From e227b6640520306cddfb5e67d2697047498b9c76 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Miko=C5=82aj=20Pokrywka?= Date: Wed, 18 May 2022 18:09:00 +0200 Subject: [PATCH] added shapiro test --- naive_bayes.ipynb | 149 ++++++++++++++++++++-------------------------- 1 file changed, 66 insertions(+), 83 deletions(-) diff --git a/naive_bayes.ipynb b/naive_bayes.ipynb index 77165b0..fb8bc31 100644 --- a/naive_bayes.ipynb +++ b/naive_bayes.ipynb @@ -37,7 +37,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Naiwny klasyfikator bayesowski jest _naiwny, ponieważ zakłada, że poszczególne cechy są niezależne od siebie**" + "**Naiwny klasyfikator bayesowski jest naiwny, ponieważ zakłada, że poszczególne cechy są niezależne od siebie**" ] }, { @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -193,7 +193,7 @@ "[150 rows x 5 columns]" ] }, - "execution_count": 104, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -206,29 +206,27 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 106, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -246,7 +244,29 @@ "\n", "ax.scatter(setosa['petal.width'],np.arange(50), color='blue', lw=2)\n", "ax.scatter(versicolor['petal.width'],np.arange(50), color='orange', lw=2)\n", - "ax.scatter(virginica['petal.width'],np.arange(50), color='green', lw=2) " + "ax.scatter(virginica['petal.width'],np.arange(50), color='green', lw=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ShapiroResult(statistic=0.9776989221572876, pvalue=0.4595281183719635)\n", + "ShapiroResult(statistic=0.9778355956077576, pvalue=0.46473264694213867)\n", + "ShapiroResult(statistic=0.9711798429489136, pvalue=0.25832483172416687)\n" + ] + } + ], + "source": [ + "from scipy import stats\n", + "print(stats.shapiro(setosa['sepal.length']))\n", + "print(stats.shapiro(versicolor['sepal.length']))\n", + "print(stats.shapiro(virginica['sepal.length']))" ] }, { @@ -270,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": { "id": "v0oeHebytjNp" }, @@ -287,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "id": "fOYTA3VVtjNw" }, @@ -407,7 +427,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -461,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": { "id": "O82SGzK6tjN5" }, @@ -666,7 +686,7 @@ "[2948 rows x 9 columns]" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -677,20 +697,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": { "id": "a3jkTMFLtjN6" }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/andrzej/anaconda3/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3438: FutureWarning: In a future version, DataFrame.mean(axis=None) will return a scalar mean over the entire DataFrame. To retain the old behavior, use 'frame.mean(axis=0)' or just 'frame.mean()'\n", - " return mean(axis=axis, dtype=dtype, out=out, **kwargs)\n" - ] - } - ], + "outputs": [], "source": [ "# Trenowanie modelu klasyfikatora\n", "x = NaiveBayesClassifier()\n", @@ -699,7 +710,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": { "id": "CoC22aNgtjN9" }, @@ -710,7 +721,7 @@ "0" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -729,7 +740,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { "id": "JR06zodmtjN9" }, @@ -737,10 +748,10 @@ { "data": { "text/plain": [ - "6.280487804878049e-01" + "0.6280487804878049" ] }, - "execution_count": 7, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -752,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": { "id": "1jW0QPootjN_" }, @@ -763,7 +774,7 @@ "0.14084507042253522" ] }, - "execution_count": 8, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -776,7 +787,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": { "id": "vEVogTmAtjOA" }, @@ -789,7 +800,7 @@ "Name: Potability, dtype: float64" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -800,14 +811,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": { "id": "jCVOdBZytjOB" }, "outputs": [ { "data": { - "image/png": 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vLqn4z/zQoUMqKCgw17l8m5iYGMXExCg7O1tjxozRO++8o9GjR6t+/fpq1aqVtmzZolOnTnGUEABcqPCSCjc3t+v2scIbnxXXY67Wd+644w61bdtWK1as0IgRI7Rp0yb16dOn2LOSJOmll16Sp6eneafuSZMmOS0vS/+49dZbdfjwYYWFhcnHx+eGtgXKGxfIoNpzc3OTzWZz+kUwLy9PixYtKnb9wsCTkJAgLy8v8+6VhXcULTxN5fKjb+7u7urVq5f27NlT5G6k77zzTpF9fPvtt5o8ebLCwsL0+uuv3/AviJ07d1Zqaqo2bdrkVEfhKaSfffaZQkNDnZ7Z1L17d9WvX1+LFi3S2bNni8x58eJFZWZmXnfft99+u+rUqaNly5bpf//7n7l/Pz8/tW3bVu+++67Onz9f5HRRd3d32Ww2p1N2DcPQggULbui9SzLv9Hbl+6hfv77Cw8P1ySefaP/+/U77efvttyVJffv2lSSdP3++yGmr3t7e5ulFhaewDho0SJI0e/bsIqcb3+gRSQBA6bVt21ZBQUFatmyZeUro5fLy8sy+UL9+fbVv315bt27Vjz/+aK6Tk5Ojd99996r7uP/++3Xw4EG9/PLLunjxou6///6rrmuz2TRt2jQ9+uijWrRokV577TWn5WXpH0OGDFFBQYHmzJlT7PLrXeIBlCeOEKLaGzBggN544w09/vjj6tu3rzIzM7V27VrzcRFXatOmjerWrauDBw+qU6dO5sNiCx+h8N133+mWW24pcrOTZ599Vp999pnGjh2rhx9+WI0aNdInn3yijIyMIvt4+umnlZeXpwEDBmj9+vVOywovIr+WwtMzf/zxRz355JNO47m5uTp69KgGDhzotI3dbtfMmTM1btw4DRgwQMOHD9ett96qX3/9VYcOHdKmTZv01ltvOR35LI6bm5siIiK0ZcsWeXt7m4G5cP+FQfvKQNi/f39t2LBBjzzyiIYMGaK8vDxt3rzZ6VmQJRUWFqb33ntPL730ku666y55enqqXbt2at68uaZOnaqYmBiNHDlSDz30kG655RZ98skn+uKLLxQVFWUe8d2xY4emTZumfv36qVWrVvLx8dGePXu0YsUKhYWFmcFw4MCB2rhxo1atWqUjR46od+/euummm3T48GF98cUXWrt27Q3XDwC4cTabTbNmzdIjjzyi++67T8OHD1fr1q118eJFHTlyRJs2bdLvf/9782Y0kydPVkxMjB588EGNHDnSfOzElc+kvdx9992n2bNna82aNWratKnZM67lD3/4gzw9Pc3n3b7wwguSytY/BgwYoGHDhum9997T3r171atXL9188836+eef9e233+rIkSPasmXLDX6CQOkQCFHtjRkzRoZhaMWKFXr11Vd1yy23aODAgRo+fLjuueeeIuu7ubmpU6dO2rhxY5FQ06VLF3333XdFxqVLp6f861//0syZM/Xee+/Jy8tLPXr00KxZs4qc2lJ4V8vXX3+9yDxNmza9biDs1KmT3N3dlZ+f71RLQECA/P39lZ6eXmyNPXr00IoVK/T2229rzZo1OnPmjG666Sa1aNFCjz76qNM1f9fSpUsXbdmyReHh4U7PDuzSpYsWLVokf3//Ihe633vvvcrKytK7776rmTNnqk6dOurVq5eee+6564bQK0VFRSklJUXr1q3T+vXrVVBQoNdee03NmzfXHXfcoWXLlmnevHlaunSpHA6HmjdvrkmTJmn06NHmHMHBwerbt6927typpKQkFRQUqHHjxnryySed1pOkN954QxEREVqxYoXmz58vNzc3NWvWTAMGDLihugEAZdOmTRutXLlSf/vb37R161YtW7ZMPj4+atq0qYYOHeoU4MLDw5WYmKg33nhDb7/9tnx9fTVgwAA9+OCD5tG7K/n6+mrgwIH68MMPNXz48BKfwTNp0iR5eHhowYIFys3N1YsvviibzVam/vHaa68pMjJSH3zwgf72t78pNzdXt9xyi9q2bavnnnuuZB8YUA5sBudEAQAAwCJefPFFffDBB9q6dasaNWpU4ftLTk7Wo48+qlmzZl31BjaAK3ENIQAAACzh/PnzWrNmjXr27FkpYVCS0tPTJV267hGoijhlFAAAADXa/v379d///lerVq2Sw+Fwuj6/opw6dUqbNm3SP/7xD/n4+Kh9+/YVvk+gNDhCCAAAgBptw4YNev7553Xo0CFNnz5d4eHhFb7PgwcP6rXXXpPdbtfChQud7gwOVCVcQwgAAAAAFlXjTxktKChQVlaWPD09b/hZcACA6sMwDOXm5srHx0dubpwAcz30RwCwjmv1yBofCLOyspweYA0AqNmCgoLk5+fn6jKqPPojAFhPcT2yxgdCT09PSZfe/OXPUwMA1Cw5OTnav3+/+b2Pa6M/AoB1XKtH1vhAWHgajJeXl7y9vV1cDQCgonH6Y8nQHwHAeorrkVxkAQAAAAAWRSAEAAAAAIsiEAIAAACARdX4awgBoCbKzc3V8ePHdfHiRVeXUunc3d1Vt25dNWjQgMdLAACcFBQU6NSpUzp79qzy8/NdXU6lq1Wrlpo1a3ZDN1gjEAJANXT8+HH5+fmpZcuWlrqJSuFzlNLT03X8+HG1aNHC1SUBAKqQ48ePy2azqWXLlpZ7zqphGDp9+rSOHz+uVq1alXg7floFgGro4sWLql+/vqUanXTp7mheXl5q2rSpsrKyXF0OAKCKycrKUtOmTeXl5WXJHlm/fv0bPnuIQAgA1ZTVGt3lOFUUAHA1Vu4Rpfl/A+t+WgCAGzZ58mTNnTv3qsvDw8N17NixIuvu2rVL/fv3r5QaAQBwheraIwmEAFBD9O7dW+3atVN4eLi6du2qP/zhD9c9rbJ379766quvyq2G3bt3q3nz5kXGIyIitGHDhgrbLwAA10KPvDoCIQDUIAsXLtTu3bu1cuVK/fDDD1qwYIGrSwIAoEqgRxaPQAgANZC/v7969OihtLQ0bdmyRffee68iIiIUExOjgwcPSpLi4uL0008/aezYsQoPD9eiRYskSc8884y6deumDh06aOTIkUpLS3Oa+8yZMxo1apTCw8P18MMP68SJE+ay4OBgHTlypEg9O3bsUM+ePa+63yeeeEJLlixx2mbQoEHavHlzuX4uAADQI50RCAGgBjp58qQ+++wz+fj46LnnntOUKVOUnJysnj17auzYscrJydHs2bPVpEkT8xfTxx9/XJLUs2dPbdiwQcnJyWrbtq0mTZrkNHdSUpKefvpp7dixQyEhIUWWX09x+x0yZIjWrFljrpOamqpffvnFbJAAAJQXeqQzAiEA1CDjxo1TRESEHnroIXXs2FEBAQG666671K1bN3l6emrMmDG6ePGidu/efdU5RowYIV9fX3l5eSk2Nlapqak6f/68ufw3v/mNOnbsKC8vL02cOFHffvutTp48Waa6+/TpoyNHjujw4cOSpNWrV2vgwIHy8vIq07wAABSiRxaPB9MDQA0yf/58de3a1Xw9ffp0NWnSxHzt5uamxo0bKz09vdjt8/PzNXfuXK1fv14ZGRnmrbvPnDkjPz8/SVKjRo3M9X18fFSnTh398ssvaty4canr9vLy0oABA7RmzRqNHz9ea9eu1bx580o9HypfpiNbObn5ri4DNZSXp7t87d6uLgPVHD2yeARCAKjBGjZsqP3795uvDcPQyZMn5e/vX+z6SUlJ2rJlixITE9WsWTOdP39eHTt2lGEY5jo///yz+e9ZWVk6d+6cGjZsWOZahw4dqvj4eHXo0EG1a9dWeHh4medE5cnJzdfij3a6ugzUUGOGdXJ1CaiB6JGXcMooANRgAwcO1LZt25ScnKzc3Fz9/e9/l5eXl9lIGjRoYD4TSbrUvLy8vHTzzTfrwoULmjNnTpE5t23bpl27diknJ0dvvvmmwsLCbviXzyv3K116PpObm5tef/113XfffaV4twAAlBw98hICIQDUYLfddptmz56tl19+WZ07d9Ynn3yihQsXmtcdPPHEE1qwYIEiIiK0ePFiDRkyRE2aNFGPHj107733qn379kXmjIqK0vz58xUZGam9e/dq9uzZN1zXlfstNHjwYO3fv1+DBw8u9XsGAKAk6JGX2IzLj3HWQNnZ2dqzZ49CQ0Pl7c255wBqhpSUFLVp08bVZZS7VatWafny5Vq6dOl1173yM+D7/saU9+eVcc7BKaOoMGOGdVK9OnZXl4FqoKb2R6nkPbK4z+Ba3/kcIQQAVAkXLlzQ+++/rwceeMDVpQAAUKVUZI8kEAIAXO7zzz9Xly5dVL9+fUVFRbm6HAAAqoyK7pHcZRQA4HI9evTQt99+6+oyAACociq6R3KEEAAAAAAsikAIAAAAABZVaYFw0qRJ6t69u+688071799f//73v81lycnJGjBggMLCwhQTE6MTJ06YywzD0OzZsxUZGanIyEjNmjVLNfzGqAAAAABQKSotED755JPaunWr/vOf/+ivf/2r/vKXv2jPnj3KyMjQ+PHjNWHCBO3cuVOhoaGaOHGiud3y5cu1efNmrV69WmvWrNGnn36qZcuWVVbZAAAAAFBjVVogDAwMNB/yaLPZZLPZdPToUW3atEmBgYEaOHCgvL29FRsbq9TUVB08eFDSpedtjB49Wo0aNZK/v79GjRqllStXVlbZAAAAAFBjVepdRl988UWtXLlSFy9eVNu2bXXXXXdp7ty5Cg4ONtex2+1q0aKFDhw4oICAAKWlpSkkJMRcHhISorS0tMosGwBqhExHtnJy88t9Xi9Pd/naS/Zg8x9//FGTJ0/W2bNnVbduXc2cOVMtW7Ys95oAALgRru6RruyPlR4Ip02bpt27d2vnzp3y8vKSw+FQvXr1nNbz9fVVVlaWJMnhcMjX19dc5ufnJ4fDIcMwZLPZSrzvPXv2lM+bAIAqwMPDw/yeLKmLOYbe+XB7udfy2PDOshl5JVr3hRde0PDhw3Xvvfdq3bp1mjp1qt5+++1S7TcnJ0fffPNNqbbF/1de/dG/ya06d+5sucwFXMnhcOjHAymuLgPVQGn6o+T6HunK/ljpzyF0d3dXRESE1qxZo6VLl8putyszM9NpnaysLPn4+Ei6dMTw8j/UzMxM2e32GwqDkhQaGipv75L9gg0AVV1KSor5PVlS2XkOubuX/9e+m5ubfHzs113v9OnT2rdvn4YPHy53d3cNHz5cs2bNUnZ2dpEfBkvCy8tLYWFh5uvs7Gx+/CuF8uqPGeccqlOnbtkLAopht9vVoUMHV5eBaqA0/VFybY+s6P4oXbtHuuyxE/n5+Tp69KgCAwOVmppqjjscDh09elStW7eWpCLLU1NTFRgYWOn1AgDK5uTJk/L395e7u7ukSz8QNmzYUCdPnnRxZQAAuI6r+2OlBMLTp09r3bp1ysrKUn5+vj7//HOtW7dOnTt3Vt++fZWWlqYNGzYoOztb8+fPV3BwsAICAiRJgwcPVmJiotLT05Wenq7ExEQNHTq0MsoGAAAAgBqtUk4ZtdlsWrp0qaZPn66CggI1bdpUU6ZMUZ8+fSRJCQkJmjFjhuLi4hQWFqY5c+aY20ZHR+vYsWMaNGiQJGnEiBGKjo6ujLIBAOWocePGSk9PV35+vtzd3ZWfn69ffvlFjRs3dnVpAAC4jKv7Y6UEwnr16um999676vKuXbtq/fr1xS6z2WyKj49XfHx8RZUHAKgE9evXV5s2bbR27VoNHjxYa9euVZs2bUp1fQQAADWFq/tjpd9UBgBgXS+++KImT56sv/71r7rppps0c+ZMV5cEAIDLubI/EggBwCK8PN01ZlinCpm3pAICAvTvf/+73GsAAKAsXN0jXdkfCYQAYBElfXg8AABWY+Ue6bLHTgAAAAAAXItACAAAAAAWRSAEAAAAAIsiEAIAAACARREIAQAAAMCiuMsoAFhE3oUsFeTllPu8bh5e8qjtc931Zs6cqQ0bNujEiRNKSkpSUFBQudcCAEBpWLlHEggBwCIK8nJ0dOOScp+3Rb8YSddvdnfffbd+97vfaeTIkeVeAwAAZWHlHkkgBABUioiICFeXAABAleTKHsk1hAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAKgUr7zyinr27Kmff/5Zo0aN0r333uvqkgAAqBJc2SO5yygAWISbh9f/3f66/OctiRdeeEEvvPBCue8fAICysnKPJBACgEVcejDu9Z+FBACA1Vi5R3LKKAAAAABYFIEQAAAAACyKQAgA1ZRhGK4uwWUKCgpcXQIAoIqyco8ozf8bEAgBoBqqVauWTp8+bblQaBiGcnJydOLECfn4WPNaDwDA1fn4+OjEiRPKycmxZI88ffq0atWqdUPbcVMZAKiGmjVrpuPHj+t///ufq0updB4eHqpTp44aNGjg6lIAAFVMs2bNdOrUKR05ckR5eXmuLqfS1apVS82aNbuhbQiEAFANeXp6qlWrVq4uAwCAKsXNzU0NGzZUw4YNXV1KtcEpowAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFVUogzMnJ0ZQpU9SrVy+Fh4dryJAh2rZtmyTp+PHjCg4OVnh4uPnP/PnzzW0Nw9Ds2bMVGRmpyMhIzZo1S4ZhVEbZAAAAAFCjeVTGTvLy8tS4cWMtWbJETZo00bZt2/Tss88qKSnJXOfrr7+Wh0fRcpYvX67Nmzdr9erVstlsGjVqlJo3b64HH3ywMkoHAAAAgBqrUo4Q2u12xcbGqlmzZnJzc1OvXr3UrFkz7d2797rbrlq1SqNHj1ajRo3k7++vUaNGaeXKlZVQNQAAAADUbJVyhPBKp06d0uHDh9W6dWtzrFevXrLZbOrWrZvi4uJUr149SVJaWppCQkLM9UJCQpSWllbpNQMAAABATVPpgTA3N1eTJk3S0KFDFRAQoKysLK1YsUJt2rTR2bNnNWPGDMXFxWnx4sWSJIfDIV9fX3N7Pz8/ORwOGYYhm81W4v3u2bOn3N8LAADVXXn1R/8mt+rcubPlMhdwJYfDoR8PpLi6DKBGqtRAWFBQoPj4eHl6emratGmSJB8fH91xxx2SpAYNGmjatGnq3r27MjMz5evrK7vdrqysLHOOzMxM2e32GwqDkhQaGipvb+/yezMAgColOzubH/9Kobz6Y8Y5h+rUqVv2goBi2O12dejQwdVlANXWtXpkpT12wjAMTZ06VadOnVJCQoI8PT2LXa8w6BXeSTQwMFCpqanm8tTUVAUGBlZ8wQAAAABQw1VaIJw+fboOHjyohQsXqlatWub4d999p0OHDqmgoEBnzpzRK6+8ok6dOsnPz0+SNHjwYCUmJio9PV3p6elKTEzU0KFDK6tsAAAAAKixKuWU0RMnTmj58uXy8vJS9+7dzfGXXnpJbm5umjNnjjIyMuTr66uuXbtqzpw55jrR0dE6duyYBg0aJEkaMWKEoqOjK6NsAAAAAKjRKiUQNm3aVPv27bvq8qioqKsus9lsio+PV3x8fEWUBgAAAACWVWmnjAIAAAAAqhYCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRlRIIc3JyNGXKFPXq1Uvh4eEaMmSItm3bZi5PTk7WgAEDFBYWppiYGJ04ccJcZhiGZs+ercjISEVGRmrWrFkyDKMyygYAAACAGq1SAmFeXp4aN26sJUuW6JtvvtGECRP07LPP6vjx48rIyND48eM1YcIE7dy5U6GhoZo4caK57fLly7V582atXr1aa9as0aeffqply5ZVRtkAAAAAUKNVSiC02+2KjY1Vs2bN5Obmpl69eqlZs2bau3evNm3apMDAQA0cOFDe3t6KjY1VamqqDh48KElatWqVRo8erUaNGsnf31+jRo3SypUrK6NsAAAAAKjRPFyx01OnTunw4cNq3bq1li5dquDgYHOZ3W5XixYtdODAAQUEBCgtLU0hISHm8pCQEKWlpd3wPvfs2VMutfs3bibZ3MtlLqAII1/pJ4+7ugoAFlJu/bHJrTp37my5zAVcyeFw6McDKa4uA6iRKj0Q5ubmatKkSRo6dKgCAgLkcDhUr149p3V8fX2VlZUl6dIXgK+vr7nMz89PDodDhmHIZrOVeL+hoaHy9vYuc/0Z5xxa/NHOMs8DFGfMsE7q0KGDq8sAqqXs7OxyCzdWUp79sU6dumUvCCiG3W6nPwJlcK0eWal3GS0oKFB8fLw8PT01bdo0SZf+A8/MzHRaLysrSz4+PubywnAoSZmZmbLb7TcUBgEAAAAARVVaIDQMQ1OnTtWpU6eUkJAgT09PSVJgYKBSU1PN9RwOh44eParWrVsXuzw1NVWBgYGVVTYAAAAA1FiVFginT5+ugwcPauHChapVq5Y53rdvX6WlpWnDhg3Kzs7W/PnzFRwcrICAAEnS4MGDlZiYqPT0dKWnpysxMVFDhw6trLIBAAAAoMaqlGsIT5w4oeXLl8vLy0vdu3c3x1966SXdd999SkhI0IwZMxQXF6ewsDDNmTPHXCc6OlrHjh3ToEGDJEkjRoxQdHR0ZZQNAAAAADVapQTCpk2bat++fVdd3rVrV61fv77YZTabTfHx8YqPj6+o8gAAAADAkir1pjIAAAAAgKqDQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAokocCBcvXlzseGJiYrkVAwAAbhw9GgBQWiUOhPPnzy92fMGCBeVWDAAAuHH0aABAaXlcb4Xk5GRJUkFBgbZv3y7DMMxlx48fl4+PT8VVBwAArooeDQAoq+sGwqlTp0qSsrOzNWXKFHPcZrPplltu0QsvvFBx1QEAgKuiRwMAyuq6gXDr1q2SpPj4eM2aNavCCwIAACVDjwYAlNV1A2GhyxtNQUGB0zI3N25WCgCAq9CjAQClVeJAuHfvXs2YMUP79u1Tdna2JMkwDNlsNqWkpFRYgQAA4Nro0QCA0ipxIJw8ebJ69eqlP/3pT6pVq1ZF1gQAAG4APRoAUFolDoQnTpzQxIkTZbPZKrIeAABwg+jRAIDSKvGFBX379tUXX3xRkbUAAIBSoEcDAEqrxEcIs7OzNX78eHXo0EENGjRwWsadzQAAcB16NACgtEocCFu3bq3WrVtXZC0AAKAU6NEAgNIqcSAcP358RdYBAABKiR4NACitEgfC5OTkqy7r0qVLuRQDAABuHD0aAFBaJQ6EU6dOdXp95swZ5ebmyt/fX1u2bCn3wgAAQMnQowEApVXiQLh161an1/n5+VqwYIF8fHzKvSgAAFBy9GgAQGmV+LETV3J3d9fYsWP1zjvvlGc9AACgjOjRAICSKnUglKQvv/ySh+ACAFAF0aMBACVR4lNG77rrLqfGcuHCBeXk5Gj69OkVUhgAACgZejQAoLRKHAhnz57t9Lp27dpq1aqVfH19y70oAABQcvRoAEBplTgQdurUSZJUUFCgU6dOqUGDBnJzK9MZpwAAoBzQowEApVXibpGZman4+Hi1a9dOPXv2VLt27fT888/r/PnzFVkfAAC4Dno0AKC0ShwIX3nlFV24cEFJSUn6/vvvlZSUpAsXLuiVV16pyPoAAMB10KMBAKVV4lNGP//8c23evFm1a9eWJLVq1Uqvvfaa+vbtW2HFAQCA66NHAwBKq8RHCL29vZWRkeE0dubMGXl5eZV7UQAAoOTo0QCA0irxEcIRI0Zo9OjRevTRR9WkSRP99NNPevfdd3X//fdXZH0AAOA66NEAgNIqcSB86qmn5O/vr6SkJP3yyy9q2LChHnvssRI3m/fee08fffSR9u/fr6ioKL3++uuSpOPHj+vuu++W3W43133sscc0btw4SZJhGPrzn/+sFStWSJKGDx+uuLg4HrYLAMD/KWuPBgBYV4kD4auvvqp77rlH7777rjn2n//8R6+++qqmTp163e0bNmyop59+Wp9//rmys7OLLP/666/l4VG0nOXLl2vz5s1avXq1bDabRo0apebNm+vBBx8saekAANRoZe3RAADrKvE1hGvXrlVoaKjTWGhoqNauXVui7fv166c+ffqobt26N1TgqlWrNHr0aDVq1Ej+/v4aNWqUVq5ceUNzAABQk5W1RwMArKvERwhtNpsKCgqcxvLz84uMlVavXr1ks9nUrVs3xcXFqV69epKktLQ0hYSEmOuFhIQoLS2tXPYJAEBNUNE9GgBQc5U4EEZEROjNN99UXFyc3NzcVFBQoISEBEVERJSpgJtvvlkrVqxQmzZtdPbsWc2YMUNxcXFavHixJMnhcMjX19dc38/PTw6HQ4Zh3NB1hHv27ClTnYX8m9yqc+fOlstcwJUcDod+PJDi6jIAVDNl6dH0R1QH9Eeg4pQ4EE6dOlVPPvmkunfvriZNmujkyZO65ZZbtHDhwjIV4OPjozvuuEOS1KBBA02bNk3du3dXZmamfH19ZbfblZWVZa6fmZkpu91+wzeVCQ0Nlbe3d5lqlaSMcw7VqVO3zPMAxbHb7erQoYOrywCqpezs7HILN9VNWXo0/RHVAf0RKJtr9cgSB8JGjRpp5cqV+v7773Xy5Ek1btxY7dq1k5tbiS9DLJHCoGcYhiQpMDBQqampateunSQpNTVVgYGB5bpPAACqs8rq0QCAmqfEgVCS3Nzc1L59e7Vv3/6Gd5SXl2dez5Cfn6/s7Gy5u7tr79698vPzU8uWLXXu3Dm98sor6tSpk/z8/CRJgwcPVmJiou666y5JUmJioh5++OEb3j8AADVZWXo0AMC6bigQlsWCBQv01ltvma/XrFmj8ePHq1WrVpozZ44yMjLk6+urrl27as6cOeZ60dHROnbsmAYNGiTp0sN3o6OjK6tsAAAAAKixKi0QxsbGKjY2tthlUVFRV93OZrMpPj5e8fHxFVUaAAAAAFgSFxcAAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACL8nB1AQCqvrwLWSrIy3F1Gaih3Dy85FHbx9VlAABgSQRCANdVkJejoxuXuLoM1FAt+sVIIhACAOAKnDIKAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUZUWCN977z0NGzZMoaGhmjx5stOy5ORkDRgwQGFhYYqJidGJEyfMZYZhaPbs2YqMjFRkZKRmzZolwzAqq2wAAAAAqLEqLRA2bNhQTz/9tIYPH+40npGRofHjx2vChAnauXOnQkNDNXHiRHP58uXLtXnzZq1evVpr1qzRp59+qmXLllVW2QAAAABQY1VaIOzXr5/69OmjunXrOo1v2rRJgYGBGjhwoLy9vRUbG6vU1FQdPHhQkrRq1SqNHj1ajRo1kr+/v0aNGqWVK1dWVtkAAAAAUGO5/BrCtLQ0BQcHm6/tdrtatGihAwcOmMtDQkLM5SEhIUpLS6v0OgEAAACgpvFwdQEOh0P16tVzGvP19VVWVpa53NfX11zm5+cnh8MhwzBks9lKvJ89e/aUS73+TW7VuXNny2Uu4EoOh0M/HkhxdRlFBDRrpHPnzrm6DNRQDodDP+w/5OoyLIv+iOqgqvZHoCZweSC02+3KzMx0GsvKypKPj4+5vDAcSlJmZqbsdvsNhUFJCg0Nlbe3d5nrzTjnUJ06dcs8D1Acu92uDh06uLqMInLOn1GdOnVcXQZqqPL6e5+dnV1u4cZK6I+oDqpqfwSqi2v1SJefMhoYGKjU1FTztcPh0NGjR9W6detil6empiowMLDS6wQAAACAmqbSAmFeXp6ys7NVUFCg/Px8ZWdnKy8vT3379lVaWpo2bNig7OxszZ8/X8HBwQoICJAkDR48WImJiUpPT1d6eroSExM1dOjQyiobAAAAAGqsSjtldMGCBXrrrbfM12vWrNH48eMVGxurhIQEzZgxQ3FxcQoLC9OcOXPM9aKjo3Xs2DENGjRIkjRixAhFR0dXVtkAAAAAUGNVWiCMjY1VbGxsscu6du2q9evXF7vMZrMpPj5e8fHxFVkeAAAAAFiOy68hBAAAAAC4BoEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIQAAAABYFIEQAAAAACyKQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsKgqEwhjYmJ0xx13KDw8XOHh4erfv7+5LDk5WQMGDFBYWJhiYmJ04sQJF1YKAAAAADVDlQmEkvTHP/5Ru3fv1u7du7VhwwZJUkZGhsaPH68JEyZo586dCg0N1cSJE11cKQAAAABUf1UqEBZn06ZNCgwM1MCBA+Xt7a3Y2Filpqbq4MGDri4NAAAAAKq1KhUI33jjDUVGRio6Olo7duyQJKWlpSk4ONhcx263q0WLFjpw4ICrygQAAACAGsHD1QUUmjRpkgICAuTl5aV169Zp7NixWr16tRwOh+rVq+e0rq+vr7Kysm5o/j179pRLnf5NbtW5c2fLZS7gSg6HQz8eSHF1GUUENGukc+fOuboM1FAOh0M/7D/k6jIsi/6I6qCq9kegJqgygTAsLMz896FDh2rt2rXatm2b7Ha7MjMzndbNysqSj4/PDc0fGhoqb2/vMteZcc6hOnXqlnkeoDh2u10dOnRwdRlF5Jw/ozp16ri6DNRQ5fX3Pjs7u9zCjZXQH1EdVNX+CFQX1+qRVeqU0cvZbDYZhqHAwEClpqaa4w6HQ0ePHlXr1q1dWB0AAAAAVH9VIhD++uuv+vzzz5Wdna28vDytWbNGu3btUvfu3dW3b1+lpaVpw4YNys7O1vz58xUcHKyAgABXlw0AAAAA1VqVOGU0Ly9Pf/nLX3To0CG5u7vrtttu0/z583XbbbdJkhISEjRjxgzFxcUpLCxMc+bMcXHFAAAAAFD9VYlAWK9ePX344YdXXd61a1etX7++EisCAAAAgJqvSpwyCgAAAACofARCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBFEQgBAAAAwKIIhAAAAABgUQRCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABbl4eoCAAAAgOoo70KWCvJyXF0GajA3Dy951Pap0H0QCAEAAIBSKMjL0dGNS1xdBmqwFv1iJFVsIOSUUQAAAACwKAIhAAAAAFgUgRAAAAAALIpACAAAAAAWRSAEAAAAAIsiEAIAAACARREIAQAAAMCiCIQAAAAAYFHVIhCePXtW48aNU/v27dWrVy8lJSW5uiQAAAAAqPY8XF1AScyYMUOenp768ssvlZKSoieffFIhISEKDAx0dWkAAAAAUG1V+SOEDodDGzdu1IQJE+Tj46OIiAj17t1bq1evdnVpAAAAAFCtVfkjhIcPH5abm5tatWpljoWEhOjrr78u0faGYUiScnJyyqWe3Nwc1fK0lctcwJVyc3OUne3u6jKKyM3NVYGHt6vLQA2Vk5srIzu77PP83/d84fc+ro3+iOqE/girqoweWeUDocPhkJ+fn9OYn5+fsrKySrR9bm6uJGn//v3lVlPXNr7lNhdwueNHDuq4q4u4mmYRrq4ANdS+H49JOlZu8+Xm5qpWrVrlNl9NRX9EdUJ/hFVVRo+s8oHQbrcrMzPTaSwzM1M+Pj4l2t7Hx0dBQUHy9PSUzcYvlwBQUxmGodzc3BL3B6ujPwKAdVyrR1b5QNiyZUvl5+fr8OHDatmypSQpNTVVrVu3LtH2bm5uRY4wAgBqJo4Mlhz9EQCs5Wo9ssrfVMZut6tv376aN2+eHA6HvvnmG23ZskWDBw92dWkAAAAAUK3ZjGpw9f3Zs2c1ZcoUffXVV6pbt66ee+45DRo0yNVlAQAAAEC1Vi0CIQAAAACg/FX5U0YBAAAAABWDQAgAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEqBBnz57VuHHj1L59e/Xq1UtJSUmuLgmoUO+9956GDRum0NBQTZ482dXlAKii6I+wInpk1ebh6gJQM82YMUOenp768ssvlZKSoieffFIhISEKDAx0dWlAhWjYsKGefvppff7558rOznZ1OQCqKPojrIgeWbVxhBDlzuFwaOPGjZowYYJ8fHwUERGh3r17a/Xq1a4uDagw/fr1U58+fVS3bl1XlwKgiqI/wqrokVUbgRDl7vDhw3Jzc1OrVq3MsZCQEB04cMCFVQEA4Fr0RwBVEYEQ5c7hcMjPz89pzM/PT1lZWS6qCAAA16M/AqiKCIQod3a7XZmZmU5jmZmZ8vHxcVFFAAC4Hv0RQFVEIES5a9mypfLz83X48GFzLDU1Va1bt3ZdUQAAuBj9EUBVRCBEubPb7erbt6/mzZsnh8Ohb775Rlu2bNHgwYNdXRpQYfLy8pSdna2CggLl5+crOztbeXl5ri4LQBVCf4RV0SOrNpthGIari0DNc/bsWU2ZMkVfffWV6tatq+eee06DBg1ydVlAhUlISNBbb73lNDZ+/HjFxsa6qCIAVRH9EVZEj6zaCIQAAAAAYFGcMgoAAAAAFkUgBAAAAACLIhACAAAAgEURCAEAAADAogiEAAAAAGBRBEIAAAAAsCgCIVDDTJ48WXPnzr3q8vDwcB07dqzIurt27VL//v0rpUYAAFyBHgkURSAEKlHv3r3Vrl07hYeHq2vXrvrDH/6grKys627z1VdflVsNu3fvVvPmzYuMR0REaMOGDRW2XwAAroUeCbgGgRCoZAsXLtTu3bu1cuVK/fDDD1qwYIGrSwIAoEqgRwKVj0AIuIi/v7969OihtLQ0bdmyRffee68iIiIUExOjgwcPSpLi4uL0008/aezYsQoPD9eiRYskSc8884y6deumDh06aOTIkUpLS3Oa+8yZMxo1apTCw8P18MMP68SJE+ay4OBgHTlypEg9O3bsUM+ePa+63yeeeEJLlixx2mbQoEHavHlzuX4uAADQI4HKQyAEXOTkyZP67LPP5OPjo+eee05TpkxRcnKyevbsqbFjxyonJ0ezZ89WkyZNzF9MH3/8cUlSz549tWHDBiUnJ6tt27aaNGmS09xJSUl6+umntWPHDoWEhBRZfj3F7XfIkCFas2aNuU5qaqp++eUXs0ECAFBe6JFA5SEQApVs3LhxioiI0EMPPaSOHTsqICBAd911l7p16yZPT0+NGTNGFy9e1O7du686x4gRI+Tr6ysvLy/FxsYqNTVV58+fN5f/5je/UceOHeXl5aWJEyfq22+/1cmTJ8tUd58+fXTkyBEdPnxYkrR69WoNHDhQXl5eZZoXAIBC9Eig8nm4ugDAaubPn6+uXbuar6dPn64mTZqYr93c3NS4cWOlp6cXu31+fr7mzp2r9evXKyMjQ25ul37XOXPmjPz8/CRJjRo1Mtf38fFRnTp19Msvv6hx48alrtvLy0sDBgzQmjVrNH78eK1du1bz5s0r9XwAAFyJHglUPo4QAi7WsGFD/fTTT+ZrwzB08uRJ+fv7F7t+UlKStmzZosTERH3zzTfaunWruV2hn3/+2fz3rKwsnTt3Tg0bNixzrUOHDlVSUpKSk5NVu3ZthYeHl3lOAACuhh4JVDwCIeBiAwcO1LZt25ScnKzc3Fz9/e9/l5eXl9lIGjRoYD4TSbrUvLy8vHTzzTfrwoULmjNnTpE5t23bpl27diknJ0dvvvmmwsLCbviXzyv3K116PpObm5tef/113XfffaV4twAAlBw9Eqh4BELAxW677TbNnj1bL7/8sjp37qxPPvlECxcuNK87eOKJJ7RgwQJFRERo8eLFGjJkiJo0aaIePXro3nvvVfv27YvMGRUVpfnz5ysyMlJ79+7V7Nmzb7iuK/dbaPDgwdq/f78GDx5c6vcMAEBJ0COBimczLj+GDgDXsWrVKi1fvlxLly51dSkAAFQp9EhURxwhBFBiFy5c0Pvvv68HHnjA1aUAAFCl0CNRXREIAZTI559/ri5duqh+/fqKiopydTkAAFQZ9EhUZ5wyCgAAAAAWxRFCAAAAALAoAiEAAAAAWBSBEAAAAAAsikAIAAAAABZFIAQAAAAAiyIQAgAAAIBF/T/vHnwYyN8NcQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -822,14 +833,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": { "id": "aw8Tefprhjnn" }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -873,22 +884,22 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -909,22 +920,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -946,7 +957,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -955,15 +966,7 @@ "text": [ "(105, 4) (105,)\n", "(45, 4) (45,)\n", - "9.333333333333333e-01\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/andrzej/anaconda3/lib/python3.9/site-packages/numpy/core/fromnumeric.py:3438: FutureWarning: In a future version, DataFrame.mean(axis=None) will return a scalar mean over the entire DataFrame. To retain the old behavior, use 'frame.mean(axis=0)' or just 'frame.mean()'\n", - " return mean(axis=axis, dtype=dtype, out=out, **kwargs)\n" + "0.9333333333333333\n" ] } ], @@ -1014,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1023,7 +1026,7 @@ "0.9326599326599326" ] }, - "execution_count": 15, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1037,30 +1040,10 @@ "execution_count": 18, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " sepal.length sepal.width petal.length petal.width\n", - "106 -0.900681 0.558611 -1.169714 -0.920548\n", - "65 -1.143017 1.249201 -1.340227 -1.447076\n", - "49 1.038005 0.558611 1.103783 1.712096\n", - "74 2.128516 -0.131979 1.615320 1.185567\n", - "110 -0.173674 1.709595 -1.169714 -1.183812\n", - ".. ... ... ... ...\n", - "123 -1.021849 -0.131979 -1.226552 -1.315444\n", - "121 -0.052506 -1.052767 0.137547 0.000878\n", - "85 -0.537178 1.939791 -1.169714 -1.052180\n", - "13 -1.143017 -0.131979 -1.340227 -1.315444\n", - "125 -1.870024 -0.131979 -1.510739 -1.447076\n", - "\n", - "[105 rows x 4 columns]\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -1069,7 +1052,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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W6fD2yQsj9pDyhR3vaeDIY59RJeUD31CUcUi9mlFGASpvOvjOq2nPkQu+36Py3kI567/noxBNhcvt4qybhsXcBNuT5uaCv55jQSoBNhhjV8oDuf9Db/8rBOdSs7iXE9IuRGVcc2BtGfmo5ncBdyUiqhC2M3rM76ksq+Ttp9/D6XaiTU00EuWMa35H0fHdrY7XZKV+jx1Qjhwc2f9E5X+OajEHlf8ZjszrUar28b/60mYFZsUjmBt/i7nhKMyyq9HhpXFILUTqczgcXP3oJTy79FEO7VJAOBjGcBnMeOJdzim4jK/mfmt1xCbJFoV9J+VIQxktUcoVl/a0WYneciZUPQPmBtDbIfgeesu56OBncTmHsDetNRt/2szW9WVWR0mox2+YwuqSn4iEowQqqvFXBCjfUsGY08ez7of1VsdrcmxV2ONN+/8D0fXsOQ1SAwF0+e07/ixEbB+9vJBR7a7k4u7Xc36Hq7jsNzfx3YJlVseKu41rN7Fo9tc1qzvuJRKO8Oo/ZlqQqmmTwl6XwGtALdMpo5vwOKUnImL75NVP+dvFj7H55y2EAiHCwQirS37iL6fcy8qvVyUtR/mWCj57+0sWf/QdkXA9p/4eoB+/WYvLHft2XSQcZYkNf5g1dil/8zSh6pwjb+Co64Em0WRprZn0538T9O/79REKBHluzEuMe+vWhGaIRqM8fsMU3pk8F5en5tvcYTi4+dmrOe6Mo+J6rmZ5mWiz9t9eZU/T5JMee108vwVquwHroDoiGwaIfZVt2EbZ+u0xj2kNX88tSXiGZ+94kdlTPiQcDOMvD+AvD1BZVsX9o/7Bsi9+iOu5Cvt2ISM7PeYxb7qHM646Na7nE/snhb0OKv0KUPvO0QUfZFyLll94RAxOt7PWjTYAnHU8rRkP1f4gb02cRdC/72+coeoQ08a9EtfzKaW4+5U/48v04vL8OnHBm+7hhLOP5ejTesf1fGL/pDLVQTnbQs4L6O23QeRHUAbggozrUGnnA19aHVE0Qs1yMul0ePuYa5AbToMTzjkuoedft3J9rasuag1LP10R93N2O6ozU77/J9Mfn8XXH35HVn5zhl1xCr1P+k2dT6eKxJDCvh/K1QOV9yY6uqFmxUijNUoWBBP7cf0Tl3HTCXcTDAR3jT8bToPMnAxG3312Qs+dkZ1OJFT7jdLahk0aKrcgm4vuPS8hbYsDI0Mx9aSMlihneynqol669O7IY58/wG/POob05mk0y81kyB9PYtJXfyPvkJyEnju/TR7tD2tDrI6yJ83N6VfVfwMakZqkSu1FRzei/S9BZAkY7VBpI2WtGHFQ2hW25q6XbrLk3Lf851pu6HcnwUBo1/xyb7qHzkd0YOjlJ1uSSSSPFPbd6OAC9LYra1aFJAQ40f5p6GZ34kgbaXU8IeqtXWFrnl36D958fDafv/0lvgwvp116EieccyxOl3zb2538C++gdTV629U14+i7RGr+Kx+Hdh+HcraxKp4QByy7ZRYXjR3JRWOlU9LUyBj7TtXv1XHQRAfiO0VMCCESJW6FfdWqVYwcOZLBgwczcuRIVq9eHa+mk8PcBLq2J0nDEF2X1DhCCHGw4lbY7777bkaNGsXs2bMZNWoUY8aMiVfTcaF1FLNqGuamQZgbDsfcPAQdmPHrgyTOLlDr9nc+cB2WtKxCCNEQcSnsW7ZsYcmSJQwdOhSAoUOHsmTJErZu3RqP5htMa43edhNUPATRn2rG0SMr0OV3oCv+XvMm93HgyCbmp0QZKN+IpGYWQtjX0s9WcM/Zf+fSohsZc8Z4vvl4SVzbj0thLy0tpWXLlhhGzaPShmGQn59PaWlpPJpvuPBiCH4IBPZ8XQfA/290tBSlHKjs/4DRZsceql5Q6aCyUdlTUA5ZyEgI0XBvPTGbmwf9lXmvfcaaJT+zcPoX3H7afbz4wGtxO0ejmRVTUpK4hZEObf5vWqRXx3xgwzRNflkxhc1VOx/aeIAM91I8znWEzRzKqw+HnyNAccy2i4tjv56q7HY9INeUCux2PRD7miq2VPHEjVOIhKJ7vB70h/jPPS+T26MZua2zG3zuuBT2goICNmzYQDQaxTAMotEoGzdupKCgoN5tFBUV4fHEWnCr4cztb0Ig9qJMDge0bdOSdul9dnv1yHq1W1xcTJ8+ffb/xhRht+sBuaZUYLfrgdqv6Y3H3sFhGEB03w8yNRu+KeOUM06q1zmCwWCtHeK4DMXk5uZSWFjIjBkzAJgxYwaFhYXk5CT20en6Up4TdwyvxGKAu18y4wghmqjKsirC1fvuNAU1m5Js31QRl/PEbVbMX//6V6ZOncrgwYOZOnUqY8eOjVfTDec5oWbsPNYvKI4MMFonPZIQ8RYIh9lYVUnENK2OImpReEwXvOmxRyZ8mV56Ht89LueJ2xh7p06dePnll+PVXFwpZaCzp8LmQaDL9zxobkdvvQByX5XlRUVK2uz3M+aD95i7+kcUCrdhcFnvI7nqqL445Gu6UTliUE9atMnll5XriYZ/HY5xGA4yszPoN+LouJynyTx5qiLfUrNEwN7CEP0RQp8nO5IQDRYIhznzf9N4b9UPhKJRgtEIFaEgT3zxGXd/+L7V8cReHA4HD38wlh7HdMXtc5PePA2Pz03nIzrwyCf3xm0dn0YzKybRdHAhaH8tBwPo0GcoT9/khhKigd5a/j1b/P59hl8CkQgvLynh2qOPIT89w6J0Ipbs/OZM+Oge1v2wnnU/bKBluzzadIvvNptNprDX3Dyt5W40TpTyJTmQEA03a+VyApHYm2q4HA4W/vwTZ3QrTHIqUR+HdGrFIZ1aJaTtpjMU4/sdtf8cc4BXNtwVqcdl1LV/qsLlaDLf4mI3TeZfXTk7Qtoo2Kdn7oO0C2VJXpGSRnTvQZrLFfNYxDQ5vm37hJ1726btvPboTCb9+T/Mef4jgoF9N88W1mg6QzGAyrwV3EegK5+qWa3R2RqV/keU9xSro4lGQmvN1kAAt2GQmaAH5uLp5I6d6Z7Xgu82biAY/XWY0ed0cuMx/WiWoGv4+JWFjL/wMdCaUHUYX4aXSTc9x8Nz/0qHnu0Sck5Rf02rsCsF3lNRMuwiYpi+/HsenPcxWwJ+TK3p3eoQxg08ic45ufVuI2KafLdpI6Zp0qNFPh5nYr/FnA4H00aczZPFi5j27WLKg9V0yM7hhr7HckqnLgk554Y1m3jowscIBX5d5jpQWU2gEm499T5eWPvErnWjhDWaVGEH0DoCofkQ3QyubihXkdWRRCPw2tLvuPOD96je7UbkonU/c+b/XuDtURfQutn+F4GbuXwZd334HuGouWtdopuPPZ7Rhx+RqNgAeJxOrut7LNf1PTah59lpxpPvEo3GfggqUFnNl3O+4ahTE3vNom5NqrDrUDG67Cpq9jPVgEYbHVDZk1FGnsXphFWipsn9n3y0R1GHmq+QQDjME198zn0D694A+pO1q7n5vVn7tPHA/I/J8HgY0b1HvGNbZu3SX4iEYs/EMSNR1q/amOREYm9N5uapjm5Cl/0BdBnoqpo57ToAkeXosj/8uuGGaHJ+LCujOhq7UEW15r0ff9hvGw8vmLdPUQeojkR4eME8W319tT+sDS5P7D6hw2lQkKApfKL+mk5hD7wEOtYc9ghEVkPk22RHEo2E03DUWXid9ZgyuGRT7b3UTf4qKkL2mTEy5PKTcRj7fk6UgvTmPnqf1NOCVGJ3TaawE1oM1PHNFV6etCiicWnfPIscX+zVP10Og+Hd9/+Aj3c/N0k9hn1GPfPb5HHb1Ovx+Nx40mq2k/RlemneohkPzroTh8ydt5x9vtr2xyig5udYjJs+ygGO+s98EPailOL+QSdz+Yw39xhOcToc5Pi8/OGI/a8Vfka3Ql5eUkJ4r0f7DaXo37Z9wmfHJFu/4Ufz4s9P8uF/57N5XRkditrQb8TRuNyx59SL5LLXV1sdVNq56MAbQHWMo07wHJ/kRKIx+W3b9kwbcTYPL5zHl6XrcBsGp3cr5Pq+x9Xam9/dTcf248M1q9ji9++aT+42DNJdbsaeOCjR8S2RmZ3BsCsH7/+NIulsVdi1NtH+l8H/NEQ3gtEK0i9D+X6PcvVAZ1wJlU9QMyvGBNygnKjsx1FKehpN3REFhzDtzHMO6mNzfGm8OfJ8pn7zNTNXLCOqNad17sqFvXqTl7b/HwxCxJO9Cnv57RB4h12bVkdXQ8U4dPgbVPN7cWRcifacgPa/CNFfwNULlXYuysi3MrZIcT9t3849H3/AR6tXodG0bZ7Frf36c3KnzlZHE02UbQq7Di+DwNvsM9SiAxB4A51+EcrZCeXqgWp+ryUZhf1sqKzkjJemUh4MYu6YWbNqWxnXz57JA4NOkZUVhSVsc/taV88GYu8lCBGonpPMOKKJeOrLRVSFQruK+k7VkQj3fvwBUYu3qdNaE6oO7TOdMxKO8Ooj0xnd6WrOyLqA6/vdwaLZX1sTUsSdbQp7zbh5rHnqACZa11b0hTh4s39Ysc9MmJ2qIxFWbN2S5EQ1/BUB/nXtZIZljmZYxvmc2/py3np8FlprotEotw+5nyl3/Zf1qzbiLw+wZOFyxp71MG89PsuSvCK+bDMUozz90f6psXdJUl6UzHoRCaCoe09RK/YcjYQj3Nj/Ln76/hfCwZrpm1tLy3jqlqmsX72Jnr8tZOmnKwj6Q3t8XNAf5Kmbn+ek0SeQlikbz6Qy+/TYXUeBsxuw9zKlHnD2BFcvC0IJuxvSpRtuR+yVDNNd7gNaGTJe5r32Get+2LCrqO8U9Ad547F3mPnUHKorY037rVkSYNGsr5OQUiSSbQq7UgqVPQV8Z1BT3L01//nOROVMrlmyV4g4u7T3kWR6PBh7fX15nU7GnjjQkh77hy8tqLVwO50GG3+qY3hox5i8SG22KewAypGGo/k4VMtFqBbvolouwtF8LEp5rY4mbCovLY0Z541mWNfuuA0DBRTlt+SpocM5tXNXSzLt72dJ194d8abH3oAjGoly+ImHJSCVSCbbjLHvTilvzcNJQiRBy4wMJgw+jQmDT0NrbflvhyeeezxfzPkmZq89Eonyf2POovi9xYSDYaKRX2/8etLcnHDOceS3kSWsU52teuxCWC1RRd00TcKh+s3s6jf8KFp3KcDl2fNpak+ah7OuH0JB+5Y89tmD9D75cFweJ94ML94ML8Ov+R03PXVFIuKLJLNlj10Iu9i2aTtP3zKVD/47n0g4Qqv2+ZxwydH06VP7wmROl5MJH43lubte4u3J7xP0V5PXOpf/u/MsTrv0JAByC7K5f+btVJRVUrG1krxDc3B73cm6LJFgUtiFaKT8FQGuPvpWtqwrIxqueUaj9McNvDruHbLTczjz+qG1fqwvw8eVj1zEFRMuxIyaGM7YM3cyszPIzM5ISH5hHRmKEaKReueZ99m+qXxXUd8pXB1hyp3/pdq//807lFK1FnVhX1LYhWikPnhx/j4PEe3kMBx8N//7JCcSqUIKuxApyurZN6LxksIuRCM1cNTxu7ae25sZ1RzWr1uSE4lUIYVdNFkVwSD+cONdHO7USwaSnZ+F07XnGLnL6+QP95+Hxxf7ISMhZFaMsL11FeX8t+RbVm8ro1tuHu2zs/nXZwv5cVsZAIe3bMXdJwykKL+lxUn3lJbp47HPH2DyrVN5f9o8IqEwBZ1aceIlfRl+7WlWxxONmBR2YWsLN23k8c/mYZqakBmNucxucek6Rr7yEq+NHEW33Mb11GXzvGb8afJV3PT0lbumLRYXF1sdSzRyMhQjbGuTv4rHVn5PdSRCyKyZMlj72ulhHl4wL5nxDohMWxQHQgq7sK3Xly7ZZ+eg2mhg3trVCc0jRLJIYRe29UtFOeF6FnawZlMMIRKhwYX9zTffZNiwYfTo0YOpU6fGI5MQcVGY1wKPo35f4g6lOKlj5wQnEiI5GlzYCwsLeeSRRxg6tPZ1K4SwwrCu3ffZACMWh1Kku9z86dh+SUgVf5WhEBM//5QTnpvMMZMncdPst/mxbKvVsYSFGjwrpmvXms0EHPXsGSWKNrdBZA0Y+SijwNIsonFId7sZU9SL8cuWEIpGCJsmLocDj9NJ+6xsvtmwHkMpBnXsxM3H/pa2zbOsjnzAKkMhhr80lV/KKwhGa7bCm778e979cSVTR5xNr1byvdAUpfx0R60D6O13QfVsUC7QYbTrMFTWBJRxiNXxhMU6ZWTy6R8u56M1q/i5vJz2Wdn8tm07DIs7IvHy7FfF/FJeTjD660JhUa3xh8PcPGcWc0ZfbGE6YRWl9zNtYMSIEaxbty7msQULFmAYNVOwbr31VoqKijj//PMPKEAwGKSkpOSAPmZ3HXMfJNO9BIfj1ycITe0gYjZjyYZ/oLU8nSfs6+ovPmVjMPb+pm6HgwlHHEVLry/JqUQyFRUV4fHsWef222N//fXXExZod7HC7Y8Or0BvWQbs+Vi4Q5m4jRBHdP8FlXZ2HFPuqbi4uM4ND1KN3a4H7H9N5lef1/o+l2HQqXv3RvfQ1d7s/m+UKHV1ilP799FwXU/g+dHBj5IWRQgrHNe6ba3TNB1K0SErO8mJRGPQ4MI+Y8YM+vfvz6xZs3j00Ufp378/K1eujEe2/VNpoGp7Gk+Bo3lycgjLlQUCPFm8iCtmvMnYj+aybMtmqyMlxTVHH4PH2Pd7wOd0cu3Rx+KOcUzYX4Nvng4dOtS6qY6eAaDvqOWgF+UbkdQ4whqLN6xn9GsvE9Em1ZEIhlK89N23XHvUMRztSPn5AXXqnJPLf0b8nlvmzKa0sgJDOVAKrj3qGP5whL2GN0T9pfRXvXJkopuNgfJxQGC3Iz7wDgaXfGHbXdQ0uWz661SGf91pKKo10UiEfy36lLGHHY7dvwr6FBzKe6MvZu327QQiYTpm50hPvYlL6cIO4Eg7G+3sgK6cBJHlYLRApV0M3iGyw0wT8OkvPxEIR2IeC0ejzC79hcTdPm88lFK0y8qyOoZoJFK+sAMo95GonMlWxxAW2FhZhSb2jN2o1myqZSqgEHZmi8Iei46uR/ufh+Dn4MhGpZ0HnhOlF28zXXJza13B0W0YdMzITHIia1X7g3zyyqes/m4tLdvlM+C8fmRmZ1gdSySZLQu7Di1Gl10IOgLUjL3q8GfgGQTN/y7F3UaK8lvSMTuHZZs3EdmrwBtKMbjgUIuSJd/Kr1dxy6CxRMJRApXVeNLcPHXL89z10o30HWL3Ow1id6k9jz0GrTV623Wg/ews6jUHAhCcC8H3LcsmEuPZ08+kU04uaS4XXqeTdJebDLebJ4cOp4XHa3W8pIiEI9x6yjgqyqoIVNYMPwX9IYL+IPeeM4Gt68ssTiiSyX499vA3oLfHPqb9aP80lPek5GYSCdUiPZ23R13AV+tLWbp5E7m+NAa074DH6aR4U9OYz/7ZzC8JBUMxj2mtmfXsXEbdflaSUwmr2K+w621AHVO9zC3JSiKSSClF74JD6F3QNBd+K/1xA+FgOOaxUHWYtUt/SXIiYSXbDcXg7A46WNtBcB2Z1DhCJMMhnVrh8rhiHnN7XbTr0TrJiYSVbFfYldGy5iYpMRYUUy5U+kXJjiREwh192hG4ve6Yx5RDMfjiAUlOJKxku8IOoLLGg+dEwAMqA1Q6qBxU1lMoZ1ur4wkRd06Xkwdn30lmTga+jJobxp40D540D3f970/ktJLFwJoS+42xA0p5Udn/QkfXQfi7msXAXH1QtS4YJkTq69yrAy/+NImPX/mUtd//Qn7rXAacdzwZWelWRxNJZsvCvpMyDgHZRUmksPWVFby9Yjn+cJgjDzmUvofWPVbu8Xk4efQJSUonGitbF3YhUtmkLz7n0c8WADXr3nhdLjpkZXNzxy4WJxONnS3H2IVIdfPWruFfny8kGI0SjEYxAX84zPItm3ls+fdWxxONnBR2IRqhSV98TiCy76qVYdNk8bYyNvmrLEglUoUUdiEaoVXbal8CwOVQ/Ly9lqerhUAKuxCNUutmzWo9FjY1h2TWflwIKexCNEJ/7HMUPue+T5I6HQ4KmzWnZYYsxStqJ4VdiEZoUIdOXHB4LzyGE+eOZabTXS5aN2vGdV0LLU4nGjuZ7ihEI/WXfv05u0cRby5bSkUwyLGt2zKgQ0cWf/WV1dFEIyeFXSSF1prvNm1k7fZttG7WnJ75LWXDk3romJ3Djcf0szqGSDFS2EXC/Vy+nUvfep2fyssxlMLUmoLMTJ45fQRtm2dZHU8I25ExdpFQEdNk5CsvsbJsK4FImMpwCH8kzKptZYx85b+EolGrIwphO1LYRUK9v+oHyoPVmHvtR2pqTWUoxJwfVlqUTAj7ksIuEuq7jRuoCsfe2acqHOabjeuTnEgI+5PCLhIqx5eGx4i9XLLbMMjzpSU5kRD2J4VdJNSQrt1qPaaA07vJnGwh4k0Ku0ioFmnp3HPiILxOJ8aO6Y2GUnidTsacMFCeoBQiAWS6o0i4sw/rSc+Wrfj34q9YsXULnbJzuOjwIyhskW91NCFsSQq7SIrueS14YNApVsc4IJv8VbyypIRlmzfTITubc3r0pCAz0+pYQuyXFHYhYvhk7WqumPEmptYEo1HchsGTxYv4+8mn8rsutd83EKIxkDF2IfZSFQpx5cy3CEQiBHc8QBWKRqmORPjTu7NkkwvR6ElhF2Iv76xcXusxjeb1pUuSmEaIAyeFXYi9rK+spLqWh6qC0Sg/l8vuRaJxk8IuxF465eTgc+27yQVAmtNF97wWSU4kxIFp8M3TsWPHsnDhQtxuN2lpadxxxx307NkzHtmEsMRJHTrhdbrwh8PovY4ZDiUPVYlGr8E99v79+zN9+nTeeustLr/8cm688cZ45BLCMi7D4IUzz6FFWjrpLhduwyDd5SLL4+U/I84mw+22OqIQdWpwj33AgAG7/tyrVy/Wr1+PaZo4HDLKI1JXl9xc5l/yRz5as5rV28o4tFkzBrTviLuWdW+EaEziOo992rRpnHjiiVLUhS0YDgcDO3S0OoYQB0xprfceRtzDiBEjWLduXcxjCxYswNjRg5k5cyb//Oc/mTZtGnl5efUOEAwGKSkpOYDIQgghdioqKsLj8ezx2n577K+//vp+G54zZw6PPPIIzz333AEV9f2Fa+yKi4vp06eP1THixm7XA3JNqcBu1wPJuaa6OsUNHor54IMPeOCBB5gyZQqtW7duaHNCCCEaqMGF/bbbbsPlcnHdddfteu25554jOzu7Xh+/cyQoFAo1NIolgsGg1RHiym7XA3JNqcBu1wOJv6adNTPWaPp+x9gTraKiguXLa3+EWwghRO26du1K5l6rjlpe2E3TpKqqCpfLhdqxEYMQQoi6aa0Jh8Okp6fvMxPR8sIuhBAivmTCuRBC2IwUdiGEsBkp7EIIYTNS2IUQwmaksAshhM1IYRdCCJuRwi6EEDYjhb2Bxo4dy6mnnsrpp5/Oueeey7fffmt1pAZ58803GTZsGD169GDq1KlWxzloq1atYuTIkQwePJiRI0eyevVqqyM1yPjx4xk4cCDdunWzzZPaZWVlXHbZZQwePJhhw4ZxzTXXsHXrVqtjNchVV13F6aefzvDhwxk1ahRLly61JogWDTJ37lwdCoV2/XnQoEEWJ2qYZcuW6RUrVuibb75ZP//881bHOWijR4/Wb7zxhtZa6zfeeEOPHj3a4kQNs2jRIr1u3To9YMAAvWzZMqvjxEVZWZn+9NNPd/39wQcf1LfddpuFiRquvLx815/nzJmjhw8fbkkO6bE30IABA3Dt2Ph49x2kUlXXrl3p3LlzSm+WsmXLFpYsWcLQoUMBGDp0KEuWLEnp3uCRRx5JQUGB1THiKisri759++76e69evWrd+yFV7L5mS2VlpWXLpMR1B6WmTnaQahxKS0tp2bLlrk1gDMMgPz+f0tJScnJyLE4nYjFNkxdffJGBAwdaHaXB7rjjDubPn4/WmsmTJ1uSQQr7fhzIDlLTp09n2rRpyYx3wOp7PUIk07333ktaWhrnn3++1VEa7L777gPgjTfe4KGHHuLpp59OegYp7PuRrB2kkqU+15PqCgoK2LBhA9FoFMMwiEajbNy40XZDGXYxfvx41qxZw6RJk2z12+7w4cMZM2YMZWVl9d6fIl7s81m0yM4dpJ555hnZQaqRyM3NpbCwkBkzZgAwY8YMCgsLZRimEZowYQIlJSVMnDgRt9ttdZwGqaqqorS0dNff586dS/PmzcnKykp6Flm2t4GOOeYYXC7XHkXjQHaQamxmzJjBQw89RHl5OS6XC5/Px7PPPkvnzp2tjnZAfvjhB2699VbKy8tp1qwZ48ePp2PHjlbHOmjjxo3j3XffZfPmzWRnZ5OVlcXMmTOtjtUgK1asYOjQobRv3x6v1wtA69atmThxosXJDs7mzZu56qqrCAQCOBwOmjdvzl/+8hcOO+ywpGeRwi6EEDYjQzFCCGEzUtiFEMJmpLALIYTNSGEXQgibkcIuhBA2I4VdCCFsRgq7EELYjBR2IYSwmf8HTmkMU5kuko8AAAAASUVORK5CYII=\n", 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\n", + "image/png": 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\n", 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