import os, sys import csv, json import argparse import matplotlib.pyplot as plt from datetime import datetime sys.path.insert(0, '../tiktok_downloader') import file_methods, global_data def get_hashtags(obj): if not obj: print(f'ERROR: Empty item, no hashtags to be extracted.') return else: hashtags = {} l = len(obj) for i in range(l): for hashtag in obj[i]['hashtags']: if hashtag['name'] in hashtags: hashtags[hashtag['name']].add(i) else: hashtags[hashtag['name']] = {i} return hashtags def get_occurrences(filename, n=1 , sort=True): with open(filename) as f: obj = json.load(f) l = len(obj) tags = get_hashtags(obj) tags = {key: (len(value), value) for (key, value) in tags.items()} if not sort: k = list(tags.keys()) v = list(tags.values()) return obj, k, v else: sorted_tags = {k: v for k,v in sorted(tags.items(), key=lambda item: item[1], reverse=True)} k = list(sorted_tags.keys()) v = list(sorted_tags.values()) k = k[:n] v_total = [i[0] for i in v] v_total = v_total[:n] return l, k, v_total def plot(n, length, k, v, img_folder): plt.scatter(k, v) plt.tight_layout() plt.xticks(rotation=45) plt.title(f'Hashtag Distribution') plt.xlabel(f'Top {n} hashtags from {length} posts.') plt.ylabel(f'Number of occurrences') save_plot(plt, img_folder) plt.show(block=None) return def print_occurrences(l, k, v): row_number = 0 total_posts = l print ("{:<8} {:<15} {:<15} {:<15}".format("Rank", 'Hashtag','Occurrences',f'Frequency (Occurrences/Total-Posts({l}))')) #print(f'Hashtag Occurrences Frequency(Occurances/Total-Posts)') for key,value in zip(k, v): ratio = value/total_posts print ("{:<8} {:<15} {:<15} {:<15}".format(row_number, key, value, ratio)) #print(f'{row_number}\t{key}\t\t{value}\t\t{ratio:.3f}') row_number += 1 return def save_plot(plt, img_folder): try: now = datetime.now() current_time = now.strftime("%Y_%m_%d_%H_%M_%S") plt.savefig(f"{img_folder}/{current_time}.png") return except: raise if __name__ == "__main__": img_folder = global_data.IMAGES file_methods.check_file(img_folder, "dir") parser = argparse.ArgumentParser() parser.add_argument("input_file", help="The json hashtag file name") parser.add_argument("n", help="The number of top n occurrences", type=int) parser.add_argument("-p", "--plot", help="Plot the occurrences", action="store_true") parser.add_argument("-d", "--print", help="List top n hashtags", action="store_true") args = parser.parse_args() if args.input_file and args.n: if args.n < 1: print(f"Please make sure the number of top occurrences is a positive integer.") sys.exit() base = os.path.splitext(args.input_file)[0] path = f"./{base}_sorted_hashtags.csv" if args.plot: length, keys, values = get_occurrences(args.input_file, args.n) plot(args.n, length, keys, values, img_folder) else: length, keys, values = get_occurrences(args.input_file, args.n) print_occurrences(length, keys, values) else: print(f'ERROR: either {args.input_file} or {args.n} or both contains error.')