184 lines
6.4 KiB
Python
184 lines
6.4 KiB
Python
import requests
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from easygraph.utils.exception import EasyGraphError
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def request_text_from_url(url):
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"""Requests text data from the specified URL.
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Args:
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url (str): The URL from which to request data.
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Returns:
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str: The text content of the response if the request is successful.
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Raises:
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EasyGraphError: If a connection error occurs or the HTTP response status code indicates failure.
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"""
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try:
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r = requests.get(url)
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except requests.ConnectionError:
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raise EasyGraphError("Connection Error!")
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if r.ok:
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return r.text
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else:
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raise EasyGraphError(f"Error: HTTP response {r.status_code}")
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class contact_primary_school:
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"""A class for loading and processing the primary school contact network hypergraph dataset.
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This class loads hyperedge, node label, and label name data from specified URLs and generates a hypergraph.
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Attributes:
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data_root (str): The root URL for the data. If not provided, it is set to None.
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hyperedges_path (str): The URL for the hyperedge data.
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node_labels_path (str): The URL for the node label data.
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label_names_path (str): The URL for the label name data.
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_hyperedges (list): A list storing hyperedges.
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_node_labels (list): A list storing node labels.
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_label_names (list): A list storing label names.
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_node_names (list): A list storing node names (currently unused).
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_content (dict): A dictionary containing dataset statistics and data.
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"""
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def __init__(self, data_root=None):
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"""Initializes an instance of the contact_primary_school class.
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Args:
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data_root (str, optional): The root URL for the data. Defaults to None.
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"""
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self.data_root = "https://" if data_root is not None else data_root
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self.hyperedges_path = "https://gitlab.com/easy-graph/easygraph-data-contact-primary-school/-/raw/main/hyperedges-contact-primary-school.txt?inline=false"
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self.node_labels_path = "https://gitlab.com/easy-graph/easygraph-data-contact-primary-school/-/raw/main/node-labels-contact-primary-school.txt?ref_type=heads&inline=false"
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# self.node_names_path = "https://gitlab.com/easy-graph/easygraph-data-house-committees/-/raw/main/node-names-house-committees.txt?ref_type=heads&inline=false"
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self.label_names_path = "https://gitlab.com/easy-graph/easygraph-data-contact-primary-school/-/raw/main/label-names-contact-primary-school.txt?ref_type=heads&inline=false"
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self._hyperedges = []
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self._node_labels = []
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self._label_names = []
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self._node_names = []
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self.generate_hypergraph(
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hyperedges_path=self.hyperedges_path,
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node_labels_path=self.node_labels_path,
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# node_names_path=self.node_names_path,
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label_names_path=self.label_names_path,
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)
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self._content = {
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"num_classes": len(self._label_names),
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"num_vertices": len(self._node_labels),
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"num_edges": len(self._hyperedges),
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"edge_list": self._hyperedges,
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"labels": self._node_labels,
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}
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def __getitem__(self, key: str):
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"""Accesses data in the _content dictionary by key.
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Args:
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key (str): The key of the data to access.
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Returns:
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Any: The value corresponding to the key in the _content dictionary.
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"""
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return self._content[key]
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def process_label_txt(self, data_str, delimiter="\n", transform_fun=str):
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"""Processes label data read from a text file.
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Args:
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data_str (str): A string containing label data.
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delimiter (str, optional): The delimiter used to split the string. Defaults to "\n".
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transform_fun (callable, optional): A function used to transform each label. Defaults to str.
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Returns:
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list: A list of processed labels.
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"""
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data_str = data_str.strip()
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data_lst = data_str.split(delimiter)
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final_lst = []
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for data in data_lst:
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data = data.strip()
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data = transform_fun(data)
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final_lst.append(data)
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return final_lst
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@property
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def node_labels(self):
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"""Gets the list of node labels.
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Returns:
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list: A list of node labels.
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"""
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return self._node_labels
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"""
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@property
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def node_names(self):
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return self._node_names
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"""
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@property
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def label_names(self):
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"""Gets the list of label names.
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Returns:
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list: A list of label names.
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"""
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return self._label_names
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@property
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def hyperedges(self):
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"""Gets the list of hyperedges.
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Returns:
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list: A list of hyperedges.
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"""
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return self._hyperedges
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def generate_hypergraph(
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self,
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hyperedges_path=None,
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node_labels_path=None,
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# node_names_path=None,
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label_names_path=None,
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):
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"""Generates hypergraph data from specified URLs.
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Args:
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hyperedges_path (str, optional): The URL for the hyperedge data. Defaults to None.
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node_labels_path (str, optional): The URL for the node label data. Defaults to None.
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label_names_path (str, optional): The URL for the label name data. Defaults to None.
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"""
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def fun(data):
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"""Converts the input data to an integer and subtracts 1.
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Args:
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data (str): The input string data.
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Returns:
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int: The converted integer data.
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"""
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data = int(data) - 1
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return data
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hyperedges_info = request_text_from_url(hyperedges_path)
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hyperedges_info = hyperedges_info.strip()
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hyperedges_lst = hyperedges_info.split("\n")
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for hyperedge in hyperedges_lst:
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hyperedge = hyperedge.strip()
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hyperedge = [int(i) - 1 for i in hyperedge.split(",")]
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self._hyperedges.append(tuple(hyperedge))
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# print(self.hyperedges)
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node_labels_info = request_text_from_url(node_labels_path)
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process_node_labels_info = self.process_label_txt(
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node_labels_info, transform_fun=fun
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)
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self._node_labels = process_node_labels_info
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label_names_info = request_text_from_url(label_names_path)
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process_label_names_info = self.process_label_txt(label_names_info)
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self._label_names = process_label_names_info
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