{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "5238ec09307a4b1bb42ca4d5a2d8438b"
},
"source": [
"# Seaborn을 사용한 데이터 분포 시각화"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "76f9e954596449f7ae620ca6502ba440"
},
"source": [
"Seaborn은 Matplotlib을 기반으로 다양한 색상 테마와 통계용 차트 등의 기능을 추가한 시각화 패키지이다. 기본적인 시각화 기능은 Matplotlib 패키지에 의존하며 통계 기능은 Statsmodels 패키지에 의존한다. Seaborn에 대한 자세한 내용은 다음 웹사이트를 참조한다.\n",
"\n",
"* https://seaborn.github.io/ "
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "930badb455d64bc8bffda761238156e7"
},
"source": [
"## 스타일"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "fff4ba346f824d6da628425ccb9cc42c"
},
"source": [
"Seaborn을 임포트하면 색상 등을 Matplotlib에서 제공하는 기본 스타일이 아닌 Seaborn에서 지정한 기본 스타일로 바꾼다. 따라서 동일한 Matplotlib 명령을 수행해도 Seaborn을 임포트 한 것과 하지 않은 플롯은 모양이 다르다. 자세한 내용은 다음 문서를 참조한다.\n",
"\n",
"* http://seaborn.pydata.org/tutorial/aesthetics.html\n",
"\n",
"`set` 명령으로 색상, 틱 스타일 등 전반적인 플롯 스타일을 Seaborn 기본 스타일로 바꾼다.\n",
"`set_style` 명령은 틱 스타일만 바꿀 수 있다. `darkgrid`, `whitegrid`, `dark`, `white`, 그리고 `ticks` 스타일을 제공한다.\n",
"\n",
"`set_color_codes` 명령으로는 기본 색상을 가리키는 문자열을 바꾼다. \n",
"예를 들어 `set_color_codes` 명령이 적용되기 이전과 이후에 `red` 문자열이 가리키는 실제 색상 코드는 다르다.\n",
"\n",
"* `set`: http://seaborn.pydata.org/generated/seaborn.set.html\n",
"* `set_style`: http://seaborn.pydata.org/generated/seaborn.set_style.html\n",
"* `set_color_codes`: http://seaborn.pydata.org/generated/seaborn.set_color_codes.html"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"school_cell_uuid": "dfd6587b949b4cc4aedf3b15036f67a7"
},
"outputs": [],
"source": [
"import seaborn as sns\n",
"sns.set()\n",
"sns.set_style('whitegrid')\n",
"sns.set_color_codes()\n",
"\n",
"mpl.rc('font', family='nanumgothic')\n",
"mpl.rc('axes', unicode_minus=False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "ce7c2802980a4b20a2b720bf98be3851"
},
"source": [
"## 색상 팔렛트"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "65d05b1c825d495cbd0860db7e2490ab"
},
"source": [
"Seaborn은 스타일 지정을 위한 색상 팔렛트(color palette)라는 것을 지원한다. 색상 팔렛트는 Matplotlib의 칼라맵(colormap)으로 사용할 수도 있다. 자세한 내용은 Seaborn의 문서를 참조한다.\n",
"\n",
"* http://seaborn.pydata.org/tutorial/color_palettes.html"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"school_cell_uuid": "ea7dd92807604938a8a6841051ac85c3"
},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"current_palette = sns.color_palette()\n",
"sns.palplot(current_palette)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"school_cell_uuid": "6ce41f9771b1450d8e0f94b6e757ca0d"
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.palplot(sns.color_palette(\"Blues\"))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"school_cell_uuid": "f34b84e54a5f4bd09812773a32e7bc99"
},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.palplot(sns.dark_palette(\"muted purple\", input=\"xkcd\"))"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "3dcc8471ecff48b1ac0283db3c91be05"
},
"source": [
"## 1차원 분포 플롯"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "f53ca322f1d443a28583ef12b2839e4b"
},
"source": [
"1차원 데이터는 실수 값이면 히스토그램과 같은 실수 분포 플롯으로 나타내고 카테고리 값이면 카운트 플롯으로 나타낸다."
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "96e4596ef8d84755b79181d2dd9c61e8"
},
"source": [
"우선 연습을 위한 샘플 데이터를 로드한다."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"school_cell_uuid": "71ef8e210b304355bf86174406259bfe"
},
"outputs": [],
"source": [
"iris = sns.load_dataset(\"iris\") # 붓꽃 데이터\n",
"titanic = sns.load_dataset(\"titanic\") # 타이타닉호 데이터\n",
"tips = sns.load_dataset(\"tips\") # 팁 데이터\n",
"flights = sns.load_dataset(\"flights\") # 여객운송 데이터"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "ebbc9a0ac17847ba8a18e0904fab43e5"
},
"source": [
"### 1차원 실수 분포 플롯"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "a533ed63df4c4ad681ca5791602b7788"
},
"source": [
"실수 분포 플롯은 자료의 분포를 묘사하기 위한 것으로 Matplotlib의 단순한 히스토그램과 달리 커널 밀도(kernel density) 및 러그(rug) 표시 기능 및 다차원 복합 분포 기능 등을 제공한다. 1차원 실수 분포 플롯 명령에는 `rugplot`, `kdeplot`, `distplot`이 있다."
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "34ffe7b5a0914e6cb1708b5b56734541"
},
"source": [
"러그(rug) 플롯은 데이터 위치를 x축 위에 작은 선분(rug)으로 나타내어 실제 데이터들의 위치를 보여준다.\n",
"\n",
"* `rugplot`: http://seaborn.pydata.org/generated/seaborn.rugplot.html"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"school_cell_uuid": "f3cb54e01a494312911941d71a236ef4"
},
"outputs": [],
"source": [
"x = iris.petal_length.values"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"school_cell_uuid": "209ec8f60f12433b8ffea6e045ab438b"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.rugplot(x)\n",
"plt.title(\"Iris 데이터 중, 꽃잎의 길이에 대한 Rug Plot \")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "996595d38c9d4879b685d11b6dc1ed14"
},
"source": [
"커널 밀도(kernel density)는 커널이라는 함수를 겹치는 방법으로 히스토그램보다 부드러운 형태의 분포 곡선을 보여주는 방법이다.\n",
"\n",
"* `kdeplot`: http://seaborn.pydata.org/generated/seaborn.kdeplot.html\n",
"\n",
"커널 밀도 추정에 대한 자세한 내용은 scikit-learn 패키지를 참조한다.\n",
"\n",
"* http://scikit-learn.org/stable/modules/density.html"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"school_cell_uuid": "ed90ff8b049b44f38cc9bc3510bc72da"
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(x)\n",
"plt.title(\"Iris 데이터 중, 꽃잎의 길이에 대한 Kernel Density Plot\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "bf2e506c1dde4865acc53c3c5646ead4"
},
"source": [
"Seaborn의 `distplot` 명령은 러그와 커널 밀도 표시 기능이 있어서 Matplotlib의 `hist` 명령보다 많이 사용된다.\n",
"\n",
"* `distplot`: http://seaborn.pydata.org/generated/seaborn.distplot.html"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"school_cell_uuid": "4803d6a05b3541b6a108af2ac4075a13"
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(x, kde=True, rug=True)\n",
"plt.title(\"Iris 데이터 중, 꽃잎의 길이에 대한 Dist Plot\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "8d1f60ebdee04c6691c6424fc28085f5"
},
"source": [
"### 카운트 플롯"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "d29062a7b21a4e5b9fea5fef016c6e98"
},
"source": [
"`countplot` 명령을 사용하면 각 카테고리 값별로 데이터가 얼마나 있는지 표시할 수 있다. \n",
"\n",
"* `countplot`: http://seaborn.pydata.org/generated/seaborn.countplot.html\n",
"\n",
"`countplot` 명령은 데이터프레임에만 사용할 수 있다. 사용 방법은 다음과 같다.\n",
"\n",
"```\n",
"countplot(x=\"column_name\", data=dataframe)\n",
"```\n",
"\n",
"`data` 인수에는 대상이 되는 데이터프레임을, `x` 인수에는 데이터프레임의 열 이름 문자열을 넣는다."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"school_cell_uuid": "5802acc0c4884e2e87cf8b2895bd98a9"
},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x=\"class\", data=titanic)\n",
"plt.title(\"타이타닉호의 각 클래스별, 승객 수\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"school_cell_uuid": "33addfb2a6cd4fdfa987b2995f598f01"
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x=\"day\", data=tips)\n",
"plt.title(\"요일별 팁을 준 횟수\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "57789cd3daa64c749d259fa365b92c14"
},
"source": [
"## 다차원 데이터"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "5ec0c82983bb479897c3d16b740598d6"
},
"source": [
"데이터 변수가 여러개인 다차원 데이터는 데이터의 종류에 따라 다음과 같은 경우가 있을 수 있다.\n",
"\n",
"* 분석하고자 하는 데이터가 모두 실수 값인 경우\n",
"* 분석하고자 하는 데이터가 모두 카테고리 값인 경우\n",
"* 분석하고자 하는 데이터가 모두 실수 값과 카테고리 값이 섞여 있는 경우\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "f608ae03090e4f60b05b53bfbf091d6b"
},
"source": [
"### 2차원 실수형 데이터"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "77293e4005b04b26b36826131b45dea2"
},
"source": [
"만약 데이터가 2차원이고 모두 연속적인 실수값이라면 스캐터 플롯(scatter plot)을 사용하면 된다. 스캐터 플롯을 그리기 위해서는 Seaborn 패키지의 `jointplot` 명령을 사용한다. `jointplot` 명령은 스캐터 플롯뿐 아니라 차트의 가장자리(margin)에 각 변수의 히스토그램도 그린다.\n",
"\n",
"* `jointplot`: http://seaborn.pydata.org/generated/seaborn.jointplot.html\n",
"\n",
"`jointplot` 명령도 데이터프레임에만 사용할 수 있다. 사용 방법은 다음과 같다.\n",
"\n",
"```\n",
"jointplot(x=\"x_name\", y=\"y_name\", data=dataframe, kind='scatter')\n",
"```\n",
"\n",
"`data` 인수에는 대상이 되는 데이터프레임을, `x` 인수에는 x 변수가 될 데이터프레임의 열 이름 문자열을, `y` 인수에는 y 변수가 될 데이터프레임의 열 이름 문자열을 넣는다. `kind`는 차트의 종류를 지정한다. `kind='scatter'`이면 스캐터 플롯이다."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"school_cell_uuid": "64f58ee597df44eab3ebfa0cfdfdcc5c"
},
"outputs": [
{
"data": {
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dN29ePvjgg0J5VWfu1dbWZujQoYXyG2+80dbQKIJK7XfLSCp1HDNmzMjbb7+dZOkynd/61rfKHFFLxrqOqdL73TLGOpKWSafdd989a665Zsnaaj42NU+Ct9bw4cNXWCfVoz373TKeZTueww47rHB8zTXX5NFHH13pa88666y8+uqrSZKuXbvmJz/5SVFjc48HAFQbCXSgKjz++OO58cYbkyRDhw4t+sPcqlh+n0wvWTuGSl3KcMaMGS3KgwcPXuW6ml+7fL2UR6X2u2WaJ/hramrMUqpikydPLhwPGjQoa621Vhmj+SxjXcdU6f1uGWMdr732Wp588slC+cADDyxZW/Pmzcvs2bML5UGDBq1yXca76tae/W4Zz7Id03777VdYzWLx4sX5yU9+8qX7hDc2Nub000/PTTfdVPjstNNOyzrrrFPU2NzjAQDVxh0yUPHmz5+ff/u3f0tTU1Nqamryq1/9Kl26dCl3WJ+ZpeQla8dQqUsZNn8xUFtbm/79+69yXc1f0C6bEUh5VWq/W6bSE/ysvNdee61wvPxsx08++SS33nprJkyYkFdffTWffPJJVl999ay11lrZcMMNs/XWW+e73/1ui2Uzi81Y1zFVer9bxljHNddcUzjeaKONsskmm5SsrWImk4x31a09+90ynmU7ptra2lx++eXZf//9M23atCxYsCDHHHNMjjnmmBx99NGfWWng3XffzUknndRib/Ljjz8+P/jBD4oem3s8AKDaeCsAVLzf/va3mT59epKlv6geM2ZMmSNaqvkspST5+9//nptuuilPPfVU3n///Xz88ceZN29eevTokd69e2fUqFHZcssts/vuu1fszCtafq9Tp07Nc889lyeeeCLvvPNOZs+enTlz5qRr166F/Sa33HLL7Lbbbm2aNbQyPv7448Jxt27d2rQfXa9evQrHzWc+UT6V2u+Waf6Stba2Nk888UQee+yxPPPMM/noo48ye/bs1NfXZ4011shaa62VjTfeOGPGjMmuu+7aLkkvVt6UKVMKx82X/B0/fnwuuuiizJkzp8X5DQ0NmTt3bt56663ce++9Oe+88/LjH/84Rx11VEmWezXWdUyV3u+WMdZ9tc2dOzd33HFHoXzQQQeVtL3m413ScsxqLeNd9WrvfreMZ9mOq0+fPhk/fnyOPvrovPjii1m8eHEuv/zy3HvvvTn55JPzzW9+M0uWLMkNN9zQ4u/gurq6jBs3rmQrILjHAwCqjQQ6UNGef/75wn5wAwYMyEknnVTmiP7X8sveHX300Ss8b/bs2Zk9e3befPPN3Hvvvbnggguy77775v/+3//rZWsFav69nnbaaZ97zpw5czJt2rQ89NBDueiii7LbbrvllFNOSd++fUsS14IFCwrHq6++epvqan79/Pnz21QXxVGp/W6Z5kmlhQsX5tBDD13hebNmzcqsWbPylIDJXQAAIABJREFU+uuv57bbbstvfvOb/OhHP8oxxxzTppdkFE/zl5c9e/bMokWLcuaZZ+aWW24pfF5TU5NevXqld+/emTdvXj7++OPCi/b6+vpcdtll+etf/5qrrrqqTQmfFTHWdUyV3u+WMdZ9td18882pr69PsjQ5s8cee5S0veXHpbaMec2vbWhoSGNjo1UUqkR797tlPMt2bGuvvXauu+66XHrppbnqqquyePHiTJkyJUcddVTWX3/9LFy4MG+++Wbh/HXWWScXXnhhNt1005LF5B4PAKg29kAHKtaiRYsybty4LFmyJEly5plnVtRDelNT02c+q6urS//+/TN06NAMGzYsffv2/cxMqQULFuSaa67JXnvtlUmTJrVXuKyk5b/XTp06pW/fvll33XUzfPjw9OvX7zNbCDQ2NubOO+/Mnnvumccff7wkcTV/MdDWLQyaX9/8RQblU6n9bpll43BzXbp0ycCBAzN06NAMHTo0ffr0+czL+rlz5+aKK67Ifvvtl3feeaekMbJyPv3008Jxt27dcsoppxSSmOutt17OPffcPPbYY3nyySdz//3359FHH81TTz2VSy65JBtuuGHh2pdeein/5//8n8ydO7eo8RnrOqZK73fLGOu+upqamjJ+/PhC+fvf/36bEzxfZvlxqS0/vlh+vDTmVYdy9LvmbS/Ps2zH0rlz55x44om5/fbbM2rUqMLnr776aovk+T777JM777yzpMnzxD0eAFB9/CQZqFhXXHFFXn/99STJHnvskR133LHMEbXUu3fv7LvvvunevXvGjBmTUaNGZfDgwampqWlxXmNjY1577bU8+uij+ctf/pK33norSTJ9+vQcfvjhuf766zNkyJBy/BFYgYMOOiiffvppxowZkw033DDrrrtuamtb/t5syZIleeONN/LEE0/kxhtvzCuvvJJk6Yy0n/zkJ7n66quz8cYbFzWuRYsWFY7bunxt8xe0CxcubFNdFEel9rtlhg8fnj322CODBg3KmDFjssEGG6xw38JFixZl0qRJ+etf/5qbbropH3zwQZKly4IefvjhGT9+fMlmjrJymicy77vvvkycODE1NTU5/vjjc/TRR3+m3yVJjx49suuuu2aXXXbJ+eefn6uuuipJ8vLLL+e3v/1tzjjjjKLFZ6zrmCq93y1jrPvqmjBhQiGhVFNTkwMOOKDkbS4/3i3/DNEayyffFy5cWFE/PGbFytHvlvEs+9XwyCOP5I9//GPhuWFF7rzzzjQ0NOSII47IeuutV7JY3OMBANWmpmlFPzsFKLNJkyZl3333TUNDQ3r37p177713pfZaW3/99QvHDz74YMU9zDc2NuZ3v/tdLr/88sKv/jfbbLNcf/31ZY6Mtrjuuuvym9/8pvDwPnjw4Nx3331FXcb1yiuvzMUXX1yo/6GHHlrluq677rr84he/SJJ07949zz33XFFipH21R79ri/nz5+e8885rMbNqjz32yEUXXVTGqNh5550zbdq0Fp+dfPLJ+fGPf7zSdZx88sm5/fbbkyxdLeGOO+7IiBEjihKfsa5jqvR+1xbGuo7hiCOOyIQJE5Ik2223Xf74xz+WvM077rijxfZUkyZNWuUk+sMPP5wjjzyyUH7yySfTu3fvNsdIaZWj37WFZ9nqMWXKlJx55pl5+umnC5/V1tbmm9/8Zvbdd9/MnTs3//mf/9liFYHa2trsueeeOeWUU0qyz717PACg2ljCHag4jY2NGTduXGFftnHjxpXkAa4cOnXqlOOOOy4nn3xy4bOJEyfmgQceKGNUtNWBBx6Y888/v/DS8+233861115b1Daa/0q/rcvUNf+Vflt//U/5tEe/a4uuXbvmrLPOysEHH1z47J577slLL71UxqhY3pgxY1qVxEyS008/Pd27d0+y9O/sW2+9tWjxGOu+Giqt37WFsa76vfXWW3nkkUcK5QMPPLBd2l1+XGrLLMrlrzXmVb5y9bu28CxbHW655ZbstddeheR5TU1N9thjj9xzzz258sors9NOO2WvvfbKbbfdlssuuyzDhw9PsnS1q9tuuy277bZb4YcdxeQeDwCoNhLoQMW56qqr8vLLLydJdthhh/zTP/1TmSMqvsMOO6zFUsvL9gGleu266675zne+UygX+zttvgxnW184NL/e8p7VrdT9rhhOOeWUDBgwIMnS/TZvu+22Mkf01bb8S8Zjjz221XX07Nkze+21V6FczJesxrqOqdL7XTEY66rXtddeW5hNO2jQoHzzm99sl3aXH5faMuY1v7a2tjbdunVb5bpoH+Xqd8XgWbZy3XLLLTn11FMLy6WPHDky1157bS666KIMGzasxbk1NTX5zne+kzvvvDOnnnpqunbtmiSZPXt2jjrqqPz3f/93UWNzjwcAVBsJdKCiTJ06NZdffnmSpFu3boVluTqiQw89tHD85JNPFmbcU72af6eTJ0/O+++/X7S6e/bsWTiur69vsYdca82ePbtwbI/W6lfKflcMnTt3zv77718oN59tRftbNoM3SdZYY41stdVWq1TPN77xjcLxq6++mvr6+jbHlhjrOqpK73fFYKyrTvX19S1WM9hvv/2y2mqrtUvby49Ln3zyySrX1Xy869mzZ5v2U6f0ytnvisWzbOWZMmVKzjjjjEJ52223zc0335wtttjiC6/r1KlT/vmf/zk33XRT+vfvn2TpbPSf/exnmT59etHic48HAFQbCXSgYjQ1NeX0008vLMd14oknZtCgQWWOqnS22WabwnF9fX3FJb1ovU033bTFjJ8333yzaHX369evcNzU1JT33ntvlet65513Vlgv1amU/a5Ymo9306ZNy5IlS8oYzVdb8z1x119//VV+YT9q1KgW5VmzZrUprmWMdR1Tpfe7YjHWVZ/bb789c+bMSbJ0pYQf/OAH7db28uNS8zGrtYx31aWc/a5YPMtWnssuu6zwQ4Y111wzv/3tb7P66quv9PUjR47Mf/3XfxWeKxYsWJBLLrmkaPG5xwMAqo0EOlAxHnjggTz77LNJks0337wq9oFri759+7Z4oK20l8C0XqdOnTJw4MBCeebMmUWre/DgwS3Kb7/99irX1fza5eul+pSy3xXLOuusUzhesmRJPv744zJG89W2bInpZOnL1VXVPCGaFO/vMGNdx1Tp/a5YjHXV59prry0c77LLLunTp0+7td2vX78W2xu0Zbxrnkwy3lW+cva7YvEsW1kWLFiQhx56qFA+8sgjP/N35soYPnx4jjnmmEL5v//7v1vsN94W7vEAgGrTqdwBACzz7rvvFo6fe+65bLDBBm2qb6eddmpR7tSpU6655ppsttlmbaq3mHr27FnYv6u21m+aOoLmS9MVcynGAQMGpHv37vn000+TLF2ir/nMj5W1ePHiFjOUhw8fXqwQKaNS9btiaR5fYrwrp+YJvrYst9qpU8vHiGItF2ys65gqvd8Vi7GuujzxxBN57bXXCuX2/vFubW1thg0blsmTJydZOt6tqtdff71wbLyrbOXud8XkWbZyvPTSSy0S3Xvssccq17XPPvvkwgsvTJLMnz8/L7/8cjbffPM2x+geDwCoNu5wgYpR6ofuxsbGipuZOXfu3MJxW2ZkUTlK9Z3W1NS0WLp22WoNrfXKK68UXlokafMPVagMlT6WNI+vtrbWXoVltN566xWOP/roo1WuZ/mZtcXqd8a6jqnS+12xGOuqyzXXXFM4Xn/99b90n+BSKMZ49/HHH2fq1KmFsvGuslVCvyuWSr///Cpp/nfrGmusUdjLfFX06dOnxez1Dz/8sE2xLeMeDwCoNmagAxVj+PDhGTp0aJtmJjVfyqt///4tZip16tQpQ4YMaVOMxTRr1qzMnz8/ydIZo9W4dB8tLV68uMVebn379i1q/VtuuWWeeeaZJCn8f2s1v65Lly4ZPXp0UWKjfErd74qh+djcp08fs5TKaJNNNklNTU2ampry6quvZtGiRencuXOr62k+e66urq6o/c5Y1/FUQ78rBmNd9Xj33XdbLHdcrlnAW265ZW6//fYkyd///vfU19cX9h9eWc8++2yamppa1EllqpR+VwyeZStL8xVZll+tZVUsXry4zXWsiHs8AKCaSKADFWO77bbL/fff36Y61l9//cLxddddV1EJ8+U9/PDDhePRo0e32EOO6vTss89m3rx5SZYmMYcNG1bU+rfffvv87ne/S5J88MEHefzxx1u97N0dd9xRON56661XKYFBZSl1vyuG5uPdVlttVcZIWGuttbL++utn0qRJaWhoyIQJE/Ltb3+71fU8/vjjheNNN900Xbp0KVqMxrqOpxr6XTEY66rHddddV0gQ9ejRI3vuuWdZ4th+++0LPy5paGjIPffck3333bdVdTQf70aOHJlBgwYVO0yKpFL6XTF4lq0sAwcOLBx//PHHmT179irtgb7s+uarC7RlNvvy3OMBANXET+IBymDJkiW59tprC+XtttuujNFQLFdffXXhuBTf6eabb97i5cj111/fqutfeumlvPzyy4Xy7rvvXrTYKJ9S97u2qq+vz80331woV2KMXzW77LJL4fi//uu/Wn39ggULWnynO+ywQzHCKjDWdUyV3u/aylhXPRYtWpQbb7yxUN57771bPeu7WAYOHJjNNtusUG7tePfhhx+2mNG82267FS02iquS+l1beZatPCNGjEjXrl0L5dtuu22V62o+qaGurq6oP851jwcAVBMJdIAyuOqqq/Liiy8mSVZfffX88Ic/LHNEtNW9996bBx54IMnSJfQOPvjgordRW1vbYqnH+++/f6WXvmtqasq5555bKK+55ppesnYA7dHv2uqCCy7IO++8k2TpDHn9rvz22Wef1NXVJUmefvrp3HTTTa26/uKLLy7sRd2tW7fst99+RY3PWNcxVXq/aytjXfW46667Cn0pSQ444IAyRpMWf3e/+OKLLWZXfpnf/OY3he2v6urqPFNUsErrd23hWbbydO/ePTvvvHOhfNlll2XatGmtrmfOnDm54oorCuXtttsuvXr1KkqMiXs8AKC6SKADtKOmpqb88Y9/zAUXXFD47Ec/+lFRl0Wj/d1555056aSTCuXddtstG2+8cUnaOuigg7L22msnWdqfxo0bl5kzZ37pdVdeeWWLlxNHH310xS19S+u0Z79bFY2NjTnnnHNy3XXXFT479thjW8yOoTz69++f73//+4Xy2WefvdIvL2+66aYWs4cPO+ywVV4i9IsY6zqeauh3q8JYV32uueaawvHXv/71jBgxoozRLP37u/k2VOecc07efPPNL73u9ttvz1133VUo77///unXr18pQqQIKq3frQrPspWt+T3PvHnzcvDBB7eYrf1l5syZk2OOOSbvv/9+4bNDDz206HG6xwMAqoUEOsAquuGGG3LKKafkf/7nf1bq/GeffTaHHHJIzj///MJnY8aMyfHHH1+qEGmlhx9+OMcdd1wee+yxLFmy5EvPnzRpUo4//viceOKJhdk/w4cPz5lnnlmyGLt3754zzjijUH7rrbfywx/+8HNfjtTX1+fXv/51LrnkksJnG2+8cQ466KCSxUjrVEO/u+yyy3L22Wdn8uTJX3rukiVLMmHChOyzzz7585//XPh89913z/7771+yGGmdn/70p+nbt2+SZOHChTniiCMyfvz4NDU1rfD8OXPm5Fe/+lVOO+20wjmbb755jjnmmJLEZ6zrmCq93xnrOr6JEye2GEeaz4Qsl9ra2vzyl79Mp06dkiSzZ8/O/vvvn0cffXSF5zc0NOQPf/hDfv7znxc+GzRoUE444YR2iZfWq8R+51m24xkxYkSLH9e+//772W+//XLppZdmzpw5n3vdkiVLcv/992evvfZqkaDef//9W70/+cpwjwcAVIuaps97WwFQhZrP3njwwQczZMiQlbpu4sSJOe200zJz5swcfPDB+Zd/+Zcvveayyy7L5ZdfniTp169fttpqqwwfPjz9+vVL9+7ds2jRonzyySeZPHlynnnmmc/MJNlkk03yxz/+MT179lz5PyAldcstt+TUU09NkvTu3Ttf//rXM3LkyAwYMCDdunXL4sWLM3fu3EyZMiXPPfdcJk2a1OL6oUOH5qqrrsrgwYNXqr0HH3ww55xzThYsWJATTjihVcvRXnTRRfn973/f4rNtt902W221VQYOHJh58+Zl6tSpufvuuzN79uzCOf369cv111+/0jFSetXQ737+85/n1ltvTZKss846GTNmTIYNG5Y+ffqka9eu+f/bu/eoKqvEjeMPd0FAAQFFDUJNVMRLlMvMTGvy0sUuljVhmibaaGmpo9nFbJwcp5opvGRqK0sntUknTdPKvIwz2WTFRREVFfCGoCAgIPfz+8Pl+ztHbucgF8HvZ63WOvt173fv9/B29PC8e++CggJlZWUpISFB+/btU2pqqkX7gQMHKioqSs7OzlaNEfXj119/1bhx43Tp0iXjWNu2bTVkyBAFBgbK1dVVGRkZiomJ0Z49e5SXl2fU69Kli5YvX26EoVXhsw7mruf7js+6pm/atGnGrG0/Pz/t3LnTCK5rQ02+U1yxdu3acg/DhYWFacCAAWrbtq0KCgp04sQJbdmyxWKGaPPmzbVq1Sp169at1q4Dtet6vO/4Ltt0rVixwmKVAOny1id33nmnevTooVatWsne3l5ZWVk6dOiQ/vOf/1h8pkjSAw88oPnz51f79xn/xgMAAE0ZATqAJqUmAbrJZNLdd9+ts2fPGsc++eQT3XHHHVW2W7p0qf7+97/bPEZHR0c999xzmjx5srEXKK4PX3/9taZPn25zOzs7Oz322GN69dVX5ebmZlWbnJwcDRgwQPn5+ZIuzz7asmWLgoODre532bJl+uCDD1RSUmJV/VtuuUVLlixR+/btre4Dda8x3Hevv/66vvjiC5vH6OrqqqlTp2r06NGys7OzuT3q3m+//aYXX3xR586ds7rNfffdp/nz58vd3b3aunzWoSLX633HZ13Tdu7cOQ0cONBYveWFF17Q5MmTa+38Nf1OYe6rr77Sm2++afGASVUCAgK0aNEiwvPr2PV63/FdtmnbvXu35s+fr6SkJJvaubu76w9/+IPGjh1b7d9n/BsPAAA0dSzhDqBJubLvn5ubmzw8PKxqc+HCBYtfOEhSQkJCte1GjBihiIgIBQQEWNVPu3btNHHiRO3YsUMvvfQSv3C4Dg0aNEiRkZG6+eabrarv5+eniIgIbdu2TX/+85+tDjElKTk52fhlg3R56Txrlow1FxkZqQ0bNmjw4MFV3k9t27bVK6+8og0bNvDLhutQY7jvnnvuOT322GPy8fGptq6dnZ06duyoadOmadeuXRozZgyB0nWsd+/e2rp1qyZMmFDlntJOTk668847tWrVKi1cuNCqEFPisw4Vu17vOz7rmrY9e/YYIWZAQICeeuqpWj1/Tb9TmHv44Ye1efNmPfbYY3J1da20no+PjyZNmqTNmzcTnl/nrtf7ju+yTduAAQP09ddf67333lOfPn3k4OBQZf2goCBNmTJF3333ncaNG2fV32f8Gw8AADR1zEAHcMMzmUwaOHCgxTKcK1eutGm/r9TUVB05ckRnz55VTk6OioqK1KxZM3l6esrHx0fdu3e3arlRXD8yMjKUkJCg1NRU5eTkqLCwUE5OTmrRooW8vLzUpUsXq7cIqMjVT+w7ODhoy5YtVoeoV8vNzVV0dLRSUlJ08eJFOTg4yM/PTyEhIQoJCanxOFG/GsN9d+LECSUmJiotLU25ubkqLi6Wm5ubPD095evrq7CwsCoDMVy/SktLFR8fr8OHDyszM1N2dnby9vaWv7+/evfurebNm9t8Tj7rUJ3r9b7jsw62qo3vFOYKCwsVHR2t48ePKycnR/b29vLy8lLnzp0VGhoqe3vmQ4DvsrBOXl6e4uLidOrUKV24cEGS5OHhIX9/f4WGhhoTEWzBv/EAAEBTR4AOALq8b9zs2bOVkZGhUaNG2bRfIVBTP/zwg+bNm6fCwkKb94wDaor7DvWNew4NgfsODYHvFGgI3HdoKPxdCwAAmjICdAAAAAAAAAAAAAAAxB7oAAAAAAAAAAAAAABIIkAHAAAAAAAAAAAAAEASAToAAAAAAAAAAAAAAJII0AEAAAAAAAAAAAAAkESADgAAAAAAAAAAAACAJAJ0AAAAAAAAAAAAAAAkEaADAAAAAAAAAAAAACCJAB0AAAAAAAAAAAAAAEkE6AAAAAAAAAAAAAAASCJABwAAAAAAAAAAAABAEgE6AAAAAAAAAAAAAACSCNABAAAAAAAAAAAAAJBEgA4AAAAAAAAAAAAAgCQCdAAAAAAAAAAAAAAAJBGgAwAAAAAAAAAAAAAgiQAdAAAAAAAAAAAAAABJBOgAAAAAAAAAAAAAAEgiQAcAAAAAAAAAAAAAQBIBOgAAAAAAAAAAAAAAkgjQAQAAAAAAAAAAAACQRIAOAAAAAAAAAAAAAIAkAnQAAAAAtezHH39Ut27d1LlzZ4WFhenQoUMNPSQLo0aNUufOndW5c2e9/PLLDT0c1JKZM2caP9dFixY19HA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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"sepal_length\", y=\"sepal_width\", data=iris)\n",
"plt.title(\"꽃받침의 길이와 넓이의 Joint Plot\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "8b7ba0e579f24973a6f6f0c8f8958aba"
},
"source": [
"`kind='kde'`이면 커널 밀도 히스토그램을 그린다."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"school_cell_uuid": "80f7e7ddc74d487b8f1603305f98cd8d"
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, kind=\"kde\")\n",
"plt.title(\"꽃받침의 길이와 넓이의 Joint Plot 과 Kernel Density Plot\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "bb942a26672647bbaba3f137024b6212"
},
"source": [
"### 다차원 실수형 데이터"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "57905111dfcd4d93a51f206ed41040b3"
},
"source": [
"만약 3차원 이상의 데이터라면 seaborn 패키지의 `pairplot` 명령을 사용한다. `pairplot`은 데이터프레임을 인수로 받아 그리드(grid) 형태로 각 데이터 열의 조합에 대해 스캐터 플롯을 그린다. 같은 데이터가 만나는 대각선 영역에는 해당 데이터의 히스토그램을 그린다.\n",
"\n",
"* `pairplot`: http://seaborn.pydata.org/generated/seaborn.pairplot.html"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"school_cell_uuid": "7ad3f0a044404cd89fa4d8573ad35255"
},
"outputs": [
{
"data": {
"image/png": 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