{"cells": [{"cell_type": "code", "execution_count": 1, "metadata": {"school_cell_uuid": "9649b20ae9304cbaa9da99e551bbdc9a"}, "outputs": [], "source": ["mu = [0.1, 0.1, 0.1, 0.1, 0.3, 0.3]\n", "rv = sp.stats.multinomial(1, mu)"]}, {"cell_type": "code", "execution_count": 2, "metadata": {"school_cell_uuid": "386a803e50b840a3b43b0255405563d2"}, "outputs": [{"data": {"image/png": 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"text/plain": ["<Figure size 2400x1500 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["xx = np.arange(1, 7)\n", "xx_ohe = pd.get_dummies(xx)\n", "\n", "plt.bar(xx, rv.pmf(xx_ohe.values))\n", "plt.ylabel(\"P(x)\")\n", "plt.xlabel(\"\ud45c\ubcf8\uac12\")\n", "plt.title(\"\uce74\ud14c\uace0\ub9ac\ubd84\ud3ec\uc758 \ud655\ub960\uc9c8\ub7c9\ud568\uc218\")\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 3, "metadata": {"school_cell_uuid": "f58b3c3352e14d3596bcc803967828c6"}, "outputs": [{"data": {"text/plain": ["array([[0, 0, 0, 0, 0, 1],\n", "       [0, 0, 0, 0, 1, 0],\n", "       [0, 0, 0, 1, 0, 0],\n", "       [0, 0, 0, 0, 0, 1],\n", "       [0, 0, 1, 0, 0, 0]])"]}, "execution_count": 3, "metadata": {}, "output_type": "execute_result"}], "source": ["np.random.seed(1)\n", "X = rv.rvs(100)\n", "X[:5]"]}, {"cell_type": "code", "execution_count": 4, "metadata": {"school_cell_uuid": "5d92491dd9d547348704daa643bb0ca9"}, "outputs": [{"data": {"image/png": 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, "text/plain": ["<Figure size 2400x1500 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["y = X.sum(axis=0) / float(len(X))\n", "plt.bar(np.arange(1, 7), y)\n", "plt.title(\"\uce74\ud14c\uace0\ub9ac\ubd84\ud3ec\uc758 \uc2dc\ubbac\ub808\uc774\uc158 \uacb0\uacfc\")\n", "plt.xlabel(\"\ud45c\ubcf8\uac12\")\n", "plt.ylabel(\"\ube44\uc728\")\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 5, "metadata": {"school_cell_uuid": "cc19202f9c894215a773cadff42605d4"}, "outputs": [{"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>\ud45c\ubcf8\uac12</th>\n", "      <th>\uc720\ud615</th>\n", "      <th>\ube44\uc728</th>\n", "    </tr>\n", "  </thead>\n", "  <tbody>\n", "    <tr>\n", "      <td>0</td>\n", "      <td>1</td>\n", "      <td>\uc774\ub860</td>\n", "      <td>0.10</td>\n", "    </tr>\n", "    <tr>\n", "      <td>1</td>\n", "      <td>1</td>\n", "      <td>\uc2dc\ubbac\ub808\uc774\uc158</td>\n", "      <td>0.10</td>\n", "    </tr>\n", "    <tr>\n", "      <td>2</td>\n", "      <td>2</td>\n", "      <td>\uc774\ub860</td>\n", "      <td>0.10</td>\n", "    </tr>\n", "    <tr>\n", "      <td>3</td>\n", "      <td>2</td>\n", "      <td>\uc2dc\ubbac\ub808\uc774\uc158</td>\n", "      <td>0.15</td>\n", "    </tr>\n", "    <tr>\n", "      <td>4</td>\n", "      <td>3</td>\n", "      <td>\uc774\ub860</td>\n", "      <td>0.10</td>\n", "    </tr>\n", "    <tr>\n", "      <td>5</td>\n", "      <td>3</td>\n", "      <td>\uc2dc\ubbac\ub808\uc774\uc158</td>\n", "      <td>0.13</td>\n", "    </tr>\n", "    <tr>\n", "      <td>6</td>\n", "      <td>4</td>\n", "      <td>\uc774\ub860</td>\n", "      <td>0.10</td>\n", "    </tr>\n", "    <tr>\n", "      <td>7</td>\n", "      <td>4</td>\n", "      <td>\uc2dc\ubbac\ub808\uc774\uc158</td>\n", "      <td>0.07</td>\n", "    </tr>\n", "    <tr>\n", "      <td>8</td>\n", "      <td>5</td>\n", "      <td>\uc774\ub860</td>\n", "      <td>0.30</td>\n", "    </tr>\n", "    <tr>\n", "      <td>9</td>\n", "      <td>5</td>\n", "      <td>\uc2dc\ubbac\ub808\uc774\uc158</td>\n", "      <td>0.33</td>\n", "    </tr>\n", "    <tr>\n", "      <td>10</td>\n", "      <td>6</td>\n", "      <td>\uc774\ub860</td>\n", "      <td>0.30</td>\n", "    </tr>\n", "    <tr>\n", "      <td>11</td>\n", "      <td>6</td>\n", "      <td>\uc2dc\ubbac\ub808\uc774\uc158</td>\n", "      <td>0.22</td>\n", "    </tr>\n", "  </tbody>\n", "</table>\n", "</div>"], "text/plain": ["    \ud45c\ubcf8\uac12     \uc720\ud615    \ube44\uc728\n", "0     1     \uc774\ub860  0.10\n", "1     1  \uc2dc\ubbac\ub808\uc774\uc158  0.10\n", "2     2     \uc774\ub860  0.10\n", "3     2  \uc2dc\ubbac\ub808\uc774\uc158  0.15\n", "4     3     \uc774\ub860  0.10\n", "5     3  \uc2dc\ubbac\ub808\uc774\uc158  0.13\n", "6     4     \uc774\ub860  0.10\n", "7     4  \uc2dc\ubbac\ub808\uc774\uc158  0.07\n", "8     5     \uc774\ub860  0.30\n", "9     5  \uc2dc\ubbac\ub808\uc774\uc158  0.33\n", "10    6     \uc774\ub860  0.30\n", "11    6  \uc2dc\ubbac\ub808\uc774\uc158  0.22"]}, "execution_count": 5, "metadata": {}, "output_type": "execute_result"}], "source": ["df = pd.DataFrame({\"\uc774\ub860\": rv.pmf(xx_ohe.values), \"\uc2dc\ubbac\ub808\uc774\uc158\": y},\n", "                  index=np.arange(1, 7)).stack()\n", "df = df.reset_index()\n", "df.columns = [\"\ud45c\ubcf8\uac12\", \"\uc720\ud615\", \"\ube44\uc728\"]\n", "df.pivot(\"\ud45c\ubcf8\uac12\", \"\uc720\ud615\", \"\ube44\uc728\")\n", "df"]}, {"cell_type": "code", "execution_count": 6, "metadata": {"school_cell_uuid": "72ab4bcdc9b74eb5a4935db691bfdefb"}, "outputs": [{"data": {"image/png": 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"text/plain": ["<Figure size 2400x1500 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["sns.barplot(x=\"\ud45c\ubcf8\uac12\", y=\"\ube44\uc728\", hue=\"\uc720\ud615\", data=df)\n", "plt.title(\"\uce74\ud14c\uace0\ub9ac\ubd84\ud3ec\uc758 \uc774\ub860\uc801 \ubd84\ud3ec\uc640 \uc2dc\ubbac\ub808\uc774\uc158 \ubd84\ud3ec\")\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"image/png": 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"text/plain": ["<Figure size 2400x1500 with 2 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["from sklearn.datasets import load_iris\n", "\n", "iris = load_iris()\n", "df = pd.DataFrame(iris.data, columns=iris.feature_names)\n", "df[\"\ud488\uc885\"] = pd.Series(iris.target, dtype=\"category\")\n", "\n", "df1 = df[df[\"petal width (cm)\"] > 1.5]\n", "df2 = df[df[\"petal width (cm)\"] <= 1.5]\n", "\n", "fig, ax = plt.subplots(1, 2)\n", "sns.countplot(x=\"\ud488\uc885\", data=df1, ax=ax[0]).set_title(\"\uaf43\uc78e \ud3ed > 1.5cm\")\n", "sns.countplot(x=\"\ud488\uc885\", data=df2, ax=ax[1]).set_title(\"\uaf43\uc78e \ud3ed <= 1.5cm\")\n", "plt.tight_layout()\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 8, "metadata": {"school_cell_uuid": "6370ae8667ac412780d1dda631317a07"}, "outputs": [{"data": {"text/plain": ["array([[ 3,  4,  3,  3,  8,  9],\n", "       [ 3,  3,  5,  6,  6,  7],\n", "       [ 4,  3,  3,  5,  5, 10],\n", "       [ 1,  0,  5,  5, 12,  7],\n", "       [ 7,  4,  2,  3,  5,  9],\n", "       [ 3,  1,  6,  3,  8,  9],\n", "       [ 2,  4,  3,  3,  5, 13],\n", "       [ 3,  3,  3,  6,  8,  7],\n", "       [ 2,  3,  4,  1, 11,  9],\n", "       [ 4,  2,  1,  2, 10, 11]])"]}, "execution_count": 8, "metadata": {}, "output_type": "execute_result"}], "source": ["N = 30\n", "mu = [0.1, 0.1, 0.1, 0.1, 0.3, 0.3]\n", "rv = sp.stats.multinomial(N, mu)\n", "\n", "np.random.seed(0)\n", "X = rv.rvs(100)\n", "X[:10]"]}, {"cell_type": "code", "execution_count": 9, "metadata": {"school_cell_uuid": "911bcf3504d442059776f597c3a92eaf"}, "outputs": [{"data": {"image/png": 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3f2MVdeyoqkcm+b0kleSEVV57rfZm6FrxiSS/3d2XTuk6m9k7k9x5tH3rqjq5u7+yzrEelAMnE9++kcLm6CeW7F85w8Tx38+hli2hqq6U5ElJ7phh4vZQvwe7Ug4MD3xzNM71MnS3OXKZ19xwo3UexNJJ7412Frlwyf6VNzjeevxiktPG9l/Y3edU1ZMyLC9zfIb/Tn+a/UuDJPluEO/VWV3dJ02k2imoqjsk+bMMyzntc16Se3b3J0f7P5zktrOubYKuP7b95blVAQAAKxCSAAAAYJ9rV9XBJmYu6u6zV3jtz4xt/9tqAxL7dPeu0UTZvq4KV0ty7yRvXOUQZ3f3P63lmgep4x1J3rHRcTikNyb5/Qzhhn3LrPzKWgepqhOSPGPs0DlJPjSJAufggcsce0KEJDbiDUnuvoHX//voz59I8jsbL2dNloYkvrPB8ZYuJ3SlZc+akqq6eYYA2j7nJ3luknT3Z6vq6UlePHruvlX1q939grHzT0rysJkUOwVVdWyG99Cv5sAOIWcn+fHuPmvs2CWzrG01qurnklwryeVJXtXdS99P48ZDEudOtTAAAFinbYc+BQAAgAXx2CQfPMjjrKq67gqvPWVs+y3ruXh3n5FhGYZ9vv8gp3KY6+7OgZ0/nlRVd1nLGFV1RIY7zk8eO/zs7p7nEgnrMppAPnWZp+5VVTdb5jiHUFVXz/oDEpdnWALobyZX0ZotfR+vZemF5SztgjGzz8moo8ebcmDw43HdffG+ne7+Xznw7/t5VTUeHFptV6FNp6oelKFz0NNy4O9i35jktCUBiSR5SpKbZug2sdrHz02x/hOT/EWS5yd5UZZ0+VjGeDcWIQkAADYlnSQAAABYjSOSXGGF58efu/igZx3a+N2pM73TmZl7RoZuIVfM8PuJv62qnxl181jRaNL1T5I8ZOzw6Rna8R+OHjy2vSfJBUmunmFC9bcyxQnQ5VTVw5O8KofHzTW7kzyiu1+z5Ph1luz/YYbOEiuFA/Zm6Njw+SXL4Lw9ybNy8OU2HrGWgldp6Z36G13+Z+n36UaX71iVqjoyyWsyLGG0zwu6+83LnP7oJN+XISC3Lclrq+pB3f3W7r6wqk7L6v5duFWSF26w9A2rqjtlCBbcfslTlyT5ze5+8fe+KunuyzJ0mFjLtVYKMW7U0t8fb1+hju1Jrj126ItruM7Tq+oXDvLc+UnuMvq7AQCADROSAAAAYJ+v5ODrh1+QlSc7zs3+u0dvsZ6Lj9qR32js0DnrGYfDQ3d/vqp+OkPnkSOTnJjkrVX1mgyTqB9b+pqqumqSn89wR/b4JPiXk9y/u/dMv/LJqqqjkzx+7NC7Mvyd/O/R/s9U1R929ydmWNaNc3gEJJLhvbNct42lv/N6Z3d/cD0X6O5zkjxnueeq6s6ZTkhiaYjhpA2Od80l+xdtcLxDGk2YvybJfcYO/0uSpy93fnd/u6oekOQDGb4PjskQnnpkd7+uuz+8yuturPANGHW4uXeGZTXuvMwpb0vyxO7+wizrmqFTcuBn74w1vPakHPx9fpMkV0ny1XXWBQAABxCSAAAAYJ+Xd/dvr/O170pyh9H2w6rqOd39lTWO8egc2JHi3eusZWFU1fuS/MjqTq2Nttf/4EEmHy9Pco/ufu9aB+zut43Wun9lkuMzTMz/fJKfr6qvJvlUkguTHJchhPMD+d7J+7MyBCQO17buD8uBgY9XJHlzhknWG2X4eV+U5K4zrOk/M3S0OByCEruTfGYV5x1uy7B8OcNn6+jR/g02ON7S5Vw+u8HxVlRVx2RYPuO+Y4c7yU91966Dva67z6qq+yZ5Z4bvhKMzdJS4TYbuCzunWPa6jcIRj8oQ4Lr5MqecmaH+N860sNn7gbHtyzJ8P0/CZRk6cAAAwEQISQAAADAJr8wwOXRskisneWNV3bu7L1jNi6vqLhnaku/zD929ljtQV2WLLCMw7pRZFbOCo5OcvN4Xd/dfVtWnMryHfmjsqWuNHgezO8mfJ/ml7l66NMHh5FfHts9J8sbu3lVVv5ZheYgkuctoKZLXzaKg7v7zDH+3q1JVV8iBy0M8obtftobX/32Gu++T5L3dfefVvnar6u7dVfXZDMtPJMlNNzjk0g4/U+tMUlWnJHltktPGDp+ZYbmEQ3YC6O73V9X9krwp+5cZ+bUk966qx3b3v0y65gmoDN9hS30pyW8neVV3757i9ZeGRy6f4rVWcrux7U+vFIhZxnOz/N9hklx4mH/PAwCwyQhJAAAAsGHd/YWqekb2rwP/X5J8tKp+M8lfH2wd8aq6dpKnJnlK9q9z/s0kj51SqVthGYFxpyf54XWOvz3Dndr7XJz13W1/eZINtY4fLSVxu6q6d4alJ+6SA7uKjPtckrcm+aPuPnsj1523qnpwDpy8/p/7JhW7+2+r6h1J7jV67kVV9e7uPn/WdTI3n8z+kMQdVjpxFe4+tn1Od1+4wfGWVVWPTvLi7A83JMOSC3ddTUBin+5+V1X9WIauKlcfHT41ybOS3HNC5U5Md59ZVe9PcqfRoTOSvCDJ/z3Yv38T9h9J7p+h684lGd4783Drse2PrPG1F3T3VDucAADAPkISAAAATER3/1FVXS3JM0eHrpvhbvQXjyaPPp3kGxkm56+Z5DYZ7jodDy1ckOQnprhe+5ZaRqC7773S8yupqp9OMt6ZoNYyiTkN3f3WJG+tqu1JfjBDh4qrJdmR5GtJzu7uz82xxImpqitmf6goSc5N8vIlpz02w2TnlTNMFL8iyU/OpEA2g3clecho+2pV9X3d/em1DlJVV82BXVreOonilrnOdfO9nQDekuSR3X3RWsfr7n+rqtOS/GWSO2bolvD0DRc6PU/L0PHiz5L8fXfPbImXUbjqzbO63gqelOG7+6Qkb5tzLQAAcFBCEgAAAExMd//3qvpIkhcluc7o8IlJ7jN6rOQdSZ44zUnwtS4jsBpV9dUMoY8keUF3/9okx19E3b0zyYfmXceU/U72f0aS5Fndfen4Cd19blX9UpJXjw7dt6qe0t0vnlGNzNfSMMPPJ3nGOsZ5dIbONPv87borWsHo/frHGbrB7EzyjO5+wQbH/GJV3SnDz3Bpd6+1O8HMdPe/J/mpedcxT939qSSfmncdAABwKEISAAAAC6CqTkpyUnev2JlgErr7DVX19iQ/k+RRGbpFbD/I6RckeXuSl3f3P0+7NtgMquq2SZ48dug/Mtx9/j26+8+q6oHZ30HiBVX10e5+35TLZM66+8tLlnB4VFU9u7t3rHaMUVeWJ44d+mKSf5pcld/jlzN0fvnLUWhgw0YdGZZ2qDhsVNUDkvxNDgyqTNruDJ2aPpTk17p7XsttAADAYUFIAgAAYP6WtuRe1/9Xq6rjk9wgyQ2T3CjJzUeP709y7dE5N+/uXnelq9Td38kwqfXKqjo2yS2TXCtDV4mdSS7MsHSC9cdZKKPA0viE6c4kj+3uPSu87L9lmPy8fobvh9dX1Q9391lTLXYZVfW3SR5wiNNeWlUvXecl/mtV7ftOvDTJ2Ule0d0vWud4h7s/yP6OEtdM8qwkv7mG1z8zw78H+zxntDTDVIwCHL88rfEPU9fJdAMSGY1/UpJ7JrlpVd1slst9AADA4UZIAgAAYP6+tWT/V6rqNUkuS7IrybYkxyQ5LslVMkyEXHXsz+tkCEdcfRXXulWSqYckxo0mzT4whaHfmSEQsjvJR6cwPkxUVW1L8toM79t9fqO7P7HS67r7a6O70d+f4Xvg6kneVVV36u4vTqveg7j+DK91XJJbJPmjqurufscMr50kqarrJjlt9Diuu582y+t399uq6vTR9ZPkaVX1jtV0EqmqH82BgYqzkrxqCmWysrOSnJPpBSWOyPCdsK9j002SXG90TQAAYBlCEgAAAPPXGQIRx4z2HzJ6TNIlST6Y5GMTHnduuvtekxxv1InjSkl2d/fXJjk28zFaauCUJDdO8vZp3kG/Sr+b5B5j+2/o7heu5oXd/eGqekyGkEUyhBX+saru0d2fm3CdK3l/kivM4DonJLnu2P6PJFlLSGL3kv1rL3dSVR2docvNtUbn3CzDe+aUJKdmSfisql7U3eeuoY5JeESGoNnxGX6X97aqul93v/tgL6iqH0vypuyfOL80yUM3wWcgVXWtDP9t9yb5dHdfOueSpqq735khyDg1VfWgJK8fO3RShCQAAOCghCQAAADmrLsvqaqXJfmlDQ61O8lXknx+9DgryRlJPp3kzO5eOmk4F1V1syR3zXCH+M0yTGBfKcOk6HEZAiPfTvLNJJ/L8HN8PMl7pry8wLkZOnWkqh7d3e643uRGE9zXztBN5XoZOjTse9w4wzID+3738eNZ2yT7RFXVLyd5xtihzyR59FrG6O7XVdUtkzx9dOimSf61qu7V3TMJQHX3zJZSqKrPZPiOSEafzTX4+pL9V1bV05IcneTYDKG0EzIsAbQWN8nwXTEz3f2pqnp8kr8YHTohyf+rqldn6Azxoe7eUVXHZOg48Zgkj8zQhSgZwgiP6+6PzLLuFbw7yfeNtp+X5DfmWMtWccGS/Wkv77FqVXVkhu/j70tymyRf6+7/Pd+qAABYdEISAAAAm8NTM3R5uE+GSd99d//uyhAauDTJxRkmQvY9Lhz9eX6SLyX56mYJQixVVddL8vgkD88wmb2S40ePa2SYIP3unfdVdU6SVyf5kynczT0+CXvShMdeeFV15SQnj3a3jR7bR4+jcuDk9bGjxwkZuhacmOG/z1WSXC3D3f0nj7aPWGUJN5nEz7EeVfXYJOMdI76V5Ke6++K1jtXdz6iqq2eYCE+GDggvS3KHDRe6+Yz//Ww76FnL6O4vjkIWp4wOHZthuaG12psh0PKhJP+a5N/XMcaGdff/rao9SV6RIUy2LUPI5tFJUlXj3YjGXZLkEd39hlnVugonHGR7Ui45xD4bc+ToO+jEsce+JcBOyvC9vC+8dt0M39Xjv4M+L4mQBAAAcyUkAQAAsAl0954MdwRvqe4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"text/plain": ["<Figure size 2400x1500 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["df = pd.DataFrame(X).stack().reset_index()\n", "df.columns = [\"\uc2dc\ub3c4\", \"\ud074\ub798\uc2a4\", \"\ud45c\ubcf8\uac12\"]\n", "\n", "sns.violinplot(x=\"\ud074\ub798\uc2a4\", y=\"\ud45c\ubcf8\uac12\", data=df, inner=\"quartile\")\n", "sns.swarmplot(x=\"\ud074\ub798\uc2a4\", y=\"\ud45c\ubcf8\uac12\", data=df, color=\".3\")\n", "plt.title(\"\ub2e4\ud56d\ubd84\ud3ec\uc758 \uc2dc\ubbac\ub808\uc774\uc158 \uacb0\uacfc\")\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 10, "metadata": {"school_cell_uuid": "f31c17c652fd4ed6b51296471540e92e"}, "outputs": [{"data": {"image/png": 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ZZt8rtSfDLAsfSvKs7r5kjfrZyN6S5Hsm27etqut29xdW2dYPZeEg3ZvGFDZH91m0f80MA7L/PIdatoSqukaSxyX5jgwDogf7/dI1snBQ/quTdq6fYTaWQ5e45pvH1rkfiweTx86EccGi/WuObG81/k+S20/tv7C7z6qqx2VYZuToDP+d/iT7lohI8r8Bt1dleXUfP5Nq10BV3TnJn2ZY1mevc5Pcq7s/PNn/ziR3WO/aZugGU9ufn1sVAABwAMIHAAAAa+/kqtrfgMeF3f3JA1z741Pb71pu8GCv7t41GYDaOwvACUnum+R1y2zik9399pX0uZ863pzkzWPb4aBel+Q3M4QG9i638YsrbaSqjknytKlDZyV53ywKnIMfXOLYYyJ8MMZrk9xzxPX/PfnzPkl+fXw5K7I4fPCNke0tXlbmGkuetUaq6uYZgl17nZfkt5Okuz9RVU9N8uLJe/evql/q7hdMnX98kp9Yl2LXQFUdmeEz9EtZOKPFJ5N8f3efOXXs4vWsbTmq6qeSnJTk8iSv7O7Fn6dp0+GDc9a0MAAAWKVDDn4KAAAAIz0qyXv38zqzqq53gGtPmdp+/Wo67+4zMkzHv9e37OdUNrnu7iycqeJxVXW3lbRRVTsyPCF93anDz+7ueU6VvyqTgdlTl3jr3lV1syWOcxBVde2sPnhweYalYP52dhWt2OLP8Uqm4F/K4lkb1u37ZDIDxT9kYaDiZ7v7or073f0HWfj3/byqmg7kLHcWnA2nqn4ow0w3T87C33G+LsntFwUPkuTxSW6aYXaE5b5+ag3rPzbJnyd5fpIXZdGsFEuYnj1E+AAAgA3JzAcAAADztSPJ1Q7w/vR7F+33rIObfppyXZ/MZd09LcPsFlfP8O/+v6+qH5/MPnFAk8HMP07y4KnDp2WYln0z+pGp7SuTnJ/k2hkGKn8taziwuJSqekiSV2ZzPAyyO8lDu/vVi45/06L938kwE8KBBt33ZJhh4DOLlkN5U5JnZv/LLjx0JQUv0+Iny8cuA7P4fjp2GYdlqapDk7w6w1I2e72gu/9xidMfkeQWGYJnhyR5TVX9UHe/obsvqKrbZ3k/F26T5IUjSx+tqu6SYcD+ToveujjJr3T3i696VdLdl2WYEWElfR0oHDjW4t/L7jxAHTuTnDx16OwV9PPUqvq5/bx3XpK7Tf5uAABgNOEDAACAtfeF7H995vNz4EGEc7LvacdbrqbzybTUN5o6dNZq2mFz6O7PVNWPZZgp49AkxyZ5Q1W9OsPg5AcXX1NVxyX56QxPEE8PLn8+yQO7+8q1r3y2qurwJI+eOvTWDH8nfzjZ//Gq+p3u/tA6lnXjbI7gQTJ8dpaaHWLx75Le0t3vXU0H3X1Wkucs9V5VfU/WJnywOBxw/Mj2Tly0f+HI9g5qMhD96iT3mzr8n0meutT53f31qnpQkvdkuB8ckSGU9LDu/svuPn2Z/Y4rfITJjCz3zbC8wvcsccobkzy2uz+7nnWto1Oy8HvvjBVce3z2/zm/SZJrJfniKusCAIAFhA8AAADW3su6+1mrvPatSe482f6JqnpOd39hhW08IgtnUHjbKmvZNqrqnUm+a3mn1thp1t+7n0G9y5N8X3e/Y6UNdvcbJ2uJvyLJ0RkGvH86yU9X1ReTfCTJBUmOyhBuuVWuOih+ZobgwWad3vsnsjBI8fIk/5hh8PJGGb7eFyW5+zrW9KkMMzBshgDC7iQfX8Z5m205js9n+N46fLJ/w5HtLV7W4xMj2zugqjoiwzIK95863El+uLt37e+67j6zqu6f5C0Z7gmHZ5gB4XYZZgu4Yg3LXrVJ6ODhGYJRN1/ilI9lqP9161rY+rvV1PZlGe7Ps3BZhhkjAABgJoQPAAAANrZXZBh0OTLJNZO8rqru293nL+fiqrpbhump9/qX7l7JE5PLskWmk592ynoVcwCHJ7nuai/u7r+qqo9k+Ax929RbJ01e+7M7yZ8leUJ3L56ifjP5pants5K8rrt3VdWTMiwTkCR3myxJ8ZfrUVB3/1mGv9tlqaqrZeEyAY/p7peu4Pp/zvC0eJK8o7u/Z7nXblXdvbuqPpFhGYIkuenIJhfPSLNmM2lU1SlJXpPk9lOHP5Zh2vyDPrne3f9RVQ9I8g/Zt9zEk5Lct6oe1d3/OeuaZ6Ay3MMW+1ySZyV5ZXfvXsP+F4cyLl/Dvg7kjlPbHz1Q0GQJv52l/w6T5IJNfp8HAGCDET4AAADYwLr7s1X1tOxbZ/vbk3ygqn4lyd/sb53mqjo5yROTPD771pH+apJHrVGpW2E6+WmnJfnOVba/M8OTxXtdlNU9HX55klFTiE+WFLhjVd03wxIEd8vCWTCmfTrJG5L8fnevaF30jaaqfiQLB4V/b+9gXXf/fVW9Ocm9J++9qKre1t3nrXedzM2Hsy98cOcDnbgM95zaPqu7LxjZ3pKq6hFJXpx9oYFkmHr/7ssJHuzV3W+tqu/NMAvItSeHT03yzCT3mlG5M9PdH6uq/0hyl8mhM5K8IMlf7O/n34y9O8kDM8wSc3GGz8483HZq+/0rvPb87l7TGTkAAGAv4QMAAIANrrt/v6pOSPL0yaHrZXh6+sWTQZmPJvlKhkHvE5PcLsNTktNhgPOT3GcN18PeUtPJd/d9D/T+gVTVjyWZfpK+VjI4uBa6+w1J3jBZK/5bM8yocEKSS5N8Kcknu/vTcyxxZqrq6tkX1kmSc5K8bNFpj8owiHjNDAOwL0/yA+tSIBvBW5M8eLJ9QlXdors/utJGquq4LJxV5A2zKG6Jfq6Xqz65/vokD+vuC1faXne/q6pun+SvknxHhqf7nzq60LXz5AwzNPxpkn/u7nVb6mMSWvrH9ervAB6X4d59fJI3zrkWAADYL+EDAACATaC7n1FV78+wRv3edeyPTXK/yetA3pzksWs5uLzS6eSXo6q+mCFMkSQv6O4nzbL97Wiyrvv75l3HGvv17PseSZJndvcl0yd09zlV9YQkr5ocun9VPb67X7xONTJfi0MCP53kaato5xEZZlLZ6+9XXdEBTD6v/y/D7CVXJHlad79gZJtnV9VdMnwNl3T3Sp+mXzfd/d9JfnjedcxTd38kyUfmXQcAAByM8AEAAMAIVXV8kuO7+4BP0s9Cd7+2qt6U5MeTPDzD7AY793P6+UnelORl3f3va10bbARVdYckPz916N0Znpa+iu7+06r6weyb8eAFVfWB7n7nGpfJnHX35xdN5f/wqnp2d1+63DYms4g8durQ2UnePrsqr+IXMsxU8leTwfjRJjMILJ5RYdOoqgcl+dssDIDM2u4MMwu9L8mTunteyy4AAMCmIHwAAABsZYunZl7Vv4Gq6ugkN0zyzUlulOTmk9e3JDl5cs7Nu7tXXekydfc3MgwWvaKqjkxy6yQnZZgF4YokF2SYQt/6zmwrkyDQ9EDkFUke1d1XHuCyn8kwqHiDDPeHv6uq7+zuM9e02CVU1d8nedBBTvujqvqjVXbx3VW19554SZJPJnl5d79ole1tdr+VfTMgnJjkmUl+ZQXXPz3Dz4O9njOZon9NTIIRv7BW7W9S35S1DR5k0v7xSe6V5KZVdbP1XPYBAAA2G+EDAABgK/vaov1frKpXJ7ksya4khyQ5IslRSa6VYYDhuKk/vylD6ODay+jrNknWPHwwbTIY9Z41aPotGYIWu5N8YA3ah5mqqkOSvCbD53avX+7uDx3ouu7+0uTp6f/IcB+4dpK3VtVduvvstap3P26wjn0dleSWSX6/qrq737yOfSdJqup6SW4/eR3V3U9ez/67+41Vddqk/yR5clW9eTkzX1TVXbMwqHBmkleuQZkc2JlJzsraBRB2ZLgn7J1h6CZJrj/pEwAAWILwAQAAsJV1hqDBEZP9B09es3Rxkvcm+eCM252b7r73LNubzBxxjSS7u/tLs2yb+ZhMOX9KkhsnedNaPvG9TM9N8n1T+6/t7hcu58LuPr2qHpkhvJAMIYB/rarv6+5Pz7jOA/mPJFdbh36OSXK9qf3vSrKS8MHuRfsnL3VSVR2eYVaWkybn3CzDZ+aUJKdmUairql7U3eesoI5ZeGiGANfRGX5H9saqekB3v21/F1TV9yb5h+wbkL4kyY9ugO+BVNVJGf7b7kny0e6+ZM4lranufkuGgOCaqaofSvJ3U4eOj/ABAADsl/ABAACwZXX3xVX10iRPGNnU7iRfSPKZyevMJGck+WiSj3X34sG4uaiqmyW5e4Ynmm+WYWD4GhkGG4/KEMT4epKvJvl0hq/jf5L82xpPM39OhpklUlWP6G5PCG9wk4HjkzPM/nH9DDMK7H3dOMN083t/p/D9Wdng9UxV1S8kedrUoY8necRK2ujuv6yqWyd56uTQTZP8V1Xdu7vXJVjU3es2pX5VfTzDPSKZfG+uwJcX7b+iqp6c5PAkR2YIex2TYSmYlbhJhnvFuunuj1TVo5P8+eTQMUn+v6p6VYaZDN7X3ZdW1REZZkh4ZJKHZZg1JxkG+X+2u9+/nnUfwNuS3GKy/bwkvzzHWraK8xftr/UyD8tWVYdmuB/fIsntknypu/9wvlUBALDdCR8AAABb3RMzzEpwvwyDqXufVt2VYTD+kiQXZRhg2Pu6YPLneUk+l+SLGyVgsFhVXT/Jo5M8JMMg8YEcPXldJ8PA4/8+KV5VZyV5VZI/XoOnj6cHN4+fcdvbXlVdM8l1J7uHTF47J6/DsnBQ+MjJ65gMT9kfm+G/z7WSnJDhafTrTrZ3LLOEm8zi61iNqnpUkukZDr6W5Ie7+6KVttXdT6uqa2cYYE6GJ/ZfmuTOowvdeKb/fg7Z71lL6O6zJ+GFUyaHjsyw7MxK7ckQFHlfkv9K8t+raGO07v6LqroyycszhLQOyRBeeUSSVNX07DnTLk7y0O5+7XrVugzH7Gd7Vi4+yD7jHDq5Bx079dq7FNTxGe7Le0Nh18twr57+3e65SYQPAACYK+EDAABgS+vuKzM8wbqlnrafLGXw7CS/mP0/iXl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"text/plain": ["<Figure size 2400x1500 with 1 Axes>"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["plt.boxplot(X)\n", "plt.title(\"\ub2e4\ud56d\ubd84\ud3ec\uc758 \uc2dc\ubbac\ub808\uc774\uc158 \uacb0\uacfc\")\n", "plt.xlabel(\"\ud074\ub798\uc2a4\")\n", "plt.ylabel(\"\ud45c\ubcf8\uac12\")\n", "plt.show()"]}], "metadata": {"celltoolbar": "Edit Metadata", "kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0"}, "toc": {"base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false}}, "nbformat": 4, "nbformat_minor": 1}