Duplicate from 14-26AA/sovits_aishell3

Co-authored-by: 14-26AA <[email protected]>

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+title: Sovits Aishell3
+emoji: 📈
+colorFrom: green
+colorTo: red
+sdk: gradio
+sdk_version: 3.4
+app_file: app.py
+pinned: false
+license: apache-2.0
+duplicated_from: 14-26AA/sovits_aishell3
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

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+import gradio as gr
+from inference import infer
+import numpy as np
+
+spkdict=np.arange(175).tolist()
+spkdict=['speaker'+str(spk) for spk in spkdict]
+
+app = gr.Blocks()
+with app:
+    with gr.Tabs():
+        with gr.TabItem("Basic"):
+            gr.Markdown(value="""
+            本模型为基于soft-vc和vits的AI声线转换模型。\n
+            模型混合了aishell3（174说话人，共约80+h）和opencpop（1说话人，5+h）数据集训练，用A100单卡在60batchsize下训练了350左右epoch得到的。\n
+            模型对于通常的说话语音转换效果良好，唱歌的话需要在目标说话人音域范围内才能有较好效果。由于aishell3数据占比过大，训练epoch不足，opencpop说话人的高音部分质量不佳。\n
+            模型中各说话人的适宜中心音域分别为：\n
+            aishell3(0-173号) 女性说话：A3,男性说话：C3\n
+            opencpop(174号)   女性唱歌：C4-G4（超过C5基本失真）\n
+            如果转换通常说话音频，需要参考上面范围调key至目标说话人中心音域附近(如男性说话转为女性说话，key=8，反过来为-8(4-16这个区间基本都可以试试))\n
+            如果源音频为部分虚拟主播音频，通常音调会高于正常女性说话范围，可达到F4-A4左右，请适当降调\n
+            对于说话人的详细信息(如性别、年龄等)，可以在文件目录的spkdic_new.json中查看\n
+            \n
+            若合成效果不佳请首先考虑如下因素加以改善：\n
+            1.音域范围是否合适，可参考上文调整调key的参数，或更换说话人进行尝试\n
+            2.源音频是否存在杂音/bgm，请尽量使用干净的音源进行合成，录音时保持室内安静\n
+            3.源音频是否存在混响。较强的混响会显著干扰合成效果，导致ai念错字/音调识别错误等\n
+            4.再合成一次试试，每次合成会有部分随机性因素参与，微小的声调问题可能重新合成一次就不存在了。\n
+            5.部分对源音频的消伴奏/降噪处理会对合成效果有较大影响，虽然人听不出差别，但是对ai识别的频谱有影响。
+            """)
+            sid = gr.Dropdown(label="说话人",choices=spkdict, value='speaker0')
+            vc_audio = gr.Audio(label="上传音频,建议小于2分钟",type='filepath')
+            vc_record = gr.Audio(source="microphone", label="或者录制你的声音", type="filepath")
+            vc_transform = gr.Number(label="调key（按照十二平均律确定的半音，一整个8度就是12）",value=0)
+            vc_submit = gr.Button("转换", variant="primary")
+            vc_output1 = gr.Textbox(label="Output Message")
+            vc_output2 = gr.Audio(label="Output Audio")
+        vc_submit.click(infer, [vc_audio,vc_record,sid, vc_transform], [vc_output1, vc_output2])
+
+    app.launch()

hubert.onnx

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c72bad89da99152077bf8157ff75beca7c6dc966ea01a6a0fb3777f99e77aa9b
+size 378353321

inference.py

@@ -0,0 +1,86 @@
+import onnxruntime
+import numpy as np
+import pyworld as pw
+import librosa
+import soundfile as sf
+
+def resize2d(source, target_len):
+    source[source<0.001] = np.nan
+    target = np.interp(np.linspace(0, len(source)-1, num=target_len,endpoint=True), np.arange(0, len(source)), source)
+    return np.nan_to_num(target)
+
+def _calculate_f0(input: np.ndarray,length,sr,f0min,f0max,
+                      use_continuous_f0: bool=True,
+                      use_log_f0: bool=True) -> np.ndarray:
+        input = input.astype(float)
+        frame_period = len(input)/sr/(length)*1000
+        f0, timeaxis = pw.dio(
+            input,
+            fs=sr,
+            f0_floor=f0min,
+            f0_ceil=f0max,
+            frame_period=frame_period)
+        f0 = pw.stonemask(input, f0, timeaxis, sr)
+        if use_log_f0:
+            nonzero_idxs = np.where(f0 != 0)[0]
+            f0[nonzero_idxs] = np.log(f0[nonzero_idxs])
+        return f0.reshape(-1)
+
+
+def get_text(wav,sr,transform=1.0):
+
+    #wav, sr = librosa.load(file,sr=None)
+    if len(wav.shape) > 1:
+        wav = librosa.to_mono(wav.transpose(1, 0)) 
+    if sr!=16000:  
+        wav16 = librosa.resample(wav, sr, 16000)
+    else:
+        wav16=wav
+    
+    source = {"source":np.expand_dims(np.expand_dims(wav16,0),0)}
+    hubertsession = onnxruntime.InferenceSession("hubert.onnx",providers=['CUDAExecutionProvider'])
+    units = np.array(hubertsession.run(['embed'], source)[0])
+    f0=_calculate_f0(wav,units.shape[1],sr,
+            f0min=librosa.note_to_hz('C2'),
+            f0max=librosa.note_to_hz('C7'))
+    f0=resize2d(f0,units.shape[1])
+    f0[f0!=0]=f0[f0!=0]+np.log(transform)
+    expf0 = np.expand_dims(f0,(0,2))
+    output=np.concatenate((units,expf0,expf0),axis=2)
+    return output.astype(np.float32),f0
+
+def getkey(key):
+    return np.power(2,key/12.0)
+
+def infer(f,r,speaker,key,reqf0=False):
+    speaker=int(speaker[7:])
+    if not f is None:
+        file=f
+    elif not r is None:
+        file=r
+    else:
+        return "请上传音频", None
+    audio,sr = librosa.load(file,sr=None)
+    if sr<16000:
+        return "采样率过低，请上传至少拥有16000Hz采样率的音频",None
+    duration = audio.shape[0] / sr
+    print(audio,sr,duration)
+    if duration > 120:
+        return "请上传小于2min的音频", None
+    #audio = (audio / np.iinfo(audio.dtype).max).astype(np.float32)
+    x,sourcef0 = get_text(audio,sr,getkey(key))
+    x_lengths = [np.size(x,1)]
+    print(x_lengths[0],sr,speaker,key)
+    sid = [speaker]
+    ort_inputs = {'x':x,'x_lengths':x_lengths,'sid':sid,"noise_scale":[0.667],"length_scale":[1.0],"noise_scale_w":[0.8]} 
+    infersession = onnxruntime.InferenceSession("onnxmodel334.onnx",providers=['CUDAExecutionProvider'])
+    ort_output = infersession.run(['audio'], ort_inputs)
+    #sf.write(o,ort_output[0][0][0],22050,'PCM_16',format='wav')
+    genf0=np.array([])
+    if reqf0:
+        wav, sr = librosa.load(o,sr=None)
+        genf0=_calculate_f0(wav,x_lengths[0],sr,
+            f0min=librosa.note_to_hz('C2'),
+            f0max=librosa.note_to_hz('C7'))
+        genf0=resize2d(genf0,x_lengths[0])
+    return 'success',(22050,ort_output[0][0][0])#sourcef0.tolist(),genf0.tolist()

onnxmodel334.onnx

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cda8a8d4c2c684d81502d62d0bc9355dc16a116c9014646ed87211d4bbfa5840
+size 157436842

requirements.txt

@@ -0,0 +1,5 @@
+librosa==0.9.2
+numpy==1.21.6
+onnxruntime-gpu
+pyworld==0.3.0
+

spkdic_new.json

@@ -0,0 +1,1233 @@
+{
+  "sing": {
+    "174": {
+      "name": "cpop",
+      "age": "unknown",
+      "accent": "unknown",
+      "gender": "female",
+      "code": 174
+    }
+  },
+  "male": {
+    "25": {
+      "name": "SSB0273",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 25
+    },
+    "167": {
+      "name": "SSB1863",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 167
+    },
+    "163": {
+      "name": "SSB1831",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 163
+    },
+    "76": {
+      "name": "SSB0631",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 76
+    },
+    "119": {
+      "name": "SSB1100",
+      "age": "26 - 40",
+      "accent": "south",
+      "gender": "male",
+      "code": 119
+    },
+    "21": {
+      "name": "SSB0241",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 21
+    },
+    "107": {
+      "name": "SSB0966",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 107
+    },
+    "10": {
+      "name": "SSB0073",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 10
+    },
+    "75": {
+      "name": "SSB0629",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 75
+    },
+    "100": {
+      "name": "SSB0863",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 100
+    },
+    "40": {
+      "name": "SSB0375",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 40
+    },
+    "143": {
+      "name": "SSB1448",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 143
+    },
+    "83": {
+      "name": "SSB0710",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "male",
+      "code": 83
+    },
+    "102": {
+      "name": "SSB0887",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 102
+    },
+    "15": {
+      "name": "SSB0139",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 15
+    },
+    "124": {
+      "name": "SSB1136",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 124
+    },
+    "98": {
+      "name": "SSB0817",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 98
+    },
+    "23": {
+      "name": "SSB0261",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "male",
+      "code": 23
+    },
+    "32": {
+      "name": "SSB0316",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 32
+    },
+    "48": {
+      "name": "SSB0407",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "male",
+      "code": 48
+    },
+    "151": {
+      "name": "SSB1624",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 151
+    },
+    "136": {
+      "name": "SSB1383",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 136
+    },
+    "156": {
+      "name": "SSB1684",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 156
+    },
+    "46": {
+      "name": "SSB0394",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 46
+    },
+    "60": {
+      "name": "SSB0544",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 60
+    },
+    "153": {
+      "name": "SSB1630",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "male",
+      "code": 153
+    },
+    "74": {
+      "name": "SSB0623",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 74
+    },
+    "171": {
+      "name": "SSB1935",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 171
+    },
+    "58": {
+      "name": "SSB0535",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 58
+    },
+    "52": {
+      "name": "SSB0434",
+      "age": "> 41",
+      "accent": "north",
+      "gender": "male",
+      "code": 52
+    },
+    "110": {
+      "name": "SSB1020",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "male",
+      "code": 110
+    },
+    "69": {
+      "name": "SSB0603",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 69
+    },
+    "65": {
+      "name": "SSB0590",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "male",
+      "code": 65
+    },
+    "95": {
+      "name": "SSB0784",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "male",
+      "code": 95
+    },
+    "140": {
+      "name": "SSB1408",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "male",
+      "code": 140
+    },
+    "72": {
+      "name": "SSB0609",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "male",
+      "code": 72
+    }
+  },
+  "female": {
+    "165": {
+      "name": "SSB1837",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 165
+    },
+    "63": {
+      "name": "SSB0578",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 63
+    },
+    "126": {
+      "name": "SSB1161",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 126
+    },
+    "4": {
+      "name": "SSB0016",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 4
+    },
+    "160": {
+      "name": "SSB1759",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 160
+    },
+    "64": {
+      "name": "SSB0588",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 64
+    },
+    "57": {
+      "name": "SSB0534",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 57
+    },
+    "42": {
+      "name": "SSB0380",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 42
+    },
+    "122": {
+      "name": "SSB1125",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 122
+    },
+    "78": {
+      "name": "SSB0666",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 78
+    },
+    "79": {
+      "name": "SSB0668",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 79
+    },
+    "47": {
+      "name": "SSB0395",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 47
+    },
+    "115": {
+      "name": "SSB1064",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 115
+    },
+    "168": {
+      "name": "SSB1878",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 168
+    },
+    "49": {
+      "name": "SSB0415",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 49
+    },
+    "81": {
+      "name": "SSB0686",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 81
+    },
+    "39": {
+      "name": "SSB0366",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 39
+    },
+    "92": {
+      "name": "SSB0762",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 92
+    },
+    "77": {
+      "name": "SSB0632",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 77
+    },
+    "104": {
+      "name": "SSB0915",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 104
+    },
+    "88": {
+      "name": "SSB0748",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 88
+    },
+    "173": {
+      "name": "SSB1956",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 173
+    },
+    "114": {
+      "name": "SSB1056",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 114
+    },
+    "161": {
+      "name": "SSB1806",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 161
+    },
+    "67": {
+      "name": "SSB0599",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 67
+    },
+    "84": {
+      "name": "SSB0720",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 84
+    },
+    "44": {
+      "name": "SSB0385",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 44
+    },
+    "37": {
+      "name": "SSB0342",
+      "age": "14 - 25",
+      "accent": "others",
+      "gender": "female",
+      "code": 37
+    },
+    "91": {
+      "name": "SSB0760",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 91
+    },
+    "131": {
+      "name": "SSB1253",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 131
+    },
+    "147": {
+      "name": "SSB1575",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 147
+    },
+    "20": {
+      "name": "SSB0200",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 20
+    },
+    "162": {
+      "name": "SSB1828",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 162
+    },
+    "86": {
+      "name": "SSB0737",
+      "age": "> 41",
+      "accent": "north",
+      "gender": "female",
+      "code": 86
+    },
+    "36": {
+      "name": "SSB0341",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 36
+    },
+    "1": {
+      "name": "SSB0009",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 1
+    },
+    "30": {
+      "name": "SSB0309",
+      "age": "> 41",
+      "accent": "north",
+      "gender": "female",
+      "code": 30
+    },
+    "113": {
+      "name": "SSB1055",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 113
+    },
+    "18": {
+      "name": "SSB0193",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 18
+    },
+    "51": {
+      "name": "SSB0427",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 51
+    },
+    "34": {
+      "name": "SSB0338",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 34
+    },
+    "123": {
+      "name": "SSB1131",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 123
+    },
+    "120": {
+      "name": "SSB1108",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 120
+    },
+    "17": {
+      "name": "SSB0149",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 17
+    },
+    "144": {
+      "name": "SSB1555",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 144
+    },
+    "73": {
+      "name": "SSB0614",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 73
+    },
+    "116": {
+      "name": "SSB1072",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 116
+    },
+    "99": {
+      "name": "SSB0851",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 99
+    },
+    "148": {
+      "name": "SSB1585",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 148
+    },
+    "169": {
+      "name": "SSB1891",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 169
+    },
+    "139": {
+      "name": "SSB1393",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 139
+    },
+    "128": {
+      "name": "SSB1204",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 128
+    },
+    "62": {
+      "name": "SSB0570",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 62
+    },
+    "94": {
+      "name": "SSB0780",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 94
+    },
+    "149": {
+      "name": "SSB1593",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 149
+    },
+    "103": {
+      "name": "SSB0913",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 103
+    },
+    "33": {
+      "name": "SSB0323",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 33
+    },
+    "43": {
+      "name": "SSB0382",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 43
+    },
+    "152": {
+      "name": "SSB1625",
+      "age": "26 - 40",
+      "accent": "south",
+      "gender": "female",
+      "code": 152
+    },
+    "134": {
+      "name": "SSB1366",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 134
+    },
+    "66": {
+      "name": "SSB0594",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 66
+    },
+    "157": {
+      "name": "SSB1686",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 157
+    },
+    "3": {
+      "name": "SSB0012",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 3
+    },
+    "89": {
+      "name": "SSB0751",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 89
+    },
+    "70": {
+      "name": "SSB0606",
+      "age": "> 41",
+      "accent": "north",
+      "gender": "female",
+      "code": 70
+    },
+    "133": {
+      "name": "SSB1341",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 133
+    },
+    "16": {
+      "name": "SSB0145",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 16
+    },
+    "35": {
+      "name": "SSB0339",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 35
+    },
+    "55": {
+      "name": "SSB0482",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 55
+    },
+    "56": {
+      "name": "SSB0502",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 56
+    },
+    "154": {
+      "name": "SSB1650",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 154
+    },
+    "6": {
+      "name": "SSB0033",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 6
+    },
+    "85": {
+      "name": "SSB0723",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 85
+    },
+    "109": {
+      "name": "SSB1008",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 109
+    },
+    "82": {
+      "name": "SSB0700",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 82
+    },
+    "68": {
+      "name": "SSB0601",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 68
+    },
+    "50": {
+      "name": "SSB0426",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 50
+    },
+    "54": {
+      "name": "SSB0470",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 54
+    },
+    "106": {
+      "name": "SSB0935",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 106
+    },
+    "87": {
+      "name": "SSB0746",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 87
+    },
+    "90": {
+      "name": "SSB0758",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 90
+    },
+    "130": {
+      "name": "SSB1221",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 130
+    },
+    "7": {
+      "name": "SSB0038",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 7
+    },
+    "14": {
+      "name": "SSB0133",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 14
+    },
+    "93": {
+      "name": "SSB0778",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 93
+    },
+    "145": {
+      "name": "SSB1563",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 145
+    },
+    "155": {
+      "name": "SSB1670",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 155
+    },
+    "118": {
+      "name": "SSB1096",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 118
+    },
+    "28": {
+      "name": "SSB0299",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 28
+    },
+    "159": {
+      "name": "SSB1711",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 159
+    },
+    "121": {
+      "name": "SSB1115",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 121
+    },
+    "170": {
+      "name": "SSB1918",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 170
+    },
+    "22": {
+      "name": "SSB0246",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 22
+    },
+    "150": {
+      "name": "SSB1607",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 150
+    },
+    "142": {
+      "name": "SSB1437",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 142
+    },
+    "2": {
+      "name": "SSB0011",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 2
+    },
+    "27": {
+      "name": "SSB0288",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 27
+    },
+    "59": {
+      "name": "SSB0539",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 59
+    },
+    "41": {
+      "name": "SSB0379",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 41
+    },
+    "80": {
+      "name": "SSB0671",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 80
+    },
+    "0": {
+      "name": "SSB0005",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 0
+    },
+    "166": {
+      "name": "SSB1846",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 166
+    },
+    "13": {
+      "name": "SSB0122",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 13
+    },
+    "146": {
+      "name": "SSB1567",
+      "age": "14 - 25",
+      "accent": "others",
+      "gender": "female",
+      "code": 146
+    },
+    "24": {
+      "name": "SSB0267",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 24
+    },
+    "138": {
+      "name": "SSB1392",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 138
+    },
+    "26": {
+      "name": "SSB0287",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 26
+    },
+    "5": {
+      "name": "SSB0018",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 5
+    },
+    "31": {
+      "name": "SSB0315",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 31
+    },
+    "132": {
+      "name": "SSB1320",
+      "age": "> 41",
+      "accent": "north",
+      "gender": "female",
+      "code": 132
+    },
+    "105": {
+      "name": "SSB0919",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 105
+    },
+    "101": {
+      "name": "SSB0871",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 101
+    },
+    "96": {
+      "name": "SSB0786",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 96
+    },
+    "111": {
+      "name": "SSB1024",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 111
+    },
+    "97": {
+      "name": "SSB0794",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 97
+    },
+    "164": {
+      "name": "SSB1832",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 164
+    },
+    "141": {
+      "name": "SSB1431",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 141
+    },
+    "38": {
+      "name": "SSB0354",
+      "age": "> 41",
+      "accent": "north",
+      "gender": "female",
+      "code": 38
+    },
+    "45": {
+      "name": "SSB0393",
+      "age": "< 14",
+      "accent": "north",
+      "gender": "female",
+      "code": 45
+    },
+    "9": {
+      "name": "SSB0057",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 9
+    },
+    "137": {
+      "name": "SSB1385",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 137
+    },
+    "112": {
+      "name": "SSB1050",
+      "age": "> 41",
+      "accent": "north",
+      "gender": "female",
+      "code": 112
+    },
+    "53": {
+      "name": "SSB0435",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 53
+    },
+    "172": {
+      "name": "SSB1939",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 172
+    },
+    "117": {
+      "name": "SSB1091",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 117
+    },
+    "61": {
+      "name": "SSB0565",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 61
+    },
+    "158": {
+      "name": "SSB1699",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 158
+    },
+    "71": {
+      "name": "SSB0607",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 71
+    },
+    "8": {
+      "name": "SSB0043",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 8
+    },
+    "125": {
+      "name": "SSB1138",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 125
+    },
+    "129": {
+      "name": "SSB1218",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 129
+    },
+    "135": {
+      "name": "SSB1377",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 135
+    },
+    "108": {
+      "name": "SSB0987",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 108
+    },
+    "11": {
+      "name": "SSB0080",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 11
+    },
+    "29": {
+      "name": "SSB0307",
+      "age": "14 - 25",
+      "accent": "north",
+      "gender": "female",
+      "code": 29
+    },
+    "19": {
+      "name": "SSB0197",
+      "age": "26 - 40",
+      "accent": "south",
+      "gender": "female",
+      "code": 19
+    },
+    "127": {
+      "name": "SSB1203",
+      "age": "26 - 40",
+      "accent": "north",
+      "gender": "female",
+      "code": 127
+    },
+    "12": {
+      "name": "SSB0112",
+      "age": "14 - 25",
+      "accent": "south",
+      "gender": "female",
+      "code": 12
+    }
+  }
+}