machine_learning_projects/3.宝可梦数据集分析/平时作业/离职分析.ipynb

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  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8081f52d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b246c46d",
   "metadata": {},
   "outputs": [
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       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Attrition</th>\n",
       "      <th>BusinessTravel</th>\n",
       "      <th>Department</th>\n",
       "      <th>DistanceFromHome</th>\n",
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       "      <th>...</th>\n",
       "      <th>NumCompaniesWorked</th>\n",
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       "      <th>PercentSalaryHike</th>\n",
       "      <th>StandardHours</th>\n",
       "      <th>StockOptionLevel</th>\n",
       "      <th>TotalWorkingYears</th>\n",
       "      <th>TrainingTimesLastYear</th>\n",
       "      <th>YearsAtCompany</th>\n",
       "      <th>YearsSinceLastPromotion</th>\n",
       "      <th>YearsWithCurrManager</th>\n",
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       "      <td>17</td>\n",
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       "      <td>3</td>\n",
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       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>No</td>\n",
       "      <td>Non-Travel</td>\n",
       "      <td>Research &amp; Development</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Life Sciences</td>\n",
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       "      <td>No</td>\n",
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       "      <td>Research &amp; Development</td>\n",
       "      <td>10</td>\n",
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       "      <td>Medical</td>\n",
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       "      <td>4.0</td>\n",
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      "text/plain": [
       "   Age Attrition     BusinessTravel              Department  DistanceFromHome   \n",
       "0   51        No      Travel_Rarely                   Sales                 6  \\\n",
       "1   31       Yes  Travel_Frequently  Research & Development                10   \n",
       "2   32        No  Travel_Frequently  Research & Development                17   \n",
       "3   38        No         Non-Travel  Research & Development                 2   \n",
       "4   32        No      Travel_Rarely  Research & Development                10   \n",
       "\n",
       "   Education EducationField  EmployeeCount  EmployeeID  Gender  ...   \n",
       "0          2  Life Sciences              1           1  Female  ...  \\\n",
       "1          1  Life Sciences              1           2  Female  ...   \n",
       "2          4          Other              1           3    Male  ...   \n",
       "3          5  Life Sciences              1           4    Male  ...   \n",
       "4          1        Medical              1           5    Male  ...   \n",
       "\n",
       "   NumCompaniesWorked Over18 PercentSalaryHike  StandardHours   \n",
       "0                 1.0      Y                11              8  \\\n",
       "1                 0.0      Y                23              8   \n",
       "2                 1.0      Y                15              8   \n",
       "3                 3.0      Y                11              8   \n",
       "4                 4.0      Y                12              8   \n",
       "\n",
       "   StockOptionLevel TotalWorkingYears  TrainingTimesLastYear  YearsAtCompany   \n",
       "0                 0               1.0                      6               1  \\\n",
       "1                 1               6.0                      3               5   \n",
       "2                 3               5.0                      2               5   \n",
       "3                 3              13.0                      5               8   \n",
       "4                 2               9.0                      2               6   \n",
       "\n",
       "   YearsSinceLastPromotion  YearsWithCurrManager  \n",
       "0                        0                     0  \n",
       "1                        1                     4  \n",
       "2                        0                     3  \n",
       "3                        7                     5  \n",
       "4                        0                     4  \n",
       "\n",
       "[5 rows x 24 columns]"
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     "execution_count": 3,
     "metadata": {},
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   ],
   "source": [
    "df = pd.read_csv('quit_dataset.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "97863eb2",
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "   Age  Attrition  BusinessTravel  Department  DistanceFromHome  Education   \n",
       "0   51          0               2           2                 6          2  \\\n",
       "1   31          1               1           1                10          1   \n",
       "2   32          0               1           1                17          4   \n",
       "3   38          0               0           1                 2          5   \n",
       "4   32          0               2           1                10          1   \n",
       "\n",
       "   EducationField  EmployeeCount  EmployeeID  Gender  ...  NumCompaniesWorked   \n",
       "0               1              1           1       0  ...                 1.0  \\\n",
       "1               1              1           2       0  ...                 0.0   \n",
       "2               4              1           3       1  ...                 1.0   \n",
       "3               1              1           4       1  ...                 3.0   \n",
       "4               3              1           5       1  ...                 4.0   \n",
       "\n",
       "   Over18  PercentSalaryHike  StandardHours  StockOptionLevel   \n",
       "0       0                 11              8                 0  \\\n",
       "1       0                 23              8                 1   \n",
       "2       0                 15              8                 3   \n",
       "3       0                 11              8                 3   \n",
       "4       0                 12              8                 2   \n",
       "\n",
       "   TotalWorkingYears  TrainingTimesLastYear  YearsAtCompany   \n",
       "0                1.0                      6               1  \\\n",
       "1                6.0                      3               5   \n",
       "2                5.0                      2               5   \n",
       "3               13.0                      5               8   \n",
       "4                9.0                      2               6   \n",
       "\n",
       "   YearsSinceLastPromotion  YearsWithCurrManager  \n",
       "0                        0                     0  \n",
       "1                        1                     4  \n",
       "2                        0                     3  \n",
       "3                        7                     5  \n",
       "4                        0                     4  \n",
       "\n",
       "[5 rows x 24 columns]"
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     "execution_count": 6,
     "metadata": {},
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    }
   ],
   "source": [
    "def map_strings_to_numbers(column):\n",
    "    le = LabelEncoder()\n",
    "    df[column] = le.fit_transform(df[column])\n",
    "for column in df.columns:\n",
    "    if df[column].dtype == 'object':\n",
    "        map_strings_to_numbers(column)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a8ef0d35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Attrition\n",
       "0    3699\n",
       "1     711\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Attrition.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "45e31772",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_columns = ['Age', 'Attrition', 'BusinessTravel', 'Department','DistanceFromHome','Education','EducationField','EmployeeCount','EmployeeID','Gender','JobLevel'\n",
    "]  # 替换为你选择的列名\n",
    "correlation_df = df[selected_columns]\n",
    "correlation_matrix = correlation_df.corr()\n",
    "plt.figure(figsize=(10, 8))  # 设置图形大小\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm')\n",
    "plt.title('Correlation Heatmap')  # 设置图形标题\n",
    "plt.show()\n",
    "#这里为了清晰，只绘制了前几列的系数矩阵图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "39a3d3ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df.corr()\n",
    "corr_with_attrition = correlation_matrix['Attrition'].abs().sort_values(ascending=False)\n",
    "top_10_features = corr_with_attrition[1:24]  # 排除自身变量，选取所有特征\n",
    "plt.figure(figsize=(10, 6))  # 设置图形大小\n",
    "sns.barplot(x=top_10_features.index, y=top_10_features.values, palette='coolwarm')\n",
    "plt.xticks(rotation=90)  # 旋转x轴标签，以便更好地显示特征名称\n",
    "plt.xlabel('Features')  # 设置x轴标签\n",
    "plt.ylabel('Correlation with Attrition')  # 设置y轴标签\n",
    "plt.title('Top 10 Features with Highest Correlation to Attrition')  # 设置图形标题\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "bd0582d3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = df.corr()\n",
    "corr.head()\n",
    "corr = corr.fillna(0)#使用sort_values去求前3和后3的柱状图\n",
    "show=corr[[\"Attrition\"]].sort_values(by=\"Attrition\",ascending=False)\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.subplot(1,2,1)\n",
    "plt.bar(show.index[:3],show.Attrition[:3])\n",
    "plt.subplot(1,2,2)\n",
    "plt.bar(show.index[-3:],show.Attrition[-3:])\n",
    "plt.title(\"The correlation of attrition with other variables\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6e279b11",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Five Reason of Attrition：\n",
      "MaritalStatus\n",
      "NumCompaniesWorked\n",
      "PercentSalaryHike\n",
      "JobRole\n",
      "Gender\n"
     ]
    }
   ],
   "source": [
    "top5=corr[\"Attrition\"].sort_values(ascending=False)[1:6]\n",
    "print(\"Top Five Reason of Attrition：\\n%s\"%\"\\n\".join(list(top5.index)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8fa604db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "resigned_employees = df[df['Attrition'] == 1]\n",
    "active_employees = df[df['Attrition'] == 0]\n",
    "resigned_counts = resigned_employees['MaritalStatus'].value_counts()\n",
    "active_counts = active_employees['MaritalStatus'].value_counts()\n",
    "fig, axes = plt.subplots(1, 2, figsize=(12, 6))  # 创建包含两个子图的图表\n",
    "\n",
    "# 离职员工饼图\n",
    "axes[0].pie(resigned_counts, labels=resigned_counts.index, autopct='%1.1f%%', startangle=90)\n",
    "axes[0].set_title('Resigned Employees - Marital Status')\n",
    "\n",
    "# 未离职员工饼图\n",
    "axes[1].pie(active_counts, labels=active_counts.index, autopct='%1.1f%%', startangle=90)\n",
    "axes[1].set_title('Active Employees - Marital Status')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd4061d0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}