{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":81933,"databundleVersionId":9643020,"sourceType":"competition"}],"dockerImageVersionId":30786,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\nimport pandas as pd\n\ndf = pd.read_csv('/kaggle/input/child-mind-institute-problematic-internet-use/train.csv')\n\n# Kiểm tra thông tin dữ liệu (kiểu dữ liệu và các giá trị thiếu)\nprint(df.info())\n\n# Thống kê mô tả dữ liệu (mean, median, min, max, v.v...)\nprint(df.describe())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-01T14:30:53.653328Z","iopub.execute_input":"2024-12-01T14:30:53.653742Z","iopub.status.idle":"2024-12-01T14:30:53.926412Z","shell.execute_reply.started":"2024-12-01T14:30:53.653704Z","shell.execute_reply":"2024-12-01T14:30:53.925249Z"}},"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 3960 entries, 0 to 3959\nData columns (total 82 columns):\n #   Column                                  Non-Null Count  Dtype  \n---  ------                                  --------------  -----  \n 0   id                                      3960 non-null   object \n 1   Basic_Demos-Enroll_Season               3960 non-null   object \n 2   Basic_Demos-Age                         3960 non-null   int64  \n 3   Basic_Demos-Sex                         3960 non-null   int64  \n 4   CGAS-Season                             2555 non-null   object \n 5   CGAS-CGAS_Score                         2421 non-null   float64\n 6   Physical-Season                         3310 non-null   object \n 7   Physical-BMI                            3022 non-null   float64\n 8   Physical-Height                         3027 non-null   float64\n 9   Physical-Weight                         3076 non-null   float64\n 10  Physical-Waist_Circumference            898 non-null    float64\n 11  Physical-Diastolic_BP                   2954 non-null   float64\n 12  Physical-HeartRate                      2967 non-null   float64\n 13  Physical-Systolic_BP                    2954 non-null   float64\n 14  Fitness_Endurance-Season                1308 non-null   object \n 15  Fitness_Endurance-Max_Stage             743 non-null    float64\n 16  Fitness_Endurance-Time_Mins             740 non-null    float64\n 17  Fitness_Endurance-Time_Sec              740 non-null    float64\n 18  FGC-Season                              3346 non-null   object \n 19  FGC-FGC_CU                              2322 non-null   float64\n 20  FGC-FGC_CU_Zone                         2282 non-null   float64\n 21  FGC-FGC_GSND                            1074 non-null   float64\n 22  FGC-FGC_GSND_Zone                       1062 non-null   float64\n 23  FGC-FGC_GSD                             1074 non-null   float64\n 24  FGC-FGC_GSD_Zone                        1063 non-null   float64\n 25  FGC-FGC_PU                              2310 non-null   float64\n 26  FGC-FGC_PU_Zone                         2271 non-null   float64\n 27  FGC-FGC_SRL                             2305 non-null   float64\n 28  FGC-FGC_SRL_Zone                        2267 non-null   float64\n 29  FGC-FGC_SRR                             2307 non-null   float64\n 30  FGC-FGC_SRR_Zone                        2269 non-null   float64\n 31  FGC-FGC_TL                              2324 non-null   float64\n 32  FGC-FGC_TL_Zone                         2285 non-null   float64\n 33  BIA-Season                              2145 non-null   object \n 34  BIA-BIA_Activity_Level_num              1991 non-null   float64\n 35  BIA-BIA_BMC                             1991 non-null   float64\n 36  BIA-BIA_BMI                             1991 non-null   float64\n 37  BIA-BIA_BMR                             1991 non-null   float64\n 38  BIA-BIA_DEE                             1991 non-null   float64\n 39  BIA-BIA_ECW                             1991 non-null   float64\n 40  BIA-BIA_FFM                             1991 non-null   float64\n 41  BIA-BIA_FFMI                            1991 non-null   float64\n 42  BIA-BIA_FMI                             1991 non-null   float64\n 43  BIA-BIA_Fat                             1991 non-null   float64\n 44  BIA-BIA_Frame_num                       1991 non-null   float64\n 45  BIA-BIA_ICW                             1991 non-null   float64\n 46  BIA-BIA_LDM                             1991 non-null   float64\n 47  BIA-BIA_LST                             1991 non-null   float64\n 48  BIA-BIA_SMM                             1991 non-null   float64\n 49  BIA-BIA_TBW                             1991 non-null   float64\n 50  PAQ_A-Season                            475 non-null    object \n 51  PAQ_A-PAQ_A_Total                       475 non-null    float64\n 52  PAQ_C-Season                            1721 non-null   object \n 53  PAQ_C-PAQ_C_Total                       1721 non-null   float64\n 54  PCIAT-Season                            2736 non-null   object \n 55  PCIAT-PCIAT_01                          2733 non-null   float64\n 56  PCIAT-PCIAT_02                          2734 non-null   float64\n 57  PCIAT-PCIAT_03                          2731 non-null   float64\n 58  PCIAT-PCIAT_04                          2731 non-null   float64\n 59  PCIAT-PCIAT_05                          2729 non-null   float64\n 60  PCIAT-PCIAT_06                          2732 non-null   float64\n 61  PCIAT-PCIAT_07                          2729 non-null   float64\n 62  PCIAT-PCIAT_08                          2730 non-null   float64\n 63  PCIAT-PCIAT_09                          2730 non-null   float64\n 64  PCIAT-PCIAT_10                          2733 non-null   float64\n 65  PCIAT-PCIAT_11                          2734 non-null   float64\n 66  PCIAT-PCIAT_12                          2731 non-null   float64\n 67  PCIAT-PCIAT_13                          2729 non-null   float64\n 68  PCIAT-PCIAT_14                          2732 non-null   float64\n 69  PCIAT-PCIAT_15                          2730 non-null   float64\n 70  PCIAT-PCIAT_16                          2728 non-null   float64\n 71  PCIAT-PCIAT_17                          2725 non-null   float64\n 72  PCIAT-PCIAT_18                          2728 non-null   float64\n 73  PCIAT-PCIAT_19                          2730 non-null   float64\n 74  PCIAT-PCIAT_20                          2733 non-null   float64\n 75  PCIAT-PCIAT_Total                       2736 non-null   float64\n 76  SDS-Season                              2618 non-null   object \n 77  SDS-SDS_Total_Raw                       2609 non-null   float64\n 78  SDS-SDS_Total_T                         2606 non-null   float64\n 79  PreInt_EduHx-Season                     3540 non-null   object \n 80  PreInt_EduHx-computerinternet_hoursday  3301 non-null   float64\n 81  sii                                     2736 non-null   float64\ndtypes: float64(68), int64(2), object(12)\nmemory usage: 2.5+ MB\nNone\n       Basic_Demos-Age  Basic_Demos-Sex  CGAS-CGAS_Score  Physical-BMI  \\\ncount      3960.000000      3960.000000      2421.000000   3022.000000   \nmean         10.433586         0.372727        65.454771     19.331929   \nstd           3.574648         0.483591        22.341862      5.113934   \nmin           5.000000         0.000000        25.000000      0.000000   \n25%           8.000000         0.000000        59.000000     15.869350   \n50%          10.000000         0.000000        65.000000     17.937682   \n75%          13.000000         1.000000        75.000000     21.571244   \nmax          22.000000         1.000000       999.000000     59.132048   \n\n       Physical-Height  Physical-Weight  Physical-Waist_Circumference  \\\ncount      3027.000000      3076.000000                    898.000000   \nmean         55.946713        89.038615                     27.278508   \nstd           7.473764        44.569040                      5.567287   \nmin          33.000000         0.000000                     18.000000   \n25%          50.000000        57.200000                     23.000000   \n50%          55.000000        77.000000                     26.000000   \n75%          62.000000       113.800000                     30.000000   \nmax          78.500000       315.000000                     50.000000   \n\n       Physical-Diastolic_BP  Physical-HeartRate  Physical-Systolic_BP  ...  \\\ncount            2954.000000         2967.000000           2954.000000  ...   \nmean               69.648951           81.597236            116.983074  ...   \nstd                13.611226           13.665196             17.061225  ...   \nmin                 0.000000           27.000000              0.000000  ...   \n25%                61.000000           72.000000            107.000000  ...   \n50%                68.000000           81.000000            114.000000  ...   \n75%                76.000000           90.500000            125.000000  ...   \nmax               179.000000          138.000000            203.000000  ...   \n\n       PCIAT-PCIAT_16  PCIAT-PCIAT_17  PCIAT-PCIAT_18  PCIAT-PCIAT_19  \\\ncount     2728.000000     2725.000000     2728.000000     2730.000000   \nmean         1.452346        1.627890        1.613636        1.158974   \nstd          1.495600        1.445622        1.529178        1.343661   \nmin          0.000000        0.000000        0.000000        0.000000   \n25%          0.000000        0.000000        0.000000        0.000000   \n50%          1.000000        1.000000        1.000000        1.000000   \n75%          2.000000        3.000000        2.000000        2.000000   \nmax          5.000000        5.000000        5.000000        5.000000   \n\n       PCIAT-PCIAT_20  PCIAT-PCIAT_Total  SDS-SDS_Total_Raw  SDS-SDS_Total_T  \\\ncount     2733.000000        2736.000000        2609.000000      2606.000000   \nmean         0.943652          27.896199          41.088923        57.763622   \nstd          1.185460          20.338853          10.427433        13.196091   \nmin          0.000000           0.000000          17.000000        38.000000   \n25%          0.000000          12.000000          33.000000        47.000000   \n50%          1.000000          26.000000          39.000000        55.000000   \n75%          1.000000          41.000000          46.000000        64.000000   \nmax          5.000000          93.000000          96.000000       100.000000   \n\n       PreInt_EduHx-computerinternet_hoursday          sii  \ncount                             3301.000000  2736.000000  \nmean                                 1.060588     0.580409  \nstd                                  1.094875     0.771122  \nmin                                  0.000000     0.000000  \n25%                                  0.000000     0.000000  \n50%                                  1.000000     0.000000  \n75%                                  2.000000     1.000000  \nmax                                  3.000000     3.000000  \n\n[8 rows x 70 columns]\n","output_type":"stream"}],"execution_count":2},{"cell_type":"code","source":"# Phân phối của tất cả các cột số\ndf.select_dtypes(include=['float64', 'int64']).hist(bins=20, figsize=(14, 10))\nplt.tight_layout()\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-01T14:31:22.014635Z","iopub.execute_input":"2024-12-01T14:31:22.015048Z","iopub.status.idle":"2024-12-01T14:31:32.627833Z","shell.execute_reply.started":"2024-12-01T14:31:22.015014Z","shell.execute_reply":"2024-12-01T14:31:32.626517Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x1000 with 72 Axes>","image/png":"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"},"metadata":{}}],"execution_count":3},{"cell_type":"code","source":"# Đếm số lượng mỗi lớp của biến mục tiêu (target variable)\nsns.countplot(x='Basic_Demos-Enroll_Season', data=df)\nplt.title('Distribution of Target Variable')\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-01T14:35:04.336283Z","iopub.execute_input":"2024-12-01T14:35:04.336739Z","iopub.status.idle":"2024-12-01T14:35:04.512244Z","shell.execute_reply.started":"2024-12-01T14:35:04.3367Z","shell.execute_reply":"2024-12-01T14:35:04.510807Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 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"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"# Boxplot để kiểm tra giá trị ngoại lai\nplt.figure(figsize=(10, 6))\nsns.boxplot(data=df.select_dtypes(include=['float64', 'int64']))\nplt.title('Boxplot of Features to Check for Outliers')\nplt.xticks(rotation=90)\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-01T15:00:53.412178Z","iopub.execute_input":"2024-12-01T15:00:53.412969Z","iopub.status.idle":"2024-12-01T15:00:54.690403Z","shell.execute_reply.started":"2024-12-01T15:00:53.412927Z","shell.execute_reply":"2024-12-01T15:00:54.689189Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"# Visualize missing values\nplt.figure(figsize=(10, 6))\nsns.heatmap(df.isnull(), cbar=False, cmap='viridis')\nplt.title('Missing Data Heatmap')\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2024-12-01T15:00:33.551386Z","iopub.execute_input":"2024-12-01T15:00:33.55175Z","iopub.status.idle":"2024-12-01T15:00:34.518288Z","shell.execute_reply.started":"2024-12-01T15:00:33.551718Z","shell.execute_reply":"2024-12-01T15:00:34.517078Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"# Boxplot giữa các cột số và biến mục tiêu\nplt.figure(figsize=(10, 6))\nsns.boxplot(x='target_column', y='feature_column', data=df)\nplt.title('Feature vs Target Boxplot')\nplt.show()\n","metadata":{"trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# So sánh phân phối giữa các lớp\nsns.kdeplot(df[df['target_column'] == 0]['feature_column'], label='Class 0', shade=True)\nsns.kdeplot(df[df['target_column'] == 1]['feature_column'], label='Class 1', shade=True)\nplt.title('Distribution of Feature by Class')\nplt.show()\n","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}