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1. 

   jamesellerine1
/
2. xbox-game-prediction

                                  !pip install jovian --upgrade --quiet                              

                                  !pip install numpy pandas matplotlib seaborn --quiet                              

                                  !pip install jovian opendatasets xgboost graphviz lightgbm scikit-learn xgboost lightgbm --upgrade --quiet                              

                                  jovian.commit(project=                  "xbox-game-prediction"                  )                              

                                  url =                                    'https://www.kaggle.com/c/acm-sf-chapter-hackathon-small/data?select=popular_skus.py'                              

                                  import                                      os                                                      import                                      opendatasets                                    as                                      od                                                      import                                      pandas                                    as                                      pd                                                      import                                      numpy                                    as                                      np                                    pd.set_option(                  "display.max_columns"                  ,                                    300                  )                                    pd.set_option(                  "display.max_rows"                  ,                                    120                  )                              

                                  import                                      opendatasets                                    as                                      od                                                      import                                      matplotlib.pyplot                                    as                                      plt                                                      import                                      seaborn                                    as                                      sns                                                      import                                      pandas                                    as                                      pd                                                      import                                      numpy                                    as                                      np                                                      import                                      matplotlib                                                      import                                      jovian                                                      import                                      os                  %matplotlib inline                                     pd.set_option(                  'display.max_columns'                  ,                                    None                  )                                    pd.set_option(                  'display.max_rows'                  ,                                    150                  )                                    sns.set_style(                  'darkgrid'                  )                                    matplotlib.rcParams[                  'font.size'                  ] =                                    14                                                      matplotlib.rcParams[                  'figure.figsize'                  ] = (                  10                  ,                                    6                  )                                    matplotlib.rcParams[                  'figure.facecolor'                  ] =                                    '#00000000'                              

Skipping, found downloaded files in "./acm-sf-chapter-hackathon-small" (use force=True to force download)

acm-sf-chapter-hackathon-small / work / New_Assignment_xbox_game_prediction.ipynb

                                      ls acm-sf-chapter-hackathon-small/                                  

popular_skus.csv popular_skus.py small_product_data.xml test.csv train.csv

                                  train_df = pd.read_csv(                  './acm-sf-chapter-hackathon-small/train.csv'                  )                              

                                  test_df = pd.read_csv(                  './acm-sf-chapter-hackathon-small/test.csv'                  )                              

Preparing the Data for Training

We'll perform the following steps to prepare the dataset for training:

1. Engineer new columns
2. Create a train/test/validation split
3. Identify input and target columns
4. Identify numeric and categorical columns
5. Impute (fill) missing numeric values
6. Scale numeric values to the \((0, 1)\) range
7. Encode categorical columns to one-hot vectors

Feauture Engineering and clean up

                                  train_df[                  'query'                  ] = train_df[                  'query'                  ].                  str                  .lower()                                    train_df[                  'query_time'                  ]= pd.to_datetime(train_df[                  'query_time'                  ])                                    train_df[                  'new_query_date'                  ] = [d.date()                                    for                                      d                                    in                                      train_df[                  'query_time'                  ]]                                    train_df[                  'new_query_time'                  ] = [d.time()                                    for                                      d                                    in                                      train_df[                  'query_time'                  ]]                                    train_df[                  'click_time'                  ]= pd.to_datetime(train_df[                  'click_time'                  ])                                    train_df[                  'new_click_date'                  ] = [d.date()                                    for                                      d                                    in                                      train_df[                  'click_time'                  ]]                                    train_df[                  'new_click_time'                  ] = [d.time()                                    for                                      d                                    in                                      train_df[                  'click_time'                  ]]                                    train_df[                  'query'                  ] = train_df[                  'query'                  ].                  str                  .lower()                              

                                      item_counts = train_df[                    "query"                    ].value_counts()                                        check = train_df[                    "query"                    ].value_counts() ==                                        1                                                            check = train_df[                    "query"                    ].unique()                    check                                  

                                      array(['gears of war', 'assassin creed', 'dead island', ...,        'xbox fable ii', 'legend of troy', 'limited edition forza 4'],       dtype=object)                                  

                                      check = train_df.pivot_table(columns=[                    'query'                    ], aggfunc=                    'size'                    )                    check                                  

                                      query #                    6 *                    2 .wwe 12              1 //                   1 0                    1                     .. zumba workout dvd    1 zumba xbox           1 zumba. dvds          1 zumbaa               1 zune hd              1 Length: 4629, dtype: int64                                  

                                      from                                          collections                                        import                                          defaultdict                    check = {}                    check = defaultdict(                    lambda                    :                                        0                    , check)                                                            for                                          value                                        in                                          train_df[                    'query'                    ]:                                                              check[value] +=                                        1                                                                                                                        for                                          value                                        in                                          check:                                                                                if                                          check[value] ==                                        1                                                            or                                          check[value] ==                                        2                    :                                        print(value)                                  

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Write a piece of code that sorts all of the above into either one of the top 10 searches or other

<class 'pandas.core.frame.DataFrame'> RangeIndex: 42365 entries, 0 to 42364 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 user 42365 non-null object 1 sku 42365 non-null int64 2 category 42365 non-null object 3 query 42365 non-null object 4 click_time 42365 non-null datetime64[ns] 5 query_time 42365 non-null datetime64[ns] 6 new_query_date 42365 non-null object 7 new_query_time 42365 non-null object 8 new_click_date 42365 non-null object 9 new_click_time 42365 non-null object dtypes: datetime64[ns](2), int64(1), object(7) memory usage: 3.2+ MB

<class 'pandas.core.frame.DataFrame'> RangeIndex: 28241 entries, 0 to 28240 Data columns (total 5 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 user 28241 non-null object 1 category 28241 non-null object 2 query 28241 non-null object 3 click_time 28241 non-null object 4 query_time 28241 non-null object dtypes: object(5) memory usage: 1.1+ MB

Train Validation and Test Split

                                      plt.title(                    'No. of Rows per Year'                    )                    sns.countplot(x=pd.to_datetime(train_df.new_query_date).dt.year);                                  

Data Collected for One Year - 2011

                                      plt.title(                    'No. of Rows per Month'                    )                    sns.countplot(x=pd.to_datetime(train_df.new_query_date).dt.month);                                  

Data Collected for 3 months, August, September, October

                                      plt.title(                    'No. of Rows per Day'                    )                    sns.countplot(x=pd.to_datetime(train_df.new_query_date).dt.day);                                  

Data Collected for all days of each month, more searchers around 19th and 25th of months

                                      plt.title(                    'Different Categories'                    )                    sns.countplot(x=train_df.category);                                  

RANDOM SPLIT:

                                  import                                      numpy                                    as                                      np                                                      from                                      sklearn.model_selection                                    import                                      train_test_split                                    X_train, X_test = train_test_split(train_df, test_size=                  0.2                  , random_state=                  42                  )                              

                                      print(                    'X_train.shape :'                    , X_train.shape)                                        print(                    'X_test.shape :'                    , X_test.shape)                                  

X_train.shape : (33892, 10) X_test.shape : (8473, 10)

Input and Target Columns

Let's identify the input and target columns.

                                  #input_cols = list(train_df.columns)                                                                        #input_cols.remove('sku')                                                      input_cols = [                  'query'                  ,                                    'new_query_date'                  ,                                    'new_query_time'                  ,                                    'new_click_time'                  ]                                    target_col =                                    'sku'                              

                                      print(input_cols)                    print(target_col)                                  

['query', 'new_query_date', 'new_query_time', 'new_click_time'] sku

                                  train_inputs = X_train[input_cols].copy()                  train_targets = X_train[target_col].copy()                              

                                  test_inputs = X_test[input_cols].copy()                  test_targets = X_test[target_col].copy()                              

All columns besides time are numerical

<class 'pandas.core.frame.DataFrame'> Int64Index: 33892 entries, 24978 to 15795 Data columns (total 4 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 query 33892 non-null object 1 new_query_date 33892 non-null object 2 new_query_time 33892 non-null object 3 new_click_time 33892 non-null object dtypes: object(4) memory usage: 1.3+ MB

                                  24978    1617038 20018    2541184 24176    2953607 27006    2078113 2960     2945052           ...    6265     9854804 11284    2078113 38158    2856517 860      2432276 15795    2670133 Name: sku, Length: 33892, dtype: int64                              

<class 'pandas.core.frame.DataFrame'> Int64Index: 8473 entries, 30583 to 10017 Data columns (total 4 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 query 8473 non-null object 1 new_query_date 8473 non-null object 2 new_query_time 8473 non-null object 3 new_click_time 8473 non-null object dtypes: object(4) memory usage: 331.0+ KB

                                  30583    9902347 33104    2541184 12528    2173065 27422    2670133 14773    2107458           ...    32218    2977637 3585     2541184 33459    2467129 9060     3046603 10017    2541184 Name: sku, Length: 8473, dtype: int64                              

Encoding Categorical Data

                                  from                                      sklearn.preprocessing                                    import                                      OneHotEncoder                              

                                  categorical_cols = [                  'query'                  ]                              

                                  encoder = OneHotEncoder(sparse=                  False                  , handle_unknown=                  'ignore'                  ).fit(train_df[categorical_cols])                              

                                  encoded_cols =                                    list                  (encoder.get_feature_names(categorical_cols))                              

                                      train_inputs[encoded_cols] = encoder.transform(train_inputs[categorical_cols])                    test_inputs[encoded_cols] = encoder.transform(test_inputs[categorical_cols])                                  

/opt/conda/lib/python3.9/site-packages/pandas/core/frame.py:3673: PerformanceWarning: DataFrame is highly fragmented. This is usually the result of calling `frame.insert` many times, which has poor performance. Consider using pd.concat instead. To get a de-fragmented frame, use `newframe = frame.copy()` self[col] = igetitem(value, i)

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Source: https://jovian.ai/jamesellerine1/xbox-game-prediction

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