lastfm
LastFMDatasetConfig dataclass ¶
Bases: DatasetConfig
LastFM dataset configuration.
Source code in src/recnexteval/datasets/config/lastfm.py
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user_ix = 'userID' class-attribute instance-attribute ¶
item_ix = 'artistID' class-attribute instance-attribute ¶
timestamp_ix = 'timestamp' class-attribute instance-attribute ¶
tag_ix = 'tagID' class-attribute instance-attribute ¶
Name of the column in the DataFrame that contains the tag a user gave to the item.
dataset_url = 'https://files.grouplens.org/datasets/hetrec2011' class-attribute instance-attribute ¶
remote_zipname = 'hetrec2011-lastfm-2k' class-attribute instance-attribute ¶
remote_filename = 'user_taggedartists-timestamps.dat' class-attribute instance-attribute ¶
default_base_path = DatasetConfig.default_base_path + '/lastfm' class-attribute instance-attribute ¶
default_filename property ¶
Derived filename from remote components.
LastFMUserMetadataConfig dataclass ¶
Bases: MetadataConfig, LastFMDatasetConfig
LastFM User Metadata Configuration.
Source code in src/recnexteval/datasets/config/lastfm.py
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user_ix = 'userID' class-attribute instance-attribute ¶
Name of the column containing user identifiers.
friend_ix = 'friendID' class-attribute instance-attribute ¶
Name of the column containing friend identifiers.
remote_filename = 'user_friends.dat' class-attribute instance-attribute ¶
remote_zipname = 'hetrec2011-lastfm-2k' class-attribute instance-attribute ¶
dataset_url = 'https://files.grouplens.org/datasets/hetrec2011' class-attribute instance-attribute ¶
sep = '\t' class-attribute instance-attribute ¶
column_names property ¶
item_ix = 'artistID' class-attribute instance-attribute ¶
timestamp_ix = 'timestamp' class-attribute instance-attribute ¶
default_base_path = DatasetConfig.default_base_path + '/lastfm' class-attribute instance-attribute ¶
default_filename property ¶
Derived filename from remote components.
tag_ix = 'tagID' class-attribute instance-attribute ¶
Name of the column in the DataFrame that contains the tag a user gave to the item.
dtype_dict property ¶
Data type mapping for all columns.
Used in pd.read_table() dtype parameter to ensure correct column types are loaded from file.
Returns:
| Name | Type | Description |
|---|---|---|
dict | dict | Mapping of column names to numpy dtypes |
Example
{ "age": "int64", "gender": "<U1", # string "occupation": "object", "zipcode": "object" }
LastFMItemMetadataConfig dataclass ¶
Bases: MetadataConfig, LastFMDatasetConfig
LastFM Item Metadata Configuration.
Source code in src/recnexteval/datasets/config/lastfm.py
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item_ix = 'id' class-attribute instance-attribute ¶
Name of the column containing item identifiers.
name_ix = 'name' class-attribute instance-attribute ¶
Name of the column containing item names.
url_ix = 'url' class-attribute instance-attribute ¶
Name of the column containing item URLs.
picture_url_ix = 'pictureURL' class-attribute instance-attribute ¶
Name of the column containing item picture URLs.
remote_filename = 'artists.dat' class-attribute instance-attribute ¶
remote_zipname = 'hetrec2011-lastfm-2k' class-attribute instance-attribute ¶
dataset_url = 'https://files.grouplens.org/datasets/hetrec2011' class-attribute instance-attribute ¶
sep = '\t' class-attribute instance-attribute ¶
column_names property ¶
dtype_dict property ¶
user_ix = 'userID' class-attribute instance-attribute ¶
timestamp_ix = 'timestamp' class-attribute instance-attribute ¶
default_base_path = DatasetConfig.default_base_path + '/lastfm' class-attribute instance-attribute ¶
default_filename property ¶
Derived filename from remote components.
tag_ix = 'tagID' class-attribute instance-attribute ¶
Name of the column in the DataFrame that contains the tag a user gave to the item.
LastFMTagMetadataConfig dataclass ¶
Bases: MetadataConfig, LastFMDatasetConfig
LastFM Tag Metadata Configuration.
Source code in src/recnexteval/datasets/config/lastfm.py
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tag_ix = 'tagID' class-attribute instance-attribute ¶
Name of the column containing tag identifiers.
name_ix = 'tagValue' class-attribute instance-attribute ¶
Name of the column containing tag names.
remote_filename = 'tags.dat' class-attribute instance-attribute ¶
remote_zipname = 'hetrec2011-lastfm-2k' class-attribute instance-attribute ¶
dataset_url = 'https://files.grouplens.org/datasets/hetrec2011' class-attribute instance-attribute ¶
sep = '\t' class-attribute instance-attribute ¶
column_names property ¶
dtype_dict property ¶
user_ix = 'userID' class-attribute instance-attribute ¶
item_ix = 'artistID' class-attribute instance-attribute ¶
timestamp_ix = 'timestamp' class-attribute instance-attribute ¶
default_base_path = DatasetConfig.default_base_path + '/lastfm' class-attribute instance-attribute ¶
default_filename property ¶
Derived filename from remote components.