQvfvGgQD1wzAoAHXlvPn97b6nJEMaSFdVWuCFYwH+Quxec/282/v7Aaa+H7l53BvZdq5UtEEotqwCRu3DFpAOmpHv7j5XU89MYmqmp93DN1iNthua8FdVWuChTMBwZsN5i9+Oynu/jhS2sB+MGVQ/n2xYMbezURkbikBEziyq0T+5GRmsIPXljNbxduoaq2jn+7fGhyb00NaaQRaZC6qpgQomD+Hx/v5MevrAPgh1cN4xsXDYp2ZCIiUaEtSIk7N43rzaNfPIsUj+EPi7fyi3kbk3tuZDPqqmLZ0x/tOJl8/fjq4Uq+RCShaQVM4tK1Y3qRnuLhO8+uYPbS7VTV+vjptSPxeJJwJSxQPzVtmlPzVV7urHx5PHHT/f1vH2znp69vAOAn00fwtckD4qOthohIC5l4WDkYP368XbZsmdthSAx6Z1MZ3/yHMxtwxvjePHTDmaQkYxIGzt2OIeqqYtnsJdt4cJ7TZPVn143ktvP6O+0zQiWU6mgvIjHEGLPcWju+2dcpAZN4t7TwAF9/+jMqa3xcP7YXv755DKkp2l2PilauUv35/a38cv4mAB68fhRfPref85r5+c5jQ7m5TgF/HCSWIpIcWpqA6V8piXuTh3ThqTsmkJ2ewiurirnnuZVU14ZoyyBtp5XNX59491Ty9csvjHaSL4ivthoiIi2kBEwSwsSBeTw9cyK5GanMX1vKt/+5nKraOrfDSlytbP76+DuF/PebmzAGHr7xTL40se+pg/HWVkNEpAWUgEnCGNevE8/8v3Pp0C6NRRv38f+eXs6JaiVhEdGKVarHFhXy67e2YAz8z01jmHFOH+eA1wuzZ8Pq1ZCeHvziWG2rISLSTErAJKGM7t2B5+48l7zsdN7fsp87/v4p5VW1boeVeFqwSmWt5bcLt/DIoi14DPx2xhhuCgxXr7+duWABVFcHf+04aqshItIYJWCScIb3bM+cb5xLt9wMPt52iNue/JRjlTVuh9U6gdWh++93HoMVqEdTM4dqW2v5zVtb+N3bhXgMPFIwli+c5U++gm1nBnvNBuOKRETime6ClIS1/UA5t/7lY4qPVjKmdwee+toEOmaF2NpyU1N3EsZiS4Zm3KloreXhBZt54t2tpHgMjxaM5ZoxvU6dP3u2s/IVLPnKyIApU+DGG+OmrYaIJBfdBSnSwIAu2cz5xnn06dyO1XuO8qW/fMLB41Vuh3W6pu4kbGWxe8SEOVTbWstDb2ziiXe3kuox/P6Ws05PvqDx7cyqKhgzxhlbpORLRBKIEjBJaH06Z/H8N85jQJdsNpQc44t//ph93kq3w3KEk1zFaksGrxc2bXISoxtvhPvug8cec1a+/Ktyh8uruee5Vfz5/W2kegyPf+lspo3u+fnXauZ2pohIItAoIkl4PTu0Y86d53Lr7E8o3Heca3//AQ9eP4pLR3R3N7Bwkqv162OvJUNjW6L+Vao31pbwn6+u48DxajLTPPzui2dx+cgewV+voMBJ4IJR0b2IJCitgElS6NY+k+fuPJez+nak9FglX396GXc/s4L9Xhe3JJu6k3DxYnjiidDXu7E61MSq3YGyQ9z1zxV8658rOHC8mgkDOvPmdy8MnXxB2NuZIiKJRCtgkjTycjJ44Zvn87cPtvObt7Ywd00JSwoP8OOrh3PTuN4YE+UZkoGtt2BJWFYWvPCCUwMVihurQyFW7Swwd+BEHvjdBxyq85CVnsKsq4bx5Yn9whuQPnmys30Zh7MsRURaQndBSlLafaiCH728liWFBwCYPLgLv/zCaPrmZUUviMbuJMzMdBKsiorg12ZmwsKF0b8L8v77nZsF6tmf1ZH/vPxbvDl0EgDnD8rjv288kz6do/heioi4RHdBijRDn85ZPP21Cfx2xhg6ZqWxtOgAlz/6Hn95fxu1dVGaI9nY1tsNN4ROvgC+/W13WlDUK5i3wCsjLuayr/+RN4dOIqe6gl92O8o/vz6x+clXrPU5ExGJMK2ASdI7cLyKn72+gddWFwNwZu8O/OqGMxnRq310Agjc7Vh/6+2550L3xsrOdu44nDkzOvHV51+1K7Np/Mfld7FoyEQALti+gl8teZL8LWubv20Yi33ORETC1NIVMCVgIn7vbCrjxy+vo/hoJSkewzcuHMg9U4eQmZYS/WCa0eg0mqy1vPjcYn72yX6OZeaQW1XOfy59mps3v49pScIUo/+dIiLh0hakSCtNGdadt+67iNvP64fPWv747lamPbaEj7cdjH4wMXhnYMnRE9zx98/4t9UnOJaZwyVZlbyVsZ4Z3/wCpl7/r5PC2VaM1T5nIiIRprsgRerJyUjlp9eN4tqxvbj/xbUU7TvOF//8MbdM6MsPpw2jfWZa9IKJkTsDrbU8v2w3D87diLeqlvaZqTxwzUhuODsfY24MflGwbcX77vv8tmILhnqLiCQCJWAiQYzr15l590zmiXe38ofFRTz76S7e3ljGz68fxRWN9bRqKw3nQ/7oR6fPh4ySvUdOMOvFNSfvFr10eHd++YVRdGufGfqi+r3CAgJJ1rRpp28rNtaKQ13wRSSBqQZMpAlbyrzc/+IaVu46AsBVo3rw02tHNp6EtIYbRekNEj47YwbPbDzML+dtpLy6jo5Zafz02pFcO6ZX0/3SGhuu3fAGAtWAiUica2kNmFbARJpwRvdcXvjm+fzj4508/OYm3lhXygdFB/jhtOHccHY+GaltWKTfnNWjtlIv4TvkS2HBqIv411IvK3qcAcCVI3vw8+tH0TU3I7zXa862YqCmrYnRRiIiiUYJmEgYUjyG28/vz6UjuvPjl9eyePN+fvjSWn4xbyMXD+3KFSN7cMmwbuRktPKvVDhF6W3ZfsLr5fAXZvDWgHOZO+wCPuw3hjqPk1B2PnGMn906kavPGdC8KQHN3VaMkVo3EZFoitgWpDHmSWA6sM9aO8r/XGdgDtAf2AHMsNYebuq1tAUpscRay2uri3ni3a1sKj21UpWe4mHS4DyuGNmDS0d0p0tOmCtG9QXpNH+aWbPgoYdaEPXpjlRU89b6Mua98SkfeFOpTXESxxRfHZN2rGL6pqVcsWcVHf7noeYnfNpWFJEkEotbkH8HHgeervfcLOBta+2vjDGz/J/fH8EYRNqcMYbrxuZz3dh8dh2s4K0NpSxYX8qynYdZvHk/izfvx/PyWsb368zlI7tzxcge4XeGj2BR+tGKGt7aUMq8tSUsLTxArc8CmaSYOi7YvoLpm5Zw+ZaP6VRZL3Gqv13Y8MaAgoLgNwZoW1FEpEkRLcI3xvQH5tZbAdsMXGytLTHG9ATetdYObep1tAIm8WC/t4pFG8tYsL6UD4sOUl1vpNGInu25YmQPrhjVnaHdc0Nv6bXx6tHREzUs2lDGvLUlLCncT02d8/fdY+D8QV24+mgRVzz0b3Q+WPr5i+sXzLfkxoBgHf6VfIlIgonJTvhBErAj1tqO/o8NcDjweZBr7wTuBOjbt++4nTt3RixOkbbmraxh8eb9vLW+lMWb9lFeXXfyWL+8LCcZG9mds/p0wuNpkIy18i5Ib2UNizaWMW9NCe9vOXAyEfQYOG9QHtNG9+TKkT3Iy8kIL+GzVluKIiIhxF0C5v/8sLW2U1OvoxUwiWdVtXV8WHSQBetLWbihjIPl1SePdcnJ4LIhnThj92Z8+w/g69IV35gx1Fmwa9ZQd/AQvs6d8Y0YiS8tnTpr8VmLz2fxWU77uM5ayo5WsqTw9KRr4oA8rj6zJ1eO6hG8Lq2phK85bSVERJJMLNaABVNmjOlZbwtyX5S/vkjUZaSmcMmwblwyrBu/+IJl+c7DLFjv1I3tOXyCZ1eWAh3AdICDwDvb/VfmOn8OAUt3hf31jIFzB3bm6tE9uWJUD7rlNtGvrKm7ENWtXkSkzUU7AXsNuB34lf/x1Sh/fRFXpXgMEwZ0ZsKAzvz4wt5sGDOJt3uN4lC79hgsKT4fHuvDk5aK5+67ScnMwBhDijF4DHg8Bo8xpHjAY4z/j/O6xhjapaVwwZAuTTeJDVZQH2oVq7EbA1JTneTN63WlU7+ISLyKZBuKZ4GLgS5AGfAA8ArwPNAX2InThuJQU6+lLUhJSG5s7Xm98OCD8OijzlJZVVXTNWaN1YkFYo10p34RkRgVc1uQ1tpbQhyaGqmvKRJXor21t3QpXHWVc3diw68FoTvt128rUVcHFRXNu15ERD7H43YAIkkrsLUXTFsPog6MOGqYfNUX6LQfTKBO7KabIC2t+deLiMhplICJuKWgwNm6C8bjcY63lcZGHAU0teqWkwM9ekBNTcuuFxGRk5SAibglsLWXm3tqJSw7+9TzbbmV19h2Z0BTq25eL5SWhl4Ba+tVOxGRBKZh3CJuau0g6nDHAzV2J2NAY6tugV5hdXWhV8DaetVORCSBKQETcVPDBGrGjPCTr2ANVO+7L/jdiAUFzrFQcnJCr7oF6sfCuQtSBfgiImHRFqSIW5Yuddo73HsvPPyw85if7zzflPpJUWBVq7w8dLF9sO3O9HRnO/H++6GkJHQLicbqx1JTncL84mK1oBARaQatgIm4IdiqUnPaOTSWFAXuRmzYQ6yl252N1Y/V1kLPnlr5EhFpJiVgIm5oLIGqqwueQNXX0h5iOTnNb+7aWP2YCu9FRFpEW5AibmgsgaqogMWLG78+mj3EotkuQ0QkSSgBE3HDkCGQlRX6+IsvNt40NZpJUTTbZYiIJAklYCJuKChwthpDSUlpvKt8tJOiQP3YY4/BrFnOowrvRURaTDVgIm7IzYUbb4Rnngl+PJyu8tHqIRbQkvoxEREJSgmYiFsuuQRefbV1xe0tTYqa00NMRETanLYgRdziVnF7c3uIiYhIm1MCJuKW5tZxeb0we7bTOHX27NCd6ZsSTg8xERGJKG1Birgp3DquttwybGkPMRERaTNKwETc1lQdV2u75jekxqoiIq7TFqRIrGvrLUM1VhURcZ0SMJFY19ZbhmqsKiLiOm1BisS6SGwZtraHmIiItIqx1rodQ5PGjx9vly1b5nYYIu7weiE/P/hdj7m5za8BExGRNmOMWW6tHd/c67QFKRLrtGUoIpJwtAUpEg+0ZSgiklCUgInEC81iFBFJGHFRA2aM2Q/sdDuOJNAFOOB2EElG73l06f2OPr3n0aX3O/qGWmtzm3tRXKyAWWu7uh1DMjDGLGtJIaG0nN7z6NL7HX16z6NL73f0GWNadJegivBFREREokwJmIiIiEiUKQGT+v7sdgBJSO95dOn9jj6959Gl9zv6WvSex0URvoiIiEgi0QqYiIiISJQpAUtixpjOxpiFxphC/2OnEOfVGWNW+f+8Fu04450x5kpjzGZjTJExZlaQ4xnGmDn+458YY/q7EGZCCeM9/6oxZn+97+uvuxFnojDGPGmM2WeMWRfiuDHG/M7//2ONMebsaMeYSMJ4vy82xhyt9/39k2jHmGiMMX2MMYuNMRuMMeuNMd8Nck6zvs+VgCW3WcDb1tohwNv+z4M5Ya0d6/9zbfTCi3/GmBTgD8BVwAjgFmPMiAanzQQOW2sHA48A/x3dKBNLmO85wJx639ezoxpk4vk7cGUjx68Chvj/3Ak8EYWYEtnfafz9BlhS7/v7Z1GIKdHVAt+31o4AzgXuCvJzpVnf50rAktt1wFP+j58CrncvlIQ1ASiy1m6z1lYDz+G87/XV///wAjDVGGOiGGOiCec9lzZkrX0fONTIKdcBT1vHx0BHY0zP6ESXeMJ4v6WNWWtLrLUr/B97gY1AfoPTmvV9rgQsuXW31pb4Py4Fuoc4L9MYs8wY87Ex5vrohJYw8oHd9T7fw+f/0p48x1pbCxwF8qISXWIK5z0HuNG/TfCCMaZPdEJLWuH+P5G2c54xZrUx5g1jzEi3g0kk/jKRs4BPGhxq1vd5XHTCl5YzxiwCegQ59B/1P7HWWmNMqFti+1lr9xpjBgLvGGPWWmu3tnWsIlH0OvCstbbKGPMNnBXIKS7HJNJWVuD83D5ujJkGvIKzLSatZIzJAV4E7rXWHmvNaykBS3DW2ktDHTPGlBljelprS/zLpPtCvMZe/+M2Y8y7OJm/ErDw7AXqr6709j8X7Jw9xphUoANwMDrhJaQm33Nrbf33dzbwcBTiSmbh/D2QNlI/MbDWzjfG/NEY08VaqxmRrWCMScNJvv5prX0pyCnN+j7XFmRyew243f/x7cCrDU8wxnQyxmT4P+4CTAI2RC3C+PcZMMQYM8AYkw58Eed9r6/+/4ebgHesGvS1RpPveYO6jGtx6jkkcl4DbvPfJXYucLRe+YO0MWNMj0AdqTFmAs6/9fqlrhX87+dfgY3W2t+GOK1Z3+daAUtuvwKeN8bMBHYCMwCMMeOBb1prvw4MB/5kjPHh/CX+lbVWCViYrLW1xpi7gQVACvCktXa9MeZnwDJr7Ws4f6n/zxhThFNY+0X3Io5/Yb7n9xhjrsW5s+kQ8FXXAk4AxphngYuBLsaYPcADQBqAtfZ/gfnANKAIqADucCfSxBDG+30T8C1jTC1wAviifqlrtUnAV4C1xphV/ud+BPSFln2fqxO+iIiISJRpC1JEREQkypSAiYiIiESZEjARERGRKFMCJiIiIhJlSsBEREREokwJmIiIiEiUKQETERERiTIlYCKSFIwx5/iHb2caY7KNMeuNMaPcjktEkpMasYpI0jDGPAhkAu2APdbah1wOSUSSlBIwEUka/tmQnwGVwPnW2jqXQxKRJKUtSBFJJnlADpCLsxImIuIKrYCJSNIwxrwGPAcMAHpaa+92OSQRSVKpbgcgIhINxpjbgBpr7TPGmBTgQ2PMFGvtO27HJiLJRytgIiIiIlGmGjARERGRKFMCJiIiIhJlSsBEREREokwJmIiIiEiUKQETERERiTIlYCIiIiJRpgRMREREJMqUgImIiIhE2f8HbCDGe3oBUMAAAAAASUVORK5CYII=\n"
+      "image/png": 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CtGnOY3m581x5+annjx+PUrQi8U8JWAvld2zH5MFdqK718eoqtaQQkfi2tOgAJUcr6ZeXxYQBnYOfNGcO+HzBj/l8znERCYsSsFYIFKnO+UzbkCIS3wLF9zeP640xJvhJhYWnVr4aKi+HoqIIRSeSeJSAtcLlI7vTMSuNDSXHWLf3qNvhiIi0yOHyahauL8MYuHFcI72/hgxxhnIHk50NgwdHJkCRBKQErBUyUlO4fqwzsPZ5FeOLSJx6ddVequt8XDikKz07tAt9YkEBeEL8s+HxOMdFJCxKwFopsA35ysq9VNbUuRyNiEjzPb8sUHzfRO+v3FyYP995DKyEZWefej4nJ8KRiiQO9QFrpRG92jM6vwNr9x5lwfpSrvOviImIxIN1e4+yoeQYHbPSuHREt6YvmDwZioudgvuiImfbsaBAyZdIMykBawMzxvdm7d6jPL9stxIwEYkrgdYT14/NJyM1JbyLcnJg5swIRiWS+LQF2QauHZtPRqqHD4oOsvuQBnSLSHyorKnj5ZV7AQ3eFok2JWBtoEO7NK4a1QOAf2lAt4jEiUUbyzh6ooaRvdozslcHt8MRSSpKwNpIoHj1hWW7qdOAbhGJA2EX33u9MHs23H+/8+j1RiE6kcSmGrA2cu7APPp0bsfuQyf4oOgAF57R1e2QRERCKj5ygiWF+0lP8XDd2F6hT1y61Bkz5PM5zVazs+G++5y7HidPjl7AIglGK2BtRAO6RSSevLh8D9YGGkqnBz9Jsx9FIkYJWBu6aZwzoHvh+jIOl2tAt4jEJp/PnqxXbXT7UbMfRSJGCVgb6tWxHRcO6Up1nY9XVu11OxwRSWaN1G19sv0Quw5V0KtDJpMGdwn9Gpr9KBIxSsDaWP0B3daqGF9EXLB0KeTnw733wsMPO4/5+c7zwL+WO2USN47rTYonxOBt0OxHkQhSAtbGLh3RjU5ZaWwq9bJu7zG3wxGRZNNE3Zb34BHmry0BnLKJRmn2o0jEKAFrYxmpKVx/ltMNf86yXS5HIyJJp4m6rblPzaeyxse5AzvTLy/E6laAZj+KRIwSsAgoOMfZhnx1VbEGdItIdDVRt/X89hNAGL2/AgKzHx97DGbNch6Li9WCQqSV1AcsAob1aM+Y3h1Yvecob64rPbkiJiIScYG6rSBJWGFeH1Zm9yCnuoKrvNuBMMcPafajSJvTCliE3Oz/7fJ59QQTkWhqpG7rX6MvBeCaDe/R7pqr1cdLxEVKwCLk2rG9yEj18OHWg+w6qAHdIhIl9eu20k81WK3xpPDSqCkAzFizUH28RFwW8QTMGJNijFlpjJnr/3yAMeYTY0yRMWaOMSZEC+b41j4zjWmjewKnbvkWEYmKQN3WhReefOrdgeM4kN2JwQd2MbZki/p4ibgsGitg3wU21vv8v4FHrLWDgcNAwhYWnBzQvXyPBnSLSHStWgVLlpz89PnRlwEwY+1CDKiPl4jLIpqAGWN6A1cDs/2fG2AK8IL/lKeA6yMZg5uc27yzKDlayZLC/W6HIyLJItALrKoKgH3ZHXln8ARSfHV8Yd1i5xz18RJxVaRXwB4FfgAEmtLkAUestbX+z/cACXuLoDGGm/2NDv+1bI/L0YhI0mjQC+yVkZdQ50lhStGndK04ApmZ6uMl4rKIJWDGmOnAPmvt8hZef6cxZpkxZtn+/fG7enTjuN54DLy1oZRDGtAtItFQrxeY5fTtRwC+/W318RJxWSRXwCYB1xpjdgDP4Ww9PgZ0NMYE+o/1BoJOrbbW/tlaO95aO75r164RDDOyenZox4VndKWmzvLySg3oFpEoqDfDcWWvoRR16UuX44e5eNty5/kRI1wOUEQiloBZa39ore1tre0PfBF4x1p7K7AYuMl/2u3Aq5GKIVYU+Ivx/7VMA7pFJArq9QL7l3/168b175Dmq1Ptl0iMcKMP2P3AfcaYIpyasL+6EENUTR3enc7Z6Wwq9bJmz1G3wxGRROfvBVbRqQuvj3BaUdxc9IFmOIrEkKgkYNbad6210/0fb7PWTrDWDrbW3mytrYpGDG5KT/XwBf84InXGF5GomDyZN+d+zPH0LM7iGIP/6wea4SgSQ9QJP0oCPcFeW1XMiWoN6BaRFvB6YfZsuP9+59HrbfT059ftA2DGDZOcWY5a+RKJGUrAomRoj1zG9OmIt6qWN9aVuB2OiMSbpUshPx/uvRcefth5zM93ng9i58FyPt52iMw0D9PP7BnVUEWkaUrAoqhAA7pFpCUCjVW93pPtJSgvP/V8kKHaLyx3eg9OG92T3My0aEYrImFQAhZF14zpSWaah4+3HWLnwXK3wxGReNGgseppggzVrvPZkwlYoPxBRGKLErAoyq0/oFud8UUkXPUaq35OkKHaS4sOUHK0kn55WUwc0DkKAYpIcykBi7ICDegWkeaq11j1c4IM1Q6UOdx0dm+cEbwiEmuUgEXZhAGd6Z+XRemxSt7fEr8jlkQkiuo1Vv2cBo1Vj1RUs3B9GcY4o9BEJDYpAYsyYww3qxhfRJoj0EA1N/fUSlh2dtDGqq+uKqa6zscFQ7rSq2M7lwIWkaakNn2KtLWbxvXmN29tZtHGMg4eryIvJ8PtkEQk1k2e7DRSnTPHqfkaPNhZ+WrQ2yvwi92M8Vr9EollSsBc0L19JhcP7cY7m/bx8sq9fP2CgW6HJCLxICfHaagawopdh1lffIyOWWlcOrx7FAMTkebSFqRLZtTbhtSAbhFpC08u3Q7ALRP6kpmW4nI0ItIYrYC5ZMqwbuRlp7Ol7Dgrdx/h7L6d3A5JRGKZ1+tsPxYWOndFFhQ4NWB+JUdP8Ma6UlI8hq+c28/FQEUkHFoBc0l6qoeb/DUaT324w91gRCS2hTGG6OmPdlLns1w1qoeK70XigBIwF912Xn9SPIZ5a0ooPVrpdjgiEovCGEN0orqOZz7ZBcDXJg9wMVgRCZcSMBfld2zHlaN6UOuzPPXRDrfDEZFYFMYYopdW7uHoiRrG9umocgaROKEEzGVfm+T8tvrMJ7s4UV3ncjQiEnOaGENkC4v42wc7AK1+icQTJWAuG9evE2P7dOToiRpeXKH5kCLSQGNjiDIyWNJ1MEX7jtOjfSZXjeoR3dhEpMWUgMWAmf7fWp/8YDs+zYcUkfoaG0NUVcWTy0oA+Mp5/UhL0Y90kXihv60x4KpRPejVIZNt+8t5T/MhRaS+IOOGAoo69+bdfmeRUVvNl0bmuRCciLSUErAYkJri4bbz+wPOKpiIyGkmT4aHHoL09NOe/vu4awC4YdP7dHr9JTciE5EWUgIWI245py/t0lJYUniAzaVet8MRkVizezdUV5/89GhGNi+OmgrAHZ+85MyHFJG4oQQsRnTISuNmf2PWwDgREZGTGhTjPzfmCk6kZ3LB9hWcceKgM5xbROKGErAYcoe/JcXLq/Zy4HiVy9GISEypV4xfazw8NW46AF9b9przfEGBm9GJSDMpAYshA7pkM3VYN6prfSe7WouIAKeK8XNzWTD6Eorbd2Pg4WIu2r8lZJG+iMQuJWAxJtCS4umPdlJVq8asIlLP5MlQXMzfvnAXAHeckY2neK/zvIjEFSVgMea8QXkM65HLgeNVvL66xO1wRCTGrD5cy7LKdHIzU7nh7hla+RKJU0rAYowx5uQq2F+XbsdaNWYVkVP+5m9Vc8uEvmRnpLocjYi0lBKwGHTNmF50yUlnY8kxPt52yO1wRCRGlB2rZO6aEjwGbjuvn9vhiEgrKAGLQZlpKXz5XOeH61/VkkJE/P7vo53U+ixXjupB705ZbocjIq2gBCxGffncfqSnenh7Uxk7DpS7HY6IuKyypo5nPnXujv6av2WNiMQvJWAxqktOBteP7YW18PcPd7gdjoi47NVVezlUXs3o/A6M69fJ7XBEpJWUgMWwr/mL8Z9ftpujJ2pcjkZE3GKt5cmlOwD42uT+GGPcDUhEWk0JWAwb1qM9kwbnUVFdx5zP1JhVJFl9uPUgm8u8dM3N4OrRvdwOR0TagBKwGBdoSfHUhzuprfO5HI2IuCEwH/Y2f22oiMQ//U2OcRef0Y2BXbLZe+QEC9aXuR2OiETZ9gPlvLN5H+mpHr40sa/b4YhIG1ECFuM8HsMdk/oD8Nel29wNRkSi7qkPd2AtXD+2F3k5GW6HIyJtRAlYHLhxXG86tEtjxa4jrNx12O1wRCRKjp6o4flluwG4Q60nRBKKErA4kJWeyi0TnK0HNWYVSR7/Wrabiuo6zh+Ux/Ce7d0OR0TakBKwOHHbef1I8RjeWFdK8ZETbocjIhFW57MnewCq8apI4lECFid6dWzHtNE9qfNZnvpoh9vhiEiELdxQxp7DJ+iXl8WUYd3cDkdE2pgSsDgSaEnx7Ce7KK+qdTkaEYmkJz9wyg2+en5/PB41XhVJNErA4sjYPh0Z168TxypreWnFHrfDEZEIWbf3KJ9uP0RuRio3j+/jdjgiEgFKwOJMoBbkyQ924PNZl6MRkUgIrH7NOKcPORmpLkcjIpGgBCzOXDGyO/kd27H9QDmLN+9zOxwRaWP7vJXMXV2CxzjbjyKSmJSAxZnUFM/JH8pqSSGSeP758S6q63xcOrw7fTpnhT7R64XZs+H++51Hrzd6QYpIqykBi0MFE/qQnZ7Ch1sPsrHkmNvhiEgbqayp45+f7ATga5MbaT2xdCnk58O998LDDzuP+fnO8yISF5SAxaH2mWknC3Of1CqYSMJ4fXUxB45XM6JneyYO6Bz8JK8Xpk1zHsvLnefKy089f/x49AIWkRZTAhan7pjUH2Pg1VXF7PdWuR2OiLSStZa/fbADcFa/jAnRemLOHKirC37M53OOi0jMUwIWp/rlZXPp8O5U1/n4x8c73Q5HRFrpk/V72FByjC62mmtWvBm6pmvxYqioCH6svByKiiIXpIi0GSVgcSzQmPWfn+yksibEb8QiEvuWLuXJn/0VgFs/eIGM790bvKbL64UXXwz9OtnZMHhw5OIUkTbTZAJmjPmOMaZTNIKR5pk4oDMjerbnwPFqXltd7HY4ItISXi+7vvhVFg4YR3ptDbeumh+6pmvOHEhJCf1adXVQUBD5mEWk1cJZAesOfGaMed4Yc6UJWZgg0WaMObkK9uTS7VirxqwicWfOHGafeRXWeLhm43t0Kz9y6ljDmq7CwtDbjwA33gg5ORELVUTaTpMJmLX2x8AQ4K/AV4FCY8wvjTGDGrvOGJNpjPnUGLPaGLPeGPNT//MDjDGfGGOKjDFzjDHpbfDfkbSuGdOLrrkZbCr18tHWg26HIyLNVFy4i+dGTMVYH3d++vLpBxvWdPXpAxkZwV8oKwsuuSRygYpImwqrBsw6Syul/j+1QCfgBWPMw41cVgVMsdaOAcYCVxpjzgX+G3jEWjsYOAzMbHn4kp7q4bZz+wHwlyXbXI5GRJrrDx1GUZ2axvSNSxh6oMENNfVrupYuhR/+EKpC3PWckqLtR5E4Ek4N2HeNMcuBh4EPgNHW2m8B44AbQ11nHYHihTT/HwtMAV7wP/8UcH2LoxcAvjSxL+3SUli8eT+rdx9xOxwRCdPuQxU8fzwHj8/Hdz949vMneDxOUtVUj6+cHJg/X9uPInEknBWwzsAN1torrLX/stbWAFhrfcD0xi40xqQYY1YB+4CFwFbgiLW21n/KHiC/pcGLIy8ng69O6g/AbxZucTcYEQnb4+8UUeOzXNcng8E1R50VL3Aec3NPJVVz5jj1YMGkp8OvfgWTJ0cvcBFptdSmTrDWPtDIsY1NXFsHjDXGdAReBoaFG5gx5k7gToC+ffuGe1nSuvOCgfzfRzt5f8t+PttxiHP6h+iiLSIxYefBcl5YsYcUj+GeWybBHcVOolVU5Gw7FhScWtEqLDzV9b6h6mrYsyd6gYtIm4hKHzBr7RFgMXAe0NEYE0j8egN7Q1zzZ2vteGvt+K5du0YjzLjWKTv95B2Rv16wWXdEisS4x94upM5nueGsfAZ0yXaSrZkz4aGHnMf624lDhpxaHWtIvb9E4lLEEjBjTFf/yhfGmHbAZcBGnETsJv9ptwOvRiqGZDPzggF0aJfGJ9sP8aHuiBSJWVv3H+eVlXtJ9RjumTqk6QsKCpx6sGACdWIiElciuQLWE1hsjFkDfAYstNbOBe4H7jPGFAF5OO0tpA20z0zjzgsHAvDrt7QKJhKrfvd2IT4LN4/vQ5/OWU1fEKgHy80NXScmInGlyRqwlrLWrgHOCvL8NmBCpL5usvvq+f15cul2Vu46wrub93PJsG5uhyQi9Wwp8/La6mLSUgx3T2nG1uHkyVDcSJ2YiMSViCVg4o7sjFS+dfEgHpy3kV+/tZmLh3ZFwwtEYsdjiwqxFr54Tl/yO7Zr3sWBOjERiXsaxp2AvnxuP7rlZrC++BgL1pe6HY6I+G0sOca8tSWkp3q46xIVzoskMyVgCSgzLYXv+Lc2frtwC3U+1YKJxIJH/H36bp3Ylx4dMl2ORkTcpAQsQc04pw/5Hduxpew4c9cUux2OSGLyemH2bLj/fufR6w156to9R3lrQxmZaR6+dXGjo3RFJAkoAUtQGakp3DPVWQV7bFEhtXUhumiLSMssXQr5+XDvvfDww85jfr7zfBCPLnJWv247rz/dcrX6JZLslIAlsBvO7k2/vCy2HSjn5ZVB+92KSEsEZjN6vac61JeXh5zZuHLXYd7etI+s9BS+4W8VIyLJTQlYAktL8XDvpU6Tx8feLqS6VqtgIm2isdmMPp9zvJ5HFhUCcPv5/cnLyWjW1qWIJCYlYAnu2jH5DO6Ww57DJ/jX8t1uhyOSGBqbzVhe7vTp8lu24xDvb9lPTkYqd14wsNlblyKSmJSAJbgUj+F7l54BwO/fLqKyps7liEQSQDNmM/7Wf+fj1yb1p5OvqllblyKSuJSAJYGrRvVgeM/2lB6r5JlPdrkdjkj8C3M240dbD/Lh1oPkZqYyc/LAZm9dikjiUgKWBDwew/cvc1bB/vjuViqqa12OSCTOhTGb0VrLI/47H//fBQPpkJXW9NblX/6imjCRJKEELElMHd6NMX06cuB4FU9/tNPtcETiX2A242OPwaxZzmNxsfM88EHRQT7dfogO7dK4Y1J/55rGti4BPvlENWEiScJYG/td0sePH2+XLVvmdhhx7/0t+7ntyU/pmJXGkh9cQm5mmtshicQWr9fZBiwsdJKlggJnVauZrLXc+MSHrNh1hH+/YuipsUNer5NchbPClZvrJHQati0S04wxy62145t7nVbAksgFQ7owoX9njlTU8LcPdrgdjkhsacO7E9/bsp8Vu47QOTudr57f/9SBYFuXoagmTCShKQFLIsYY7rvcqQX7y/vbOFJR7XJEIjGimY1VG2OtPXnn4zcvGkh2RurpJ9Tfupw4MfQLNWhnISKJRQlYkjl3YB6TB3fBW1XLX5ZsczsckdjQhncnvr1xH2v2HKVLTgZfObd/8JNycmDmTPj618NuZyEiiUUJWBIKrIL97YMdHDxe5XI0IjGgGY1VG1N/9evbFw+iXXpK4xeE2c5CRBKPErAkdHbfTkwZ1o2K6jr+972tbocj4r5mNFZtzIL1pWwoOUb39hl8aWLfpi8Io52FiCQmJWBJ6j5/X7CnP9pJ2bFKl6MRcVkbrET5fJZHFjozH++6ZDCZaU2sfgU00c5CRBKTErAkNSq/A1eO7EFVrY8/LlahryS5NliJmr+uhM1lXnp1yKTgnD7N+/qBmrCHHnIetfIlkvBSmz5FEtX3LjuDBRtKefbT3dx50SDyO7ZzOySRyGmqx1dgJWrOHKfma/Bg55wwkqE6n+XRRc7q191ThpCRGubql4gkLSVgSWxoj1yuHdOLV1cV8/g7hTx0w5luhyQSGUuXOu0kfD6nqD47G+67z1ndqr/VF1iJaqbXVxdTtO84vTu146ZxvdswcBFJVNqCTHLfnToEj4Hnl+1hx4EQd4GJxLM27PEVTG2dj8fedla/7pk6hPRU/VgVkabpJ0WSG9g1hxvP7k2dz/I7/z8iIgmlDXt8BfPKqmK2HyinX14WN5yV36rXEpHkoQRMuGfqENJSDK+s2kvRvjBm1InEkzbq8RVMTZ3v5C8u3506hNQU/UgVkfDop4XQp3MWM8b3wWfhkUVaBZME01iPr6wsp/D+/vth9uzwhmTX8+LyPew6VMHArtlcN1arXyISPiVgAsDdUwaTnuph3poSNhQfczsckbbh9UJlJVSHmHtaUQEvvNCi4duVNXX8/h1n9ezeS88gxWPaKGgRSQZKwASAnh3acau/c/cji7a4HI1IG1i61EmoZs2CmprTj2Vlnfq4osJ5bGZh/h/f3creIycY1iOXq0f3bMPARSQZKAGTk7518SDapaWwcEMZK3YddjsckZYLdudjQHo6XHfd6UlYfWEU5m8/UM7/vuuM8fr59aO0+iUizaYETE7qlpvJHZP6A/Cfr6yjti7EnWMisa6xOx/T0uDw4VMrXw01UZhvreUnr66jus7HTeN6c07/zm0QsIgkGyVgcpq7pwwmv2M71hcf4+mPdrodjkjLNHXnI7R4+Pb8taUsKTxAh3Zp/PCqYa0MVESSlRIwOU1Weio/vXYkAL95azOlRzWoW+JQY3c+ZmfD9OktGr7trazhZ3PXA3D/lcPIy8loi2hFJAkpAZPPuXREdy4f0Z3y6rqT/9iIxJWCgsYTrNtvb9Hw7UcXFVJ2rIoxfTryxeYO3BYRqUezICWoB64dydKiA8xfW8riTfu4ZFg3t0MSCV8gkWo4/9HjOZVgNXP49obiY/z9wx14DPzi+lF4VHgvIq2gBEyCyu/Yju9dega/mL+Rn7y2jrcGXkS79BS3wxIJXzgJVpjDt30+y3++uo46n+Wr5/dnVH6HCAYuIslACZiE9NVJ/XlxxR42lXp5fHEh/36FCo4lzoSZYDXlheV7WL7zMF1zM7jvvF5O1/zCQqfWrKDAWXETEWkG1YBJSGkpHn55w2iMgT+/v43CMs2JlORzuLyah97YCMCPB3toP6if0zW/Bd3zRUQClIBJo87u24lbJvSlps7yHy+vw1rrdkgiUfXfb27icEUN5/fvyLX/7/rTm7s2s3u+iEiAEjBp0v1XDCMvO51PdxziheV73A5HpPW8XmcbsYkh3Mt3Hua5z3aTlmL4mW8LJlRz1zC654uI1KcETJrUISuNH08fDsAv52/kcHmIwcYi8SAwI7KJbcTaOh8/fmUdAN+4cBCDd25qvLlrI93zRUQaUgImYbl+bD7nDczjcEUNv3pjk9vhiLRMsBmRIbYRn/poJxtLjtG7UzvuuiR0Z3ygye75IiINKQGTsBhjePALo0hP8TBn2W4+23HI7ZBEmq+xGZH1thFLj1by27c2A/DTa0fSrqoC/vjH0K9rTMju+SIiwSgBk7AN6prDNy8aCMB/vLyWGg3rlnjT1IxI/zbig/M2UF5dx2UjujN1eHcnMWvsBpS77grZwFVEJBglYNIs375kMP3ysthSdpy/Lt3udjgi4QkU3a9eDenpwc/xbyMuKdzP3DUltEtL4YFrRjjHGkvcAN59t9FifhGRhpSASbNkpqXws+tGAfDooi3sPlThckQiTahfdL9gAVSHuInE46Hyxpv5yavO/NN7pg6hd6cs51hjw70BPvlEPcFEpFmUgEmzXXRGV6af2ZPKGh8PvLZevcEkdgUrum+o3hDuPy8vY/uBcgZ3y2Hm5AGnzmlsuHeAeoKJSDMoAZMW+cn0EeRmpPLOpn0sWF/mdjgiwTVWdJ+RAVddBY89BsXF7Bx+Fo8vdmrAfn7dKNJT6/14DAz3zs1tfCUM1BNMRMKiBExapFv7TP79yqEA/PT19RyvqnU5IpEgGqvdqqqCMWNg5kxsdjb/9dp6qmt9fOGsfM4blPf58wPDvR97DCZODP011RNMRMKgBExa7NaJ/TizdwdKjlby6MItbocj8nmN1W7V6921YH0pizfvJzczlR9NGx769QLDvb/+9bBeV0QkFCVg0mIpHsMvrh+Nx8DfPtzB+uKjbockcrrGarc8HigooLyqlp++vgGAH1wxlK65GW3yuiIijVECJq0yuncHbjuvP3U+Z1i3z6eCfIkhwWq36hXdk5PD794upORoJaPzO/Clif3CmxMZxuuKiDTGxMMdbOPHj7fLli1zOwwJwVtZw9TfvMc+bxUPXj+KL5/bz+2QRE53/LhTGF9U5GwPFhRATg6bS71c/bsl1FnLq3dN4swd65y7GH0+p5YrO9tZ0Zo/36kBC/N1RSR5GGOWW2vHN/u6SCVgxpg+wNNAd8ACf7bWPmaM6QzMAfoDO4AZ1trDjb2WErDYN29NCXc9s4LczFTe+f7F4W3jiLjIWkvBnz7m0x2H+Mq5/fj51H5OH69QK17FxUquRORzWpqARXILshb4vrV2BHAucJcxZgQwC3jbWjsEeNv/ucS5aaN7cNEZXfFW1vKLeRvcDkeSTTjbhg28uGIvn+44RJecdP7t8qFhz4kUEWkLEUvArLUl1toV/o+9wEYgH7gOeMp/2lPA9ZGKQaLHGMPPrhtJRqqHV1YV80HRAbdDkmSxdCn06uXMY3z4YeexV69GO9IfqajmofkbAfjRtOF0yEoLe06kiEhbiEoRvjGmP3AW8AnQ3Vpb4j9UirNFKQmgX14235ni3H7/41fWUVlT53JEkvC8Xrj8cqcWKzBiqLra+TzwfBD/s2AzB8urmTCgM18Y3D7sOZEiIm0l4gmYMSYHeBG411p7rP4x6xSgBS1CM8bcaYxZZoxZtn///kiHKW3kzgsHMbhbDtsPlPOn97a5HY4kuqeeghMngh87ccI53sCq3Ud45tNdpHoMD/atxvTuHdacSLWWEJG2FNEEzBiThpN8/dNa+5L/6TJjTE//8Z7AvmDXWmv/bK0db60d37Vr10iGKW0oPdXDg9c7w7r/8G4R2w+E2NIRaQtz5zZ+fN680+rDjv3pr3z3meVYCzMn5nNGwTWNz4nMyHBWxb71LYiDO8ZFJH5ELAEzxhjgr8BGa+1v6x16Dbjd//HtwKuRikHcce7APG48uzfVtT5++NIa6tQbTNxy+LBzZ+O992IffpgfLNrJzsOVjGjv4Xtln4Uuuk9Lg5QUJ+mqroY//MF5nUbqykREmiOSK2CTgK8AU4wxq/x/pgG/Ai4zxhQCl/o/lwTzo2nDyMtO5+Nth3h0kcYUSYRMn9748ZUrT65wPTn+Wt4cNJHcqnKe+ON3yNy4PvTKV00N1NWd2pIsL3deZ9q0kHVlIiLNEcm7IJdaa4219kxr7Vj/n/nW2oPW2qnW2iHW2kuttYciFYO4Jy8ng9/dchYeA79/p4h3NpW5HZIkottvh6ys4MfS051VLGB5r2E8dPHXAPif+Y/S70gpHDoUep5jKGpHISJtRKOIJGImDe7C9y8fCsC9z61i96EKlyOShJOb6xTP5+Q49VrgPObkwE03QUUFh9q15+7r7qc2JZWZn73ClVs+cla0unQJPc8xFLWjEJE2ogRMIupbFw1i6rBuHKus5Vv/XK7WFBJcCxqpnjR5MpSUOHVas2Y5jyUlcMkl+LJzuHf69ylp35Wz925k1rt/c67JzoYRI4LPc8zMdP4Eo3YUItJGNAtSIu5oRQ3TH1/C7kMnuGVCHx664Uy3Q5JYsnRp8+Yvhsvr5ffX3s1vJs6gU8VR5v39u/Ty+hsE1x8t1HCe47RpMHSoRhKJSFhaOoooNRLBiNTXISuNJ24dxw1PfMizn+7mrL6dmDG+j9thSSwIFLbXT3YChfHTprUq2fmwrIpHJs7AWB+PLvqDk3zVT+4Cr5uTAzNnnn7x/Pmhk0IlXyLSBpSASVSMyu/Ag9eN4gcvruE/X1nHyF7tGdmrg9thidvCmb84Y4bzWFgIQ4Y4DVFzcxt92bJjldzz3Ep8wD0X9OeiM74GRRc6K1wFBU0nUZMnO8lf/ZWxcK4TEQmTEjCJmhnn9GH5zsPMWbabb/1jBa9/ZzId2qW5HZa4qan5i4sXw/e+d/pK1H33Nbo9WVvn4zvPruTA8WomDc7ju9NGgWd043F4vcGTvIYrYyIibURF+BJVP71uJCN7tWfXoQq+//wqfGrSmtyGDAndCiIrC1544fRO9WH04/r1W1v4dPshuuVm8GjBWaR4TOMxLF16slkrDz/sPKrpqohEmBIwiarMtBSeuHUc7TNTWbRxH//7/la3QxI3FRSEbgXh853s4/U5dXVw112fu2vy7Y1l/O97W0nxGB7/0tl0zc1o/OvXr0FrRpInItJaSsAk6vrmZfFIwVgAfr1gMx8WHXA3IHFPbm7wVhC5uXDDDVARondcRQU8++xpK1a733qf781ZBcC/XzGUCQM6B7+2fsuLu+92krlg1HRVRCJINWDiiqnDu3P3JYN5fHER33l2JfPuuYAeHUL0XpLEFqrg/bnn4NVXGx8XBFBeTlVKKnc9t4pj3QZx6fBu3HnBwODXNGx5kZZ26nUaUtNVEYkgrYCJa7532RlMGpzHwfJqvv3P5VTXhrgbThJfoBXEQw85jzk5jW9PNvDglK+zptsgeqfW8pubx+IJVvcVbLsxVPIFaroqIhGlBExck+Ix/O6LZ9GzQyYrdh3hoTc2uh2SxJJg25Opn1+0f234hfzf2dNJr63hj7Xr6JCVFryzfmMtL4LxeJwkUEQkAtQJX1y3YtdhCv70ETV1lse/dBbTz+zldkgSS+p3qi8uhhdfPLmCVdS5N9fe/ggV6e34+buz+crQ9lBbCy+95CRQFRWnmqhecw0880zor5Oa6lzbVp34RSQptLQTvhIwiQlPfbiDB15bT3Z6Cq/ePYnB3RpvtClJyut1WkR4vVSkZXD9V37Llq79uGbDe/zu9f/BZGWFLtzPzDyVlDWUne0M7+7ZU01XRaRZNIpI4tpt5/Vj+c7DvLa6mG/+YwWv3jWJ7Ax9e0oD/m1JO20aP57yTbZ07cfAw3t5aMHjGAidfIGTfIW649HjgccfV9IlIlGjGjCJCcYYHrphNEO65VC07zizXlpLPKzOigsmT2bOvOW8NOwiMqnjidq15KSF8aOsosJZ5QrW8kIzHkUkypSASczIzkjliS+PIzs9hddXF/PUhzvcDkli0Prio/xkgdMe4hc3n83QLlmhW1XUl50Nl1zi1JE99hjMmuU8Fher1ktEok57PBJTBnfL4eGbxnDXMyt4cN5GRvfuyLh+ndwOS9paqNmLTThWWcO3/7mC6lofXzynDzeO6w0r/eOMmkrCAnc1BlpeiIi4SCtgEnOuPrMnMycPoNZnueufKzhwvMrtkKQttXD2orWWH/xrDTsPVjC8Z3v+69qRzoGm+oVpm1FEYpASMIlJs64axvh+nSg9Vsk9z66kTkO7E0MrZi8++cEO3lxfSk5GKn+89Wwy0/xzIoP1C8vKgowMuPVWbTOKSExSAiYxKS3Fwx9uPZsuOel8uPUgv1242e2QpC001gy1kdmLc9cU88v5TqPe/7npTAZ0yT79hMA4o0Bt1+9+BwcOwD/+caqzvohIDFENmMSs7u0z+f0tZ3Pr7I/5w+KtDOyS49T8SHAtrKuKqsLC0LVaIWYvvrpqL9+bswqfhXumDOaq0T2DX6/aLhGJI1oBk5h23qA8fjRtOAD/9sJqnv10l8sRxagW1lVF3ZAhp7YJGwoye/HllXtOJV9Th/C9y86IQpAiIpGnBExi3tcvGMisq4ZhLfzwpbVqT9FQK+qqoq6xgvkGsxdfWL6H+55fjc/CvZcO4b7LzsCYIEO2RUTikBIwiQvfvGgQD1wzAoAHXlvPn97b6nJEMaSFdVWuCFYwH+Quxec/282/v7Aaa+H7l53BvZdq5UtEEotqwCRu3DFpAOmpHv7j5XU89MYmqmp93DN1iNthua8FdVWuChTMBwZsN5i9+Oynu/jhS2sB+MGVQ/n2xYMbezURkbikBEziyq0T+5GRmsIPXljNbxduoaq2jn+7fGhyb00NaaQRaZC6qpgQomD+Hx/v5MevrAPgh1cN4xsXDYp2ZCIiUaEtSIk7N43rzaNfPIsUj+EPi7fyi3kbk3tuZDPqqmLZ0x/tOJl8/fjq4Uq+RCShaQVM4tK1Y3qRnuLhO8+uYPbS7VTV+vjptSPxeJJwJSxQPzVtmlPzVV7urHx5PHHT/f1vH2znp69vAOAn00fwtckD4qOthohIC5l4WDkYP368XbZsmdthSAx6Z1MZ3/yHMxtwxvjePHTDmaQkYxIGzt2OIeqqYtnsJdt4cJ7TZPVn143ktvP6O+0zQiWU6mgvIjHEGLPcWju+2dcpAZN4t7TwAF9/+jMqa3xcP7YXv755DKkp2l2PilauUv35/a38cv4mAB68fhRfPref85r5+c5jQ7m5TgF/HCSWIpIcWpqA6V8piXuTh3ThqTsmkJ2ewiurirnnuZVU14ZoyyBtp5XNX59491Ty9csvjHaSL4ivthoiIi2kBEwSwsSBeTw9cyK5GanMX1vKt/+5nKraOrfDSlytbP76+DuF/PebmzAGHr7xTL40se+pg/HWVkNEpAWUgEnCGNevE8/8v3Pp0C6NRRv38f+eXs6JaiVhEdGKVarHFhXy67e2YAz8z01jmHFOH+eA1wuzZ8Pq1ZCeHvziWG2rISLSTErAJKGM7t2B5+48l7zsdN7fsp87/v4p5VW1boeVeFqwSmWt5bcLt/DIoi14DPx2xhhuCgxXr7+duWABVFcHf+04aqshItIYJWCScIb3bM+cb5xLt9wMPt52iNue/JRjlTVuh9U6gdWh++93HoMVqEdTM4dqW2v5zVtb+N3bhXgMPFIwli+c5U++gm1nBnvNBuOKRETime6ClIS1/UA5t/7lY4qPVjKmdwee+toEOmaF2NpyU1N3EsZiS4Zm3KloreXhBZt54t2tpHgMjxaM5ZoxvU6dP3u2s/IVLPnKyIApU+DGG+OmrYaIJBfdBSnSwIAu2cz5xnn06dyO1XuO8qW/fMLB41Vuh3W6pu4kbGWxe8SEOVTbWstDb2ziiXe3kuox/P6Ws05PvqDx7cyqKhgzxhlbpORLRBKIEjBJaH06Z/H8N85jQJdsNpQc44t//ph93kq3w3KEk1zFaksGrxc2bXISoxtvhPvug8cec1a+/Ktyh8uruee5Vfz5/W2kegyPf+lspo3u+fnXauZ2pohIItAoIkl4PTu0Y86d53Lr7E8o3Heca3//AQ9eP4pLR3R3N7Bwkqv162OvJUNjW6L+Vao31pbwn6+u48DxajLTPPzui2dx+cgewV+voMBJ4IJR0b2IJCitgElS6NY+k+fuPJez+nak9FglX396GXc/s4L9Xhe3JJu6k3DxYnjiidDXu7E61MSq3YGyQ9z1zxV8658rOHC8mgkDOvPmdy8MnXxB2NuZIiKJRCtgkjTycjJ44Zvn87cPtvObt7Ywd00JSwoP8OOrh3PTuN4YE+UZkoGtt2BJWFYWvPCCUwMVihurQyFW7Swwd+BEHvjdBxyq85CVnsKsq4bx5Yn9whuQPnmys30Zh7MsRURaQndBSlLafaiCH728liWFBwCYPLgLv/zCaPrmZUUviMbuJMzMdBKsiorg12ZmwsKF0b8L8v77nZsF6tmf1ZH/vPxbvDl0EgDnD8rjv288kz6do/heioi4RHdBijRDn85ZPP21Cfx2xhg6ZqWxtOgAlz/6Hn95fxu1dVGaI9nY1tsNN4ROvgC+/W13WlDUK5i3wCsjLuayr/+RN4dOIqe6gl92O8o/vz6x+clXrPU5ExGJMK2ASdI7cLyKn72+gddWFwNwZu8O/OqGMxnRq310Agjc7Vh/6+2550L3xsrOdu44nDkzOvHV51+1K7Np/Mfld7FoyEQALti+gl8teZL8LWubv20Yi33ORETC1NIVMCVgIn7vbCrjxy+vo/hoJSkewzcuHMg9U4eQmZYS/WCa0eg0mqy1vPjcYn72yX6OZeaQW1XOfy59mps3v49pScIUo/+dIiLh0hakSCtNGdadt+67iNvP64fPWv747lamPbaEj7cdjH4wMXhnYMnRE9zx98/4t9UnOJaZwyVZlbyVsZ4Z3/wCpl7/r5PC2VaM1T5nIiIRprsgRerJyUjlp9eN4tqxvbj/xbUU7TvOF//8MbdM6MsPpw2jfWZa9IKJkTsDrbU8v2w3D87diLeqlvaZqTxwzUhuODsfY24MflGwbcX77vv8tmILhnqLiCQCJWAiQYzr15l590zmiXe38ofFRTz76S7e3ljGz68fxRWN9bRqKw3nQ/7oR6fPh4ySvUdOMOvFNSfvFr10eHd++YVRdGufGfqi+r3CAgJJ1rRpp28rNtaKQ13wRSSBqQZMpAlbyrzc/+IaVu46AsBVo3rw02tHNp6EtIYbRekNEj47YwbPbDzML+dtpLy6jo5Zafz02pFcO6ZX0/3SGhuu3fAGAtWAiUica2kNmFbARJpwRvdcXvjm+fzj4508/OYm3lhXygdFB/jhtOHccHY+GaltWKTfnNWjtlIv4TvkS2HBqIv411IvK3qcAcCVI3vw8+tH0TU3I7zXa862YqCmrYnRRiIiiUYJmEgYUjyG28/vz6UjuvPjl9eyePN+fvjSWn4xbyMXD+3KFSN7cMmwbuRktPKvVDhF6W3ZfsLr5fAXZvDWgHOZO+wCPuw3hjqPk1B2PnGMn906kavPGdC8KQHN3VaMkVo3EZFoitgWpDHmSWA6sM9aO8r/XGdgDtAf2AHMsNYebuq1tAUpscRay2uri3ni3a1sKj21UpWe4mHS4DyuGNmDS0d0p0tOmCtG9QXpNH+aWbPgoYdaEPXpjlRU89b6Mua98SkfeFOpTXESxxRfHZN2rGL6pqVcsWcVHf7noeYnfNpWFJEkEotbkH8HHgeervfcLOBta+2vjDGz/J/fH8EYRNqcMYbrxuZz3dh8dh2s4K0NpSxYX8qynYdZvHk/izfvx/PyWsb368zlI7tzxcge4XeGj2BR+tGKGt7aUMq8tSUsLTxArc8CmaSYOi7YvoLpm5Zw+ZaP6VRZL3Gqv13Y8MaAgoLgNwZoW1FEpEkRLcI3xvQH5tZbAdsMXGytLTHG9ATetdYObep1tAIm8WC/t4pFG8tYsL6UD4sOUl1vpNGInu25YmQPrhjVnaHdc0Nv6bXx6tHREzUs2lDGvLUlLCncT02d8/fdY+D8QV24+mgRVzz0b3Q+WPr5i+sXzLfkxoBgHf6VfIlIgonJTvhBErAj1tqO/o8NcDjweZBr7wTuBOjbt++4nTt3RixOkbbmraxh8eb9vLW+lMWb9lFeXXfyWL+8LCcZG9mds/p0wuNpkIy18i5Ib2UNizaWMW9NCe9vOXAyEfQYOG9QHtNG9+TKkT3Iy8kIL+GzVluKIiIhxF0C5v/8sLW2U1OvoxUwiWdVtXV8WHSQBetLWbihjIPl1SePdcnJ4LIhnThj92Z8+w/g69IV35gx1Fmwa9ZQd/AQvs6d8Y0YiS8tnTpr8VmLz2fxWU77uM5ayo5WsqTw9KRr4oA8rj6zJ1eO6hG8Lq2phK85bSVERJJMLNaABVNmjOlZbwtyX5S/vkjUZaSmcMmwblwyrBu/+IJl+c7DLFjv1I3tOXyCZ1eWAh3AdICDwDvb/VfmOn8OAUt3hf31jIFzB3bm6tE9uWJUD7rlNtGvrKm7ENWtXkSkzUU7AXsNuB34lf/x1Sh/fRFXpXgMEwZ0ZsKAzvz4wt5sGDOJt3uN4lC79hgsKT4fHuvDk5aK5+67ScnMwBhDijF4DHg8Bo8xpHjAY4z/j/O6xhjapaVwwZAuTTeJDVZQH2oVq7EbA1JTneTN63WlU7+ISLyKZBuKZ4GLgS5AGfAA8ArwPNAX2InThuJQU6+lLUhJSG5s7Xm98OCD8OijzlJZVVXTNWaN1YkFYo10p34RkRgVc1uQ1tpbQhyaGqmvKRJXor21t3QpXHWVc3diw68FoTvt128rUVcHFRXNu15ERD7H43YAIkkrsLUXTFsPog6MOGqYfNUX6LQfTKBO7KabIC2t+deLiMhplICJuKWgwNm6C8bjcY63lcZGHAU0teqWkwM9ekBNTcuuFxGRk5SAibglsLWXm3tqJSw7+9TzbbmV19h2Z0BTq25eL5SWhl4Ba+tVOxGRBKZh3CJuau0g6nDHAzV2J2NAY6tugV5hdXWhV8DaetVORCSBKQETcVPDBGrGjPCTr2ANVO+7L/jdiAUFzrFQcnJCr7oF6sfCuQtSBfgiImHRFqSIW5Yuddo73HsvPPyw85if7zzflPpJUWBVq7w8dLF9sO3O9HRnO/H++6GkJHQLicbqx1JTncL84mK1oBARaQatgIm4IdiqUnPaOTSWFAXuRmzYQ6yl252N1Y/V1kLPnlr5EhFpJiVgIm5oLIGqqwueQNXX0h5iOTnNb+7aWP2YCu9FRFpEW5AibmgsgaqogMWLG78+mj3EotkuQ0QkSSgBE3HDkCGQlRX6+IsvNt40NZpJUTTbZYiIJAklYCJuKChwthpDSUlpvKt8tJOiQP3YY4/BrFnOowrvRURaTDVgIm7IzYUbb4Rnngl+PJyu8tHqIRbQkvoxEREJSgmYiFsuuQRefbV1xe0tTYqa00NMRETanLYgRdziVnF7c3uIiYhIm1MCJuKW5tZxeb0we7bTOHX27NCd6ZsSTg8xERGJKG1Birgp3DquttwybGkPMRERaTNKwETc1lQdV2u75jekxqoiIq7TFqRIrGvrLUM1VhURcZ0SMJFY19ZbhmqsKiLiOm1BisS6SGwZtraHmIiItIqx1rodQ5PGjx9vly1b5nYYIu7weiE/P/hdj7m5za8BExGRNmOMWW6tHd/c67QFKRLrtGUoIpJwtAUpEg+0ZSgiklCUgInEC81iFBFJGHFRA2aM2Q/sdDuOJNAFOOB2EElG73l06f2OPr3n0aX3O/qGWmtzm3tRXKyAWWu7uh1DMjDGLGtJIaG0nN7z6NL7HX16z6NL73f0GWNadJegivBFREREokwJmIiIiEiUKQGT+v7sdgBJSO95dOn9jj6959Gl9zv6WvSex0URvoiIiEgi0QqYiIiISJQpAUtixpjOxpiFxphC/2OnEOfVGWNW+f+8Fu04450x5kpjzGZjTJExZlaQ4xnGmDn+458YY/q7EGZCCeM9/6oxZn+97+uvuxFnojDGPGmM2WeMWRfiuDHG/M7//2ONMebsaMeYSMJ4vy82xhyt9/39k2jHmGiMMX2MMYuNMRuMMeuNMd8Nck6zvs+VgCW3WcDb1tohwNv+z4M5Ya0d6/9zbfTCi3/GmBTgD8BVwAjgFmPMiAanzQQOW2sHA48A/x3dKBNLmO85wJx639ezoxpk4vk7cGUjx68Chvj/3Ak8EYWYEtnfafz9BlhS7/v7Z1GIKdHVAt+31o4AzgXuCvJzpVnf50rAktt1wFP+j58CrncvlIQ1ASiy1m6z1lYDz+G87/XV///wAjDVGGOiGGOiCec9lzZkrX0fONTIKdcBT1vHx0BHY0zP6ESXeMJ4v6WNWWtLrLUr/B97gY1AfoPTmvV9rgQsuXW31pb4Py4Fuoc4L9MYs8wY87Ex5vrohJYw8oHd9T7fw+f/0p48x1pbCxwF8qISXWIK5z0HuNG/TfCCMaZPdEJLWuH+P5G2c54xZrUx5g1jzEi3g0kk/jKRs4BPGhxq1vd5XHTCl5YzxiwCegQ59B/1P7HWWmNMqFti+1lr9xpjBgLvGGPWWmu3tnWsIlH0OvCstbbKGPMNnBXIKS7HJNJWVuD83D5ujJkGvIKzLSatZIzJAV4E7rXWHmvNaykBS3DW2ktDHTPGlBljelprS/zLpPtCvMZe/+M2Y8y7OJm/ErDw7AXqr6709j8X7Jw9xphUoANwMDrhJaQm33Nrbf33dzbwcBTiSmbh/D2QNlI/MbDWzjfG/NEY08VaqxmRrWCMScNJvv5prX0pyCnN+j7XFmRyew243f/x7cCrDU8wxnQyxmT4P+4CTAI2RC3C+PcZMMQYM8AYkw58Eed9r6/+/4ebgHesGvS1RpPveYO6jGtx6jkkcl4DbvPfJXYucLRe+YO0MWNMj0AdqTFmAs6/9fqlrhX87+dfgY3W2t+GOK1Z3+daAUtuvwKeN8bMBHYCMwCMMeOBb1prvw4MB/5kjPHh/CX+lbVWCViYrLW1xpi7gQVACvCktXa9MeZnwDJr7Ws4f6n/zxhThFNY+0X3Io5/Yb7n9xhjrsW5s+kQ8FXXAk4AxphngYuBLsaYPcADQBqAtfZ/gfnANKAIqADucCfSxBDG+30T8C1jTC1wAviifqlrtUnAV4C1xphV/ud+BPSFln2fqxO+iIiISJRpC1JEREQkypSAiYiIiESZEjARERGRKFMCJiIiIhJlSsBEREREokwJmIiIiEiUKQETERERiTIlYCKSFIwx5/iHb2caY7KNMeuNMaPcjktEkpMasYpI0jDGPAhkAu2APdbah1wOSUSSlBIwEUka/tmQnwGVwPnW2jqXQxKRJKUtSBFJJnlADpCLsxImIuIKrYCJSNIwxrwGPAcMAHpaa+92OSQRSVKpbgcgIhINxpjbgBpr7TPGmBTgQ2PMFGvtO27HJiLJRytgIiIiIlGmGjARERGRKFMCJiIiIhJlSsBEREREokwJmIiIiEiUKQETERERiTIlYCIiIiJRpgRMREREJMqUgImIiIhE2f8HbCDGe3oBUMAAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     },
     {
-     "output_type": "display_data",
      "data": {
-      "text/plain": "<Figure size 691.2x388.8 with 1 Axes>",
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\n"
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+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -536,41 +989,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "display_data",
      "data": {
-      "text/plain": "<Figure size 691.2x388.8 with 1 Axes>",
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8Vf0lcOBwy5IkSRpfc72Lc6eHkpwOvAP4rSRPA/YbblmSJEnja5AzaG8FHgXeXVX30nt5+qeHWpUkSdIYG+RdnPcC5wPPSfIm4B+qynvQJEmShmSQNwmcAFwP/D5wAnBdkrcMuzBJkqRxNcg9aP8GeFlV7QBIMgF8Hbh4mIVJkiSNq0HuQXvaznDW+cmA20mSJGkBBglaVyS5MskfJvlD4L8DX51voyTnJNmR5Oa+tk8m2ZZkc/c5rm/Z6Um2JLk9yRsW8sdIkiTtDea9xFlVH03ye8Cru6b1VXXpAPs+F/g8T36o7ZlV9ef9DUkOBU6k92L2XwG+nuRFVfX4AL8jSZK0V5nrZem/luRVAFX15ar6o6r6I2A6yQvn23FVXQvcP2Ada4ELq+rRqroT2AIcOeC2kiRJe5W5LnH+BfDgDO0PdMsW6oNJbuwugT63a1sB3NO3ztauTZIkaezMFdCWVdVNuzZ2basW+HtnAS8E1gDbgc/s7g6SrEsylWRqenp6gWVIkiS1a66AdtAcyw5YyI9V1X1V9XhV/Rz4Ir+4jLkNWNm36iFd20z7WF9Vk1U1OTExsZAyJEmSmjZXQJtK8p5dG5P8c2DTQn4syfK+2TcDO0d4bgROTPKMJC8AVtN7OK4kSdLYmWsU54eBS5O8nV8Eskng6fTC1ZySXAAcDRycZCvwCeDoJGuAAu4C3gtQVbckuQi4FXgMOMURnJIkaVylquZeIflt4KXd7C1V9Y2hVzWgycnJmpqaGnUZkiRJT5BkU1VNLnT7QZ6Ddg1wzUJ/QJIkSbvHVzZJkiQ1xoAmSZLUGAOaJElSYwxokiRJjTGgSZIkNcaAJkmS1BgDmiRJUmMMaJIkSY0xoEmSJDXGgCZJktQYA5okSVJjDGiSJEmNMaBJkiQ1xoAmSZLUGAOaJElSYwxokiRJjTGgSZIkNcaAJkmS1BgDmiRJUmMMaJIkSY0xoEmSJDXGgCZJktQYA5okSVJjDGiSJEmNMaBJkiQ1xoAmSZLUGAOaJElSYwxokiRJjTGgSZIkNcaAJkmS1BgDmiRJUmOGFtCSnJNkR5Kb+9qel+SqJD/qvp/btSfJ55JsSXJjkiOGVZckSVLrhnkG7Vzgjbu0nQZcXVWrgau7eYBjgdXdZx1w1hDrkiRJatrQAlpVXQvcv0vzWmBDN70BOL6v/bzq+R5wUJLlw6pNkiSpZYt9D9qyqtreTd8LLOumVwD39K23tWt7kiTrkkwlmZqenh5epZIkSSMyskECVVVALWC79VU1WVWTExMTQ6hMkiRptBY7oN2389Jl972ja98GrOxb75CuTZIkaewsdkDbCJzUTZ8EXNbX/s5uNOdRwAN9l0IlSZLGyr7D2nGSC4CjgYOTbAU+AXwKuCjJycDdwAnd6pcDxwFbgEeAdw2rLkmSpNYNLaBV1dtmWfTaGdYt4JRh1SJJkrSU+CYBSZKkxhjQJEmSGmNAkyRJaowBTZIkqTEGNEmSpMYY0CRJkhpjQJMkSWqMAU2SJKkxBjRJkqTGGNAkSZIaY0CTJElqjAFNkiSpMQY0SZKkxhjQJEmSGmNAkyRJaowBTZIkqTEGNEmSpMYY0CRJkhpjQJMkSWqMAU2SJKkxBjRJkqTGGNAkSZIaY0CTJElqjAFNkiSpMQY0SZKkxhjQJEmSGmNAkyRJaowBTZIkqTEGNEmSpMYY0CRJkhpjQJMkSWqMAU2SJKkx+47iR5PcBTwEPA48VlWTSZ4H/A2wCrgLOKGqfjqK+iRJkkZplGfQfruq1lTVZDd/GnB1Va0Gru7mJUmSxk5LlzjXAhu66Q3A8aMrRZIkaXRGFdAK+FqSTUnWdW3Lqmp7N30vsGymDZOsSzKVZGp6enoxapUkSVpUI7kHDXh1VW1L8svAVUl+2L+wqipJzbRhVa0H1gNMTk7OuI4kSdJSNpIzaFW1rfveAVwKHAncl2Q5QPe9YxS1SZIkjdqiB7Qkz0xy4M5p4PXAzcBG4KRutZOAyxa7NkmSpBaM4hLnMuDSJDt//0tVdUWS7wMXJTkZuBs4YQS1SZIkjdyiB7SqugM4bIb2nwCvXex6JEmSWtPSYzYkSZKEAU2SJKk5BjRJkqTGGNAkSZIaY0CTJElqjAFNkiSpMQY0SZKkxhjQJEmSGmNAkyRJaowBTZIkqTEGNEmSpMYY0CRJkhpjQJMkSWqMAU2SJKkxBjRJkqTGGNAkSZIaY0CTJElqjAFNkiSpMQY0SZKkxhjQJEmSGmNAkyRJaowBTZIkqTEGNEmSpMYY0CRJkhqTqhp1DQuWZBq4GzgY+PGIy9HC2HdLk/22NNlvS5P9tjT9elUduNCN992TlSy2qpoASDJVVZOjrke7z75bmuy3pcl+W5rst6UpydRT2d5LnJIkSY0xoEmSJDVmbwlo60ddgBbMvlua7LelyX5bmuy3pekp9duSHiQgSZK0N9pbzqBJkiTtNZZ8QEvyxiS3J9mS5LRR16PZJbkryU1JNu8c3ZLkeUmuSvKj7vu5o65z3CU5J8mOJDf3tc3YT+n5XHf83ZjkiNFVPt5m6bdPJtnWHXObkxzXt+z0rt9uT/KG0VStJCuTXJPk1iS3JDm1a/eYa9gc/bbHjrklHdCS7AP8JXAscCjwtiSHjrYqzeO3q2pN35Dx04Crq2o1cHU3r9E6F3jjLm2z9dOxwOrusw44a5Fq1JOdy5P7DeDM7phbU1WXA3T/Tp4IvKTb5gvdv6dafI8BH6mqQ4GjgFO6/vGYa9ts/QZ76Jhb0gENOBLYUlV3VNX/BS4E1o64Ju2etcCGbnoDcPzoShFAVV0L3L9L82z9tBY4r3q+BxyUZPmiFKonmKXfZrMWuLCqHq2qO4Et9P491SKrqu1VdUM3/RBwG7ACj7mmzdFvs9ntY26pB7QVwD1981uZ+z8gjVYBX0uyKcm6rm1ZVW3vpu8Flo2mNM1jtn7yGGzfB7tLYef03UJgvzUoySrgcOA6POaWjF36DfbQMbfUA5qWlldX1RH0TtGfkuQ1/QurN6TYYcWNs5+WlLOAFwJrgO3AZ0ZajWaV5FnAJcCHq+rB/mUec+2aod/22DG31APaNmBl3/whXZsaVFXbuu8dwKX0Tu/et/P0fPe9Y3QVag6z9ZPHYMOq6r6qeryqfg58kV9cUrHfGpJkP3r/I39+VX25a/aYa9xM/bYnj7mlHtC+D6xO8oIkT6d3A97GEdekGSR5ZpIDd04DrwduptdfJ3WrnQRcNpoKNY/Z+mkj8M5uZNlRwAN9l2U0Yrvcm/Rmescc9PrtxCTPSPICejecX7/Y9ak3KhM4G7itqs7oW+Qx17DZ+m1PHnNL/WXpjyX5IHAlsA9wTlXdMuKyNLNlwKW9/06zL/ClqroiyfeBi5KcDNwNnDDCGgUkuQA4Gjg4yVbgE8CnmLmfLgeOo3fD6yPAuxa9YAGz9tvRSdbQuzx2F/BegKq6JclFwK30RqOdUlWPj6BswauAdwA3JdnctX0cj7nWzdZvb9tTx5xvEpAkSWrMUr/EKUmStNcxoEmSJDXGgCZJktQYA5okSVJjDGiSJEmNMaBJWrKSPNx9r0ryB3t43x/fZf5/7Mn9S9JcDGiS9gargN0KaEnmew7kEwJaVb1yN2uSpAUzoEnaG3wK+K0km5P8yyT7JPl0ku93Ly1+L0CSo5N8O8lGeg+MJMl/TbIpyS1J1nVtnwIO6PZ3fte282xdun3fnOSmJG/t2/c3k1yc5IdJzu+eNi5Ju21Jv0lAkjqnAf+qqt4E0AWtB6rqZUmeAXw3yde6dY8AXlpVd3bz766q+5McAHw/ySVVdVqSD1bVmhl+6/fovQj5MODgbptru2WHAy8B/g74Lr2njX9nT/+xkvZ+nkGTtDd6Pb33FW4GrgOeT+/ddwDX94UzgA8l+QHwPXovM17N3F4NXNC9EPk+4FvAy/r2vbV7UfJmepdeJWm3eQZN0t4owL+oqiuf0JgcDfyfXeZ/B3hFVT2S5JvA/k/hdx/tm34c/42VtECeQZO0N3gIOLBv/krg/Un2A0jyoiTPnGG75wA/7cLZi4Gj+pb9487td/Ft4K3dfW4TwGuA6/fIXyFJHf/fnaS9wY3A492lynOBz9K7vHhDd6P+NHD8DNtdAbwvyW3A7fQuc+60HrgxyQ1V9fa+9kuBVwA/AAr411V1bxfwJGmPSFWNugZJkiT18RKnJElSYwxokiRJjTGgSZIkNcaAJkmS1BgDmiRJUmMMaJIkSY0xoEmSJDXGgCZJktSY/wehPTQGl0yUdAAAAABJRU5ErkJggg==\n"
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\n"
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\n"
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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -582,32 +1038,175 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "execute_result",
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>age</th>\n",
+       "      <th>sex</th>\n",
+       "      <th>bmi</th>\n",
+       "      <th>children</th>\n",
+       "      <th>smoker</th>\n",
+       "      <th>region</th>\n",
+       "      <th>charges</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>55</td>\n",
+       "      <td>female</td>\n",
+       "      <td>32.775</td>\n",
+       "      <td>2</td>\n",
+       "      <td>no</td>\n",
+       "      <td>northwest</td>\n",
+       "      <td>12268.63225</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>412</th>\n",
+       "      <td>26</td>\n",
+       "      <td>female</td>\n",
+       "      <td>17.195</td>\n",
+       "      <td>2</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>northeast</td>\n",
+       "      <td>14455.64405</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>547</th>\n",
+       "      <td>54</td>\n",
+       "      <td>female</td>\n",
+       "      <td>46.700</td>\n",
+       "      <td>2</td>\n",
+       "      <td>no</td>\n",
+       "      <td>southwest</td>\n",
+       "      <td>11538.42100</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>983</th>\n",
+       "      <td>27</td>\n",
+       "      <td>female</td>\n",
+       "      <td>30.590</td>\n",
+       "      <td>1</td>\n",
+       "      <td>no</td>\n",
+       "      <td>northeast</td>\n",
+       "      <td>16796.41194</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>661</th>\n",
+       "      <td>57</td>\n",
+       "      <td>female</td>\n",
+       "      <td>23.980</td>\n",
+       "      <td>1</td>\n",
+       "      <td>no</td>\n",
+       "      <td>southeast</td>\n",
+       "      <td>22192.43711</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>827</th>\n",
+       "      <td>36</td>\n",
+       "      <td>male</td>\n",
+       "      <td>28.025</td>\n",
+       "      <td>1</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>northeast</td>\n",
+       "      <td>20773.62775</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>24</td>\n",
+       "      <td>male</td>\n",
+       "      <td>28.500</td>\n",
+       "      <td>2</td>\n",
+       "      <td>no</td>\n",
+       "      <td>northwest</td>\n",
+       "      <td>3537.70300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>940</th>\n",
+       "      <td>18</td>\n",
+       "      <td>male</td>\n",
+       "      <td>23.210</td>\n",
+       "      <td>0</td>\n",
+       "      <td>no</td>\n",
+       "      <td>southeast</td>\n",
+       "      <td>1121.87390</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>476</th>\n",
+       "      <td>24</td>\n",
+       "      <td>male</td>\n",
+       "      <td>28.500</td>\n",
+       "      <td>0</td>\n",
+       "      <td>yes</td>\n",
+       "      <td>northeast</td>\n",
+       "      <td>35147.52848</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1027</th>\n",
+       "      <td>23</td>\n",
+       "      <td>male</td>\n",
+       "      <td>18.715</td>\n",
+       "      <td>0</td>\n",
+       "      <td>no</td>\n",
+       "      <td>northwest</td>\n",
+       "      <td>21595.38229</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1338 rows × 7 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "     age     sex     bmi  children smoker     region      charges\n",
-       "319   32    male  37.335         1     no  northeast   4667.60765\n",
-       "832   28  female  23.845         2     no  northwest   4719.73655\n",
-       "79    41  female  32.965         0     no  northwest   6571.02435\n",
-       "74    44    male  27.400         2     no  southwest   7726.85400\n",
-       "603   64  female  39.050         3     no  southeast  16085.12750\n",
-       "..   ...     ...     ...       ...    ...        ...          ...\n",
-       "328   64  female  33.800         1    yes  southwest  47928.03000\n",
-       "447   56  female  25.650         0     no  northwest  11454.02150\n",
-       "320   34    male  25.270         1     no  northwest   4894.75330\n",
-       "575   58  female  27.170         0     no  northwest  12222.89830\n",
-       "756   39  female  22.800         3     no  northeast   7985.81500\n",
+       "      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",
+       "...   ...     ...     ...       ...    ...        ...          ...\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",
        "\n",
        "[1338 rows x 7 columns]"
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+      ]
      },
+     "execution_count": 15,
      "metadata": {},
-     "execution_count": 60
+     "output_type": "execute_result"
     }
    ],
    "source": [
@@ -618,7 +1217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -631,50 +1230,56 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
-     "output_type": "stream",
      "name": "stdout",
+     "output_type": "stream",
      "text": [
-      "Wielomian 1 stopnia, MSE = 164742254.38173005\n",
-      "Wielomian 2 stopnia, MSE = 165462756.34970585\n",
-      "Wielomian 3 stopnia, MSE = 165419346.88711548\n"
+      "Wielomian 1 stopnia, MSE = 178360681.2241408\n",
+      "Wielomian 2 stopnia, MSE = 179170879.99336478\n"
      ]
     },
     {
-     "output_type": "display_data",
-     "data": {
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
+     "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<module>\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: "
+     ]
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\n"
+      "image/png": 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\n"
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\n",
+      "text/plain": [
+       "<Figure size 691.2x388.8 with 1 Axes>"
+      ]
      },
      "metadata": {
       "needs_background": "light"
-     }
+     },
+     "output_type": "display_data"
     }
    ],
    "source": [
@@ -691,43 +1296,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 691.2x388.8 with 1 Axes>",
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-     },
-     "metadata": {
-      "needs_background": "light"
-     }
-    }
-   ],
+   "outputs": [],
    "source": [
     "#WYKRESY FUNKCJI KOSZTU\n",
     "for fig in cost_fun_slices:\n",
@@ -741,13 +1312,9 @@
   "celltoolbar": "Slideshow",
   "email": "pawel.skorzewski@amu.edu.pl",
   "kernelspec": {
-   "name": "python3",
-   "display_name": "Python 3.9.5 64-bit",
-   "metadata": {
-    "interpreter": {
-     "hash": "ac59ebe37160ed0dfa835113d9b8498d9f09ceb179beaac4002f036b9467c963"
-    }
-   }
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
   },
   "lang": "pl",
   "language_info": {
@@ -760,7 +1327,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5-final"
+   "version": "3.8.12"
   },
   "livereveal": {
    "start_slideshow_at": "selected",
@@ -772,4 +1339,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
\ No newline at end of file
+}
diff --git a/polynomial-regression_2.csv b/polynomial-regression_2.csv
new file mode 100644
index 0000000..98cee23
--- /dev/null
+++ b/polynomial-regression_2.csv
@@ -0,0 +1,16 @@
+araba_fiyat,araba_max_hiz
+60,180
+70,180
+80,200
+100,200
+120,200
+150,220
+200,240
+250,240
+300,300
+400,350
+500,350
+750,360
+1000,365
+2000,365
+3000,365