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],
"text/plain": [
" x1 x2 x3 x4 x5\n",
"0 1 0.1 1.0 2019-01-01 A\n",
"1 2 NaN NaN 2019-01-02 B\n",
"2 3 NaN 3.0 2019-01-03 C\n",
"3 NaN 0.4 4.0 2019-01-04 A\n",
"4 5 0.5 5.0 2019-01-05 B\n",
"5 NaN NaN NaN 2019-01-06 C\n",
"6 7 0.7 7.0 NaT A\n",
"7 8 0.8 8.0 2019-01-08 B\n",
"8 9 0.9 NaN 2019-01-09 C"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from io import StringIO\n",
"\n",
"csv_data = StringIO(\"\"\"\n",
"x1,x2,x3,x4,x5\n",
"1,0.1,\"1\",2019-01-01,A\n",
"2,,,2019-01-02,B\n",
"3,,\"3\",2019-01-03,C\n",
",0.4,\"4\",2019-01-04,A\n",
"5,0.5,\"5\",2019-01-05,B\n",
",,,2019-01-06,C\n",
"7,0.7,\"7\",,A\n",
"8,0.8,\"8\",2019-01-08,B\n",
"9,0.9,,2019-01-09,C\n",
"\"\"\")\n",
"\n",
"df = pd.read_csv(csv_data, dtype={\"x1\": pd.Int64Dtype()}, parse_dates=[3])\n",
"df"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "e583f462e890497da98fa2d320f5eabb"
},
"source": [
"판다스 데이터프레임 자체도 `isnull()` 또는 `isna()` 메서드로 사용하면 결측 데이터의 위치를 알아내는 것이 가능하다. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"school_cell_uuid": "63a267d6cfca4bf1bc490b00f028827e"
},
"outputs": [
{
"data": {
"text/html": [
"x1 | x2 | x3 | x4 | x5 | |
---|---|---|---|---|---|

0 | 1 | 0.1 | 1.0 | 2019-01-01 | A |

1 | 2 | NaN | NaN | 2019-01-02 | B |

2 | 3 | NaN | 3.0 | 2019-01-03 | C |

3 | NaN | 0.4 | 4.0 | 2019-01-04 | A |

4 | 5 | 0.5 | 5.0 | 2019-01-05 | B |

5 | NaN | NaN | NaN | 2019-01-06 | C |

6 | 7 | 0.7 | 7.0 | NaT | A |

7 | 8 | 0.8 | 8.0 | 2019-01-08 | B |

8 | 9 | 0.9 | NaN | 2019-01-09 | C |

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],
"text/plain": [
" x1 x2 x3 x4 x5\n",
"0 False False False False False\n",
"1 False True True False False\n",
"2 False True False False False\n",
"3 True False False False False\n",
"4 False False False False False\n",
"5 True True True False False\n",
"6 False False False True False\n",
"7 False False False False False\n",
"8 False False True False False"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.isnull()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "189c64d869b1462193e05896396119ac"
},
"source": [
"하지만 데이터가 많은 경우에는 일일히 확인할 수 없으므로 기껏해야 `sum()` 메서드를 결합하여 결측 데이터의 갯수를 유추하는 것만 가능하다."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"school_cell_uuid": "b83f87c711574023803cec42214d6f96"
},
"outputs": [
{
"data": {
"text/plain": [
"x1 2\n",
"x2 3\n",
"x3 3\n",
"x4 1\n",
"x5 0\n",
"dtype: int64"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.isnull().sum()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "4570df067ff947519b1c8200f3eac84a"
},
"source": [
"하지만 missingno 패키지를 사용하면 대규모의 데이터에서도 결측 데이터에 대한 시각화를 쉽게 할 수 있다. `matrix()` 함수는 결측 데이터를 시각화하는 명령이다. 결측된 데이터는 흰색으로, 그렇지 않은 데이터는 검은색으로 나타난다. 가장 오른쪽에 있는 것은 스파크라인(spark line)이라고 부르고, 각 행의 데이터 완성도를 표현한다."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"school_cell_uuid": "1c96f727726f4b908f847c61b13b92f1"
},
"outputs": [
{
"data": {
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"text/plain": [
"x1 | x2 | x3 | x4 | x5 | |
---|---|---|---|---|---|

0 | False | False | False | False | False |

1 | False | True | True | False | False |

2 | False | True | False | False | False |

3 | True | False | False | False | False |

4 | False | False | False | False | False |

5 | True | True | True | False | False |

6 | False | False | False | True | False |

7 | False | False | False | False | False |

8 | False | False | True | False | False |

"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import missingno as msno\n",
"\n",
"msno.matrix(df)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "ca3eeb87f8a0472c899007042469ebbe"
},
"source": [
"만약 각 열에 결측 데이터가 얼마나 존재하는지 시각화 하고 싶다면, `bar()` 함수를 사용한다."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"school_cell_uuid": "3cbcd846ae63438ca6efe35c7eb12e84"
},
"outputs": [
{
"data": {
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"text/plain": [
"

"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"msno.bar(df)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "56d615dbf32541c8b56d5514cbfb7ae2"
},
"source": [
"대규모 데이터에서 missingno 패키지가 어떻게 쓰일 수 있는지 살펴보기 위해 타이나닉 생존자 데이터를 예로 들어본다. 타이타닉 생존자 데이터는 seaborn 패키지에서 제공하는 예제 데이터다. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"school_cell_uuid": "f8abdad59f064ff3ab68690a3201f426"
},
"outputs": [
{
"data": {
"text/html": [
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"
],
"text/plain": [
" survived pclass sex age sibsp parch fare embarked class \\\n",
"886 0 2 male 27.0 0 0 13.00 S Second \n",
"887 1 1 female 19.0 0 0 30.00 S First \n",
"888 0 3 female NaN 1 2 23.45 S Third \n",
"889 1 1 male 26.0 0 0 30.00 C First \n",
"890 0 3 male 32.0 0 0 7.75 Q Third \n",
"\n",
" who adult_male deck embark_town alive alone \n",
"886 man True NaN Southampton no True \n",
"887 woman False B Southampton yes True \n",
"888 woman False NaN Southampton no False \n",
"889 man True C Cherbourg yes True \n",
"890 man True NaN Queenstown no True "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"titanic = sns.load_dataset(\"titanic\")\n",
"titanic.tail()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "4e9d41964fae497d908f6fcf64d6fc3f"
},
"source": [
"각 열이 의미하는 바는 다음과 같다.\n",
"\n",
"* survived : 생존 여부\n",
"* pclass : 승객의 클래스\n",
"* sex : 성별. male, female로 표기\n",
"* sibsp : 형제 혹은 자매의 수\n",
"* parch : 부모 혹은 자녀의 수\n",
"* fare : 탑승 요금\n",
"* embarked : 출발지의 고유 이니셜\n",
"* class : 선실의 클래스\n",
"* who : male, female을 man, woman으로 표기\n",
"* adult_male : 성인 남성 인지 아닌지 여부\n",
"* deck : 선실 고유 번호의 가장 앞자리 알파벳(A ~ G)\n",
"* embark_town : 출발지\n",
"* alive : 생존 여부 데이터를 yes 혹은 no로 표기\n",
"* alone : 가족이 없는 경우 True"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "26ea439b82f94e7498df0b6575c8bad9"
},
"source": [
"missingno를 이용하여 타이타닉 데이터를 살펴보면 age, deck, embarkd, embark_town 열 등에 결측 데이터가 있는 것을 볼 수 있다."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"school_cell_uuid": "8bec8a1ffd3c4d449c9dae803ed5ba1a"
},
"outputs": [
{
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"text/plain": [
"survived | pclass | sex | age | sibsp | parch | fare | embarked | class | who | adult_male | deck | embark_town | alive | alone | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|

886 | 0 | 2 | male | 27.0 | 0 | 0 | 13.00 | S | Second | man | True | NaN | Southampton | no | True |

887 | 1 | 1 | female | 19.0 | 0 | 0 | 30.00 | S | First | woman | False | B | Southampton | yes | True |

888 | 0 | 3 | female | NaN | 1 | 2 | 23.45 | S | Third | woman | False | NaN | Southampton | no | False |

889 | 1 | 1 | male | 26.0 | 0 | 0 | 30.00 | C | First | man | True | C | Cherbourg | yes | True |

890 | 0 | 3 | male | 32.0 | 0 | 0 | 7.75 | Q | Third | man | True | NaN | Queenstown | no | True |

"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"msno.matrix(titanic)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"school_cell_uuid": "ad3a2232ab834cfca3f1ea33e6ea5095"
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
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},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"msno.bar(titanic)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "35b632a935734009966f0142a6f23205"
},
"source": [
"결측된 데이터를 처리하는 방법은 두 가지다.\n",
"\n",
"* 결측된 데이터가 너무 많은 경우 해당 데이터 열 전체를 삭제할 수 있다.\n",
"* 결측된 데이터가 일부인 경우 가장 그럴듯한 값으로 대체할 수 있다. 이를 **결측 데이터 대체(imputation)**라고 한다.\n",
"\n",
"판다스의 `dropna()` 메서드를 사용하면 결측 데이터가 존재하는 행이나 열을 지울 수 있다. 다음 코드는 위에서 예로 든 df 데이터프레임에서 결측 데이터가 존재하는 모든 행을 지운다."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"school_cell_uuid": "5e3530edcc3b4c0b89c1074ea7aac7ec"
},
"outputs": [
{
"data": {
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"7 8 0.8 8.0 2019-01-08 B"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.dropna()"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "da94fd3aa9204402a532f9ab6007cbc7"
},
"source": [
"`axis` 인수를 1로 설정하면 결측 데이터가 있는 열을 제거한다."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"school_cell_uuid": "23d5090917de4dfc93a745b2484ff39f"
},
"outputs": [
{
"data": {
"text/html": [
"x1 | x2 | x3 | x4 | x5 | |
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0 | 1 | 0.1 | 1.0 | 2019-01-01 | A |

4 | 5 | 0.5 | 5.0 | 2019-01-05 | B |

7 | 8 | 0.8 | 8.0 | 2019-01-08 | B |

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"text/plain": [
" x5\n",
"0 A\n",
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"2 C\n",
"3 A\n",
"4 B\n",
"5 C\n",
"6 A\n",
"7 B\n",
"8 C"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.dropna(axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "c93a11e7cc2c44d680426ea5d752f095"
},
"source": [
"`thresh` 인수를 사용하면 특정 갯수 이상의 비결측 데이터가 있는 행 또는 열만 남긴다."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"school_cell_uuid": "2c9281f4af0c406c86c958f7831a32f6"
},
"outputs": [
{
"data": {
"text/html": [
"x5 | |
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5 | C |

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7 | B |

8 | C |

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"text/plain": [
" x1 x4 x5\n",
"0 1 2019-01-01 A\n",
"1 2 2019-01-02 B\n",
"2 3 2019-01-03 C\n",
"3 NaN 2019-01-04 A\n",
"4 5 2019-01-05 B\n",
"5 NaN 2019-01-06 C\n",
"6 7 NaT A\n",
"7 8 2019-01-08 B\n",
"8 9 2019-01-09 C"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.dropna(thresh=7, axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {
"school_cell_uuid": "f16dcbb871ad4cc497ee529f3b769ab2"
},
"source": [
"타이타닉 데이터에서 deck 데이터는 결측된 데이터가 너무 많기 때문에 이 방법으로 데이터를 삭제한다."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"school_cell_uuid": "fda6d6e0e37746228a5735ad2f10aaa1"
},
"outputs": [
{
"data": {
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 | x4 | x5 | |
---|---|---|---|

0 | 1 | 2019-01-01 | A |

1 | 2 | 2019-01-02 | B |

2 | 3 | 2019-01-03 | C |

3 | NaN | 2019-01-04 | A |

4 | 5 | 2019-01-05 | B |

5 | NaN | 2019-01-06 | C |

6 | 7 | NaT | A |

7 | 8 | 2019-01-08 | B |

8 | 9 | 2019-01-09 | C |