diff --git a/05_Regresja_wielomianowa.ipynb b/05_Regresja_wielomianowa.ipynb index 48eef24..a055f58 100644 --- a/05_Regresja_wielomianowa.ipynb +++ b/05_Regresja_wielomianowa.ipynb @@ -40,6 +40,7 @@ "outputs": [], "source": [ "# Przydatne funkcje\n", + "cost_functions = dict()\n", "\n", "def cost(theta, X, y):\n", " \"\"\"Wersja macierzowa funkcji kosztu\"\"\"\n", @@ -58,6 +59,7 @@ " while True:\n", " theta = theta - alpha * fdJ(theta, X, y)\n", " current_cost, prev_cost = fJ(theta, X, y), current_cost\n", + " # print(current_cost)\n", " if abs(prev_cost - current_cost) > 10**15:\n", " print('Algorithm does not converge!')\n", " break\n", @@ -80,6 +82,20 @@ " plt.xlim(np.min(X[:, 1]) - 1, np.max(X[:, 1]) + 1)\n", " return fig\n", "\n", + "def plot_data_cost(X, y, xlabel, ylabel):\n", + " \"\"\"Wykres danych (wersja macierzowa)\"\"\"\n", + " fig = plt.figure(figsize=(16 * .6, 9 * .6))\n", + " ax = fig.add_subplot(111)\n", + " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", + " ax.scatter([X], [y], c='r', s=50, label='Dane')\n", + "\n", + " ax.set_xlabel(xlabel)\n", + " ax.set_ylabel(ylabel)\n", + " ax.margins(.05, .05)\n", + " plt.ylim(min(y) - 1, max(y) + 1)\n", + " plt.xlim(np.min(X) - 1, np.max(X) + 1)\n", + " return fig\n", + "\n", "def plot_fun(fig, fun, X):\n", " \"\"\"Wykres funkcji `fun`\"\"\"\n", " ax = fig.axes[0]\n", @@ -141,7 +157,7 @@ " \"\"\"Funkcja regresji wielomianowej\"\"\"\n", " theta_start = np.matrix([0] * (n+1)).reshape(n+1, 1)\n", " theta, logs = gradient_descent(cost, gradient, theta_start, X, y)\n", - " return lambda x: h_poly(theta, x)" + " return lambda x: h_poly(theta, x), logs" ] }, { @@ -159,10 +175,12 @@ "\n", "def plot_and_mse(data, data_test, n):\n", " x, y = get_poly_data(np.array(data), n)\n", - " model = polynomial_regression(x, y, n)\n", + " model, logs = polynomial_regression(x, y, n)\n", + " cost_function = [[element[0], i] for i, element in enumerate(logs)]\n", + " cost_functions[n] = cost_function\n", " \n", " fig = plot_data(x, y, xlabel='x', ylabel='y')\n", - " plot_fun(fig, polynomial_regression(x, y, n), x)\n", + " plot_fun(fig, model, x)\n", "\n", " y_true, Y_pred, mse = predict_values(model, data_test, n)\n", " print(f'Wielomian {n} stopnia, MSE = {mse}')" @@ -204,29 +222,29 @@ " \n", " \n", " \n", - " 470\n", - " 40\n", - " 1140000.0\n", + " 160\n", + " 44\n", + " 349668.0\n", " \n", " \n", - " 1171\n", - " 90\n", - " 855000.0\n", + " 1066\n", + " 54\n", + " 260000.0\n", " \n", " \n", - " 1128\n", - " 37\n", - " 288405.0\n", + " 679\n", + " 65\n", + " 348000.0\n", " \n", " \n", - " 254\n", - " 49\n", - " 290000.0\n", + " 1589\n", + " 97\n", + " 579000.0\n", " \n", " \n", - " 508\n", - " 91\n", - " 375606.0\n", + " 132\n", + " 60\n", + " 295120.0\n", " \n", " \n", " ...\n", @@ -234,29 +252,29 @@ " ...\n", " \n", " \n", - " 389\n", - " 56\n", - " 325000.0\n", + " 894\n", + " 68\n", + " 390000.0\n", " \n", " \n", - " 1403\n", - " 69\n", + " 937\n", + " 78\n", + " 329000.0\n", + " \n", + " \n", + " 368\n", + " 16\n", " 399000.0\n", " \n", " \n", - " 957\n", - " 94\n", - " 595000.0\n", + " 1278\n", + " 51\n", + " 460499.0\n", " \n", " \n", - " 356\n", + " 1670\n", " 53\n", - " 339200.0\n", - " \n", - " \n", - " 160\n", - " 44\n", - " 349668.0\n", + " 339000.0\n", " \n", " \n", "\n", @@ -264,18 +282,18 @@ "" ], "text/plain": [ - " sqrMetres price\n", - "470 40 1140000.0\n", - "1171 90 855000.0\n", - "1128 37 288405.0\n", - "254 49 290000.0\n", - "508 91 375606.0\n", - "... ... ...\n", - "389 56 325000.0\n", - "1403 69 399000.0\n", - "957 94 595000.0\n", - "356 53 339200.0\n", - "160 44 349668.0\n", + " sqrMetres price\n", + "160 44 349668.0\n", + "1066 54 260000.0\n", + "679 65 348000.0\n", + "1589 97 579000.0\n", + "132 60 295120.0\n", + "... ... ...\n", + "894 68 390000.0\n", + "937 78 329000.0\n", + "368 16 399000.0\n", + "1278 51 460499.0\n", + "1670 53 339000.0\n", "\n", "[1674 rows x 2 columns]" ] @@ -317,14 +335,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Wielomian 1 stopnia, MSE = 34232245972.377033\n", - "Wielomian 2 stopnia, MSE = 84918416526.0791\n", - "Wielomian 3 stopnia, MSE = 83924720748.3686\n" + "Wielomian 1 stopnia, MSE = 24385438317.4621\n", + "Wielomian 2 stopnia, MSE = 45053827695.02038\n", + "Wielomian 3 stopnia, MSE = 47184374447.91149\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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REYkZh8oqeXb+JgDuOH2Qu8GIBEkJWRtLTvRwwbE9AS3uFxEJpefnb8ZbVsXY/p0Y1beT2+GIBEUJmQtqd1vOWrGNymqfy9GIiES/0opqnqopBHv7RI2OSfRRQuaCY3LaM6hrJnuKKvgsb7fb4YiIRL1XvtzC3uIKRvRqrzZJEpWUkLnAGKOaZCIiIVJR5eOJT51CsLedNkhtkiQqhS0hM8b0NsbMNcasMcasMsbc2cg5xhjzN2NMvjHmK2PMyHDFE2m+e1wOxsD7q3dysLTS7XBERKLWG8sK2H6wjNyumUwa1s3tcERaJJwjZFXAT621RwHjgNuNMcManHMOkFvzcTPweBjjiSg9O6QxfkBnKqp8vPP1drfDERGJStU+y+OfbADgtokD8Xg0OibRKWwJmbV2u7V2ac3nXmAN0LDD64XAc9axAOhgjOkRrpgizcUja2uSadpSRKQl5ny9nU17S+jdKY3zR/R0OxyRFmuTNWTGmH7A8cDCBodygK31vi7gyKQtZp09vDtpSQks2rSPLXtL3A5HRCSqWGuZPjcfgFtOHUhigpZFS/QK+7vXGJMJvAZMtdY2rITa2NjyEeXrjTE3G2MWG2MW794dO7sSM1MSOXt4dwDeWKZRMhGRYHy8dhdrd3jpmpXCpaN6uR2OSKuENSEzxiThJGMvWmtfb+SUAqB3va97AYUNT7LWPmGtHW2tHZ2dnR2eYF1Su9vyjWVqpSQiEihrLY/WjI7dfMoAUhITXI5IpHXCucvSAE8Ca6y1D/s5bRZwbc1uy3HAQWttXK1wP3FgF7q1S2HT3hKWbjngdjgiIlFh/sa9LNtygI7pSVwxpo/b4Yi0WjhHyE4CrgFON8Ysr/mYbIy5xRhzS805c4CNQD7wT+C2MMYTkRI8hu8eV1uTrMDlaEREokPt2rHrT+pPRkqiy9GItF7Y3sXW2nk0vkas/jkWuD1cMUSLi0f24h+fbuTtFYX85vxhGnoXEWnCsi37+Tx/L5kpiVw3vp/b4YiEhLakRIAh3bM4umc7DpVV8fGaXW6HIyIS0abPdeqOXT2uL+3Tk1yORiQ0lJBFiMM1ybTbUkTEr7U7DvHhmp2kJHq4cUJ/t8MRCRklZBHigmN7kuAxzF27i33FFW6HIyISkR6rGR27/ITeZGeluByNSOgoIYsQ2VkpnJLbhSqfZdZyjZKJiDS0aU8x//mqkESP4eZTB7odjkhIKSGLIJfUFDZ85cutqkkmItLAPz7dgM/CRcfnkNMhze1wREJKCVkEmTSsO10yU1i7w8uXm/a7HY6ISMTYfrCUV5cUYAzccppGxyT2KCGLIMmJHq4c4zQueHb+JneDERGJIP/89Bsqqy2Tj+nBwOxMt8MRCTklZBHmyrF9SfAY3lu5g52HytwOR0TEdXuLynlp0WYAbtPomMQoJWQRpnv7VCYN60aVz/LSwi1uhyMi0jJeL8yYAXff7dx6vS2+1NOfb6Ks0sfpQ7tydM/2IQxSJHIoIYtA19ZUnn550RYqq33uBiMiEqx58yAnB6ZOhQcecG5zcpz7g3SorPLwEo7bJ2p0TGKXErIING5AJwZ3y2SXt5z3Vu1wOxwRkcB5vTB5snNbXOzcV1xcd39RUVCXe37+ZrxlVYwb0IlRfTuFIWCRyKCELAIZY7imZpTsuS82uxuMiEgwZs4En5+RfZ/POR6g0opqnpr3DQC3TxwUiuhEIpYSsgh10fE5ZKYksmjTPtZsP+R2OCIigcnLqxsZa6i4GPLzA77UK19uYW9xBcf2as+EQV1CFKBIZFJCFqEyUxK5tKZQ7HPzNUomIlEiNxcyMho/lpEBgwIb6aqo8vHEpxsBuG3iIIwxoYpQJCIpIYtgV4/rC8Cby7ZxsLTS5WhERAIwZQp4/Pxq8Xic4wF4Y1kB2w+WMbhbJmcd1S2EAYpEJiVkEWxQ10xOGtSZ0spqXltS4HY4IiLNy8qCOXOc29qRsoyMuvszmy/qWu2zPP6J00T8ttMG4fFodExiX6LbAUjTrh3fj8/z9/L8gs18/8R++sEkIpFvwgQoLHQW8OfnO9OUU6YElIwBzP56O5v2ltCnUzrnjegR5mBFIoMSsgh3xtCu9Gyfyjd7ipmXv4dTBme7HZKISPMyM+HGG4N+mLWWx+Y6C/9vOXUgiQmayJH4oHd6hEtM8HBVzVqy59TfUkRi3EdrdrF2h5du7VK4ZFSO2+GItBklZFHg8hN6k5zg4aO1u9i6r8TtcEREwsJay6M1o2M3nTyAlMQElyMSaTtKyKJA58wUzh3RA2vhRfW3FJEYNX/DXpZvPUDH9CSuHNvH7XBE2pQSsihx7Xhn2nLml1soq6x2ORoRkdCb/okzOnbDSf1JT9YSZ4kvSsiixHG9O3BMTnv2l1Tyn6+2ux2OiEhILduyn8/z95KZksi1Na3jROKJErIoYYw5PEqmxf0iUczrhRkz4O67nVuv1+2IIsLDH6wH4JrxfWmfnuRyNCJtTwlZFDn/2J50SE/iq4KDLN96wO1wRCRY8+ZBTg5MnQoPPODc5uQ498ex+Rv28lneHrJSErn55AFuhyPiCiVkUSQ1KYEpo3sDGiUTiTpeL0ye7NzWNt8uLq67v6jI3fhcYq3lgffWAnDTKQPomJHsckQi7lBCFmWuHtcXY+A/K7azt6jc7XBEJFAzZ4LP1/gxn885Hoc+WrOLZVsO0DkjmRsm9Hc7HBHXKCGLMr07pXP6kK5UVPuYuXir2+GISKDy8upGxhoqLnZaDMUZn8/y5/fXAXDbxEFkpmhnpcQvJWRR6NoT+wHw4oItVPusu8GISGByc+uabTeUkeH0e4wzs1YUsnaHl57tU7lKdcckzikhi0InD+pCv87pbDtQykdrdrodjogEYsoU8Pj5kevxOMfjSEWV7/DOyqlnDiY1SVX5Jb4pIYtCHo/h6sP9LTe7HI2IBCQrC+bMcW5rR8oyMuruz8x0N7429q/FW9myr4QB2RlcPFI9K0U0YR+lvjeqNw+9v555+XvYsLuIgdnx9cNcJCpNmACFhc4C/vx8Z5pyypS4S8ZKK6r520d5APz0rCEkJmhsQEQJWZRqn57Ed4/vycuLtvL8/M3ce8HRbockIoHIzIQbb3Q7Clc9O38Tu7zlDM9pxznDu7sdjkhE0J8lUeyacf0AeG1JAcXlVe4GIyISgIOllTz+yQYA/uc7Q/F4jMsRiUQGJWRRbFjPdpzQryPe8ireWLbN7XBERJo147ONHCytZEz/TpyS28XtcEQihhKyKHdNTRPe5+ZvwlqVwBCRyLXbW86T874B4O6zh2CMRsdEaikhi3JnH92d7KwU1u8sYuE3+9wOR0TEr+lz8ympqOaMoV0Z1beT2+GIRBQlZFEuOdHDFWOcgorPqwSGiDTG64UZM+Duu51br7fNQyjYX8JLC7cA8LPvDGnz5xeJdErIYsBVY/uQ6DG8u2oHOw6WuR2OiESSefMgJwemToUHHnBuc3Kc+9vQtA/zqKj2ccGxPTmqR7s2fW6RaKCELAZ0a5fKd47uTrXP8tKiLW6HIyKRwuuFyZOd29o+msXFdfcXFbVJGPm7vLy2tIBEj+Guswa3yXOKRBslZDHi2vFO5f6XFm6hosrncjQiEhFmzgSfn58HPp9zvA089P56fBYuO6E3/br46ecpEueUkMWIMf07MaRbFnuKynl31Q63wxGRSJCXVzcy1lBxsdMtIMy+KjjAOyt3kJLo4cen54b9+USilRKyGGGM4ZqaUbLn529yNxgRiQy5uXV9MxvKyHBaN4XZg++tA+C6E/vRvX1q2J9PJFopIYshFx2fQ1ZKIl9u2s/qwkNuhyMibpsyBTx+fsx7PM7xMJq/YS+f5e0hKyWRW08dGNbnEol2SshiSEZKIpeM6gXA8ws2uRuMiLgvKwvmzHFua0fKMjLq7g9jU3NrLQ+8txaAm04ZQMeM5LA9l0gsUEIWY2qnLd9Yto2DJZUuRyMirpswAQoLYdo0uOce57aw0Lk/jD5as4tlWw7QOSOZGyb0D+tzicSCRLcDkNAamJ3Jybld+CxvD/9espUfnDzA7ZBExG2ZmXDjjW32dD6f5c/vO2vHbps4iMwU/aoRaY5GyGLQNeOcUbIXFmzG51N/SxFpW7NWFLJ2h5ee7VO5amwft8MRiQpKyGLQGUd1I6dDGpv2lvDfvN1uhyMicaSiysfDH6wH4M4zc0lNSnA5IpHooIQsBiV46kpgPP7JBpejEZF48q/FW9myr4QB2RlcMrKX2+GIRA0lZDHqqrF9aJ+WxKJv9rFw4163wxGROFBaUc3fPsoD4KdnDSExQb9iRAIVtv8txpinjDG7jDEr/Rw/zRhz0BizvObjN+GKJR5lpSZx/Un9AHjk4/BX4xYReXb+JnZ5yxme045zhnd3OxyRqBLOP1+eAc5u5pzPrLXH1Xz8PoyxxKXrT+xPZkoi8/L3sHTLfrfDEZEYdrC08vASiZ9NGoLHY1yOSCS6hC0hs9Z+CuwL1/Wlee3Tk7juRGct2SM10wgiIuEw47ONHCytZEz/Tpw6ONvtcESijtsT/OONMSuMMe8YY472d5Ix5mZjzGJjzOLdu7VrMBg3ThhAenICc9ft5uuCg26HIyIxaLe3nCfnfQPA3WcPwRiNjokEy82EbCnQ11p7LPAI8Ka/E621T1hrR1trR2dn6y+vYHTKSObqmrpkj3ysUTIRCb3pc/MpqajmjKFdGdW3k9vhiEQl1xIya+0ha21RzedzgCRjTBe34ollPzi5PymJHt5fvZM129V0XERCp2B/CS8t3ALATycNcTkakejlWkJmjOluasa1jTFjamJRfYYw6JqVyhVjnGrZj2rHpYiE0LQP86io9nHBsT0Z1rOd2+GIRK1wlr14GZgPDDHGFBhjbjTG3GKMuaXmlEuBlcaYFcDfgMutterzEya3nDqQ5AQPc1ZuJ3+X1+1wRCQG5O308trSAhI8hrvOGux2OCJRLWwdX621VzRz/FHg0XA9v3xb9/apfG90L15cuIVHP87nr5cf73ZIIhLFrLX87u3V+CxcNaY3/bpkuB2SSFRze5eltKFbTxtIoscwa0Uh3+wpdjscEYli763aybz8PbRLTdTomEgIKCGLI706pnPxyBx8Fh6bq7VkItIyZZXV/HH2asBZyN85M8XliESinxKyOHPbaYPwGHhj2Ta27itxOxwRiUL/+O9GCvaXMrR7FleN7eN2OCIxQQlZnOnXJYMLj8uhymd5/L8b3A5HRKJMwf4SHvvEGWG/94Kj1UBcJET0PykO3T5xEMbAq4sL2H6w1O1wRCSK/GnOGsqrfJw3ogfjBnR2OxyRmNFsQmaMucMY07EtgpG2MahrJpOP6UFFtY9//Hej2+GISJT4PH8Pc77eQVpSAr+YfJTb4YjElEBGyLoDXxpj/mWMOduoSVlM+NHpgwB4edEWdnnLXI5G4pLXCzNmwN13O7de1ceLZJXVPn739ioAbp84kJ4d0lyOSCS2NJuQWWt/BeQCTwLfB/KMMX8yxgwMc2wSRkO7t+M7R3ejvMrHPz/VKJm0sXnzICcHpk6FBx5wbnNynPslIj0/fzPrdxbRp1M6Pzh5gNvhiMScgNaQ1VTQ31HzUQV0BF41xjwQxtgkzH50ei4ALyzYwt6icpejkbjh9cLkyc5tcU09vOLiuvuLityNT46wp6icv3y4HoBfnzeM1KQElyMSiT2BrCH7sTFmCfAA8DlwjLX2VmAUcEmY45MwGp7TntOHdqW0spon533jdjgSL2bOBJ+v8WM+n3NcIsqD767DW1bFKYOzOfOorm6HIxKTAhkh6wJcbK39jrX239baSgBrrQ84L6zRSdjVriV7bv5mDpRUuByNxIW8vLqRsYaKiyFfRYsjyYqtB/jXkq0kegy/PX8YWkYsEh6BrCH7jbV2s59ja0IfkrSl4/t05OTcLhSVV/H055vcDkfiQW4uZPjpe5iRAYMGtW084pfPZ/ntrFVYCzdM6M/A7Ey3QxKJWapDJofXkj39+Td4yypdjkZi3pQp4PHzo8fjcY5LRHh92TaWbz1AdlbK4dF0EQkPJWTCmP6dGNu/E4fKqnhufqODoSKhk5UFc+Y4t7UjZRkZdfdnahQmEhwqq+T+d9YCcM/ZQ8lKTXI5IpHYpoRMAPjxGc4o2YzPNlJcXuVyNBLzJkyAwkKYNg3uuce5LSx07peI8MhHeewpKmdknw5cdHyO2+GIxLxEtwOQyHDiwM6M7NOBpVsO8OLCzdx8isrMSZhlZsKNN7odhTQif5eXpz/fhDHwuwuG4/FoIb9IuGmETAAwxvCjmlGyJz7dSGlFtcsRiYgbrLX87u3VVPksl5/Qm2N6tXc7JJG4oIRMDjttcDYjerVnT1EFLy/a4nY4IuKC91fv5LO8PbRLTeRnk4a4HY5I3FBCJocZY7hjorOT6h+fbqCsUqNkIvGkrLKaP/xnNQB3nTWYzpkpLkckEj+UkMm3nDWsG0O7Z7HzUDn/XlLgdjgi0oae+HQjBftLGdIti6vH9XU7HJG4ooRMvsUYc7gu2d8/2UBFlZ8WNyISU7YdKOWxT5wuCfdecDSJCfr1INKW9D9OjnDO8O4M6prJtgOlvLFMo2Qi8eBPs9dQVunj3BE9GD+ws9vhiMQdJWRyBI+nbi3Z9LkbqKrWKJlILPtiwx5mf72d1CQPv5h8lNvhiMQlJWTSqPNG9KBf53S27Cth1opCt8MRkTCpqvbxu1nOQv7bTxtEToc0lyMSiU9KyKRRiQkebqsZJXt0bj7VPutyRCISDi8s2My6nV56d0rjplMGuB2OSNxSQiZ+XXR8Dr06prFxdzFzvt7udjgiEmJ7i8p5+IP1APz63GGkJiW4HJFI/FJCJn4lJXi49TSnhdKjH+fj0yiZhJLXCzNmwN13O7der9sRxZ0/v7+OQ2VVnJzbhbOGdWv9BfU9FWkx9bKUJl06qhePfpzPup1e3v6qkAuPU5NhCYF582DyZPD5oLgYMjLgrrtgzhw1GG8jXxUc4JUvt5LoMfz2/KMxppX9KvU9FWkVjZBJk1ISE7izpsfl/e+spaSiyuWIJOp5vc4vbq/X+cUNzm3t/UVF7sYXB3w+y72zVmEtXH9SPwZ1zWzdBfU9FWk1JWTSrO+N7s3wnHZsP1jG3z/Z4HY4EmptPc00c6YzitIYn885LmH1xrJtLN1ygC6ZKfy45g+uVtH3VKTVlJBJsxJqpjQA/vHpRrbuK3E5IgmZefMgJwemToUHHnBuc3Kc+8MlL69uFKWh4mLIzw/uelq3FJSDpZXc/+5aAO45ZyhZqUmtv2iov6cicUgJmQTkhH6duODYnpRX+fjTnDVuhyOh0NJppsJCuO46GDvWuS0Msk5dbq6zvqgxGRkwaFDg13IjoYxyv397Nbu95Yzq25GLjw/RmtBQfk9F4pQSMgnYzycPJS0pgXdW7uCLDXvcDkdaqyXTTI895iQ8zz0HixY5tzk5zv2BmjIFPH5+9Hg8zvFAaN1S0D5as5PXlhaQkujhgUtH4PG0ciF/rVB9T0XimBIyCViP9mncVlMG4/dvr1ZLpWgX7DRTYSHcfnvj599+O+zYEdjzZmU5O++ysupGVTIy6u7PDHCBudYtBeVgSSU/f/1rAH42aQgDs1u5kL++UH1PReKYyl5IUG46ZQAzF29l7Q4vLy/awjXj+7kdkrRUbi6kpkJZ2ZHHUlOPnGb6+c+bvt4998AzzwT23BMmOAnezJlO4jdokDOKEswvbq1bCsrv3l7Frpqpyhsm9A/9E4TieyoSx5SQSVBSkxL45eSjuPXFpTz0wXrOP7YnHdKT3Q5LWmLyZLjppsaPlZXBued++761a5u+3rp1wT1/ZibceGNwj6mvdt1SY0mZ1i19ywerd/L6sm2kJHp48NIRJIRqqrKh1n5PReKYpiwlaGcP7874AZ05UFLJX2rarkgUmjPHGQlrTGoqzJ797fuGDm36ekOGhCauQGndUkD2F1fwizecqcr/d/ZQBoRyqlJEQkYJmQTNGMNvLxiGx8ALC7ewbofKDESlvLzGpyvBub/hlN999zV9vfvvD01cgdK6pYDc+/YqdnvLOaFfR64/sZ/b4YiIH0rIpEWGdm/H1eP6Uu2z/O7tVVirPpdRJ9hSBT17wvTpjZ8/fTp07x7a+AJRu25p2jRnDdu0ac7XatUDwLsrd/DW8kJSkzw8eOmxodtVKSIhZ6LtF+no0aPt4sWL3Q5DcKZCTvvzJxwsreTvV4/k7OE93A5JguH1OiUrGiukmpXlJDaNjTLt2OEkP+vWOdOU99/vTjImTdpXXMGkv/yXPUUV/Pb8YVx/UhgW8ovItxhjllhrR7fksRohkxbrmJHMTycNBuCPs9dQVlntckQSlJZO+XXv7uymnD/fuVUyFpF+O2sVe4oqGNO/E9dpN7RIxNMuS2mVK8f04aWFW1i7w8uMzzZyx+kh6IsnbUelCmLSO19v5+0VhaQlJfBnTVWKRAUlZNIqiQkefnP+MK7850Kmz93AJaN60aN9mtthSTBUqiCm7C0q51dvrgSc7hp9Oqe7HJGIBEJTltJqJw7swjnDu1NaWc397zRTq0pEwuo3b61ib3EF4wZ04uqxfd0OR0QCpIRMQuIXk48iOdHDW8sLWbxpn9vhiMSl/3xVyOyvt5NufDy44V08Tz3Z+KYNEYk4SsgkJHp3SueHpwwAnLpH1b7o2r0rEu32FJXzm1eXA/DzuU/R+4Hfw9Spzk7aefNcjU1EmqeETELm1tMG0qN9Kiu3HeLVJVvdDkckblhr+fWry9lXYTlp03KuWviWc6C42BkhmzwZiorcDVJEmqSETEImPTmRe85x2us8+N46DpVVuhyRSHx4+6vtvLN2DxkVpfzfO9Pw0GCE2udzdtKKSMRSQiYhdcGxPRndtyN7iir424d5bocjEvN2ecv4zVvOrspffjyDXod2H3lScfGRrbBEJKIoIZOQMsZw7wVHYww888Um8ndpmkTamNcLM2bA3Xc7tzG8qN1ay6/eWMmBkkpOTivninw/a8Uaa4UlIhFFdcgk5IbntGfK6N688uVW/vCf1Txz/QkYo8KU0gbmzXPWS/l8zqhQRgbcdRe8+ips2eI0VM/Ndc6ZM6fu6ylTnA4FoeL1OlOErbl+ANeYtaKQ91fvJDMlkftvHIN5yM/f2B6P83gRiVhh62VpjHkKOA/YZa0d3shxA0wDJgMlwPettUubu656WUaHPUXlTPzzJ3jLqnjq+6M5fWg3t0OKLaH4hR9rmurNCZCeDiUlkJoKZWV1txkZTsIyZ05ompI3lhQGe/0ArrHrUBln/eVTDpZW8n+XHMOUE/qE5rlFpMVa08synAnZKUAR8JyfhGwy8COchGwsMM1aO7a56yohix4zPtvIH2evoX+XDN6begrJiZohDwn90m3cjBlw++1QUdGyxzfVUD1QLW3YHuQ1bEYGNz23mA/X7OLUwdnfHoUuKlIrLBGXRGRzcWvtp0BTFUIvxEnWrLV2AdDBGNMjXPFI27t2fD8GZGfwzZ5inv78G7fDiQ21JQy8XicZA5U2qLVsWcuTMYDSUieha82as5kznUS5MYHudAzgGm8s28aHa3aRlZrI/Zcc8+0lAbWtsO67z7lVMiYSFdwcssgB6herKqi57wjGmJuNMYuNMYt3725kB5FEpORED785bxgAj3yczy5vmcsRxYBQ/MKPVcuWte7xVVXw8sutK6Sal1eXKDcU6E7HZq6xM28L985aBcCvzxum3rEiMcLNhKyxVd6Nzp9aa5+w1o621o7Ozs4Oc1gSSqcN6coZQ7tSVF7Fg++uczuc6BeKX/ixqjWjY7UqK1s32pib60whNybQnY5NXMNmZPDz9BEcKqti4pBsvjeqV/AxikhEcjMhKwB61/u6F1DoUiwSRr86bxhJCYZ/LylgxdYDbocT3ULxCz9WHX106K7V0tHGKVOc9XyNCXSnYxPXeO2o0/i4JJWs1ETuu3iEdi+LxBA3E7JZwLXGMQ44aK3d7mI8Eib9u2Rww4T+gNPn0qc+ly0Xil/4seq++4I7v6lkpqWjjVlZzuaKrKy6xDkjo+7+QNZz+bnGju59+N13bgXg3vOPpnv71ODjE5GIFbY6ZMaYl4HTgC7GmALgt0ASgLX278AcnB2W+ThlL64PVyzivjsmDuK1JdtYtuUAby7fxsUjNdXSIrW/rP3tsoznBdw9e8L06c7C/EBYC4mJztqxhloz2jhhgrObsjU7HRtcwzdwEP/PdxTejfs5Y2hXLh7Z6HJbEYliYSt7ES4qexG9/r14K//z6ld0zUrhg5+cSvv0JLdDil4qbeDfjh1wzz0wezbs2dP0uf4SslCUwAihaR/m8ZcP19MhPYn3pp5Ct3YaHROJRK0pe6FK/dJmLhnZi5cXbWHplgP84s2vefSK47UGpqVqSxvIkbp3h2eegbFjm0/IqquPvC8tLaJGG+eu28VfP1qPMTDt8uOVjInEKFXqlDbj8Rgevuw4MpITmP3Vdl5bus3tkCSWDR3a/DmNzRAkJMBxx4U8nJbYsreEO19ehrVw15mDOXWwdpmLxColZNKm+nXJ4N4LnN1wv31rJZv3+inhIAKtaxQe7CL/WtY2v8OyDRqYl1ZU88MXlnCorIozj+rK7RPjeAetSBxQQiZt7tJRvTj3mB4UV1Rz5yvLqaz2U+hU4tu8eU6R1qlT4YEHnNtgirbWLvIPVnM7LFsbVwCstfzyja9Zs/0Q/Tqn89Blx+HxaHpfJJYpIZM2Z4zhTxcdQ4/2qSzfeoBHPspzOySJNKFqEXXbbU4x3cQglss2tcOyjVpXvbBgM68v20ZaUgJ/v2YU7dO0AUYk1ikhE1e0T0/iL1OOwxh4dG4+i75pqu2pxJ2ZM52q+Y2prAyuaOsnn0BKSuDnN1XPrQ1aVy3ZvJ/f/2c1APdfcgxDu7dr9TVFJPIpIRPXjBvQmVtPHYjPwk9mLudgqZ9fwBJ/Vq6EMj+9T8vKYPXqwK/VVLspqBs9C6SAa5hbV+3ylnHbi0uorLZcf1I/LjxO9cZE4oXKXoirpp45mHn5e/iq4CC/enMlf7v8OJXCiCderzOqlJfntIWaMsVJivbvb/pxe/c2f43a+1escEbIysuPvE5GBlx6KfToEVg9t9rWVY0lZa1sXVVZ7eOOl5ax81A5Y/p14heTj2rxtUQk+ighE1clJ3qYdvnxTJ72GW+vKGTikGxV8Y91tYnS3Lnw2mtOmYmSEiehuesuZ4SqU6emr9G5s3M7b96RXQvuugvuv98pDlt7vz8eDzz6aOA1x6ZMca7v71qtaF11/ztrWfTNPrpmpfDoVceTlKAJDJF4ov/x4rr+XTK494JhAPzmrVVs2VvickQSNrU7FO+8E156yRm1Kqn5ftdfHD9wIKT6KYCamgrDhjW9wP722799f0PB9pesFYpelY2YtaKQJ+d9Q6LH8PjVI+mapeKvIvFGI2QSES4b3ZtP1u3mnZU7mDpzGf/64XgSNUIQW+onUE3x+ZzG30lJja8jS0pyRqJeecX/Ant/kpPhjDPgkkta3m4qFL0q61m/08vdr34FwK/PG8aovs2MDopITFJCJhHBGMN9Fx/Dsi0HWLrlAI98nM9PzhrsdlgSSk3tUKyvuBgKCppvot7cYv3GVFTAsce2vu1UiFpXHSqr5IfPL6G0sprvHteTa8f3bfU1RSQ6KSGTiNEhPZmHpxzLVTMW8sjHeZyc24XR/TRaEDMCTaBqF8c3NxKVmwvp6XVTnoFo5cL7Vmmw+cB32WX89M31fLOnmKHds7jv4hGh3dDib7ODiEQkYxvr5RbBRo8ebRcvXux2GBJG972zhn/8dyO9OqYx586TaZeqopgxYcYMp6p9c0lZVpaTiDU3Bej1QnZ247snW3vtUGtk88H00Rfx4LjLaZeayNs/mkDfzhlhfb7Do4sTJoTueUTkW4wxS6y1o1vyWC3SkYjz07OGMDynHQX7S/nNmyvdDid2tEH/xSZNmeIkBf6kpwe3OD4ry1kL1hR/Ncba8rVoZPPBp9mD+fPYywD464VDQ5uMtVE3AREJLSVkEnFqS2GkJSXw5vJC3ly2ze2Qol8b9F9sVm1ClJZ25LHERPjRj5zRq2BGcCZOrNvt2FBGBlx1lVP+Ytq0umu39WvRYO3c1nZd+fEF/4M1Hu5c9G9OX/phWJ/vW0LUTUBEQk8JmUSkgdmZ/OZ8pxTGr99cydZ9KoXRYpE0YnLssU7dsYaqquCxxwK/Tu0I16pVzmMbU1tj7L77nAX4tSNjbf1a1Fs7V5aQxK0X/YIDae2YuOFL7pz7XKur+zf1fEcIQTcBEQkPJWQSsS4/oTffObob3vIqfjJzOVXVQZY4iCWtmWKLhBGTwkK47joYMcJ/S6RAY6k/wvXXvzolMqCubllTdcGCeS1CNa1ZU93fAr+ZdCsruw+iz/7t/PXtP+PJSA/9JoPabgKNcXNTg4g0SbssJWIZY7j/4hEs3/opizfvZ/rcDdx5Zq7bYbU9f9XoA12g7faIyWOPOYVamxNILI3VMquf4N11l1M01l9dsEBfi9a+5vXVVPd/+djv8K8Rk0ipLOfxN/9E+/JiSM6qq+4fql2RYewmICLhoxEyiWgdM5J5+LLjAPjbx3ks2dxMj8NYE4opNjdHTAoLA0vGAo2lqRGuqirYswcuu8z/poBAXotQT2tmZbH8xVnce9YtANz33qMcXbzr26N4oVzXFqZuAiISXkrIJOKdNKgLN58ygGqfZerMZXjLKt0Oqe2EYrqxqd2NLR0xCXQ67+c/D/yazcXi9cKrr/of4aqqgpdfbjqRaeq1qK52Eq4QT/HuKSrn1pXVVCQkcW1xHhdnlji7Q9etc0bbwrGurbaG27RpR25qEJGIpClLiQo/nTSYz/P3sKrwEL+dterwqFnMC8V0Y+3ISFNV74MRzHTe2rXNXy+QWGqfs7maY5WVzsfkyY3XG6v/WlRWHrmebcgQOP/8kE3xVlX7+NFLy9h+sIxR29fxqzd+B95DsHIlvPGGE8vatc0ngC3pChCibgIi0jY0QiZRISUxgWmXH09qkofXl25j1opCt0NqG6GabgzViEmwozlDhzZ9veHDm4+l/nNWVAQWZ1MjWRMmOKNTDYtil5U5z/H6605NtMYE8Zpba/nfOWuYv3EvXUoO8Njr/0uy95BzsP5rtmqVdkWKiBIyiR6Dumby6/OcUhi/fONrCvbHQSmM5qbYVq4MfAdg7YhJ/TIQwQp2Ou+++5q+3gcfNB9LoD0w62sukZk9u65obEMej/Pa+jsW4BTvtI/yePrzTSRimf7uX+lWtO/Ik3w+2LdPuyJFRAmZRJcrx/ThrGHd8JZVcdfMFVT7oqv1V9AaW6BdW94BnLIPbVnkNdgp1J49Yfr0xs+fPh26d2/dc/rTVCJTWOi8bv6uWVICl17aqkXxT3y6gb9+mIfHwDS7hrF5ftq9FRdDly6hX+MnIlFHCZlEFWMM/3fJCLKzUli0aR/T58bBdE796ca77qqbaqtd/xSOwqa1dcPGjnVuC2umiFsyhXrbbbB9u3OdceOc2+3bnfsDkZv77SQ0ED5f44nMY485yeuqVf4fm5HhdABo4RTv8/M38ac5ztq5By49lnNzOzb9mg0bpl2RIqLm4hKdPsvbzTVPLgJg2uXHceFxOS5H1EaaatCdkeEkDq1dyO2vbtj06XDNNU5C09gUaWamM0W5dav/OlotqbVVWOg8Z7DefBMuvDD467SiAfmrSwr42b9XAPCH7w7nmnF9nX+zv9es/nMVFTmvTX6+k9j6q6UmIhGrNc3FlZBJ1PrHfzdw3ztrSfQYnvz+CZw6ONvtkMLv7rudOlX+nHMOHHNMywuLNpe0bN/uJAwNd1la63wY40z5JSY6LZJmzYJJk5zHNtydmZLiPGbqVPjVr/zHOmOG0+fSX4X/prz3Xt3zX3cdPPec/3M9Hifu5uLxY87X27njpaX4LPxi8lBuPmVg3cHGdqbW7ixVKQqRmKGETOLWn+as4YlPN5KenMCLPxjL8X06uh1SeDWXnKSkOKUhWvoLv7mk5brr4Jlnvj2a06uXM63nb7r0vfdg/Hj/o0TgjAS9807jsTaXhDYlJcUpFpuZ6Uy/LlrU/GNa8Np9vHYnNz+3hCqf5c4zcvnJWYOPPEkjYCIxrzUJmdaQSVS75+yhXDwyh5KKam545kvyd7Ww32C0mDy56ZGi2jpdLV1X1lzdsHXrnNv6OzZTUpreBXnhhfDss02fU1TkP9am1q01p7q6budncyU4agX52n2Rv4dbXlhKlc9y8ykDmOqvvVcodrmKSMxSQiZRzeNxFvmfPrQr+0squfbJRRQeKHU7rPCZMye4Be7BVpZvLmkZMuTI+/LynGlKf6qrnTITze2U9Bfr5Mn+y1A0p6qqbudncyU4Ao2nniWb9/GD5xZTUeXjqrF9+Pk5QzG1zc5FRIKghEyiXlKCh+lXjmRU344UHizj2qcWsb84wAKi0SYvL7i1VMEWFm0uabn//iPvy831X9MLnIr40PwoV2OxzpvXeJKYmuqs8XrooaavmZ5et/OzqRIcgcZTz8ptB/n+019SUlHNxcfn8IcLhysZE5EWU0ImMSEtOYGnrjuBId2yyN9VxPXPfElJRZXbYYVesNN3wRYWbSpp+d//dcpu9O/vVNj/85+dqb0pU5wF/P4kJ8N55/mvteUvVq/X2aTg9R6ZhFoL69fDTTc1XT4jIaGu/IXX68Ry0UVOLM0lT/WTuQbW7/RyzZML8ZZVMfmY7jxw6Qg8HiVjItJyWtQvMWXHwTIuefwLth0o5ZTB2cy4djTJiTH0d0dTJRQa09ISDjt2OAv1V692Rr8SE+Gzz448LzkZPvrIKXVx5ZX+r5ef7+zQPOcc/+uyGpbNWLnSKePRmIwMuOMOp0RH7c7F+tLTnWSsdmF+7S7H6uqmp1cbqr9Ls8amPcV87x/z2e0tZ+KQbP5xTYy9x0SkxbTLUqSejbuLuPTv89lXXMGFx/XkL5cdF1ujF42VUPD5nBEfY0JXViHQJCYjAy64AF5+2f8548fDySdD796wYQM8+qgzylVd7SR1Hk/dqFVxsZNQNZc4JSXVTYfWl5wMDz/s7AjNzAw+ia2vQUK77UApl/19PtsOlDJ+QGeevv4EUpOaGB0UkbjSmoSsiYUfItFpQHYmz1x/Alc8sYC3lhfSMT2Z354/LHbW99RW7m9YQgFCV1ahfkPv5pSVwRdfNH3OggUwf35d8piU5NzWLtZvOCXZXDKWmOh/yjEpyVljVvtvb0kvzFq1C/tvvJFdh8q46p8L2HaglJF9OjDjutFKxkQkZJSQSUwa0asDT1w7muuf/pJnvthEdlYKt0+MoSbNtSUUGmptlf5awSQx1dWNj1TVVzsS39hOy4oWbMDw+ZwdlI2pXYxf2xXg738Pvhdmg2vtL67g6icXsmlvCUf3bMfT148hI0U/PkUkdPQTRWLWSYO68Jcpx3HHy0t58L11dMpI5ooxfdwOq+01166osePBNPROSIDBg+v6XbaFs85yplT9tZCy1pmmrKxsWYX/etc61D+Xa59axPqdReR2zeT5G8fSPi2p5dcUEWmEEjKJaeeO6MG+kuH8+s2V/PKNr+mYnsTZw3u4HVbbaWy92V13HbnYveHxW291Pg8kKUtNhXPPhU8+Cfs/B3CmKs88Ez7/3P/x6dMDL4iblgaljdeuK0lO4/qKXL7edpC+ndN54Qdj6ZSR3MLARUT809YgiXnXjOvLT84cjM/Cj19ezhcb9rgdUtuovw6sNrGqX4V++3b/xx97rPmyEOAsoH/33eCK1baWtXDvvU4SmZbmbAAAZ11ZSoozbRvMZqXLLnN2U2Zl1ZUUycigrEMnbvrF8ywpOETP9qm8+IOxdGvXxL/T63VaW919t3Pbkk0EIhK3NEImceHHZwxib3E5z83fzM3PLeGVm8cxPKe922GFV1PrwHw++NnP/K/fsvbIshLp6c75XbtCp05w/fVw883OeramdliGQ20CmZbmrGGr3XGZkgKPPx7curQePZzSFvU2SlQOHMTtZhif5+2jS2YKL940jl4d0/1fo7mRSBGRZighk7hgjOHe849mX3EF//lqO99/ehGv3nIi/bq0sEdiNGhqHVhxMbzyiv+ErbjYGSGrv5uzSxdYssQpWzF0KFx+ed1Oxv/+t/XxGhPcyBYcOdUY7OJ9j6eu+GvNRolqn2XqK8v46KvtdEhP4sUfjKV/U++Txnak1sYxeXLL6sCJSNzRlKXEDY/H8PBlx3Fybhf2FFVwzVML2XWoFQu+I11zVf2b2kVZWzW/djdndrYzovbyy7BoETz3nLNo/rHHnERk9erm4znhhKYr+lvbdAumcPD5nPVvNYrKq7jlhSXM/mo7WSmJPH/DWIZ0z2riAjQ/EhlML1ERiVtKyCSuJCd6ePzqURzbqz1b95Vy7VOLOFjaTMmGSBTIeqUpU5pvV+SPMXW1zd58E37608bPu/12uOGG5q+XkAA//KH/60Bddf22lJrqND7HqcB/0fTP+WD1TtqlJvL09SdwTK8AprWbG4kMppeoiMQtJWQSdzJTEnnq+ycwIDuDtTu83PTsYsoqq90OK3Dz5jmjU1OnwgMPOLc5Oc799WVlOWuYGixWJymAkg23315X5f5732v63Ndea36qsbraqdJ/xhn+z6mqcnZ3ZmY6mwXaQlkZzJvHpyeeywV//A95u4rIbZfIrDsmMLpfJ+ec5pLfpkYig+0lKiJxS62TJG4V7C/h0sfns+NQGWce1Y2/Xz2SxIQI/xulqTZA/vpWFhV9u4J/aSn85Cf+C6uC08fyvvucBOSmm0ITe21cTZWjyMhwRuduugn+9re6Sv4tkZDQ7ONtQgJPjjyfP512PT5PAmetn89fZj9MZv8+zhRtnz5w6aXfXqzfsCVVS74nIhKT1DpJpAV6dUznuRvH8L2/z+fDNTv50cvLeOiyY0lPjuD/FoGsV2pYrb9hVX+v10k2/CVk9Ud18vJaH3OtQHY+1k79Pfoo/OhH8M9/Oo9rrhNAY5r5Y7MsMZlffOcOXh9+OgA//vxlps57CQ8W1q1zdpmWlzce3znnfLsR+quv+k/clIyJSAAi+DePSPgN7pbFU98/geueWsQ7K3ewcXcx/7hmVOTuvgzFeqWsLPjTn/yv5/J46taP5ea2LM7GBFOKorLSKV+RlORMc370UfBJ2aRJTvHY2iSpnh2ZnfnhRb9kRc/BpFeU8tDsv3DO+gb9OBsmY/UVFTlJbXl5XfL16qtOghaKXqIiEnc0ZSkC5O/ycvPzS9i4u5h2qYlMu+J4Jg7p6nZYR5oxw1kz5q9l0LRpzfezbGqKDZzr//73TuLm9ULHjq2bOmyt2hpjwdq+3UmIaqdre/WCsjKWPPIst5z3P+zO7ESvAzv45+t/5Kjdm1ofp6YnReJea6YsI3zBjEjbGNQ1i7duP4mzhnXjUFkVNzzzJY9+nIfPF2F/sDS1c7KqCk45pfndl801Dn/88bpNAllZztSdm4wJvhzGlVfCX/7i1Fo7+WQnUXruOWZ+ns/l3/sDuzM7MX7zCmY9d1dokjFwkkaVuBCRFgrrCJkx5mxgGpAAzLDW3t/g+GnAW8A3NXe9bq39fVPX1AiZhJPPZ3l0bj5/+XA91sKkYd146LJjyUp1qZl0Y42/V6xwCo42bJydnOxMC6amOvc3tgAdnGTtgQeaf+7UVNi4Eb76Cs4+O/T/tnDweJzF/ElJUFLifO3zUelJ4I+n/4BnR50PwPcXz+KXc58kyRfikb+77oKHHqr7urnG7iISU1ozQha2hMwYkwCsB84CCoAvgSustavrnXMa8DNr7XmBXlcJmbSFuWt38eNXluEtq2Jgdgb/uGY0g7q28VRUY+14ahOsgQNhwIBvJ2T+NJxKa2ras6GkJGfkLcqWNtS3L60dt114Dwv6jiC5qpI/vv8Yl339QXAXqU12axI8v667Dp55xvm8qe+f2imJxKRInbIcA+RbazdaayuAV4ALw/h8IiEzcWhX3r5jAkO6ZbFhdzHfnf4576/a0XYBNNcY/LXXAi+i2rBafDAFYysrozoZW53dnwuufZgFfUeQXbSPl1/+efPJWO30aEaG0yszLa2u0XpTyRg4vTSh+e9fU6U/RCQuhTMhywG21vu6oOa+hsYbY1YYY94xxhwdxnhEgtKvSwav33Yi5x7Tg6LyKm5+fgkPvb+O6rZYV9ZceYvZswPv21hc7JSPqF1TVlswtqm2SjFg9pCTuOTqByno0J1jC9fx9rM/YVTh2uYf+PvfO3XY/u//nKS3tLTpHZf1rVzp3KqdkogEKZwJmWnkvoa/yZYCfa21xwKPAG82eiFjbjbGLDbGLN69e3dooxRpQkZKIo9eeTw/P2coHgOPfJzPjc9+ycGSMLdbaq68xdatzshNoBYudKrv9+zpTKVNmOCM1MQgH4aHTr6a27/7c0qTU7n464+Y+dI9dC/aG9gF1q1zaoylpAQ/Oli7G1TtlEQkSOFMyAqA3vW+7gUU1j/BWnvIWltU8/kcIMkY06Xhhay1T1hrR1trR2dnZ4cxZJEjGWP44akDee6GsXRIT+KTdbu5YPo81u3wUzYiFJprDL52rTNyE4yKCmeqbNIk5/bLL1sXYwTyJqdx88W/4pETL8fjq+bXHz3BQ3P+Qmp1EAn0Z585Gx9efTXwUchaw4Y5t2qnJCJBCuei/kScRf1nANtwFvVfaa1dVe+c7sBOa601xowBXsUZMfMblBb1i5u27ivhh88vYfX2Q6QlJfDg90Zw3oieoX+i5mqFtdajjzrlLVatav7cKPFNx57cdPGvyO/Sh/alXh6d9X+cvGl58BdKTHQ2MtQu5A/G9u3QvbvaKYnEqYhc1G+trQLuAN4D1gD/stauMsbcYoy5pea0S4GVxpgVwN+Ay5tKxkTc1rtTOq/deiIXHZ9DaWU1d7y0jPvmrKGqupnF3sGqXeeVmRl8Da5AzJ4N3/9+0+eE43nDoMp4ePHYs7nw2ofJ79KHwbs3M+u5n7QsGYO6llLBJmPTpzvJGPhv7F7/+yoiUo8q9Yu0gLWWZ7/YxB9mr6HaZzlpUGceuWIknTKSQ/ck8+Y5PRNLSprf3Ress85ydmo2VYX/qKOc9VShfu4Q+qzfcfzx9B+wLrsfAJPWz+fh2Q+TWRHkdG4wMjPhhRfgjTec12fIELj//rpkrL6Gjd3VTkkkpkVkHbJwUUImkWTBxr3c8dJS9hRVkNMhjX9cM4rhOe1bf+HWTlk2Vy/ryivhwQed54hC+Z168aeJN/DxoDEA9Dqwg59/8jST133e6G6iZnXpAnv2NH9ecjI8/LCzQUJEpIHWJGTRMSchEqHGDejM2z+awC0vLGXF1gNc8vgX3HfxMVw8slfrLjxzZvCL9utrblSre3enOXaUOZCayV9PupIXjp9MVUIimeUl3Db/X9yw+K3gFu43tH+/M6XY3CL+igooKGj584iI+KGETKSVerRPY+bN47h31ipe+XIrd/1rBe+s3MHUM3M5umcLR8sWLKhbyxRqqanObsDXXw/P9cOg0pPA88efy7STruBgWhYeXzVXLH+Xuz57geySA61/goSEwBqoa4ekiISJEjKREEhNSuD+S0YwolcHfv+fVXyweicfrN7Jd47uxtQzB3NUj3bBXXDu3PAECk6trNLS4OqYucQCHw88gf+deCMbOzujjidtWs6vPp4Ruqbg4Ix8XXUVzJrlJGYlJY2f5/E468BEREJMa8hEQmyXt4x//HcjLyzYTHmVM3V4zvDu3HlmLkO7B5iYde8OO3eGL8jkms0Hwe4kbENru/Tlj2f8gHn9jgeg/75t/GLuk5yZv6hl68SakpEB06Y5ydbMmU5C/OqrzshZSYn6UIpIQLSoXyQC7TpUxuP/3cCLC7dQUZOYTT6mO3eeMZgh3bOafvCJJ8L8+W0QZeTZk96eh06+mpkjJuHzJNCurIg7P3+Ja5bOIdkXpmncxmqDaYekiARJCZlIBNt5qIzHP9nAS4ucxMwYmHxMD6aekUtuNz+J2fr1TjmFOFKekMjToy7k0ROnUJSSToKvmmuWzubOz1+mY1kYuyJkZsI777R+5MvrdRK4vDynUv+UKU6iJyJxQwmZSBTYcbCMxz7J55VFW6modhKz80b05M4zBjGoayO/uIcNgzVrWvZkzZW9iCAWeGfISdx32vVs7eDU8pq44Ut+OfdJBu0N847GlBR46KHWl7GYN8/pDerzOTs1NcUpEpeUkIlEkcIDpTz2ST4zv9xKZbXFGLjg2J78+IxcBmbXmxIrLIzaOmGBsMDyHoO5b+INLOo9HIDBuzfzq49ncMqmZW0XyD33OM3E6wtmtEttkkSkhuqQiUSRnh3S+ON3j+HW0wYxfW4+/168lbeWF/L2ikIuPC6HH50+iAHZmdCzp9Pk+v/+z+2QQ6baeFjWcwjv547j/dzxbOrk9AHtVHKQuz57gctXvEeibcORvcbKWDQ22nXXXf5Hu2bO9D8a6fM5x2+8MfSxi0hMUUIm4pKcDmn86aJjuO20gUyfu4F/L97KG8u28dbybXz3+Bx+fHou/TZudDvMVitLSGJ+32N5b/B4Phw0hj0ZHQ8f61RykO99/SG3zf8X7cubKcoaDg3LWHi9TjJWf7Srtljs5MmNj3bl5fkvKFtc7GwKEBFphhIyEZf16pjOfRfXJmb5vLqkgNeXbuOtJVu5sKQ3px11CiO3rSHn0O7Ql3sIk4MpGXwyYDTvDx7HJ/1HUZySfvhY7wM7+M76+UzKW8CobWtIaMsRsfoyM49s9N2S0a7cXP9V/lVIVkQCpDVkIhFmy94SHn11Aa9tKKLak3D4/q7evYwsXOt8bFvL8J0bSK2KnDpiOzI788GgMbw/eDzz+4ygKqHu772jd+QzKW8Bk/IWMHT3pshILLdvP7Ih+N13wwMP+H+Mv/VmWkMmImgNmUhM6dM5nQfuu4HbD5Yz66hTWZozlGU9h7ArqzPvDjmJd4ecBEBSdSXDdn7D8YeTtLYdRbPAhs69eC93PO/njmNFz7oyHQm+asZvXsGkvAWclbeAXod2t1FUQfj73+Hee799X0tGu7KynJE2f7sslYyJSAA0QiYSiTweqPd/0wIbO+WwtOfQmgRtKOuy+2KN51sPO2IUbUd+i5tu+zAUJ6dSnJxOUXIaJcmpFCWnUZSczpKco/ggd9zhdkYAqZVlnPLNMiblzeeM/C/DWzssFNq3hwMHvn1fa0a7VEhWJO6p7IVILPF6oV3zLZa8yWms6DGYpTlHsbSnM4p2MO3bpRmcUbSNjCxcy4B92yhJSj2cZBUnp1GUnEZxchrFSanObb3kqyS5+V6XHUsOcsaGRUxav4CTNy0nraq8xf/sNpeQ0HgDd9UUE5EW0pSlSCx59tmATsuqKGXC5hVM2LwCcEa0NnbKYVnPId8aRVvRc8i3phODkV5RSkZFKZk1t+k1n/fbX8ikvAWMLljdtmUqQikpqfH7J0xwRsI02iUibUgJmUik+c9/WvQwD5ZB+woYtK+A7638CPj2KNr2rM5kVJTVS7BKDn/t3FdCemVZveSrDA/RNYIelFGj/B/LzFTtMBFpU0rIRGJYw1E0qeeKK9yOQETkME/zp4hImzrvPLcjiH1paXDddW5HISJymBIykUhz4oluRxDbkpPh/fe1JkxEIoqmLEUizbXXuh1B7EpNhW++ObIgrIiIyzRCJhJJvF5YtcrtKGJTZiZ88IGSMRGJSErIRCLJzJlOzSsJncREpyXS9u2qIyYiEUs/+UUiSV6e/+bW0jKJifCrX2nNmIhENCVkIpGktpeihE5ZWcDFdkVE3KKETCSSTJkSminL1FSnNZA4Zs92OwIRkSYpIROJJFlZTs/ErKzWjZQlJcHatf7bA0n4eb0wY4azfm3GjMYblouI1FDZC5FIU7+X4quvwscfQ0VFYI+t3wj7scegsjK8sUaLc89t2+drrEH5XXepQbmI+GWsja5edaNHj7aLFy92OwyRtuH1Qk5O46MrKSlw++0wYIDzdUFBXSPswkIY0rKG4jEnPR127my7Rf1Nfc+yspzvjTYYiMQkY8wSa+3oljxWI2Qikax2CrPhaEvtKFj90Rav1xlV+8Mf4F//ci/mcEtOdqZii4ubPzc1Fd57r20ToJkz/e+U9fmc42pcLiINKCETiXT1pzDz8+tGweonGQ2nyKLVTTfBP//p/3haGjz4oJNo/fOfsHBh0+fu2tX2o1F5ef6/B8XFzvdQRKQBJWQi0SAz0/+oitfrJGOxsGi8c2dnGnb69MaPJyY6TcEzM8FaWLmy8eQnKQkeecSdqcHa0iWNxZWR4STUIiINaJelSLRraoos0iQ28TdgbbLy6KPw8svfLv+RllY3fVubZDVVIiQ11Tnuhqbi8njci0tEIpoSMpFo19QUWaAuuwzuuQeuvDI0MTUmKQnuv9//qFX9ZOXyy+HgQadcxD33OKNdhYXfXjPXWImQjIwjE7e2FqlxiUhE05SlSLRraoosEElJ8OSTTqKQnR3a2GqlpzuL6ydMgLFj/W9SqJ+sNDVNWyuQ9XVuiNS4RCRiqeyFSLRrqsxCIN57DyZNcj5PSoKqqtbHlJgIQ4dC795ODbDadV+1ioqUrIhIzFHZC5F4VjsVdtZZTt/GYKSlOaNXtTp0gD17Wh9TVRWcdx7cd1/jxwMZ/RIRiSNaQyYSCyZMgI0bnWKxwSgtdaYPi4qcr19/PTTxaDehiEhQlJCJxIoePeDDD4Pvg1lbrBTg5JOdj9Zqbjeh+jyKiHyLpixFYknDxeS9ejn3P/+8/yKqDYuVXnstLFoE5eXBP39qqrMOrandhOrzKCJyBCVkIrGmsfVZKSn+i6g2nF7Myws8GUtJgVNOgZ49naKuw4Y1vUC/sSK2tTFNnqw+jyIStzRlKRIPgilWWltGIxDl5TBqFDzzDDz0kJMINpVQBdLnUUQkDkVd2QtjzG5gs9txxIguQAi21EmQXHnd20HmQMgF8IDHBz6ADZB3CIpqz0sAzwg41hPAH2w+8G2DrbsC/Pf0gZxs6O7v+G7YsQW2BXKtFtD73R163d2h190dQ6y1WS15YNRNWVprw1S5Mv4YYxa3tF6KtJxed3fodXeHXnd36HV3hzGmxYVSNWUpIiIi4jIlZCIiIiIuU0IW355wO4A4pdfdHXrd3aHX3R163d3R4tc96hb1i4iIiMQajZCJiIiIuEwJWRwxxnQyxnxgjMmrue3o57xNxpivjTHLW7NjJJ4ZY842xqwzxuQbY+5p5Lgxxvyt5vhXxpiRbsQZiwJ47U8zxhyseX8vN8b8xo04Y4kx5iljzC5jzEo/x/V+D4MAXne918PAGNPbGDPXGLPGGLPKGHNnI+cE/Z5XQhZf7gE+stbmAh/VfO3PRGvtcdo2HTxjTAIwHTgHGAZcYYwZ1uC0c3BqguUCNwOPt2mQMSrA1x7gs5r393HW2t+3aZCx6Rng7CaO6/0eHs/Q9OsOeq+HQxXwU2vtUcA44PZQ/IxXQhZfLgSerfn8WeC77oUS08YA+dbajdbaCuAVnNe+vguB56xjAdDBGNOjrQONQYG89hJi1tpPgX1NnKL3exgE8LpLGFhrt1trl9Z87gXWADkNTgv6Pa+ELL50s9ZuB+cNBXT1c54F3jfGLDHG3Nxm0cWOHGBrva8LOPI/ayDnSPACfV3HG2NWGGPeMcYc3TahxTW9392j93oYGWP6AccDCxscCvo9H3WV+qVpxpgPabw1zS+DuMxJ1tpCY0xX4ANjzNqav8QkMKaR+xpuZw7kHAleIK/rUqCvtbbIGDMZeJOallISNnq/u0Pv9TAyxmQCrwFTrbWHGh5u5CFNvuc1QhZjrLVnWmuHN/LxFrCzdsi05naXn2sU1tzuAt7AmQaSwBUAvet93QsobME5ErxmX1dr7SFrbVHN53OAJGNMl7YLMS7p/e4CvdfDxxiThJOMvWitfb2RU4J+zyshiy+zgOtqPr8OeKvhCcaYDGNMVu3nwCSg0R084teXQK4xpr8xJhm4HOe1r28WcG3NTpxxwMHa6WRplWZfe2NMd2OMqfl8DM7Pwb1tHml80fvdBXqvh0fNa/oksMZa+7Cf04J+z2vKMr7cD/zLGHMjsAX4HoAxpicww1o7GegGvFHzfzgReMla+65L8UYla22VMeYO4D0gAXjKWrvKGHNLzfG/A3OAyUA+UAJc71a8sSTA1/5S4FZjTBVQClxuVSG7VYwxLwOnAV2MMQXAb4Ek0Ps9nAJ43fVeD4+TgGuAr40xy2vu+wXQB1r+nlelfhERERGXacpSRERExGVKyERERERcpoRMRERExGVKyERERERcpoRMRERExGVKyERERERcpoRMRERExGVKyEQk7hhjTjDGfGWMSa3pTrHKGDPc7bhEJH6pMKyIxCVjzB+BVCANKLDW3udySCISx5SQiUhcqul1+SVQBpxora12OSQRiWOashSReNUJyASycEbKRERcoxEyEYlLxphZwCtAf6CHtfYOl0MSkTiW6HYAIiJtzRhzLVBlrX3JGJMAfGGMOd1a+7HbsYlIfNIImYiIiIjLtIZMRERExGVKyERERERcpoRMRERExGVKyERERERcpoRMRERExGVKyERERERcpoRMRERExGVKyERERERc9v8BKFEoz3KCp1wAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -360,13 +378,68 @@ } ], "source": [ + "cost_fun_slices = []\n", "for n in range(1, 4):\n", - " plot_and_mse(data_train, data_test, n) " + " plot_and_mse(data_train, data_test, 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": 145, + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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SJEnqK+2M4dq74O8jwBWZ+flC9UiSJPWdJQNXRHw2My8EnuZK85IkSau33B2ux0fEvwFeFBEfAmLhxsy8oWhlkiRJfWK5wPWfgUuB04DLFm1LXBZCkiSpLUsGrsy8ErgyIv5TZv5uB2uSJEnqKysuC7HWsBURmyLinyLi42s5jiRJUq9qZ5biWr0euBU4eV2O1mjAxARMTcHICIyPw7CPe5QkSfVVNHBFxGnAvwV+D9i95gNOTsLOnTA3B7OzMDgIu3fDnj0wNrbmw0uSJJWwYpdiRPxVO21L+EPgt4G54yurhUajCluNRhW2oHqfb5+ZWfMpJEmSSmjn0T5PX/ghIjYBP7rSlyLihcA9mblvhf0ujoi9EbH30KFDS+84MVHd2Wplbq7aLkmSVENLBq6IeHNENIAfiYj7mq8GcA/w0TaO/RyqNbzuBD4EPDci/vfinTLz8swczczRbdu2LX20qaljd7YWm52F6ek2SpIkSeq8JQNXZr49M4eB38/Mk5uv4cw8NTPfvNKBM/PNmXlaZp4JvAL4u8z8xVVXOjJSjdlqZXAQduxY9aElSZJKaqdL8eMRMQgQEb8YEZdFxA8WruuRxsdhYIlyBwaq7ZIkSTXUTuB6D3B/RJxNNQD+q8BfHs9JMvNzmfnCVdR3zPBwNRtxePjYna7BwWPtQ0NrOrwkSVIp7SwLcSQzMyJeDLw7M98bEReVLqylsTE4eLAaID89XXUjjo8btiRJUq21E7gaEfFm4JeAn2jOUtxStqxlDA3Brl1dO70kSdLxaqdLcRw4DLw6M78BbAd+v2hVkiRJfaSdZyl+A/gA8H3NtbUeyMzjGsMlSZK0kbWz0vzLgS8ALwNeDlwXES8tXZgkSVK/aGcM138EnpWZ9wBExDbgM8CVJQuTJEnqF+2M4RqYD1tN327ze5IkSaK9O1xXR8QngSuan8eBvy1XkiRJUn9ZMXBl5m9FxM8DY0AAl2fmVcUrkyRJ6hNLBq6I2AE8LjM/n5kfAT7SbD8/Ip6UmV/uVJGSJEm9bLmxWH8INFq039/cJkmSpDYsF7jOzMybFjdm5l7gzGIVSZIk9ZnlAtfWZbadtN6FSJIk9avlAtf1EfGrixsjYhewr1xJkiRJ/WW5WYpvAK6KiFdxLGCNAicALylclyRJUt9YMnBl5jeB8yLiJ4Gzms2fyMy/60hlkiRJfaKddbiuAa7pQC2SJEl9qZ2V5uup0YCJCZiagpERGB+H4eFuVyVJkvQIvRm4Jidh506Ym4PZWRgchN27Yc8eGBvrdnWSJEkP03sPoW40qrDVaFRhC6r3+faZme7WJ0mStEjvBa6JierOVitzc9V2SZKkGum9wDU1dezO1mKzszA93dl6JEmSVtB7gWtkpBqz1crgIOzY0dl6JEmSVtB7gWt8HAaWKHtgoNouSZJUI70XuIaHq9mIw8PH7nQNDh5rHxrqbn2SJEmL9OayEGNjcPBgNUB+errqRhwfN2xJkqRa6s3ABVW42rWr21VIkiStqPe6FCVJknqMgUuSJKkwA5ckSVJhBi5JkqTCDFySJEmFGbgkSZIKM3BJkiQVZuCSJEkqzMAlSZJUWLHAFRFbI+ILEfHFiNgfEf+l1LkkSZLqrOSjfQ4Dz83MmYjYAkxGxN9m5j+u61kajeqZilNTMDJSPVNxeHhdTyFJkrQWxQJXZiYw0/y4pfnKdT3J5CTs3AlzczA7C4ODsHs37NlTPeBakiSpBoqO4YqITRFxI3AP8OnMvK7FPhdHxN6I2Hvo0KH2D95oVGGr0ajCFlTv8+0zM8t/X5IkqUOKBq7MPJqZ5wCnAedGxFkt9rk8M0czc3Tbtm3tH3xiorqz1crcXLVdkiSpBjoySzEz/wX4HPAz63bQqaljd7YWm52F6el1O5UkSdJalJyluC0iHt38+yTgecBt63aCkZFqzFYrg4OwY8e6nUqSJGktSt7hejxwTUTcBFxPNYbr4+t29PFxGFii/IGBarskSVINlJyleBPwjFLHZ3i4mo24eJbiwEDVPjRU7NSSJEnHo+Q6XOWNjcHBg9UA+enpqhtxfNywJUmSaqW3AxdU4WrXrm5XIUmStCSfpShJklSYgUuSJKkwA5ckSVJhBi5JkqTCDFySJEmFGbgkSZIK6/1lIeY1GtV6XFNT1WN/xserxVElSZK6rD8C1+TkI1ec3727WnF+bKzb1UmSpA2u97sUG40qbDUaVdiC6n2+fWamu/VJkqQNr/cD18REdWerlbm5arskSVIX9X7gmpo6dmdrsdnZ6hmLkiRJXdT7gWtkpBqz1crgYPVAa0mSpC7q/cA1Pg4DS/xjDAxU2yVJkrqo9wPX8HA1G3F4+NidrsHBY+1DQ92tT5IkbXj9sSzE2BgcPFgNkJ+erroRx8cNW5IkqRb6I3BBFa527ep2FZIkSY/Q+12KkiRJNWfgkiRJKszAJUmSVFj/jOGa50OsJUlSzfRX4PIh1pIkqYb6p0vRh1hLkqSa6p/A5UOsJUlSTfVP4PIh1pIkqab6J3D5EGtJklRT/RO4fIi1JEmqqf4JXD7EWpIk1VR/LQvhQ6wlSVIN9Vfggoc/xLrRgA99yEVQJUlSV/Vf4JrnIqiSJKkm+mcM10IugipJkmqkPwOXi6BKkqQa6c/A5SKokiSpRooFrog4PSKuiYhbI2J/RLy+1LkewUVQJUlSjZS8w3UE+PeZ+cPAjwGXRMTTCp7vGBdBlSRJNVIscGXm3Zl5Q/PvBnArsL3U+R7GRVAlSVKNdGRZiIg4E3gGcF0nzgc8fBHU/fvh29+GU0+F226Ds892PS5JktQxxQNXRAwBHwbekJn3tdh+MXAxwBlnnLG+Jx8agqc8Bd74RtfjkiRJXROZWe7gEVuAjwOfzMzLVtp/dHQ09+7du34FNBqwfXv1vtjwcHUHzO5FSZK0gojYl5mjq/1+yVmKAbwXuLWdsFWE63FJkqQaKDlL8TnALwHPjYgbm6+dBc/3SK7HJUmSaqDYGK7MnASi1PHbMr8eV6vQ5XpckiSpQ/pzpfl5y63HdeRI9VxFSZKkwvo7cC1cj2vr1odvi6hmME5Odqc2SZK0YfR34IJq6Yfbb39k+wMPVLMXd+6EmZnO1yVJkjaM/g9cAJ/4BGza1HqbsxUlSVJhGyNwOVtRkiR10cYIXPOzFVs54QQ47bTO1iNJkjaUjRG4lput+OCDcOmlDp6XJEnFbIzANT9bcanH+MzMOHhekiQVszECF1SzFd/+djjxxNbbHTwvSZIK2TiBC+Cuu+Dw4dbbZmdh//7O1iNJkjaEjRW4lhs8D/Ce9ziWS5IkrbuNFbiWGzwP1WKojuWSJEnrbGMFrvnB80uN4wL43vfgkkuqVeglSZLWwcYKXFANnn/ta5fefuQIXHEFbN9u96IkSVoXGy9wATztacuP5XroIZ+zKEmS1s3GDFwrjeWad/gwvP/95euRJEl9bWMGrvmxXMPDsHnz0vs9+CDs3m3XoiRJWpONGbigGst18CC88pWwZcvS+z34IDzveXD33Z2rTZIk9ZWNG7igetTPH/0RbN26/H6HD8Ppp8Ob3uTsRUmSdNw2duCCY92Ly93lAjh6FN75TnjCE+xilCRJx8XABVX34mWXLb8+17yZGbsYJUnScVlmxPgGc9FF8Ja3LP2sxYUOH4YzzoCXvAROOglOOQWe/vRq9uPwcPlaJUlST4nM7HYN/2p0dDT37t3bvQImJ6u7V+2ErsXmZzteeCH88A8bwCRJ6iMRsS8zR1f9fQPXInffDU98YvVcxbXYvBkiqlXtd+yA6Wn4zne8GyZJUg8ycJUwOQkveEG5VeYX3g170pOq85xySvU3HAtnQ0PVtsXvC/e96y4YGTHASZJUkIGrlJkZeNvb4F3vqmYo1tkJJ8Dc3MMDXKtwtlSQW23Y65V9vaMoSVojA1dp69XFqO6Zn336ohdVkxzqHhB7Yd929zHsSuoTBq5OmJysHmR99Cjcf3+3q5F6x1JjGesYIt3XwCwtw8DVKTMzMDEB11wDH/5w1eZdL0n9rFt3h+sSON3XkL6Agasb5sPXLbdUr89+tmp/6KHu1iVJUjf1Y0hvhsg4+WQDV9e1CmADA6tbz0uSJNXH1q2wZQvf12jc/t3Mp672MJvXs6YNa2gIdu069nk+gE1Pw2mnVW133OHdMEmSes0DD8ADD/AkGFnLYQxcJSwOYAstvBv27W9X/dyNBpx6ajUbEqpwtnDb4vf5fb/8ZfjjP4ZMA5wkSTVWqy7FiDgEfBV4LPCtLpfTEzbBwKlwykmwdRNsnoOjA7Bp/v0oHDkMhwFOhBNXu087+/4LnPBoeHC9j7uWfQcgTobHABk+rL2lQ8C2bheh4+Z1601et951GzCTGav9fq0C17yI2LuWgWnqDq9bb/K69SavW2/yuvWutV47/x+/JElSYQYuSZKkwuoauC7vdgFaFa9bb/K69SavW2/yuvWuNV27Wo7hkiRJ6id1vcMlSZLUN2oVuCLiZyLi9oiYjohLu12PlhYRd0bEzRFxY0TsbbadEhGfjoip5vtjul2nICLeFxH3RMSXFrQtea0i4s3N3+DtEfHT3alaS1y334mIrzd/dzdGxM4F27xuNRARp0fENRFxa0Tsj4jXN9v9zdXYMtdt3X5ztelSjIhNwD8DPwUcAK4HfiEzb+lqYWopIu4ERjPzWwva3gncm5nvaAbmx2Tmm7pVoyoRcT4wA/xlZp7VbGt5rSLiacAVwLnAE4DPAE/OzKNdKn/DWuK6/Q4wk5nvWrSv160mIuLxwOMz84aIGAb2AT8H/DL+5mprmev2ctbpN1enO1znAtOZeUdmPgh8CHhxl2vS8Xkx8P7m3++n+pdVXZaZ1wL3Lmpe6lq9GPhQZh7OzK8A01S/TXXYEtdtKV63msjMuzPzhubfDeBWYDv+5mptmeu2lOO+bnUKXNuBuxZ8PsDy/7DqrgQ+FRH7IuLiZtvjMvNuqP7lBb6/a9VpJUtdK3+H9fcbEXFTs8txvlvK61ZDEXEm8AzgOvzN9YxF1w3W6TdXp8DVarn8evR3qpXnZOYzgRcAlzS7P9T7/B3W23uAJwHnAHcDf9Bs97rVTEQMAR8G3pCZ9y23a4s2r12XtLhu6/abq1PgOgCcvuDzacDBLtWiFWTmweb7PcBVVLdSv9nsB5/vD7+nexVqBUtdK3+HNZaZ38zMo5k5B/wZx7owvG41EhFbqP6j/YHM/Eiz2d9czbW6buv5m6tT4LoeGImIH4qIE4BXAB/rck1qISIGm4MKiYhB4PnAl6iu10XN3S4CPtqdCtWGpa7Vx4BXRMSJEfFDwAjwhS7Upxbm/4Pd9BKq3x143WojIgJ4L3BrZl62YJO/uRpb6rqt529u8/qWvHqZeSQifgP4JLAJeF9m7u9yWWrtccBV1b+fbAY+mJlXR8T1wF9HxC7ga8DLulijmiLiCuAC4LERcQB4K/AOWlyrzNwfEX8N3AIcAS5xtlR3LHHdLoiIc6i6Lu4Efg28bjXzHOCXgJsj4sZm21vwN1d3S123X1iv31xtloWQJEnqV3XqUpQkSepLBi5JkqTCDFySJEmFGbgkSZIKM3BJkiQVZuCSVAsRMdN8PzMiXrnOx37Los//dz2PL0krMXBJqpszgeMKXBGxaYVdHha4MvO846xJktbEwCWpbt4B/ERE3BgRb4yITRHx+xFxffMBsr8GEBEXRMQ1EfFB4OZm2/9pPlB9//xD1SPiHcBJzeN9oNk2fzctmsf+UkTcHBHjC479uYi4MiJui4gPNFeilqRVqc1K85LUdCnwHzLzhQDN4PTdzHxWRJwIfD4iPtXc91zgrMz8SvPzqzPz3og4Cbg+Ij6cmZdGxG9k5jktzvXzVA+lPRt4bPM71za3PQN4OtXz0T5PtRL15Hr/w0raGLzDJanung/8u+bjNq4DTqV6bhnAFxaELYDXRcQXgX+kerDsCMsbA65oPpz2m8DfA89acOwDzYfW3kjV1SlJq+IdLkl1F8BvZuYnH9YYcQEwu+jz84Afz8z7I+JzwNY2jr2Uwwv+Por/eylpDbzDJaluGsDwgs+fBH49IrYARMSTI2Kwxfe+D/hOM2w9FfixBdsemv/+ItcC481xYtuA84EvrMs/hSQt4P9jk1Q3NwFHml2DfwG8m6o774bmwPVDwM+1+N7VwGsi4ibgdqpuxXmXAzdFxA2Z+aoF7VcBPw58EUjgtzPzG83AJknrJjKz2zVIkiT1NbsUJUmSCjNwSZIkFWbgkiRJKszAJUmSVJiBS5IkqTADlyRJUmEGLkmSpMIMXJIkSYX9f9komTwQVn0AAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#WYKRESY FUNKCJI KOSZTU\n", + "for fig in cost_fun_slices:\n", + " cost_x, cost_y = fig\n", + " fig = plot_data_cost(cost_x, cost_y, \"Iteration\", \"Cost function value\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -375,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -493,7 +566,7 @@ "[100 rows x 3 columns]" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -505,7 +578,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -519,8 +592,10 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, + "execution_count": 13, + "metadata": { + "tags": [] + }, "outputs": [ { "name": "stdout", @@ -569,13 +644,69 @@ } ], "source": [ + "cost_fun_slices = []\n", + "\n", "for n in range(1, 4):\n", - " plot_and_mse(data_marks_train, data_marks_test, n) " + " plot_and_mse(data_marks_train, data_marks_test, 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": 13, + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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mBl2GJEnS90iyt6omVnOMXiYOpOYluaqapbcnFUiSJOkk9RLSvpbkjUlObf/eBHyt34VJkiRtZr2EtF8CXgB8g2YG5o8D1/SzKEmSpM1uxWHLqnqM5nFNkiRJWicrhrQk24DXAhfM376qXtO/siRJkja3XiYA3A78N+AzgLfEkCRJWge9hLQfqKrr+16JJEmS/kYvEwc+kWRn3yuRJEnS3+glpL2JJqj97yTfSTKTZLkHpUuSJGmVepndObYehUiSJOm4XmZ3XrZYe1V9fu3LkSRJEvQ2ceBfznt9BnApsBf4qb5UJEmSpJ6GO392/vsk5wPv6FtFkiRJ6mniwEL7geetdSGSJEk6rpdr0v5foNq3I8AlwJf7WJMkSdKm18s1aVPzXj8JfLiq/rhP9UiSJIllQlqSu6rqRcCFPnFAkiRpfS3Xk3ZOkn8I/FySW4HMX1lVX+prZZIkSZvYciHt/wZuAM4DblqwrvAWHJIkSX2zZEirqo8AH0nyf1XVb6xjTZIkSZveirfgMKBJkiStv5O5T5okSZL6zJAmSZLUQSuGtCS/30tb58zMwO/+Llx/fbOcmRl0RZIkST3r5Wa2F81/k2QL8Pf7U84a2bMHdu6E2Vk4cgRGR+G66+DOO2HHjkFXJ0mStKIle9KS3JhkBvh7Sb7T/s0AjwG3r1uFJ2pmpgloMzNNQINmOdd++PBg65MkSerBkiGtqn6zqsaA36qqp7Z/Y1V1VlXduI41npjdu5setMXMzjbrJUmSOq6XiQOfSDIKkOSfJLkpyd/pc10nb9++4z1oCx05AtPT61uPJEnSSeglpL0X+OskFwO/BvwZ8Ht9rWo1xseba9AWMzoK27evbz2SJEknoZeQ9mRVFXAl8O6qejcw1t+yVmFyEkaW+FojI816SZKkjuslpM0kuRH4ReCT7ezOU/tb1iqMjTWzOMfGjveojY4eb9+6dbD1SZIk9aCXkDYJHAVeU1V/AZwL/NZKOyX5QJLHknxlXttbk3wjyT3t3855625MMp3koSRXnMR3OW7HDjhwAN79brjhhmZ54IC335AkSUMjzUjmChslZwM/1r69u6oe62Gfy4DDwO9V1fPatrcCh6vqtxdseyHwYeBS4JnAZ4DnVtWx5T5jYmKipqamVqxfkiRpPSXZW1UTqzlGL08c+HngbuCVwM8DX0jyipX2q6rPA9/usY4rgVur6mhVPQxM0wQ2SZKkTamXJw78K+DH5nrPkmyj6en6yEl+5huS/FNgCvjVqvpLmiHU/zFvm/1t2/dJcg1wDcCznvWskyxBkiSp23q5Jm1kwfDmt3rcbzHvBZ4DXAIcBN7ZtmeRbRcdh62qm6tqoqomtm3bdpJlSJIkdVsvPWmfSvIHNNeMQTOR4L+czIdV1aNzr5O8D/hE+3Y/cP68Tc8DDpzMZ0iSJG0EK/aIVdW/BP498PeAi4Gbq+rXTubDkpwz7+3LgbmZn3cAVyU5PcmzgXGa6+AkSZI2pSV70pJsB86uqj+uqo8BH2vbL0vynKr60+UOnOTDwOXA05PsB34duDzJJTRDmV8HXgdQVfcnuQ14AHgSuHalmZ2SJEkb2XLDnf8P8JZF2v+6Xfezyx24ql61SPP7l9n+bcDbljumJEnSZrHccOcFVXXvwsaqmgIu6FtFkiRJWjaknbHMuqesdSGSJEk6brmQ9sUkr13YmGQXsLd/JUmSJGm5a9J+Bfh4kldzPJRNAKfRzMyUJElSnywZ0tp7mr0gyU8Cz2ubP1lV/3VdKpMkSdrEVryZbVV9FvjsOtQiSZKk1sk+3kmSJEl9ZEiTJEnqIEOaJElSBxnSJEmSOsiQJkmS1EGGNEmSpA4ypEmSJHXQivdJG3ozM7B7N+zbB+PjMDkJY2ODrkqSJGlZGzuk7dkDO3fC7CwcOQKjo3DddXDnnbBjx6CrkyRJWtLGHe6cmWkC2sxME9CgWc61Hz482PokSZKWsXFD2u7dTQ/aYmZnm/WSJEkdtXFD2r59x3vQFjpyBKan17ceSZKkE7BxQ9r4eHMN2mJGR2H79vWtR5Ik6QRs3JA2OQkjS3y9kZFmvSRJUkdt3JA2NtbM4hwbO96jNjp6vH3r1sHWJ0mStIyNfQuOHTvgwIFmksD0dDPEOTlpQJMkSZ23sUMaNIFs165BVyFJknRCNu5wpyRJ0hAzpEmSJHWQIU2SJKmDDGmSJEkdZEiTJEnqIEOaJElSBxnSJEmSOqhvIS3JB5I8luQr89qeluTTSfa1yzPnrbsxyXSSh5Jc0a+6JEmShkE/e9L+I/CSBW03AHdV1ThwV/ueJBcCVwEXtfu8J8mWPtYmSZLUaX0LaVX1eeDbC5qvBG5pX98CvGxe+61VdbSqHgamgUv7VZskSVLXrfc1aWdX1UGAdvmMtv1c4JF52+1v2yRJkjalrkwcyCJtteiGyTVJppJMHTp0qM9lSZIkDcZ6P2D90STnVNXBJOcAj7Xt+4Hz5213HnBgsQNU1c3AzQATExOLBrklzczA7t2wbx+Mj8PkJIyNnfCXkCRJ6rf1Dml3AFcDb2+Xt89r/1CSm4BnAuPA3Wv6yXv2wM6dMDsLR47A6Chcdx3ceSfs2LGmHyVJkrRafQtpST4MXA48Pcl+4NdpwtltSXYBfw68EqCq7k9yG/AA8CRwbVUdW7NiZmaagDYzc7ztyJFmuXMnHDgAW7eu2cdJkiStVt9CWlW9aolVL1pi+7cBb+tLMbt3Nz1oi5mdbdbv2tWXj5YkSToZXZk40F/79h3vOVvoyBGYnl7feiRJklawOULa+HhzDdpiRkdh+/b1rUeSJGkFmyOkTU7CyBJfdWSkWS9JktQhmyOkjY01szjHxo73qI2OHm930oAkSeqY9b4Fx+Ds2NHM4ty9u7kGbfv2pgfNgCZJkjpo84Q0aAKZszglSdIQ2BzDnZIkSUPGkCZJktRBhjRJkqQOMqRJkiR1kCFNkiSpgwxpkiRJHbS5bsExZ2amuV/avn3NI6MmJ5sb20qSJHXE5gtpe/bAzp0wO9s8XH10FK67rnnywI4dg65OkiQJ2GzDnTMzTUCbmWkCGjTLufbDhwdbnyRJUmtzhbTdu5setMXMzjbrJUmSOmBzhbR9+473oC105EjzTE9JkqQO2FwhbXy8uQZtMaOjzUPXJUmSOmBzhbTJSRhZ4iuPjDTrJUmSOmBzhbSxsWYW59jY8R610dHj7Vu3DrY+SZKk1ua7BceOHXDgQDNJYHq6GeKcnDSgSZKkTtl8IQ2aQLZr16CrkCRJWtLmGu6UJEkaEoY0SZKkDtqcw51zfIanJEnqqM0b0nyGpyRJ6rDNOdzpMzwlSVLHbc6Q5jM8JUlSx23OkOYzPCVJUsdtzpDmMzwlSVLHbc6Q5jM8JUlSxw0kpCX5epL7ktyTZKpte1qSTyfZ1y7P7FsBPsNTkiR13CBvwfGTVfXNee9vAO6qqrcnuaF9f33fPn3+Mzzvvx++9S046yz46lfh4ou9X5okSRqoLt0n7Urg8vb1LcDn6GdIg6bH7Id/GN78Zu+XJkmSOmVQ16QV8IdJ9ia5pm07u6oOArTLZ/S9Cu+XJkmSOmpQIe2FVfV84KXAtUku63XHJNckmUoydejQodVV4f3SJElSRw0kpFXVgXb5GPBx4FLg0STnALTLx5bY9+aqmqiqiW3btq2uEO+XJkmSOmrdQ1qS0SRjc6+BnwG+AtwBXN1udjVwe9+L8X5pkiSpowbRk3Y2sCfJl4G7gU9W1aeAtwM/nWQf8NPt+/5a7n5pTz7ZXJcmSZI0AOs+u7OqvgZcvEj7t4AXrWsxc/dF27kTvvtdePzx4+uSZuanszwlSdIAbM4nDsy3Ywc89ND3tz/+uLM8JUnSwBjSAD75SdiyZfF1zvKUJEkDYEgDZ3lKkqTOMaTB8rM8TzmleXzUzMz61iRJkjY1QxqsPMvzox+Fc8+FPXvWty5JkrRpGdLg+CzPsTH4gR/4/vU+KkqSJK0zQ9qcHTuaYc1XvAJOPXXxbY4ehVtuWd+6JEnSpmRIm2/rVvjbf7u5Z9pinngCrrvOYU9JktR3hrSFlptEAE1Qc9hTkiT1mSFtoeUmEcxx2FOSJPWZIW2huUkES12XBg57SpKkvjOkLWbHDrjpJjj99KW3eeIJePGL4eDB9atLkiRtGoa0pVx9NZx22vLbHD0K558P11/vzW4lSdKaMqQtpZdhT4Bjx+Ad74Bt2+DVr4bf/V0DmyRJWjVD2nJ6Gfacc/QofOhDcO21cNZZ9q5JkqRVMaStpJdhz/meeKK5z9o73mFYkyRJJ82QtpK5Yc9eetMWmgtrT3savOQl8OY3OxwqSZJ6kqoadA0nbWJioqamptbnww4ehB/6IXj88dUdZy7s/dzPwVOe0gS4iy5q7s82Nrb6OiVJ0sAl2VtVE6s6hiHtBOzZAy996do/beCUU5rli14Ez3lOc3zDmyRJQ8uQtt4hDZoA9W/+DbzrXc37J57o32ct7HXbutUAJ0nSEDCkDSKkzTl8GHbvhs9+Fj7ykWZ253qa3/v2Iz/S9MABTE/DX/6lQU6SpAEypA0ypM0317t2003NZIGuWGoYdS7QPfJI80B5g5wkSWvKkNaVkDanq2FtOaedBrOz3xvk5g+r2kMnSdIJM6R1LaTNmX/dWtXwBLZerdRDNxfo5sKe19JJkjYZQ1pXQ9qcuevWHngAvvWt5vYdt9/erFvtrTyG1SmnQAKvfz1s3750oFuuN8/QJ0nqOENa10PaYuYHtwcegLvuato3Wm/belnL0GdAlCStEUPaMIa0hRb2to2NNU8ksNet+1aaYdvvoNjVbQ2vkmRI2xAhbTmLBbjpaXvf1G1L3d+vS6GyK4HWbTfmtsNSp9v2daTllNe+9n8+WfV8VsGQNowWhrezzmoeWQXwta85jCpJ0iCdcQbPf/zx2S9VbVnNYU5Zq3q0jrZuhV27lt9mqWHUuUD3p38Kv/M7G3P2qSRJg/T444zAyGoPY0/aZrZUkFsY6MAeOkmSTsAEMFWV1RzDnrTNrJceuYVW6qGDJtAtDH1z19KNjKz/I7QkSRpCQ92TluQQ8Gft26cD3xxgOVrBFhg5C552Bpz+BDwBcBR+8Ez47iwcG4EtC5fH4MmjcBTgdDh9C5wyC8dOg9O3wlMBAqv6LxWduEPAtkEXoRPmeRtOnrfh9FXg8Cp70oY6pM2XZGq1U121/jxvw8nzNpw8b8PJ8zac1uK8rfqiNkmSJK09Q5okSVIHbaSQdvOgC9BJ8bwNJ8/bcPK8DSfP23Ba9XnbMNekSZIkbSQbqSdNkiRpwxj6kJbkJUkeSjKd5IZB16OlJfl6kvuS3JNkqm17WpJPJ9nXLs8cdJ2bXZIPJHksyVfmtS15npLc2P7+HkpyxWCqFix57t6a5Bvt7+6eJDvnrfPcDViS85N8NsmDSe5P8qa23d9chy1z3tb09zbUw51JtgB/Avw0sB/4IvCqqnpgoIVpUUm+DkxU1Tfntb0D+HZVvb0N2WdW1fWDqlGQ5DLgMPB7VfW8tm3R85TkQuDDwKXAM4HPAM+tqmMDKn9TW+LcvRU4XFW/vWBbz10HJDkHOKeqvpRkDNgLvAz4P/E311nLnLefZw1/b8Pek3YpMF1VX6uqJ4BbgSsHXJNOzJXALe3rW2j+IdcAVdXngW8vaF7qPF0J3FpVR6vqYWCa5nepAVji3C3Fc9cBVXWwqr7Uvp4BHgTOxd9cpy1z3pZyUudt2EPaucAj897vZ/n/kTRYBfxhkr1Jrmnbzq6qg9D8Qw88Y2DVaTlLnSd/g8PhDUnubYdD54bNPHcdk+QC4EeBL+BvbmgsOG+whr+3YQ9piz1uYXjHbze+F1bV84GXAte2QzMabv4Gu++9wHOAS4CDwDvbds9dhyTZCnwU+JWq+s5ymy7S5nkbkEXO25r+3oY9pO0Hzp/3/jzgwIBq0Qqq6kC7fAz4OE1X76Pt2P7cGP9jg6tQy1jqPPkb7LiqerSqjlXVLPA+jg+xeO46IsmpNP+i/2BVfaxt9jfXcYudt7X+vQ17SPsiMJ7k2UlOA64C7hhwTVpEktH24kqSjAI/A3yF5nxd3W52NXD7YCrUCpY6T3cAVyU5PcmzgXHg7gHUpyXM/Yu+9XKa3x147johSYD3Aw9W1U3zVvmb67Clztta/95OWbuS119VPZnkDcAfAFuAD1TV/QMuS4s7G/h48881pwAfqqpPJfkicFuSXcCfA68cYI0CknwYuBx4epL9wK8Db2eR81RV9ye5DXgAeBK41llmg7PEubs8ySU0QytfB14HnrsOeSHwi8B9Se5p296Cv7muW+q8vWotf29DfQsOSZKkjWrYhzslSZI2JEOaJElSBxnSJEmSOsiQJkmS1EGGNEmSpA4ypEkaWkkOt8sLkvzCGh/7LQve/39reXxJWokhTdJGcAFwQiEtyZYVNvmekFZVLzjBmiRpVQxpkjaCtwP/R5J7krw5yZYkv5Xki+2Djl8HkOTyJJ9N8iHgvrbtPyfZm+T+JNe0bW8HntIe74Nt21yvXdpjfyXJfUkm5x37c0k+kuSrST7Y3pVckk7KUD9xQJJaNwD/oqr+EUAbtv6qqn4syenAHyf5w3bbS4HnVdXD7fvXVNW3kzwF+GKSj1bVDUneUFWXLPJZ/5jm4ckXA09v9/l8u+5HgYtonsn3xzR3Jd+z1l9W0uZgT5qkjehngH/aPq7lC8BZNM/KA7h7XkADeGOSLwP/g+YByOMsbwfw4fYhyo8CfwT82Lxj728frnwPzTCsJJ0Ue9IkbUQB/nlV/cH3NCaXA0cWvH8x8A+q6q+TfA44o4djL+XovNfH8P9jJa2CPWmSNoIZYGze+z8AfjnJqQBJnptkdJH9/hbwl21A+7vAT8xb9925/Rf4PDDZXve2DbgMuHtNvoUkzeN/5UnaCO4FnmyHLf8j8G6aocYvtRfvHwJetsh+nwJ+Kcm9wEM0Q55zbgbuTfKlqnr1vPaPA/8A+DJQwK9V1V+0IU+S1kyqatA1SJIkaQGHOyVJkjrIkCZJktRBhjRJkqQOMqRJkiR1kCFNkiSpgwxpkiRJHWRIkyRJ6iBDmiRJUgf9/9f3tLoVrtamAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#WYKRESY FUNKCJI KOSZTU\n", + "for fig in cost_fun_slices:\n", + " cost_x, cost_y = fig\n", + " fig = plot_data_cost(cost_x, cost_y, \"Iteration\", \"Cost function value\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -610,54 +741,54 @@ " \n", " \n", " \n", - " 955\n", - " 31\n", + " 1235\n", + " 26\n", " male\n", - " 39.490\n", - " 1\n", + " 31.065\n", + " 0\n", " no\n", - " southeast\n", - " 3875.73410\n", + " northwest\n", + " 2699.56835\n", " \n", " \n", - " 644\n", - " 43\n", + " 234\n", + " 39\n", " male\n", - " 35.310\n", + " 24.510\n", " 2\n", " no\n", - " southeast\n", - " 18806.14547\n", + " northwest\n", + " 6710.19190\n", " \n", " \n", - " 1210\n", - " 36\n", - " male\n", - " 30.875\n", + " 540\n", + " 34\n", + " female\n", + " 38.000\n", + " 3\n", + " no\n", + " southwest\n", + " 6196.44800\n", + " \n", + " \n", + " 1256\n", + " 51\n", + " female\n", + " 36.385\n", + " 3\n", + " no\n", + " northwest\n", + " 11436.73815\n", + " \n", + " \n", + " 1257\n", + " 54\n", + " female\n", + " 27.645\n", " 1\n", " no\n", " northwest\n", - " 5373.36425\n", - " \n", - " \n", - " 260\n", - " 58\n", - " female\n", - " 25.200\n", - " 0\n", - " no\n", - " southwest\n", - " 11837.16000\n", - " \n", - " \n", - " 740\n", - " 45\n", - " male\n", - " 24.035\n", - " 2\n", - " no\n", - " northeast\n", - " 8604.48365\n", + " 11305.93455\n", " \n", " \n", " ...\n", @@ -670,54 +801,54 @@ " ...\n", " \n", " \n", - " 808\n", - " 18\n", - " male\n", - " 30.140\n", - " 0\n", - " no\n", - " southeast\n", - " 1131.50660\n", - " \n", - " \n", - " 301\n", - " 53\n", - " female\n", - " 22.610\n", - " 3\n", - " yes\n", - " northeast\n", - " 24873.38490\n", - " \n", - " \n", - " 664\n", + " 752\n", " 64\n", - " female\n", - " 22.990\n", - " 0\n", - " yes\n", - " southeast\n", - " 27037.91410\n", - " \n", - " \n", - " 989\n", - " 24\n", - " female\n", - " 20.520\n", - " 0\n", - " yes\n", - " northeast\n", - " 14571.89080\n", - " \n", - " \n", - " 1121\n", - " 46\n", " male\n", - " 38.170\n", - " 2\n", + " 37.905\n", + " 0\n", " no\n", - " southeast\n", - " 8347.16430\n", + " northwest\n", + " 14210.53595\n", + " \n", + " \n", + " 954\n", + " 34\n", + " male\n", + " 27.835\n", + " 1\n", + " yes\n", + " northwest\n", + " 20009.63365\n", + " \n", + " \n", + " 1137\n", + " 26\n", + " female\n", + " 22.230\n", + " 0\n", + " no\n", + " northwest\n", + " 3176.28770\n", + " \n", + " \n", + " 106\n", + " 19\n", + " female\n", + " 28.400\n", + " 1\n", + " no\n", + " southwest\n", + " 2331.51900\n", + " \n", + " \n", + " 274\n", + " 25\n", + " male\n", + " 27.550\n", + " 0\n", + " no\n", + " northwest\n", + " 2523.16950\n", " \n", " \n", "\n", @@ -726,22 +857,22 @@ ], "text/plain": [ " age sex bmi children smoker region charges\n", - "955 31 male 39.490 1 no southeast 3875.73410\n", - "644 43 male 35.310 2 no southeast 18806.14547\n", - "1210 36 male 30.875 1 no northwest 5373.36425\n", - "260 58 female 25.200 0 no southwest 11837.16000\n", - "740 45 male 24.035 2 no northeast 8604.48365\n", + "1235 26 male 31.065 0 no northwest 2699.56835\n", + "234 39 male 24.510 2 no northwest 6710.19190\n", + "540 34 female 38.000 3 no southwest 6196.44800\n", + "1256 51 female 36.385 3 no northwest 11436.73815\n", + "1257 54 female 27.645 1 no northwest 11305.93455\n", "... ... ... ... ... ... ... ...\n", - "808 18 male 30.140 0 no southeast 1131.50660\n", - "301 53 female 22.610 3 yes northeast 24873.38490\n", - "664 64 female 22.990 0 yes southeast 27037.91410\n", - "989 24 female 20.520 0 yes northeast 14571.89080\n", - "1121 46 male 38.170 2 no southeast 8347.16430\n", + "752 64 male 37.905 0 no northwest 14210.53595\n", + "954 34 male 27.835 1 yes northwest 20009.63365\n", + "1137 26 female 22.230 0 no northwest 3176.28770\n", + "106 19 female 28.400 1 no southwest 2331.51900\n", + "274 25 male 27.550 0 no northwest 2523.16950\n", "\n", "[1338 rows x 7 columns]" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -754,7 +885,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -767,21 +898,21 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Wielomian 1 stopnia, MSE = 195836517.14979035\n", - "Wielomian 2 stopnia, MSE = 196081038.617658\n", - "Wielomian 3 stopnia, MSE = 196407183.82186848\n" + "Wielomian 1 stopnia, MSE = 130138987.51553275\n", + "Wielomian 2 stopnia, MSE = 130327783.40257515\n", + "Wielomian 3 stopnia, MSE = 130351122.7970451\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -817,16 +948,65 @@ } ], "source": [ + "cost_fun_slices = []\n", + "\n", "for n in range(1, 4):\n", - " plot_and_mse(data_ins_train, data_ins_test, n) " + " plot_and_mse(data_ins_train, data_ins_test, 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": null, + "execution_count": 18, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#WYKRESY FUNKCJI KOSZTU\n", + "for fig in cost_fun_slices:\n", + " cost_x, cost_y = fig\n", + " fig = plot_data_cost(cost_x, cost_y, \"Iteration\", \"Cost function value\")" + ] } ], "metadata": { diff --git a/main_no_jupyter.py b/main_no_jupyter.py new file mode 100644 index 0000000..e69de29