Audio analyzer
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@@ -1,21 +1,64 @@
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import json
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import sys
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from collections import Counter
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from nltk import RegexpTokenizer
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from nltk import RegexpTokenizer, OrderedDict
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from nltk.stem.snowball import RussianStemmer
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counter = Counter()
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genres = {
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1: "Rock",
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2: "Pop",
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3: "Rap & Hip - Hop",
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4: "Easy Listening",
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5: "Dance & House",
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6: "Instrumental",
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7: "Metal",
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21: "Alternative",
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8: "Dubstep",
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9: "Jazz & Blues",
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10: "Drum & Bass",
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11: "Trance",
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12: "Chanson",
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13: "Ethnic",
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14: "Acoustic & Vocal",
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15: "Reggae",
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16: "Classical",
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17: "Indie Pop",
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19: "Speech",
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22: "Electropop & Disco",
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18: "Other"
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}
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def dictWithoutOneKey(d, key):
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new_d = d.copy()
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new_d.pop(key)
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return new_d
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audioStats = dict()
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tokenizer = RegexpTokenizer(r"[A-Za-zА-Яа-я]+")
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stemmer = RussianStemmer()
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musicFileName = sys.argv[0]
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with open(musicFileName, "r") as file:
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musicFileName = sys.argv[1]
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with open(musicFileName, "r", encoding="utf8") as file:
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for line in file:
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jsonData = json.loads(line, encoding="utf8")
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for song in jsonData.values()[0]:
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key = "".join([stemmer.stem(token).lower() for token in tokenizer.tokenize("{} {}".format(song["artist"], song["title"]))])
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counter[key] += 1
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for song in list(jsonData.values())[0]:
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songName = "{} - {}".format(song["artist"], song["title"])
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filteredSongName = "".join([stemmer.stem(token).lower() for token in tokenizer.tokenize(songName)])
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if len(filteredSongName) > 1:
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audioStatsItem = audioStats.get(filteredSongName, {
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"name": songName,
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"url": song["url"],
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"genre": genres.get(song["genre_id"], "Other"),
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"count": 0
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})
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audioStatsItem["count"] += 1
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audioStats[filteredSongName] = audioStatsItem
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for item in counter.most_common():
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print(item)
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destFileName = sys.argv[2]
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with open(destFileName, "w", encoding="utf8") as file:
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sortedSongs = [item[1] for item in sorted(audioStats.items(), key=lambda item: item[1]["count"], reverse=True)]
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data = OrderedDict([(item["name"], dictWithoutOneKey(item, "name")) for item in sortedSongs])
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file.write(json.dumps(data, ensure_ascii=False, indent=4))
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