Student_Performance

{"cells":[{"source":"<a href=\"https://www.kaggle.com/code/fehu94/student-performance-data-preprocessing?scriptVersionId=204005318\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown"},{"cell_type":"code","execution_count":1,"id":"787dee13","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-10-28T22:54:49.116283Z","iopub.status.busy":"2024-10-28T22:54:49.115759Z","iopub.status.idle":"2024-10-28T22:54:51.820135Z","shell.execute_reply":"2024-10-28T22:54:51.818692Z"},"papermill":{"duration":2.71316,"end_time":"2024-10-28T22:54:51.823762","exception":false,"start_time":"2024-10-28T22:54:49.110602","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["   Hours_Studied  Attendance Parental_Involvement Access_to_Resources  \\\n","0             23          84                  Low                High   \n","1             19          64                  Low              Medium   \n","2             24          98               Medium              Medium   \n","3             29          89                  Low              Medium   \n","4             19          92               Medium              Medium   \n","\n","  Extracurricular_Activities  Sleep_Hours  Previous_Scores Motivation_Level  \\\n","0                         No            7               73              Low   \n","1                         No            8               59              Low   \n","2                        Yes            7               91           Medium   \n","3                        Yes            8               98           Medium   \n","4                        Yes            6               65           Medium   \n","\n","  Internet_Access  Tutoring_Sessions Family_Income Teacher_Quality  \\\n","0             Yes                  0           Low          Medium   \n","1             Yes                  2        Medium          Medium   \n","2             Yes                  2        Medium          Medium   \n","3             Yes                  1        Medium          Medium   \n","4             Yes                  3        Medium            High   \n","\n","  School_Type Peer_Influence  Physical_Activity Learning_Disabilities  \\\n","0      Public       Positive                  3                    No   \n","1      Public       Negative                  4                    No   \n","2      Public        Neutral                  4                    No   \n","3      Public       Negative                  4                    No   \n","4      Public        Neutral                  4                    No   \n","\n","  Parental_Education_Level Distance_from_Home  Gender  Exam_Score  \n","0              High School               Near    Male          67  \n","1                  College           Moderate  Female          61  \n","2             Postgraduate               Near    Male          74  \n","3              High School           Moderate    Male          71  \n","4                  College               Near  Female          70  \n","<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 6607 entries, 0 to 6606\n","Data columns (total 20 columns):\n"," #   Column                      Non-Null Count  Dtype \n","---  ------                      --------------  ----- \n"," 0   Hours_Studied               6607 non-null   int64 \n"," 1   Attendance                  6607 non-null   int64 \n"," 2   Parental_Involvement        6607 non-null   object\n"," 3   Access_to_Resources         6607 non-null   object\n"," 4   Extracurricular_Activities  6607 non-null   object\n"," 5   Sleep_Hours                 6607 non-null   int64 \n"," 6   Previous_Scores             6607 non-null   int64 \n"," 7   Motivation_Level            6607 non-null   object\n"," 8   Internet_Access             6607 non-null   object\n"," 9   Tutoring_Sessions           6607 non-null   int64 \n"," 10  Family_Income               6607 non-null   object\n"," 11  Teacher_Quality             6529 non-null   object\n"," 12  School_Type                 6607 non-null   object\n"," 13  Peer_Influence              6607 non-null   object\n"," 14  Physical_Activity           6607 non-null   int64 \n"," 15  Learning_Disabilities       6607 non-null   object\n"," 16  Parental_Education_Level    6517 non-null   object\n"," 17  Distance_from_Home          6540 non-null   object\n"," 18  Gender                      6607 non-null   object\n"," 19  Exam_Score                  6607 non-null   int64 \n","dtypes: int64(7), object(13)\n","memory usage: 1.0+ MB\n","None\n"]}],"source":["import pandas as pd\n","import numpy as np\n","from scipy.stats import skew, kurtosis\n","from scipy import stats \n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.preprocessing import StandardScaler\n","\n","\n","# Veriyi okuyalım\n","df = pd.read_csv('/kaggle/input/student-performance-factors/StudentPerformanceFactors.csv')\n","\n","# Sonsuz değerleri NaN olarak değiştirelim (inf ve -inf değerleri)\n","df.replace([np.inf, -np.inf], np.nan, inplace=True)\n","\n","# İlk birkaç satıra göz atalım\n","print(df.head())\n","\n","# Verinin genel yapısını kontrol edelim\n","print(df.info())\n"]},{"cell_type":"code","execution_count":2,"id":"68f9d39f","metadata":{"execution":{"iopub.execute_input":"2024-10-28T22:54:51.834644Z","iopub.status.busy":"2024-10-28T22:54:51.834219Z","iopub.status.idle":"2024-10-28T22:54:51.848711Z","shell.execute_reply":"2024-10-28T22:54:51.847627Z"},"papermill":{"duration":0.023638,"end_time":"2024-10-28T22:54:51.852256","exception":false,"start_time":"2024-10-28T22:54:51.828618","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Parental_Involvement sütununun benzersiz değerleri:\n","['Low' 'Medium' 'High']\n","-----------\n","Access_to_Resources sütununun benzersiz değerleri:\n","['High' 'Medium' 'Low']\n","-----------\n","Extracurricular_Activities sütununun benzersiz değerleri:\n","['No' 'Yes']\n","-----------\n","Motivation_Level sütununun benzersiz değerleri:\n","['Low' 'Medium' 'High']\n","-----------\n","Internet_Access sütununun benzersiz değerleri:\n","['Yes' 'No']\n","-----------\n","Family_Income sütununun benzersiz değerleri:\n","['Low' 'Medium' 'High']\n","-----------\n","Teacher_Quality sütununun benzersiz değerleri:\n","['Medium' 'High' 'Low' nan]\n","-----------\n","School_Type sütununun benzersiz değerleri:\n","['Public' 'Private']\n","-----------\n","Peer_Influence sütununun benzersiz değerleri:\n","['Positive' 'Negative' 'Neutral']\n","-----------\n","Learning_Disabilities sütununun benzersiz değerleri:\n","['No' 'Yes']\n","-----------\n","Parental_Education_Level sütununun benzersiz değerleri:\n","['High School' 'College' 'Postgraduate' nan]\n","-----------\n","Distance_from_Home sütununun benzersiz değerleri:\n","['Near' 'Moderate' 'Far' nan]\n","-----------\n","Gender sütununun benzersiz değerleri:\n","['Male' 'Female']\n","-----------\n"]}],"source":["# Kategorik sütunlardaki benzersiz değerleri görmek\n","categorical_columns = df.select_dtypes(include='object').columns\n","\n","for col in categorical_columns:\n","    print(f\"{col} sütununun benzersiz değerleri:\")\n","    print(df[col].unique())\n","    print(\"-----------\")\n"]},{"cell_type":"code","execution_count":3,"id":"9c3cdef9","metadata":{"execution":{"iopub.execute_input":"2024-10-28T22:54:51.87367Z","iopub.status.busy":"2024-10-28T22:54:51.872442Z","iopub.status.idle":"2024-10-28T22:54:51.933055Z","shell.execute_reply":"2024-10-28T22:54:51.931938Z"},"papermill":{"duration":0.079777,"end_time":"2024-10-28T22:54:51.937003","exception":false,"start_time":"2024-10-28T22:54:51.857226","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["   Hours_Studied  Attendance  Parental_Involvement  Access_to_Resources  \\\n","0             23          84                     0                    2   \n","1             19          64                     0                    1   \n","2             24          98                     1                    1   \n","3             29          89                     0                    1   \n","4             19          92                     1                    1   \n","\n","   Extracurricular_Activities  Sleep_Hours  Previous_Scores  Motivation_Level  \\\n","0                           0            7               73                 0   \n","1                           0            8               59                 0   \n","2                           1            7               91                 1   \n","3                           1            8               98                 1   \n","4                           1            6               65                 1   \n","\n","   Internet_Access  Tutoring_Sessions  Family_Income  Teacher_Quality  \\\n","0                1                  0              0              1.0   \n","1                1                  2              1              1.0   \n","2                1                  2              1              1.0   \n","3                1                  1              1              1.0   \n","4                1                  3              1              2.0   \n","\n","   School_Type  Peer_Influence  Physical_Activity  Learning_Disabilities  \\\n","0            0               1                  3                      0   \n","1            0               0                  4                      0   \n","2            0               2                  4                      0   \n","3            0               0                  4                      0   \n","4            0               2                  4                      0   \n","\n","   Parental_Education_Level  Distance_from_Home  Gender  Exam_Score  \n","0                       0.0                 0.0       0          67  \n","1                       1.0                 1.0       1          61  \n","2                       2.0                 0.0       0          74  \n","3                       0.0                 1.0       0          71  \n","4                       1.0                 0.0       1          70  \n"]}],"source":["import pandas as pd\n","\n","# Veri çerçevesini yükleme\n","df = pd.read_csv('/kaggle/input/student-performance-factors/StudentPerformanceFactors.csv')\n","\n","# Kategorik değişkenleri sayısal değerlere dönüştürme\n","def encode_column(column, mapping):\n","    return column.map(mapping)\n","\n","# Her sütun için benzersiz değerler ve karşılık gelen sayısal değerler\n","mappings = {\n","    'Parental_Involvement': {'Low': 0, 'Medium': 1, 'High': 2},\n","    'Access_to_Resources': {'High': 2, 'Medium': 1, 'Low': 0},\n","    'Extracurricular_Activities': {'No': 0, 'Yes': 1},\n","    'Motivation_Level': {'Low': 0, 'Medium': 1, 'High': 2},\n","    'Internet_Access': {'Yes': 1, 'No': 0},\n","    'Family_Income': {'Low': 0, 'Medium': 1, 'High': 2},\n","    'Teacher_Quality': {'Medium': 1, 'High': 2, 'Low': 0},\n","    'School_Type': {'Public': 0, 'Private': 1},\n","    'Peer_Influence': {'Positive': 1, 'Negative': 0, 'Neutral': 2},\n","    'Learning_Disabilities': {'No': 0, 'Yes': 1},\n","    'Parental_Education_Level': {'High School': 0, 'College': 1, 'Postgraduate': 2},\n","    'Gender': {'Male': 0, 'Female': 1},\n","    'Distance_from_Home': {'Near': 0, 'Moderate': 1, 'Far': 2}\n","}\n","\n","# Her sütun için kodlama işlemi\n","for column, mapping in mappings.items():\n","    df[column] = encode_column(df[column], mapping)\n","\n","# Sonuçları görüntüleme\n","print(df.head())\n"]},{"cell_type":"code","execution_count":4,"id":"1bad4776","metadata":{"execution":{"iopub.execute_input":"2024-10-28T22:54:51.94881Z","iopub.status.busy":"2024-10-28T22:54:51.947951Z","iopub.status.idle":"2024-10-28T22:54:52.024437Z","shell.execute_reply":"2024-10-28T22:54:52.023322Z"},"papermill":{"duration":0.086918,"end_time":"2024-10-28T22:54:52.028812","exception":false,"start_time":"2024-10-28T22:54:51.941894","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Veri Çerçevesi Bilgileri:\n","<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 6607 entries, 0 to 6606\n","Data columns (total 20 columns):\n"," #   Column                      Non-Null Count  Dtype  \n","---  ------                      --------------  -----  \n"," 0   Hours_Studied               6607 non-null   int64  \n"," 1   Attendance                  6607 non-null   int64  \n"," 2   Parental_Involvement        6607 non-null   int64  \n"," 3   Access_to_Resources         6607 non-null   int64  \n"," 4   Extracurricular_Activities  6607 non-null   int64  \n"," 5   Sleep_Hours                 6607 non-null   int64  \n"," 6   Previous_Scores             6607 non-null   int64  \n"," 7   Motivation_Level            6607 non-null   int64  \n"," 8   Internet_Access             6607 non-null   int64  \n"," 9   Tutoring_Sessions           6607 non-null   int64  \n"," 10  Family_Income               6607 non-null   int64  \n"," 11  Teacher_Quality             6529 non-null   float64\n"," 12  School_Type                 6607 non-null   int64  \n"," 13  Peer_Influence              6607 non-null   int64  \n"," 14  Physical_Activity           6607 non-null   int64  \n"," 15  Learning_Disabilities       6607 non-null   int64  \n"," 16  Parental_Education_Level    6517 non-null   float64\n"," 17  Distance_from_Home          6540 non-null   float64\n"," 18  Gender                      6607 non-null   int64  \n"," 19  Exam_Score                  6607 non-null   int64  \n","dtypes: float64(3), int64(17)\n","memory usage: 1.0 MB\n","None\n","\n","İlk 5 Satır:\n","   Hours_Studied  Attendance  Parental_Involvement  Access_to_Resources  \\\n","0             23          84                     0                    2   \n","1             19          64                     0                    1   \n","2             24          98                     1                    1   \n","3             29          89                     0                    1   \n","4             19          92                     1                    1   \n","\n","   Extracurricular_Activities  Sleep_Hours  Previous_Scores  Motivation_Level  \\\n","0                           0            7               73                 0   \n","1                           0            8               59                 0   \n","2                           1            7               91                 1   \n","3                           1            8               98                 1   \n","4                           1            6               65                 1   \n","\n","   Internet_Access  Tutoring_Sessions  Family_Income  Teacher_Quality  \\\n","0                1                  0              0              1.0   \n","1                1                  2              1              1.0   \n","2                1                  2              1              1.0   \n","3                1                  1              1              1.0   \n","4                1                  3              1              2.0   \n","\n","   School_Type  Peer_Influence  Physical_Activity  Learning_Disabilities  \\\n","0            0               1                  3                      0   \n","1            0               0                  4                      0   \n","2            0               2                  4                      0   \n","3            0               0                  4                      0   \n","4            0               2                  4                      0   \n","\n","   Parental_Education_Level  Distance_from_Home  Gender  Exam_Score  \n","0                       0.0                 0.0       0          67  \n","1                       1.0                 1.0       1          61  \n","2                       2.0                 0.0       0          74  \n","3                       0.0                 1.0       0          71  \n","4                       1.0                 0.0       1          70  \n","\n","Betimleyici İstatistikler:\n","       Hours_Studied   Attendance  Parental_Involvement  Access_to_Resources  \\\n","count    6607.000000  6607.000000           6607.000000          6607.000000   \n","mean       19.975329    79.977448              1.086423             1.100197   \n","std         5.990594    11.547475              0.695521             0.698347   \n","min         1.000000    60.000000              0.000000             0.000000   \n","25%        16.000000    70.000000              1.000000             1.000000   \n","50%        20.000000    80.000000              1.000000             1.000000   \n","75%        24.000000    90.000000              2.000000             2.000000   \n","max        44.000000   100.000000              2.000000             2.000000   \n","\n","       Extracurricular_Activities  Sleep_Hours  Previous_Scores  \\\n","count                 6607.000000   6607.00000      6607.000000   \n","mean                     0.596035      7.02906        75.070531   \n","std                      0.490728      1.46812        14.399784   \n","min                      0.000000      4.00000        50.000000   \n","25%                      0.000000      6.00000        63.000000   \n","50%                      1.000000      7.00000        75.000000   \n","75%                      1.000000      8.00000        88.000000   \n","max                      1.000000     10.00000       100.000000   \n","\n","       Motivation_Level  Internet_Access  Tutoring_Sessions  Family_Income  \\\n","count       6607.000000      6607.000000        6607.000000    6607.000000   \n","mean           0.906463         0.924474           1.493719       0.787649   \n","std            0.695798         0.264258           1.230570       0.742617   \n","min            0.000000         0.000000           0.000000       0.000000   \n","25%            0.000000         1.000000           1.000000       0.000000   \n","50%            1.000000         1.000000           1.000000       1.000000   \n","75%            1.000000         1.000000           2.000000       1.000000   \n","max            2.000000         1.000000           8.000000       2.000000   \n","\n","       Teacher_Quality  School_Type  Peer_Influence  Physical_Activity  \\\n","count      6529.000000  6607.000000     6607.000000        6607.000000   \n","mean          1.197580     0.304071        1.183896           2.967610   \n","std           0.599878     0.460048        0.752990           1.031231   \n","min           0.000000     0.000000        0.000000           0.000000   \n","25%           1.000000     0.000000        1.000000           2.000000   \n","50%           1.000000     0.000000        1.000000           3.000000   \n","75%           2.000000     1.000000        2.000000           4.000000   \n","max           2.000000     1.000000        2.000000           6.000000   \n","\n","       Learning_Disabilities  Parental_Education_Level  Distance_from_Home  \\\n","count            6607.000000               6517.000000         6540.000000   \n","mean                0.105191                  0.705693            0.506728   \n","std                 0.306823                  0.779920            0.671749   \n","min                 0.000000                  0.000000            0.000000   \n","25%                 0.000000                  0.000000            0.000000   \n","50%                 0.000000                  1.000000            0.000000   \n","75%                 0.000000                  1.000000            1.000000   \n","max                 1.000000                  2.000000            2.000000   \n","\n","            Gender   Exam_Score  \n","count  6607.000000  6607.000000  \n","mean      0.422733    67.235659  \n","std       0.494031     3.890456  \n","min       0.000000    55.000000  \n","25%       0.000000    65.000000  \n","50%       0.000000    67.000000  \n","75%       1.000000    69.000000  \n","max       1.000000   101.000000  \n","\n","Null Değerlerin Kontrolü:\n","Hours_Studied                  0\n","Attendance                     0\n","Parental_Involvement           0\n","Access_to_Resources            0\n","Extracurricular_Activities     0\n","Sleep_Hours                    0\n","Previous_Scores                0\n","Motivation_Level               0\n","Internet_Access                0\n","Tutoring_Sessions              0\n","Family_Income                  0\n","Teacher_Quality               78\n","School_Type                    0\n","Peer_Influence                 0\n","Physical_Activity              0\n","Learning_Disabilities          0\n","Parental_Education_Level      90\n","Distance_from_Home            67\n","Gender                         0\n","Exam_Score                     0\n","dtype: int64\n"]}],"source":["# Veri çerçevesinin temel bilgilerini görüntüleme\n","print(\"Veri Çerçevesi Bilgileri:\")\n","print(df.info())  # Sütun isimleri, veri tipleri ve null değerler hakkında bilgi\n","\n","print(\"\\nİlk 5 Satır:\")\n","print(df.head())  # İlk 5 satırı görüntüleme\n","\n","print(\"\\nBetimleyici İstatistikler:\")\n","print(df.describe())  # Sayısal sütunların betimleyici istatistikleri\n","\n","print(\"\\nNull Değerlerin Kontrolü:\")\n","print(df.isnull().sum())  # Null değerleri kontrol etme\n"]},{"cell_type":"code","execution_count":5,"id":"b7761584","metadata":{"execution":{"iopub.execute_input":"2024-10-28T22:54:52.042342Z","iopub.status.busy":"2024-10-28T22:54:52.041259Z","iopub.status.idle":"2024-10-28T22:54:52.055472Z","shell.execute_reply":"2024-10-28T22:54:52.05448Z"},"papermill":{"duration":0.023996,"end_time":"2024-10-28T22:54:52.058334","exception":false,"start_time":"2024-10-28T22:54:52.034338","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","Null Değerlerin Kontrolü (Doldurma Sonrası):\n","Hours_Studied                 0\n","Attendance                    0\n","Parental_Involvement          0\n","Access_to_Resources           0\n","Extracurricular_Activities    0\n","Sleep_Hours                   0\n","Previous_Scores               0\n","Motivation_Level              0\n","Internet_Access               0\n","Tutoring_Sessions             0\n","Family_Income                 0\n","Teacher_Quality               0\n","School_Type                   0\n","Peer_Influence                0\n","Physical_Activity             0\n","Learning_Disabilities         0\n","Parental_Education_Level      0\n","Distance_from_Home            0\n","Gender                        0\n","Exam_Score                    0\n","dtype: int64\n"]}],"source":["# Kategorik sütunlar için en sık görülen değeri kullanarak doldurma\n","df['Teacher_Quality'] = df['Teacher_Quality'].fillna(df['Teacher_Quality'].mode()[0])\n","df['Parental_Education_Level'] = df['Parental_Education_Level'].fillna(df['Parental_Education_Level'].mode()[0])\n","df['Distance_from_Home'] = df['Distance_from_Home'].fillna(df['Distance_from_Home'].mode()[0])\n","\n","# Eksik değerleri kontrol etme\n","print(\"\\nNull Değerlerin Kontrolü (Doldurma Sonrası):\")\n","print(df.isnull().sum())  # Null değerleri kontrol etme\n","\n","# Tüm eksik değerlere sahip satırları kaldırma (isteğe bağlı)\n","# df.dropna(inplace=True)  # Bu satırı kaldırabilirsiniz eğer doldurma işlemi yeterli ise\n"]},{"cell_type":"markdown","id":"0b7d5b68","metadata":{"papermill":{"duration":0.005101,"end_time":"2024-10-28T22:54:52.06909","exception":false,"start_time":"2024-10-28T22:54:52.063989","status":"completed"},"tags":[]},"source":["# Veri Yükleme ve Göz Atma\n","\n","İlk olarak, Kaggle'dan öğrenci performans faktörleri ile ilgili bir veri seti indirdim ve bu verileri incelemek için açtım. Böylece, verinin nasıl göründüğünü ve hangi bilgileri içerdiğini gözlemledim.\n","\n","---\n","\n","# Sonsuz Değerleri Temizleme\n","\n","Verilerde bazen sonsuz değerler (yani çok büyük veya çok küçük sayılar) olabilir. Ben de bu değerleri eksik değer (NaN) olarak değiştirdim; böylece analiz yaparken sorun yaşamayacağım.\n","\n","---\n","\n","# Kategorik Sütunları İnceleme\n","\n","Verideki bazı sütunlar (örneğin, ebeveyn katılımı gibi) kategorik değerler içeriyor. Bu sütunlardaki benzersiz değerleri görmek için bir kontrol yaptım. Böylece, hangi seçeneklerin bulunduğunu öğrendim.\n","\n","---\n","\n","# Kategorik Değerleri Sayılara Dönüştürme\n","\n","Kategorik verileri makine öğrenmesi algoritmalarıyla kullanabilmek için bu değerleri sayılara dönüştürdüm. Örneğin, “Düşük” yerine 0, “Orta” yerine 1, “Yüksek” yerine 2 yazdım. Bu şekilde, veriler daha anlamlı hale geldi.\n","\n","---\n","\n","# Veri Seti Bilgilerini Kontrol Etme\n","\n","Veri setimin genel durumunu kontrol ettim; yani hangi sütunların ne tür bilgiler içerdiğini ve eksik değer olup olmadığını inceledim. Bu adım, ilerideki adımları planlamama yardımcı oldu.\n","\n","---\n","\n","# Eksik Değerleri Kontrol Etme\n","\n","Veri setimde hangi sütunlarda eksik değerler olduğunu kontrol ettim. Bu, verinin güvenilirliğini sağlamak için önemli bir adımdı.\n","\n","---\n","\n","# Eksik Değerleri Doldurma\n","\n","Eksik olan kategorik değerleri, o sütundaki en sık görülen değerle doldurdum. Örneğin, bir sütunda “Düşük” en sık görülen değer ise, eksik olan yerlere onu yazdım. Böylece veri setinin bütünlüğünü artırdım.\n","\n","---\n","\n","# Doldurma İşlemi Sonrası Kontrol\n","\n","Doldurma işlemini yaptıktan sonra, hala eksik değer olup olmadığını kontrol ettim. Bu, yaptığım işlemin işe yarayıp yaramadığını görmek içindi.\n"]},{"cell_type":"code","execution_count":null,"id":"8cb3d2d8","metadata":{"papermill":{"duration":0.003404,"end_time":"2024-10-28T22:54:52.076432","exception":false,"start_time":"2024-10-28T22:54:52.073028","status":"completed"},"tags":[]},"outputs":[],"source":[]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":5630996,"sourceId":9300554,"sourceType":"datasetVersion"}],"dockerImageVersionId":30786,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","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":"3.10.14"},"papermill":{"default_parameters":{},"duration":6.310185,"end_time":"2024-10-28T22:54:52.702391","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2024-10-28T22:54:46.392206","version":"2.6.0"}},"nbformat":4,"nbformat_minor":5}