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004_comission/Man1130/task1/Man1130-python-comission/tryout/jupyter-helloworld/Untitled.ipynb
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2025-01-31 20:57:47 +08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "53584bce",
"metadata": {},
"outputs": [],
"source": [
"import http.client\n",
"import json\n",
"import csv\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d17541da",
"metadata": {},
"outputs": [],
"source": [
"\n",
"\n",
"class Graph:\n",
"\n",
" # Do not modify\n",
" def __init__(self, with_nodes_file=None, with_edges_file=None):\n",
" \"\"\"\n",
" option 1: init as an empty graph and add nodes\n",
" option 2: init by specifying a path to nodes & edges files\n",
" \"\"\"\n",
" self.nodes = []\n",
" self.edges = []\n",
" if with_nodes_file and with_edges_file:\n",
" nodes_CSV = csv.reader(open(with_nodes_file))\n",
" nodes_CSV = list(nodes_CSV)[1:]\n",
" self.nodes = [(n[0], n[1]) for n in nodes_CSV]\n",
"\n",
" edges_CSV = csv.reader(open(with_edges_file))\n",
" edges_CSV = list(edges_CSV)[1:]\n",
" self.edges = [(e[0], e[1]) for e in edges_CSV]\n",
"\n",
"\n",
" def add_node(self, id: str, name: str) -> None:\n",
" \"\"\"\n",
" add a tuple (id, name) representing a node to self.nodes if it does not already exist\n",
" The graph should not contain any duplicate nodes\n",
" \"\"\"\n",
" if (id, name) not in self.nodes:\n",
" self.nodes.append((id, name))\n",
"\n",
" # return NotImplemented\n",
"\n",
"\n",
" def add_edge(self, source: str, target: str) -> None:\n",
" \"\"\"\n",
" Add an edge between two nodes if it does not already exist.\n",
" An edge is represented by a tuple containing two strings: e.g.: ('source', 'target').\n",
" Where 'source' is the id of the source node and 'target' is the id of the target node\n",
" e.g., for two nodes with ids 'a' and 'b' respectively, add the tuple ('a', 'b') to self.edges\n",
" \"\"\"\n",
" current_edge = (source, target)\n",
" current_edge_inverted = (target, source)\n",
" if (source != target) and (current_edge not in self.edges) and (current_edge_inverted not in self.edges):\n",
" self.edges.append(current_edge)\n",
"\n",
" # return NotImplemented\n",
"\n",
"\n",
" def total_nodes(self) -> int:\n",
" \"\"\"\n",
" Returns an integer value for the total number of nodes in the graph\n",
" \"\"\"\n",
" return len(self.nodes)\n",
" # return NotImplemented\n",
"\n",
" def total_edges(self) -> int:\n",
" \"\"\"\n",
" Returns an integer value for the total number of edges in the graph\n",
" \"\"\"\n",
" return len(self.edges)\n",
" # return NotImplemented\n",
"\n",
" def non_leaf_nodes(self):\n",
" nodes_degrees = {}\n",
" for edge in self.edges:\n",
" for idx in edge:\n",
" if idx in nodes_degrees:\n",
" nodes_degrees[idx] += 1\n",
" else:\n",
" nodes_degrees[idx] = 1\n",
" \n",
" non_leaf_nodes = dict((k, v) for k, v in nodes_degrees.items() if v > 1)\n",
" return len(non_leaf_nodes)\n",
"\n",
"\n",
"\n",
" def max_degree_nodes(self) -> dict:\n",
" \"\"\"\n",
" Return the node(s) with the highest degree\n",
" Return multiple nodes in the event of a tie\n",
" Format is a dict where the key is the node_id and the value is an integer for the node degree\n",
" e.g. {'a': 8}\n",
" or {'a': 22, 'b': 22}\n",
" \"\"\"\n",
"\n",
" max_degree_nodes = {}\n",
"\n",
" for edge in self.edges:\n",
" for idx in edge:\n",
" if idx in max_degree_nodes:\n",
" max_degree_nodes[idx] += 1\n",
" else:\n",
" max_degree_nodes[idx] = 1\n",
"\n",
" v = list(max_degree_nodes.values())\n",
" k = list(max_degree_nodes.keys())\n",
" max_nodes = {k[v.index(max(v))]: max(v)}\n",
" print(max_nodes)\n",
" return max_nodes\n",
"\n",
" def print_nodes(self):\n",
" \"\"\"\n",
" No further implementation required\n",
" May be used for de-bugging if necessary\n",
" \"\"\"\n",
" print(self.nodes)\n",
"\n",
" def print_edges(self):\n",
" \"\"\"\n",
" No further implementation required\n",
" May be used for de-bugging if necessary\n",
" \"\"\"\n",
" print(self.edges)\n",
"\n",
" # Do not modify\n",
" def write_edges_file(self, path=\"edges.csv\")->None:\n",
" \"\"\"\n",
" write all edges out as .csv\n",
" :param path: string\n",
" :return: None\n",
" \"\"\"\n",
" edges_path = path\n",
" edges_file = open(edges_path, 'w', encoding='utf-8')\n",
"\n",
" edges_file.write(\"source\" + \",\" + \"target\" + \"\\n\")\n",
"\n",
" for e in self.edges:\n",
" edges_file.write(e[0] + \",\" + e[1] + \"\\n\")\n",
"\n",
" edges_file.close()\n",
" print(\"finished writing edges to csv\")\n",
"\n",
" # Do not modify\n",
" def write_nodes_file(self, path=\"nodes.csv\")->None:\n",
" \"\"\"\n",
" write all nodes out as .csv\n",
" :param path: string\n",
" :return: None\n",
" \"\"\"\n",
" nodes_path = path\n",
" nodes_file = open(nodes_path, 'w', encoding='utf-8')\n",
"\n",
" nodes_file.write(\"id,name\" + \"\\n\")\n",
" for n in self.nodes:\n",
" nodes_file.write(n[0] + \",\" + n[1] + \"\\n\")\n",
" nodes_file.close()\n",
" print(\"finished writing nodes to csv\")\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "707fee75",
"metadata": {},
"outputs": [],
"source": [
"\n",
"class TMDBAPIUtils:\n",
"\n",
" # Do not modify\n",
" def __init__(self, api_key:str):\n",
" self.api_key=api_key\n",
"\n",
" def get_movie_cast(self, movie_id:str, limit:int=None, exclude_ids:list=None) -> list:\n",
" \"\"\"\n",
" Get the movie cast for a given movie id, with optional parameters to exclude an cast member\n",
" from being returned and/or to limit the number of returned cast members\n",
" documentation url: https://developers.themoviedb.org/3/movies/get-movie-credits\n",
"\n",
" :param integer movie_id: a movie_id\n",
" :param integer limit: maximum number of returned cast members by their 'order' attribute\n",
" e.g., limit=5 will attempt to return the 5 cast members having 'order' attribute values between 0-4\n",
" If after excluding, there are fewer cast members than the specified limit, then return the remaining members (excluding the ones whose order values are outside the limit range). \n",
" If cast members with 'order' attribute in the specified limit range have been excluded, do not include more cast members to reach the limit.\n",
" If after excluding, the limit is not specified, then return all remaining cast members.\"\n",
" e.g., if limit=5 and the actor whose id corresponds to cast member with order=1 is to be excluded,\n",
" return cast members with order values [0, 2, 3, 4], not [0, 2, 3, 4, 5]\n",
" :param list exclude_ids: a list of ints containing ids (not cast_ids) of cast members that should be excluded from the returned result\n",
" e.g., if exclude_ids are [353, 455] then exclude these from any result.\n",
" :rtype: list\n",
" return a list of dicts, one dict per cast member with the following structure:\n",
" [{'id': '97909' # the id of the cast member\n",
" 'character': 'John Doe' # the name of the character played\n",
" 'credit_id': '52fe4249c3a36847f8012927' # id of the credit, ...}, ... ]\n",
" Note that this is an example of the structure of the list and some of the fields returned by the API.\n",
" The result of the API call will include many more fields for each cast member.\n",
"\n",
" Important: the exclude_ids processing should occur prior to limiting output.\n",
" \"\"\"\n",
"\n",
" connection = http.client.HTTPSConnection('api.themoviedb.org')\n",
" connection.request(\"GET\", \"/3/movie/{0}/credits?api_key={1}&language=en-US\".format(movie_id, self.api_key))\n",
" response = connection.getresponse()\n",
" if response.status == 200:\n",
" data = response.read()\n",
" decoded_data = json.loads(data.decode('UTF-8'))\n",
" cast = decoded_data['cast']\n",
" if exclude_ids is not None:\n",
" cast = [i for i in cast if i['id'] not in exclude_ids]\n",
" print(cast)\n",
" if limit is not None:\n",
" cast = [i for i in cast if i['order'] < limit]\n",
" print(cast)\n",
" for c in cast:\n",
" c['name'] = c['name'].replace(',', '')\n",
" return cast\n",
" else:\n",
" print(response.status.__str__())\n",
" return None\n",
"\n",
" def get_movie_credits_for_person(self, person_id:str, vote_avg_threshold:float=None)->list:\n",
" \"\"\"\n",
" Using the TMDb API, get the movie credits for a person serving in a cast role\n",
" documentation url: https://developers.themoviedb.org/3/people/get-person-movie-credits\n",
"\n",
" :param string person_id: the id of a person\n",
" :param vote_avg_threshold: optional parameter to return the movie credit if it is >=\n",
" the specified threshold.\n",
" e.g., if the vote_avg_threshold is 5.0, then only return credits with a vote_avg >= 5.0\n",
" :rtype: list\n",
" return a list of dicts, one dict per movie credit with the following structure:\n",
" [{'id': '97909' # the id of the movie credit\n",
" 'title': 'Long, Stock and Two Smoking Barrels' # the title (not original title) of the credit\n",
" 'vote_avg': 5.0 # the float value of the vote average value for the credit}, ... ]\n",
" \"\"\"\n",
"\n",
" connection = http.client.HTTPSConnection('api.themoviedb.org')\n",
" connection.request(\"GET\", \"/3/person/{0}/movie_credits?api_key={1}&language=en-US\".format(person_id, self.api_key))\n",
" response = connection.getresponse()\n",
" if response.status == 200:\n",
" data = response.read()\n",
" decoded_data = json.loads(data.decode('UTF-8'))\n",
" raw_credits = decoded_data['cast']\n",
" if vote_avg_threshold is not None:\n",
" filtered_credits = [{\"id\":idx[\"id\"], \"title\":idx[\"title\"], \"vote_avg\":idx[\"vote_average\"]} for idx in raw_credits if idx[\"vote_average\"] >= vote_avg_threshold]\n",
" print(filtered_credits)\n",
" return filtered_credits\n",
" else:\n",
" unfiltered_credits = [{\"id\":idx[\"id\"], \"title\":idx[\"title\"], \"vote_avg\":idx[\"vote_average\"]} for idx in raw_credits]\n",
" print(unfiltered_credits)\n",
" return unfiltered_credits\n",
" else:\n",
" print(\"ERROR: \" + response.status.__str__())\n",
" return None\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "22b70d88",
"metadata": {},
"outputs": [],
"source": [
"\n",
"def return_name()->str:\n",
" \"\"\"\n",
" Return a string containing your GT Username\n",
" e.g., gburdell3\n",
" Do not return your 9 digit GTId\n",
" \"\"\"\n",
" return \"kobrien43\"\n",
"\n",
"\n",
"def return_argo_lite_snapshot()->str:\n",
" \"\"\"\n",
" Return the shared URL of your published graph in Argo-Lite\n",
" \"\"\"\n",
" return \"https://poloclub.github.io/argo-graph-lite/#1ac32aec-ba9f-4693-83e1-cd4a7e81fb93\"\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ca9b62df",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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"4\n",
"[{'id': 603, 'title': 'The Matrix', 'vote_avg': 8.207}, {'id': 28, 'title': 'Apocalypse Now', 'vote_avg': 8.282}, {'id': 201335, 'title': 'King: Man of Peace in a Time of War', 'vote_avg': 8.5}, {'id': 963164, 'title': 'black-ish: A Celebration An ABC News Special', 'vote_avg': 10.0}]\n",
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"[{'adult': False, 'gender': 2, 'id': 18471, 'known_for_department': 'Acting', 'name': 'Anthony Anderson', 'original_name': 'Anthony Anderson', 'popularity': 18.441, 'profile_path': '/reO1OjwFdtXmiO4LMDaBj6eatzK.jpg', 'cast_id': 1, 'character': 'Self', 'credit_id': '6259ed263acd2016291eef43', 'order': 0}, {'adult': False, 'gender': 1, 'id': 74611, 'known_for_department': 'Acting', 'name': 'Tracee Ellis Ross', 'original_name': 'Tracee Ellis Ross', 'popularity': 10.832, 'profile_path': '/dIaX2VojiARhVpxDkOG9ozvsBB.jpg', 'cast_id': 2, 'character': 'Self', 'credit_id': '6259ed37ecaef515ff68cae6', 'order': 1}, {'adult': False, 'gender': 1, 'id': 1407498, 'known_for_department': 'Acting', 'name': 'Marsai Martin', 'original_name': 'Marsai Martin', 'popularity': 14.5, 'profile_path': '/hYErUiiesrm9jmiY1JTbwlxcN7l.jpg', 'cast_id': 3, 'character': 'Self', 'credit_id': '6259ed5acb71b80066db25bf', 'order': 2}]\n",
"[{'id': 603, 'title': 'The Matrix', 'vote_avg': 8.206}, {'id': 601123, 'title': 'Friends, Confidantes: The Keanu/Chad Partnership', 'vote_avg': 8.0}, {'id': 601124, 'title': 'Chamber Check: Evolution of a Fight Scene', 'vote_avg': 8.0}, {'id': 1117945, 'title': 'Die Keanu Reeves Story', 'vote_avg': 9.0}, {'id': 810336, 'title': 'The Thanksgiving Play', 'vote_avg': 10.0}, {'id': 604598, 'title': \"Making 'Bram Stoker's Dracula'\", 'vote_avg': 8.8}, {'id': 385381, 'title': \"In Camera: The Naïve Visual Effects of 'Bram Stoker's Dracula'\", 'vote_avg': 8.0}, {'id': 385380, 'title': \"The Blood Is the Life: The Making of 'Bram Stoker's Dracula'\", 'vote_avg': 8.0}]\n",
"[{'adult': False, 'gender': 2, 'id': 6384, 'known_for_department': 'Acting', 'name': 'Keanu Reeves', 'original_name': 'Keanu Reeves', 'popularity': 61.33, 'profile_path': '/4D0PpNI0kmP58hgrwGC3wCjxhnm.jpg', 'cast_id': 34, 'character': 'Thomas A. Anderson / Neo', 'credit_id': '52fe425bc3a36847f80181c1', 'order': 0}, {'adult': False, 'gender': 2, 'id': 2975, 'known_for_department': 'Acting', 'name': 'Laurence Fishburne', 'original_name': 'Laurence Fishburne', 'popularity': 42.896, 'profile_path': '/iwx7h0AfWMm9K4sMmhru3ShSra.jpg', 'cast_id': 21, 'character': 'Morpheus', 'credit_id': '52fe425bc3a36847f801818d', 'order': 1}, {'adult': False, 'gender': 1, 'id': 530, 'known_for_department': 'Acting', 'name': 'Carrie-Anne Moss', 'original_name': 'Carrie-Anne Moss', 'popularity': 39.01, 'profile_path': '/xD4jTA3KmVp5Rq3aHcymL9DUGjD.jpg', 'cast_id': 22, 'character': 'Trinity', 'credit_id': '52fe425bc3a36847f8018191', 'order': 2}]\n",
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"[{'adult': False, 'gender': 2, 'id': 6384, 'known_for_department': 'Acting', 'name': 'Keanu Reeves', 'original_name': 'Keanu Reeves', 'popularity': 61.33, 'profile_path': '/4D0PpNI0kmP58hgrwGC3wCjxhnm.jpg', 'cast_id': 2, 'character': 'Self', 'credit_id': '5cd31922c3a368472ddd6fee', 'order': 0}, {'adult': False, 'gender': 2, 'id': 1357063, 'known_for_department': 'Crew', 'name': 'Darrin Prescott', 'original_name': 'Darrin Prescott', 'popularity': 1.391, 'profile_path': '/yTN1eNBSos16vWSgajcdxKuOGKw.jpg', 'cast_id': 3, 'character': 'Self', 'credit_id': '64e4374e06f984012d707bb4', 'order': 1}, {'adult': False, 'gender': 2, 'id': 40644, 'known_for_department': 'Directing', 'name': 'Chad Stahelski', 'original_name': 'Chad Stahelski', 'popularity': 15.494, 'profile_path': '/eRCryGwKDH4XqUlrdkERmeBWPo8.jpg', 'cast_id': 4, 'character': 'Self', 'credit_id': '64e4375ac613ce014df9fa27', 'order': 2}]\n",
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"[{'id': 888895, 'title': 'Dear Earth', 'vote_avg': 10.0}]\n",
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"Edges: 1118\n",
"Nodes: 791\n",
"finished writing edges to csv\n",
"finished writing nodes to csv\n",
"225\n",
"DONE\n"
]
}
],
"source": [
"\n",
"if __name__ == \"__main__\":\n",
"\n",
" # init graph object with a single node representing laurence fishburne\n",
" graph = Graph()\n",
" graph.add_node(id='2975', name='Laurence Fishburne')\n",
"\n",
" # build base graph\n",
" # find all laurence fishburne's movie credits with a vote average >= 8.0\n",
" tmdb_api_utils = TMDBAPIUtils(api_key='25166b54e76c7ad3aaa306abdfecb190')\n",
" movie_credits = tmdb_api_utils.get_movie_credits_for_person(person_id='2975', vote_avg_threshold=8.0)\n",
" print(len(movie_credits))\n",
" print(movie_credits)\n",
"\n",
" # for each movie credit get movie cast members having and order value between 0-2 (3 0-base)\n",
" for movie in movie_credits:\n",
" movie_cast = tmdb_api_utils.get_movie_cast(movie_id=movie['id'], limit=3)\n",
" for cast_member in movie_cast:\n",
" graph.add_node(str(cast_member['id']), cast_member['name'])\n",
" graph.add_edge(source='2975', target=str(cast_member['id']))\n",
"\n",
" for i in range(2):\n",
" if i == 0:\n",
" current_nodes = graph.nodes[1:]\n",
" else:\n",
" current_nodes = [i for i in graph.nodes if i not in current_nodes]\n",
"\n",
" for node in current_nodes:\n",
" cast = tmdb_api_utils.get_movie_credits_for_person(person_id=node[0], vote_avg_threshold=8.0)\n",
" for movie in cast:\n",
" actors = tmdb_api_utils.get_movie_cast(movie_id=movie['id'], limit=3)\n",
" for actor in actors:\n",
" graph.add_node(str(actor['id']), actor['name'])\n",
" graph.add_edge(str(node[0]), str(actor['id']))\n",
"\n",
"\n",
"\n",
" # tmdb_api_utils.get_movie_cast(movie_id='100', limit=3, exclude_ids=[973, 974])\n",
" # tmdb_api_utils.get_movie_credits_for_person(person_id=\"9709\", vote_avg_threshold=5.0)\n",
"\n",
" # call functions or place code here to build graph (graph building code not graded)\n",
" # Suggestion: code should contain steps outlined above in BUILD CO-ACTOR NETWORK\n",
"\n",
" print(\"Edges: \" + str(graph.total_edges()))\n",
" print(\"Nodes: \" + str(graph.total_nodes()))\n",
"\n",
" graph.write_edges_file()\n",
" graph.write_nodes_file()\n",
"\n",
" # If you have already built & written out your graph, you could read in your nodes & edges files\n",
" # to perform testing on your graph.\n",
" graph = Graph(with_edges_file=\"edges.csv\", with_nodes_file=\"nodes.csv\")\n",
"\n",
" #get non-leaf nodes\n",
" non_leaf = graph.non_leaf_nodes()\n",
" print(non_leaf - 10)\n",
" print(\"DONE\")\n"
]
},
{
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"id": "d88836ac",
"metadata": {},
"outputs": [],
"source": []
}
],
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