| \n", + " | 标签 | \n", + "短信内容 | \n", + "
|---|---|---|
| 1 | \n", + "0 | \n", + "商业秘密的秘密性那是维系其商业价值和垄断地位的前提条件之一 | \n", + "
| 2 | \n", + "1 | \n", + "南口阿玛施新春第一批限量春装到店啦 春暖花开淑女裙、冰蓝色公主衫 ... | \n", + "
| 3 | \n", + "0 | \n", + "带给我们大常州一场壮观的视觉盛宴 | \n", + "
| 4 | \n", + "0 | \n", + "有原因不明的泌尿系统结石等 | \n", + "
| 5 | \n", + "0 | \n", + "23年从盐城拉回来的麻麻的嫁妆 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 799996 | \n", + "0 | \n", + "助排毒缓解痛经预防子宫肌瘤& | \n", + "
| 799997 | \n", + "0 | \n", + "这是今年首次启动I级防台应急响应 | \n", + "
| 799998 | \n", + "0 | \n", + "丽江下飞机时迎接我们的是凉风 | \n", + "
| 799999 | \n", + "0 | \n", + "费了半天劲各种找关系终于联系上心仪公司的内部人 | \n", + "
| 800000 | \n", + "0 | \n", + "是汉奸还是被强奸自己对号入座吧 | \n", + "
800000 rows × 2 columns
\n", + "| \n", + " | 标签 | \n", + "短信内容 | \n", + "
|---|---|---|
| 1 | \n", + "0 | \n", + "商业秘密的秘密性那是维系其商业价值和垄断地位的前提条件之一 | \n", + "
| 2 | \n", + "1 | \n", + "南口阿玛施新春第一批限量春装到店啦 春暖花开淑女裙、冰蓝色公主衫 ... | \n", + "
| 3 | \n", + "0 | \n", + "带给我们大常州一场壮观的视觉盛宴 | \n", + "
| 4 | \n", + "0 | \n", + "有原因不明的泌尿系统结石等 | \n", + "
| 5 | \n", + "0 | \n", + "23年从盐城拉回来的麻麻的嫁妆 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "
| 799996 | \n", + "0 | \n", + "助排毒缓解痛经预防子宫肌瘤& | \n", + "
| 799997 | \n", + "0 | \n", + "这是今年首次启动I级防台应急响应 | \n", + "
| 799998 | \n", + "0 | \n", + "丽江下飞机时迎接我们的是凉风 | \n", + "
| 799999 | \n", + "0 | \n", + "费了半天劲各种找关系终于联系上心仪公司的内部人 | \n", + "
| 800000 | \n", + "0 | \n", + "是汉奸还是被强奸自己对号入座吧 | \n", + "
800000 rows × 2 columns
\n", + "| \n", + " | CRIM | \n", + "ZN | \n", + "INDUS | \n", + "CHAS | \n", + "NOX | \n", + "RM | \n", + "AGE | \n", + "DIS | \n", + "RAD | \n", + "TAX | \n", + "PTRATIO | \n", + "B | \n", + "LSTAT | \n", + "target | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "0.00632 | \n", + "18.0 | \n", + "2.31 | \n", + "0.0 | \n", + "0.538 | \n", + "6.575 | \n", + "65.2 | \n", + "4.0900 | \n", + "1.0 | \n", + "296.0 | \n", + "15.3 | \n", + "396.90 | \n", + "4.98 | \n", + "24.0 | \n", + "
| 1 | \n", + "0.02731 | \n", + "0.0 | \n", + "7.07 | \n", + "0.0 | \n", + "0.469 | \n", + "6.421 | \n", + "78.9 | \n", + "4.9671 | \n", + "2.0 | \n", + "242.0 | \n", + "17.8 | \n", + "396.90 | \n", + "9.14 | \n", + "21.6 | \n", + "
| 2 | \n", + "0.02729 | \n", + "0.0 | \n", + "7.07 | \n", + "0.0 | \n", + "0.469 | \n", + "7.185 | \n", + "61.1 | \n", + "4.9671 | \n", + "2.0 | \n", + "242.0 | \n", + "17.8 | \n", + "392.83 | \n", + "4.03 | \n", + "34.7 | \n", + "
| 3 | \n", + "0.03237 | \n", + "0.0 | \n", + "2.18 | \n", + "0.0 | \n", + "0.458 | \n", + "6.998 | \n", + "45.8 | \n", + "6.0622 | \n", + "3.0 | \n", + "222.0 | \n", + "18.7 | \n", + "394.63 | \n", + "2.94 | \n", + "33.4 | \n", + "
| 4 | \n", + "0.06905 | \n", + "0.0 | \n", + "2.18 | \n", + "0.0 | \n", + "0.458 | \n", + "7.147 | \n", + "54.2 | \n", + "6.0622 | \n", + "3.0 | \n", + "222.0 | \n", + "18.7 | \n", + "396.90 | \n", + "5.33 | \n", + "36.2 | \n", + "
| \n", + " | Title | \n", + "Coef | \n", + "
|---|---|---|
| 0 | \n", + "CRIM | \n", + "-0.119007 | \n", + "
| 1 | \n", + "ZN | \n", + "0.036406 | \n", + "
| 2 | \n", + "INDUS | \n", + "0.016855 | \n", + "
| 3 | \n", + "CHAS | \n", + "2.293970 | \n", + "
| 4 | \n", + "NOX | \n", + "-16.070645 | \n", + "
| 5 | \n", + "RM | \n", + "3.723715 | \n", + "
| 6 | \n", + "AGE | \n", + "0.009228 | \n", + "
| 7 | \n", + "DIS | \n", + "-1.306748 | \n", + "
| 8 | \n", + "RAD | \n", + "0.343073 | \n", + "
| 9 | \n", + "TAX | \n", + "-0.014583 | \n", + "
| 10 | \n", + "PTRATIO | \n", + "-0.973487 | \n", + "
| 11 | \n", + "B | \n", + "0.007898 | \n", + "
| 12 | \n", + "LSTAT | \n", + "-0.572555 | \n", + "
| \n", + " | Survived | \n", + "Pclass | \n", + "Name | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Ticket | \n", + "Fare | \n", + "Cabin | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "0 | \n", + "3 | \n", + "Braund, Mr. Owen Harris | \n", + "male | \n", + "22.0 | \n", + "1 | \n", + "0 | \n", + "A/5 21171 | \n", + "7.2500 | \n", + "NaN | \n", + "S | \n", + "
| 2 | \n", + "1 | \n", + "1 | \n", + "Cumings, Mrs. John Bradley (Florence Briggs Th... | \n", + "female | \n", + "38.0 | \n", + "1 | \n", + "0 | \n", + "PC 17599 | \n", + "71.2833 | \n", + "C85 | \n", + "C | \n", + "
| 3 | \n", + "1 | \n", + "3 | \n", + "Heikkinen, Miss. Laina | \n", + "female | \n", + "26.0 | \n", + "0 | \n", + "0 | \n", + "STON/O2. 3101282 | \n", + "7.9250 | \n", + "NaN | \n", + "S | \n", + "
| 4 | \n", + "1 | \n", + "1 | \n", + "Futrelle, Mrs. Jacques Heath (Lily May Peel) | \n", + "female | \n", + "35.0 | \n", + "1 | \n", + "0 | \n", + "113803 | \n", + "53.1000 | \n", + "C123 | \n", + "S | \n", + "
| 5 | \n", + "0 | \n", + "3 | \n", + "Allen, Mr. William Henry | \n", + "male | \n", + "35.0 | \n", + "0 | \n", + "0 | \n", + "373450 | \n", + "8.0500 | \n", + "NaN | \n", + "S | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 887 | \n", + "0 | \n", + "2 | \n", + "Montvila, Rev. Juozas | \n", + "male | \n", + "27.0 | \n", + "0 | \n", + "0 | \n", + "211536 | \n", + "13.0000 | \n", + "NaN | \n", + "S | \n", + "
| 888 | \n", + "1 | \n", + "1 | \n", + "Graham, Miss. Margaret Edith | \n", + "female | \n", + "19.0 | \n", + "0 | \n", + "0 | \n", + "112053 | \n", + "30.0000 | \n", + "B42 | \n", + "S | \n", + "
| 889 | \n", + "0 | \n", + "3 | \n", + "Johnston, Miss. Catherine Helen \"Carrie\" | \n", + "female | \n", + "NaN | \n", + "1 | \n", + "2 | \n", + "W./C. 6607 | \n", + "23.4500 | \n", + "NaN | \n", + "S | \n", + "
| 890 | \n", + "1 | \n", + "1 | \n", + "Behr, Mr. Karl Howell | \n", + "male | \n", + "26.0 | \n", + "0 | \n", + "0 | \n", + "111369 | \n", + "30.0000 | \n", + "C148 | \n", + "C | \n", + "
| 891 | \n", + "0 | \n", + "3 | \n", + "Dooley, Mr. Patrick | \n", + "male | \n", + "32.0 | \n", + "0 | \n", + "0 | \n", + "370376 | \n", + "7.7500 | \n", + "NaN | \n", + "Q | \n", + "
891 rows × 11 columns
\n", + "| \n", + " | Survived | \n", + "Pclass | \n", + "Name | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Ticket | \n", + "Fare | \n", + "Cabin | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "0 | \n", + "3 | \n", + "Braund, Mr. Owen Harris | \n", + "male | \n", + "22.0 | \n", + "1 | \n", + "0 | \n", + "A/5 21171 | \n", + "7.2500 | \n", + "NaN | \n", + "S | \n", + "
| 2 | \n", + "1 | \n", + "1 | \n", + "Cumings, Mrs. John Bradley (Florence Briggs Th... | \n", + "female | \n", + "38.0 | \n", + "1 | \n", + "0 | \n", + "PC 17599 | \n", + "71.2833 | \n", + "C85 | \n", + "C | \n", + "
| 3 | \n", + "1 | \n", + "3 | \n", + "Heikkinen, Miss. Laina | \n", + "female | \n", + "26.0 | \n", + "0 | \n", + "0 | \n", + "STON/O2. 3101282 | \n", + "7.9250 | \n", + "NaN | \n", + "S | \n", + "
| 4 | \n", + "1 | \n", + "1 | \n", + "Futrelle, Mrs. Jacques Heath (Lily May Peel) | \n", + "female | \n", + "35.0 | \n", + "1 | \n", + "0 | \n", + "113803 | \n", + "53.1000 | \n", + "C123 | \n", + "S | \n", + "
| 5 | \n", + "0 | \n", + "3 | \n", + "Allen, Mr. William Henry | \n", + "male | \n", + "35.0 | \n", + "0 | \n", + "0 | \n", + "373450 | \n", + "8.0500 | \n", + "NaN | \n", + "S | \n", + "
| \n", + " | Survived | \n", + "Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "22.0 | \n", + "1 | \n", + "0 | \n", + "7.2500 | \n", + "S | \n", + "
| 2 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "38.0 | \n", + "1 | \n", + "0 | \n", + "71.2833 | \n", + "C | \n", + "
| 3 | \n", + "1 | \n", + "3 | \n", + "female | \n", + "26.0 | \n", + "0 | \n", + "0 | \n", + "7.9250 | \n", + "S | \n", + "
| 4 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "35.0 | \n", + "1 | \n", + "0 | \n", + "53.1000 | \n", + "S | \n", + "
| 5 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "35.0 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "S | \n", + "
| \n", + " | Survived | \n", + "Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "22.0 | \n", + "1 | \n", + "0 | \n", + "7.2500 | \n", + "S | \n", + "
| 2 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "38.0 | \n", + "1 | \n", + "0 | \n", + "71.2833 | \n", + "C | \n", + "
| 3 | \n", + "1 | \n", + "3 | \n", + "female | \n", + "26.0 | \n", + "0 | \n", + "0 | \n", + "7.9250 | \n", + "S | \n", + "
| 4 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "35.0 | \n", + "1 | \n", + "0 | \n", + "53.1000 | \n", + "S | \n", + "
| 5 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "35.0 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "S | \n", + "
| \n", + " | Survived | \n", + "Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "22.0 | \n", + "1 | \n", + "0 | \n", + "7.2500 | \n", + "0 | \n", + "
| 2 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "38.0 | \n", + "1 | \n", + "0 | \n", + "71.2833 | \n", + "1 | \n", + "
| 3 | \n", + "1 | \n", + "3 | \n", + "female | \n", + "26.0 | \n", + "0 | \n", + "0 | \n", + "7.9250 | \n", + "0 | \n", + "
| 4 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "35.0 | \n", + "1 | \n", + "0 | \n", + "53.1000 | \n", + "0 | \n", + "
| 5 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "35.0 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "0 | \n", + "
| \n", + " | Survived | \n", + "Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "22.000000 | \n", + "1 | \n", + "0 | \n", + "7.2500 | \n", + "0 | \n", + "
| 2 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "38.000000 | \n", + "1 | \n", + "0 | \n", + "71.2833 | \n", + "1 | \n", + "
| 3 | \n", + "1 | \n", + "3 | \n", + "female | \n", + "26.000000 | \n", + "0 | \n", + "0 | \n", + "7.9250 | \n", + "0 | \n", + "
| 4 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "35.000000 | \n", + "1 | \n", + "0 | \n", + "53.1000 | \n", + "0 | \n", + "
| 5 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "35.000000 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 887 | \n", + "0 | \n", + "2 | \n", + "male | \n", + "27.000000 | \n", + "0 | \n", + "0 | \n", + "13.0000 | \n", + "0 | \n", + "
| 888 | \n", + "1 | \n", + "1 | \n", + "female | \n", + "19.000000 | \n", + "0 | \n", + "0 | \n", + "30.0000 | \n", + "0 | \n", + "
| 889 | \n", + "0 | \n", + "3 | \n", + "female | \n", + "29.699118 | \n", + "1 | \n", + "2 | \n", + "23.4500 | \n", + "0 | \n", + "
| 890 | \n", + "1 | \n", + "1 | \n", + "male | \n", + "26.000000 | \n", + "0 | \n", + "0 | \n", + "30.0000 | \n", + "1 | \n", + "
| 891 | \n", + "0 | \n", + "3 | \n", + "male | \n", + "32.000000 | \n", + "0 | \n", + "0 | \n", + "7.7500 | \n", + "2 | \n", + "
889 rows × 8 columns
\n", + "| \n", + " | Survived | \n", + "Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "0 | \n", + "3 | \n", + "1 | \n", + "22.0 | \n", + "1 | \n", + "0 | \n", + "7.2500 | \n", + "0 | \n", + "
| 2 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "38.0 | \n", + "1 | \n", + "0 | \n", + "71.2833 | \n", + "1 | \n", + "
| 3 | \n", + "1 | \n", + "3 | \n", + "0 | \n", + "26.0 | \n", + "0 | \n", + "0 | \n", + "7.9250 | \n", + "0 | \n", + "
| 4 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "35.0 | \n", + "1 | \n", + "0 | \n", + "53.1000 | \n", + "0 | \n", + "
| 5 | \n", + "0 | \n", + "3 | \n", + "1 | \n", + "35.0 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "0 | \n", + "
| \n", + " | Survived | \n", + "Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "0 | \n", + "3 | \n", + "1 | \n", + "22.000000 | \n", + "1 | \n", + "0 | \n", + "7.2500 | \n", + "0 | \n", + "
| 2 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "38.000000 | \n", + "1 | \n", + "0 | \n", + "71.2833 | \n", + "1 | \n", + "
| 3 | \n", + "1 | \n", + "3 | \n", + "0 | \n", + "26.000000 | \n", + "0 | \n", + "0 | \n", + "7.9250 | \n", + "0 | \n", + "
| 4 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "35.000000 | \n", + "1 | \n", + "0 | \n", + "53.1000 | \n", + "0 | \n", + "
| 5 | \n", + "0 | \n", + "3 | \n", + "1 | \n", + "35.000000 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 887 | \n", + "0 | \n", + "2 | \n", + "1 | \n", + "27.000000 | \n", + "0 | \n", + "0 | \n", + "13.0000 | \n", + "0 | \n", + "
| 888 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "19.000000 | \n", + "0 | \n", + "0 | \n", + "30.0000 | \n", + "0 | \n", + "
| 889 | \n", + "0 | \n", + "3 | \n", + "0 | \n", + "29.699118 | \n", + "1 | \n", + "2 | \n", + "23.4500 | \n", + "0 | \n", + "
| 890 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "26.000000 | \n", + "0 | \n", + "0 | \n", + "30.0000 | \n", + "1 | \n", + "
| 891 | \n", + "0 | \n", + "3 | \n", + "1 | \n", + "32.000000 | \n", + "0 | \n", + "0 | \n", + "7.7500 | \n", + "2 | \n", + "
889 rows × 8 columns
\n", + "| \n", + " | Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 1 | \n", + "3 | \n", + "1 | \n", + "22.000000 | \n", + "1 | \n", + "0 | \n", + "7.2500 | \n", + "0 | \n", + "
| 2 | \n", + "1 | \n", + "0 | \n", + "38.000000 | \n", + "1 | \n", + "0 | \n", + "71.2833 | \n", + "1 | \n", + "
| 3 | \n", + "3 | \n", + "0 | \n", + "26.000000 | \n", + "0 | \n", + "0 | \n", + "7.9250 | \n", + "0 | \n", + "
| 4 | \n", + "1 | \n", + "0 | \n", + "35.000000 | \n", + "1 | \n", + "0 | \n", + "53.1000 | \n", + "0 | \n", + "
| 5 | \n", + "3 | \n", + "1 | \n", + "35.000000 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 887 | \n", + "2 | \n", + "1 | \n", + "27.000000 | \n", + "0 | \n", + "0 | \n", + "13.0000 | \n", + "0 | \n", + "
| 888 | \n", + "1 | \n", + "0 | \n", + "19.000000 | \n", + "0 | \n", + "0 | \n", + "30.0000 | \n", + "0 | \n", + "
| 889 | \n", + "3 | \n", + "0 | \n", + "29.699118 | \n", + "1 | \n", + "2 | \n", + "23.4500 | \n", + "0 | \n", + "
| 890 | \n", + "1 | \n", + "1 | \n", + "26.000000 | \n", + "0 | \n", + "0 | \n", + "30.0000 | \n", + "1 | \n", + "
| 891 | \n", + "3 | \n", + "1 | \n", + "32.000000 | \n", + "0 | \n", + "0 | \n", + "7.7500 | \n", + "2 | \n", + "
889 rows × 7 columns
\n", + "| \n", + " | Survived | \n", + "
|---|---|
| PassengerId | \n", + "\n", + " |
| 1 | \n", + "0 | \n", + "
| 2 | \n", + "1 | \n", + "
| 3 | \n", + "1 | \n", + "
| 4 | \n", + "1 | \n", + "
| 5 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "
| 887 | \n", + "0 | \n", + "
| 888 | \n", + "1 | \n", + "
| 889 | \n", + "0 | \n", + "
| 890 | \n", + "1 | \n", + "
| 891 | \n", + "0 | \n", + "
889 rows × 1 columns
\n", + "| \n", + " | Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|
| PassengerId | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
| 340 | \n", + "1 | \n", + "1 | \n", + "45.000000 | \n", + "0 | \n", + "0 | \n", + "35.5000 | \n", + "0 | \n", + "
| 66 | \n", + "3 | \n", + "1 | \n", + "29.699118 | \n", + "1 | \n", + "1 | \n", + "15.2458 | \n", + "1 | \n", + "
| 68 | \n", + "3 | \n", + "1 | \n", + "19.000000 | \n", + "0 | \n", + "0 | \n", + "8.1583 | \n", + "0 | \n", + "
| 298 | \n", + "1 | \n", + "0 | \n", + "2.000000 | \n", + "1 | \n", + "2 | \n", + "151.5500 | \n", + "0 | \n", + "
| 403 | \n", + "3 | \n", + "0 | \n", + "21.000000 | \n", + "1 | \n", + "0 | \n", + "9.8250 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 414 | \n", + "2 | \n", + "1 | \n", + "29.699118 | \n", + "0 | \n", + "0 | \n", + "0.0000 | \n", + "0 | \n", + "
| 268 | \n", + "3 | \n", + "1 | \n", + "25.000000 | \n", + "1 | \n", + "0 | \n", + "7.7750 | \n", + "0 | \n", + "
| 448 | \n", + "1 | \n", + "1 | \n", + "34.000000 | \n", + "0 | \n", + "0 | \n", + "26.5500 | \n", + "0 | \n", + "
| 677 | \n", + "3 | \n", + "1 | \n", + "24.500000 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "0 | \n", + "
| 246 | \n", + "1 | \n", + "1 | \n", + "44.000000 | \n", + "2 | \n", + "0 | \n", + "90.0000 | \n", + "2 | \n", + "
622 rows × 7 columns
\n", + "| \n", + " | Pclass | \n", + "Sex | \n", + "Age | \n", + "SibSp | \n", + "Parch | \n", + "Fare | \n", + "Embarked | \n", + "
|---|---|---|---|---|---|---|---|
| 0 | \n", + "1 | \n", + "1 | \n", + "45.000000 | \n", + "0 | \n", + "0 | \n", + "35.5000 | \n", + "0 | \n", + "
| 1 | \n", + "3 | \n", + "1 | \n", + "29.699118 | \n", + "1 | \n", + "1 | \n", + "15.2458 | \n", + "1 | \n", + "
| 2 | \n", + "3 | \n", + "1 | \n", + "19.000000 | \n", + "0 | \n", + "0 | \n", + "8.1583 | \n", + "0 | \n", + "
| 3 | \n", + "1 | \n", + "0 | \n", + "2.000000 | \n", + "1 | \n", + "2 | \n", + "151.5500 | \n", + "0 | \n", + "
| 4 | \n", + "3 | \n", + "0 | \n", + "21.000000 | \n", + "1 | \n", + "0 | \n", + "9.8250 | \n", + "0 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 617 | \n", + "2 | \n", + "1 | \n", + "29.699118 | \n", + "0 | \n", + "0 | \n", + "0.0000 | \n", + "0 | \n", + "
| 618 | \n", + "3 | \n", + "1 | \n", + "25.000000 | \n", + "1 | \n", + "0 | \n", + "7.7750 | \n", + "0 | \n", + "
| 619 | \n", + "1 | \n", + "1 | \n", + "34.000000 | \n", + "0 | \n", + "0 | \n", + "26.5500 | \n", + "0 | \n", + "
| 620 | \n", + "3 | \n", + "1 | \n", + "24.500000 | \n", + "0 | \n", + "0 | \n", + "8.0500 | \n", + "0 | \n", + "
| 621 | \n", + "1 | \n", + "1 | \n", + "44.000000 | \n", + "2 | \n", + "0 | \n", + "90.0000 | \n", + "2 | \n", + "
622 rows × 7 columns
\n", + "GridSearchCV(cv=10, estimator=DecisionTreeClassifier(random_state=25),\n",
+ " param_grid={'criterion': ('gini', 'entroy'),\n",
+ " 'max_depth': [1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
+ " 'min_impurity_decrease': [0.0, 0.02631578947368421,\n",
+ " 0.05263157894736842,\n",
+ " 0.07894736842105263,\n",
+ " 0.10526315789473684,\n",
+ " 0.13157894736842105,\n",
+ " 0.15789473684210525,\n",
+ " 0.18421052631578946,\n",
+ " 0.21052631578947367,\n",
+ " 0.23684210526315788,\n",
+ " 0.2631578947368421,\n",
+ " 0.2894736842105263,\n",
+ " 0.3157894736842105,\n",
+ " 0.3421052631578947,\n",
+ " 0.3684210526315789,\n",
+ " 0.39473684210526316,\n",
+ " 0.42105263157894735,\n",
+ " 0.4473684210526315,\n",
+ " 0.47368421052631576, 0.5],\n",
+ " 'splitter': ('best', 'random')})In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. GridSearchCV(cv=10, estimator=DecisionTreeClassifier(random_state=25),\n",
+ " param_grid={'criterion': ('gini', 'entroy'),\n",
+ " 'max_depth': [1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
+ " 'min_impurity_decrease': [0.0, 0.02631578947368421,\n",
+ " 0.05263157894736842,\n",
+ " 0.07894736842105263,\n",
+ " 0.10526315789473684,\n",
+ " 0.13157894736842105,\n",
+ " 0.15789473684210525,\n",
+ " 0.18421052631578946,\n",
+ " 0.21052631578947367,\n",
+ " 0.23684210526315788,\n",
+ " 0.2631578947368421,\n",
+ " 0.2894736842105263,\n",
+ " 0.3157894736842105,\n",
+ " 0.3421052631578947,\n",
+ " 0.3684210526315789,\n",
+ " 0.39473684210526316,\n",
+ " 0.42105263157894735,\n",
+ " 0.4473684210526315,\n",
+ " 0.47368421052631576, 0.5],\n",
+ " 'splitter': ('best', 'random')})DecisionTreeClassifier(random_state=25)
DecisionTreeClassifier(random_state=25)
| \n", + " | Age | \n", + "Attrition | \n", + "BusinessTravel | \n", + "Department | \n", + "DistanceFromHome | \n", + "Education | \n", + "EducationField | \n", + "EmployeeCount | \n", + "EmployeeID | \n", + "Gender | \n", + "... | \n", + "NumCompaniesWorked | \n", + "Over18 | \n", + "PercentSalaryHike | \n", + "StandardHours | \n", + "StockOptionLevel | \n", + "TotalWorkingYears | \n", + "TrainingTimesLastYear | \n", + "YearsAtCompany | \n", + "YearsSinceLastPromotion | \n", + "YearsWithCurrManager | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "51 | \n", + "No | \n", + "Travel_Rarely | \n", + "Sales | \n", + "6 | \n", + "2 | \n", + "Life Sciences | \n", + "1 | \n", + "1 | \n", + "Female | \n", + "... | \n", + "1.0 | \n", + "Y | \n", + "11 | \n", + "8 | \n", + "0 | \n", + "1.0 | \n", + "6 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 1 | \n", + "31 | \n", + "Yes | \n", + "Travel_Frequently | \n", + "Research & Development | \n", + "10 | \n", + "1 | \n", + "Life Sciences | \n", + "1 | \n", + "2 | \n", + "Female | \n", + "... | \n", + "0.0 | \n", + "Y | \n", + "23 | \n", + "8 | \n", + "1 | \n", + "6.0 | \n", + "3 | \n", + "5 | \n", + "1 | \n", + "4 | \n", + "
| 2 | \n", + "32 | \n", + "No | \n", + "Travel_Frequently | \n", + "Research & Development | \n", + "17 | \n", + "4 | \n", + "Other | \n", + "1 | \n", + "3 | \n", + "Male | \n", + "... | \n", + "1.0 | \n", + "Y | \n", + "15 | \n", + "8 | \n", + "3 | \n", + "5.0 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "3 | \n", + "
| 3 | \n", + "38 | \n", + "No | \n", + "Non-Travel | \n", + "Research & Development | \n", + "2 | \n", + "5 | \n", + "Life Sciences | \n", + "1 | \n", + "4 | \n", + "Male | \n", + "... | \n", + "3.0 | \n", + "Y | \n", + "11 | \n", + "8 | \n", + "3 | \n", + "13.0 | \n", + "5 | \n", + "8 | \n", + "7 | \n", + "5 | \n", + "
| 4 | \n", + "32 | \n", + "No | \n", + "Travel_Rarely | \n", + "Research & Development | \n", + "10 | \n", + "1 | \n", + "Medical | \n", + "1 | \n", + "5 | \n", + "Male | \n", + "... | \n", + "4.0 | \n", + "Y | \n", + "12 | \n", + "8 | \n", + "2 | \n", + "9.0 | \n", + "2 | \n", + "6 | \n", + "0 | \n", + "4 | \n", + "
5 rows × 24 columns
\n", + "| \n", + " | Age | \n", + "DistanceFromHome | \n", + "Education | \n", + "EmployeeCount | \n", + "EmployeeID | \n", + "JobLevel | \n", + "MonthlyIncome | \n", + "NumCompaniesWorked | \n", + "PercentSalaryHike | \n", + "StandardHours | \n", + "StockOptionLevel | \n", + "TotalWorkingYears | \n", + "TrainingTimesLastYear | \n", + "YearsAtCompany | \n", + "YearsSinceLastPromotion | \n", + "YearsWithCurrManager | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | \n", + "4410.000000 | \n", + "4410.000000 | \n", + "4410.000000 | \n", + "4410.0 | \n", + "4410.000000 | \n", + "4410.000000 | \n", + "4410.000000 | \n", + "4391.000000 | \n", + "4410.000000 | \n", + "4410.0 | \n", + "4410.000000 | \n", + "4401.000000 | \n", + "4410.000000 | \n", + "4410.000000 | \n", + "4410.000000 | \n", + "4410.000000 | \n", + "
| mean | \n", + "36.923810 | \n", + "9.192517 | \n", + "2.912925 | \n", + "1.0 | \n", + "2205.500000 | \n", + "2.063946 | \n", + "65029.312925 | \n", + "2.694830 | \n", + "15.209524 | \n", + "8.0 | \n", + "0.793878 | \n", + "11.279936 | \n", + "2.799320 | \n", + "7.008163 | \n", + "2.187755 | \n", + "4.123129 | \n", + "
| std | \n", + "9.133301 | \n", + "8.105026 | \n", + "1.023933 | \n", + "0.0 | \n", + "1273.201673 | \n", + "1.106689 | \n", + "47068.888559 | \n", + "2.498887 | \n", + "3.659108 | \n", + "0.0 | \n", + "0.851883 | \n", + "7.782222 | \n", + "1.288978 | \n", + "6.125135 | \n", + "3.221699 | \n", + "3.567327 | \n", + "
| min | \n", + "18.000000 | \n", + "1.000000 | \n", + "1.000000 | \n", + "1.0 | \n", + "1.000000 | \n", + "1.000000 | \n", + "10090.000000 | \n", + "0.000000 | \n", + "11.000000 | \n", + "8.0 | \n", + "0.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "0.000000 | \n", + "
| 25% | \n", + "30.000000 | \n", + "2.000000 | \n", + "2.000000 | \n", + "1.0 | \n", + "1103.250000 | \n", + "1.000000 | \n", + "29110.000000 | \n", + "1.000000 | \n", + "12.000000 | \n", + "8.0 | \n", + "0.000000 | \n", + "6.000000 | \n", + "2.000000 | \n", + "3.000000 | \n", + "0.000000 | \n", + "2.000000 | \n", + "
| 50% | \n", + "36.000000 | \n", + "7.000000 | \n", + "3.000000 | \n", + "1.0 | \n", + "2205.500000 | \n", + "2.000000 | \n", + "49190.000000 | \n", + "2.000000 | \n", + "14.000000 | \n", + "8.0 | \n", + "1.000000 | \n", + "10.000000 | \n", + "3.000000 | \n", + "5.000000 | \n", + "1.000000 | \n", + "3.000000 | \n", + "
| 75% | \n", + "43.000000 | \n", + "14.000000 | \n", + "4.000000 | \n", + "1.0 | \n", + "3307.750000 | \n", + "3.000000 | \n", + "83800.000000 | \n", + "4.000000 | \n", + "18.000000 | \n", + "8.0 | \n", + "1.000000 | \n", + "15.000000 | \n", + "3.000000 | \n", + "9.000000 | \n", + "3.000000 | \n", + "7.000000 | \n", + "
| max | \n", + "60.000000 | \n", + "29.000000 | \n", + "5.000000 | \n", + "1.0 | \n", + "4410.000000 | \n", + "5.000000 | \n", + "199990.000000 | \n", + "9.000000 | \n", + "25.000000 | \n", + "8.0 | \n", + "3.000000 | \n", + "40.000000 | \n", + "6.000000 | \n", + "40.000000 | \n", + "15.000000 | \n", + "17.000000 | \n", + "
| \n", + " | Age | \n", + "Attrition | \n", + "BusinessTravel | \n", + "Department | \n", + "DistanceFromHome | \n", + "Education | \n", + "EducationField | \n", + "EmployeeCount | \n", + "EmployeeID | \n", + "Gender | \n", + "... | \n", + "NumCompaniesWorked | \n", + "Over18 | \n", + "PercentSalaryHike | \n", + "StandardHours | \n", + "StockOptionLevel | \n", + "TotalWorkingYears | \n", + "TrainingTimesLastYear | \n", + "YearsAtCompany | \n", + "YearsSinceLastPromotion | \n", + "YearsWithCurrManager | \n", + "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", + "51 | \n", + "0 | \n", + "2 | \n", + "2 | \n", + "6 | \n", + "2 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "0 | \n", + "... | \n", + "1.0 | \n", + "0 | \n", + "11 | \n", + "8 | \n", + "0 | \n", + "1.0 | \n", + "6 | \n", + "1 | \n", + "0 | \n", + "0 | \n", + "
| 1 | \n", + "31 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "10 | \n", + "1 | \n", + "1 | \n", + "1 | \n", + "2 | \n", + "0 | \n", + "... | \n", + "0.0 | \n", + "0 | \n", + "23 | \n", + "8 | \n", + "1 | \n", + "6.0 | \n", + "3 | \n", + "5 | \n", + "1 | \n", + "4 | \n", + "
| 2 | \n", + "32 | \n", + "0 | \n", + "1 | \n", + "1 | \n", + "17 | \n", + "4 | \n", + "4 | \n", + "1 | \n", + "3 | \n", + "1 | \n", + "... | \n", + "1.0 | \n", + "0 | \n", + "15 | \n", + "8 | \n", + "3 | \n", + "5.0 | \n", + "2 | \n", + "5 | \n", + "0 | \n", + "3 | \n", + "
| 3 | \n", + "38 | \n", + "0 | \n", + "0 | \n", + "1 | \n", + "2 | \n", + "5 | \n", + "1 | \n", + "1 | \n", + "4 | \n", + "1 | \n", + "... | \n", + "3.0 | \n", + "0 | \n", + "11 | \n", + "8 | \n", + "3 | \n", + "13.0 | \n", + "5 | \n", + "8 | \n", + "7 | \n", + "5 | \n", + "
| 4 | \n", + "32 | \n", + "0 | \n", + "2 | \n", + "1 | \n", + "10 | \n", + "1 | \n", + "3 | \n", + "1 | \n", + "5 | \n", + "1 | \n", + "... | \n", + "4.0 | \n", + "0 | \n", + "12 | \n", + "8 | \n", + "2 | \n", + "9.0 | \n", + "2 | \n", + "6 | \n", + "0 | \n", + "4 | \n", + "
5 rows × 24 columns
\n", + "| \n", + " | Date | \n", + "Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "
|---|---|---|---|---|---|---|
| 0 | \n", + "2015/8/3 9:30 | \n", + "1214500 | \n", + "1215800 | \n", + "1214500 | \n", + "1214900 | \n", + "1028608 | \n", + "
| 1 | \n", + "2015/8/3 9:30 | \n", + "1214600 | \n", + "1215000 | \n", + "1214600 | \n", + "1215000 | \n", + "1236 | \n", + "
| 2 | \n", + "2015/8/3 9:30 | \n", + "1215000 | \n", + "1215000 | \n", + "1214600 | \n", + "1215000 | \n", + "3314 | \n", + "
| 3 | \n", + "2015/8/3 9:30 | \n", + "1215000 | \n", + "1215000 | \n", + "1214500 | \n", + "1215000 | \n", + "6396 | \n", + "
| 4 | \n", + "2015/8/3 9:30 | \n", + "1214900 | \n", + "1215000 | \n", + "1214600 | \n", + "1214800 | \n", + "2226 | \n", + "
| \n", + " | Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "
|---|---|---|---|---|---|
| Open | \n", + "1.000000 | \n", + "0.999953 | \n", + "0.999953 | \n", + "0.999943 | \n", + "-0.027311 | \n", + "
| High | \n", + "0.999953 | \n", + "1.000000 | \n", + "0.999906 | \n", + "0.999949 | \n", + "-0.025089 | \n", + "
| Low | \n", + "0.999953 | \n", + "0.999906 | \n", + "1.000000 | \n", + "0.999961 | \n", + "-0.030385 | \n", + "
| Close | \n", + "0.999943 | \n", + "0.999949 | \n", + "0.999961 | \n", + "1.000000 | \n", + "-0.028499 | \n", + "
| Volume | \n", + "-0.027311 | \n", + "-0.025089 | \n", + "-0.030385 | \n", + "-0.028499 | \n", + "1.000000 | \n", + "
| \n", + " | Open | \n", + "High | \n", + "Low | \n", + "
|---|---|---|---|
| 3835 | \n", + "1209010 | \n", + "1209010 | \n", + "1208899 | \n", + "
| 8428 | \n", + "1203499 | \n", + "1203499 | \n", + "1203438 | \n", + "
| 18702 | \n", + "1186100 | \n", + "1186100 | \n", + "1186100 | \n", + "
| 16227 | \n", + "1185500 | \n", + "1185547 | \n", + "1185500 | \n", + "
| 6034 | \n", + "1209899 | \n", + "1209899 | \n", + "1209801 | \n", + "
| ... | \n", + "... | \n", + "... | \n", + "... | \n", + "
| 11504 | \n", + "1182975 | \n", + "1183300 | \n", + "1182920 | \n", + "
| 11233 | \n", + "1187900 | \n", + "1188000 | \n", + "1187800 | \n", + "
| 15808 | \n", + "1184700 | \n", + "1184750 | \n", + "1184600 | \n", + "
| 658 | \n", + "1224000 | \n", + "1224200 | \n", + "1223900 | \n", + "
| 13046 | \n", + "1178900 | \n", + "1179100 | \n", + "1178900 | \n", + "
16422 rows × 3 columns
\n", + "