diff --git a/docker-compose-prod.yml b/docker-compose-prod.yml
index 704d274..048613e 100644
--- a/docker-compose-prod.yml
+++ b/docker-compose-prod.yml
@@ -14,7 +14,6 @@ services:
     build: .
     runtime: nvidia
     volumes:
-      - .:/comixify
       - static_volume:/comixify/static
       - media_volume:/comixify/media
     networks:
diff --git a/docker-compose.yml b/docker-compose.yml
index 9d70339..cd7904c 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -14,7 +14,6 @@ services:
     build: .
     runtime: nvidia
     volumes:
-      - .:/comixify
       - static_volume:/comixify/static
       - media_volume:/comixify/media
     networks:
diff --git a/dockerfile b/dockerfile
index 34daad4..c48b236 100644
--- a/dockerfile
+++ b/dockerfile
@@ -9,7 +9,7 @@ RUN apt-get update && apt-get install -y apt-utils software-properties-common &&
     liblmdb-dev libopencv-dev libprotobuf-dev \
     libsnappy-dev protobuf-compiler \
     python-numpy python-setuptools python-scipy \
-    libavformat-dev libswscale-dev && \
+    libavformat-dev libswscale-dev unzip && \
     python3.6 -m pip install --upgrade pip && \
     python3.6 -m pip install jupyter ipywidgets jupyterlab && \
     python3.6 -m pip install tensorflow-gpu h5py keras && \
@@ -44,7 +44,9 @@ RUN echo "$CAFFE_ROOT/build/lib" >> /etc/ld.so.conf.d/caffe.conf && ldconfig &&
 
 WORKDIR /comixify
 COPY . /comixify
-RUN python3.6 -m pip install -r requirements.txt
+RUN unzip popularity/pretrained_model/svr_test_11.10.sk.zip -d popularity/pretrained_model/ && \
+    python3.6 -m pip install -r requirements.txt
+
 
 # Port to expose
 EXPOSE 8008
diff --git a/frontend/client/App.js b/frontend/client/App.js
index a5ee575..275c605 100644
--- a/frontend/client/App.js
+++ b/frontend/client/App.js
@@ -95,7 +95,7 @@ class App extends React.Component {
 			console.error(rejected);
 			this.setState({
 				drop_errors: ["Maximum size for single video is 50MB"],
-				stata: App.appStates.DROP_ERROR
+				state: App.appStates.DROP_ERROR
 			});
 			return;
 		}
diff --git a/frontend/static/frontend/js/app.client.js b/frontend/static/frontend/js/app.client.js
index 6b71c76..57535f9 100644
--- a/frontend/static/frontend/js/app.client.js
+++ b/frontend/static/frontend/js/app.client.js
@@ -29,4 +29,4 @@ object-assign
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  * @author   Feross Aboukhadijeh <https://feross.org>
  * @license  MIT
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e=this.props.preventDropOnDocument;this.dragTargets=[],e&&(document.addEventListener("dragover",y,!1),document.addEventListener("drop",this.onDocumentDrop,!1)),null!=this.fileInputEl&&this.fileInputEl.addEventListener("click",this.onInputElementClick,!1),window.addEventListener("focus",this.onFileDialogCancel,!1)}},{key:"componentWillUnmount",value:function(){this.props.preventDropOnDocument&&(document.removeEventListener("dragover",y),document.removeEventListener("drop",this.onDocumentDrop)),null!=this.fileInputEl&&this.fileInputEl.removeEventListener("click",this.onInputElementClick,!1),window.removeEventListener("focus",this.onFileDialogCancel,!1)}},{key:"composeHandlers",value:function(e){return this.props.disabled?null:e}},{key:"onDocumentDrop",value:function(e){this.node&&this.node.contains(e.target)||(e.preventDefault(),this.dragTargets=[])}},{key:"onDragStart",value:function(e){this.props.onDragStart&&this.props.onDragStart.call(this,e)}},{key:"onDragEnter",value:function(e){var t=this;e.preventDefault(),-1===this.dragTargets.indexOf(e.target)&&this.dragTargets.push(e.target),Promise.resolve(this.props.getDataTransferItems(e)).then(function(e){t.setState({isDragActive:!0,draggedFiles:e})}),this.props.onDragEnter&&this.props.onDragEnter.call(this,e)}},{key:"onDragOver",value:function(e){e.preventDefault(),e.stopPropagation();try{e.dataTransfer.dropEffect=this.isFileDialogActive?"none":"copy"}catch(e){}return this.props.onDragOver&&this.props.onDragOver.call(this,e),!1}},{key:"onDragLeave",value:function(e){var t=this;e.preventDefault(),this.dragTargets=this.dragTargets.filter(function(n){return 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t=[];if(e.dataTransfer){var n=e.dataTransfer;n.files&&n.files.length?t=n.files:n.items&&n.items.length&&(t=n.items)}else e.target&&e.target.files&&(t=e.target.files);return Array.prototype.slice.call(t)}};var 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A="/comixify/",U="/comixify/from_yt/",z=5e7,R="video/*";class D extends o.a.Component{constructor(e){super(e),this.ytInput=o.a.createRef(),this.state={state:D.appStates.INITIAL,videoId:null,drop_errors:[],result_comics:null,framesMode:"0",rlMode:"0"},this.onVideoDrop=this.onVideoDrop.bind(this),this.onModelChange=this.onModelChange.bind(this),this.handleResponse=this.handleResponse.bind(this),this.onYouTubeSubmit=this.onYouTubeSubmit.bind(this),this.onSamplingChange=this.onSamplingChange.bind(this)}static onVideoUploadProgress(e){let t=Math.round(100*e.loaded/e.total);console.log(t)}onModelChange(e){let t=e.currentTarget.value;this.setState({rlMode:t})}onSamplingChange(e){let t=e.currentTarget.value;this.setState({framesMode:t})}handleResponse(e){"ok"===e.data.status_message?this.setState({state:D.appStates.FINISHED,result_comics:e.data.comic}):this.setState({state:D.appStates.UPLOAD_ERROR})}processVideo(e){let{framesMode:t,rlMode:n}=this.state,r=new FormData;r.append("file",e),r.set("frames_mode",parseInt(t)),r.set("rl_mode",parseInt(n)),Object(s.post)(A,r,{headers:{"content-type":"multipart/form-data"},onUploadProgress:D.onVideoUploadProgress}).then(this.handleResponse).catch(e=>{console.error(e),this.setState({state:D.appStates.UPLOAD_ERROR})}),this.setState({state:D.appStates.PROCESSING})}onVideoDrop(e,t){if(0!==t.length)return console.error(t),void this.setState({drop_errors:["Maximum size for single video is 50MB"],stata:D.appStates.DROP_ERROR});this.processVideo(e[0])}submitYouTube(e){let{framesMode:t,rlMode:n}=this.state;Object(s.post)(U,{url:e,frames_mode:parseInt(t),rl_mode:parseInt(n)}).then(this.handleResponse).catch(e=>{console.error(e),this.setState({state:D.appStates.UPLOAD_ERROR})})}onYouTubeSubmit(){let e=this.ytInput.current.value;this.submitYouTube(e),this.setState({state:D.appStates.PROCESSING})}onSamplePlay(e){let t="https://www.youtube.com/watch?v="+e;this.submitYouTube(t),this.setState({videoId:e,state:D.appStates.SAMPLE_PROCESSING})}render(){let{state:e,drop_errors:t,result_comics:n,framesMode:r,rlMode:a,videoId:i}=this.state,u=[D.appStates.INITIAL,D.appStates.UPLOAD_ERROR,D.appStates.DROP_ERROR,D.appStates.FINISHED].includes(e),s=[D.appStates.SAMPLE_PROCESSING,D.appStates.PROCESSING].includes(e);return o.a.createElement("div",null,e===D.appStates.FINISHED&&[o.a.createElement("img",{key:"1",src:n}),o.a.createElement("p",{key:"2"},"Go again:")],e===D.appStates.DROP_ERROR&&t.map((e,t)=>o.a.createElement("p",{key:t},e)),e===D.appStates.UPLOAD_ERROR&&o.a.createElement("p",null,"Server Error: Please try again later."),u&&o.a.createElement("div",null,o.a.createElement("div",null,"Pipeline settings:"),o.a.createElement("div",null,o.a.createElement("span",null,"Frame sampling:"),o.a.createElement("input",{type:"radio",name:"sampling",id:"sampling-0",value:"0",checked:"0"===r,onChange:this.onSamplingChange}),o.a.createElement("label",{htmlFor:"sampling-0"},"2fps sampling"),o.a.createElement("input",{type:"radio",name:"sampling",id:"sampling-1",value:"1",checked:"1"===r,onChange:this.onSamplingChange}),o.a.createElement("label",{htmlFor:"sampling-1"},"I-frame sampling")),o.a.createElement("div",null,o.a.createElement("span",null,"Extraction model:"),o.a.createElement("input",{type:"radio",name:"model",id:"model-0",value:"0",checked:"0"===a,onChange:this.onModelChange}),o.a.createElement("label",{htmlFor:"model-0"},"Basic model"),o.a.createElement("input",{type:"radio",name:"model",id:"model-1",value:"1",checked:"1"===a,onChange:this.onModelChange}),o.a.createElement("label",{htmlFor:"model-1"},"+VTW 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e=this.props.preventDropOnDocument;this.dragTargets=[],e&&(document.addEventListener("dragover",y,!1),document.addEventListener("drop",this.onDocumentDrop,!1)),null!=this.fileInputEl&&this.fileInputEl.addEventListener("click",this.onInputElementClick,!1),window.addEventListener("focus",this.onFileDialogCancel,!1)}},{key:"componentWillUnmount",value:function(){this.props.preventDropOnDocument&&(document.removeEventListener("dragover",y),document.removeEventListener("drop",this.onDocumentDrop)),null!=this.fileInputEl&&this.fileInputEl.removeEventListener("click",this.onInputElementClick,!1),window.removeEventListener("focus",this.onFileDialogCancel,!1)}},{key:"composeHandlers",value:function(e){return this.props.disabled?null:e}},{key:"onDocumentDrop",value:function(e){this.node&&this.node.contains(e.target)||(e.preventDefault(),this.dragTargets=[])}},{key:"onDragStart",value:function(e){this.props.onDragStart&&this.props.onDragStart.call(this,e)}},{key:"onDragEnter",value:function(e){var t=this;e.preventDefault(),-1===this.dragTargets.indexOf(e.target)&&this.dragTargets.push(e.target),Promise.resolve(this.props.getDataTransferItems(e)).then(function(e){t.setState({isDragActive:!0,draggedFiles:e})}),this.props.onDragEnter&&this.props.onDragEnter.call(this,e)}},{key:"onDragOver",value:function(e){e.preventDefault(),e.stopPropagation();try{e.dataTransfer.dropEffect=this.isFileDialogActive?"none":"copy"}catch(e){}return this.props.onDragOver&&this.props.onDragOver.call(this,e),!1}},{key:"onDragLeave",value:function(e){var t=this;e.preventDefault(),this.dragTargets=this.dragTargets.filter(function(n){return 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t=[];if(e.dataTransfer){var n=e.dataTransfer;n.files&&n.files.length?t=n.files:n.items&&n.items.length&&(t=n.items)}else e.target&&e.target.files&&(t=e.target.files);return Array.prototype.slice.call(t)}};var 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A="/comixify/",U="/comixify/from_yt/",z=5e7,R="video/*";class D extends o.a.Component{constructor(e){super(e),this.ytInput=o.a.createRef(),this.state={state:D.appStates.INITIAL,videoId:null,drop_errors:[],result_comics:null,framesMode:"0",rlMode:"0"},this.onVideoDrop=this.onVideoDrop.bind(this),this.onModelChange=this.onModelChange.bind(this),this.handleResponse=this.handleResponse.bind(this),this.onYouTubeSubmit=this.onYouTubeSubmit.bind(this),this.onSamplingChange=this.onSamplingChange.bind(this)}static onVideoUploadProgress(e){let t=Math.round(100*e.loaded/e.total);console.log(t)}onModelChange(e){let t=e.currentTarget.value;this.setState({rlMode:t})}onSamplingChange(e){let t=e.currentTarget.value;this.setState({framesMode:t})}handleResponse(e){"ok"===e.data.status_message?this.setState({state:D.appStates.FINISHED,result_comics:e.data.comic}):this.setState({state:D.appStates.UPLOAD_ERROR})}processVideo(e){let{framesMode:t,rlMode:n}=this.state,r=new FormData;r.append("file",e),r.set("frames_mode",parseInt(t)),r.set("rl_mode",parseInt(n)),Object(s.post)(A,r,{headers:{"content-type":"multipart/form-data"},onUploadProgress:D.onVideoUploadProgress}).then(this.handleResponse).catch(e=>{console.error(e),this.setState({state:D.appStates.UPLOAD_ERROR})}),this.setState({state:D.appStates.PROCESSING})}onVideoDrop(e,t){if(0!==t.length)return console.error(t),void this.setState({drop_errors:["Maximum size for single video is 50MB"],state:D.appStates.DROP_ERROR});this.processVideo(e[0])}submitYouTube(e){let{framesMode:t,rlMode:n}=this.state;Object(s.post)(U,{url:e,frames_mode:parseInt(t),rl_mode:parseInt(n)}).then(this.handleResponse).catch(e=>{console.error(e),this.setState({state:D.appStates.UPLOAD_ERROR})})}onYouTubeSubmit(){let e=this.ytInput.current.value;this.submitYouTube(e),this.setState({state:D.appStates.PROCESSING})}onSamplePlay(e){let t="https://www.youtube.com/watch?v="+e;this.submitYouTube(t),this.setState({videoId:e,state:D.appStates.SAMPLE_PROCESSING})}render(){let{state:e,drop_errors:t,result_comics:n,framesMode:r,rlMode:a,videoId:i}=this.state,u=[D.appStates.INITIAL,D.appStates.UPLOAD_ERROR,D.appStates.DROP_ERROR,D.appStates.FINISHED].includes(e),s=[D.appStates.SAMPLE_PROCESSING,D.appStates.PROCESSING].includes(e);return o.a.createElement("div",null,e===D.appStates.FINISHED&&[o.a.createElement("img",{key:"1",src:n}),o.a.createElement("p",{key:"2"},"Go again:")],e===D.appStates.DROP_ERROR&&t.map((e,t)=>o.a.createElement("p",{key:t},e)),e===D.appStates.UPLOAD_ERROR&&o.a.createElement("p",null,"Server Error: Please try again later."),u&&o.a.createElement("div",null,o.a.createElement("div",null,"Pipeline settings:"),o.a.createElement("div",null,o.a.createElement("span",null,"Frame sampling:"),o.a.createElement("input",{type:"radio",name:"sampling",id:"sampling-0",value:"0",checked:"0"===r,onChange:this.onSamplingChange}),o.a.createElement("label",{htmlFor:"sampling-0"},"2fps sampling"),o.a.createElement("input",{type:"radio",name:"sampling",id:"sampling-1",value:"1",checked:"1"===r,onChange:this.onSamplingChange}),o.a.createElement("label",{htmlFor:"sampling-1"},"I-frame sampling")),o.a.createElement("div",null,o.a.createElement("span",null,"Extraction model:"),o.a.createElement("input",{type:"radio",name:"model",id:"model-0",value:"0",checked:"0"===a,onChange:this.onModelChange}),o.a.createElement("label",{htmlFor:"model-0"},"Basic model"),o.a.createElement("input",{type:"radio",name:"model",id:"model-1",value:"1",checked:"1"===a,onChange:this.onModelChange}),o.a.createElement("label",{htmlFor:"model-1"},"+VTW model"))),u&&o.a.createElement(S,{onDrop:this.onVideoDrop,accept:R,maxSize:z,className:"dropzone",acceptClassName:"dropzone--accepted",rejectClassName:"dropzone--rejected",multiple:!1},o.a.createElement("p",null,"Drop video here, or click to select manually")),u&&o.a.createElement("div",null,o.a.createElement("label",{htmlFor:"yt-link",className:"yt-label"},"Or use YouTube link:"),o.a.createElement("input",{type:"url",id:"yt-link",ref:this.ytInput}),o.a.createElement("button",{onClick:this.onYouTubeSubmit},"Run"),o.a.createElement("div",{className:"yt-clips-label"},"Or select one of sample videos:"),o.a.createElement("div",{className:"youtube-clips"},o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Documentary"),o.a.createElement(l.a,{videoId:"gr1ps0ooDhU",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"gr1ps0ooDhU")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Sports"),o.a.createElement(l.a,{videoId:"MqqyD0nP1LQ",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"MqqyD0nP1LQ")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Music video"),o.a.createElement(l.a,{videoId:"kJQP7kiw5Fk",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"kJQP7kiw5Fk")})),o.a.createElement("div",null,o.a.createElement("div",{className:"yt-clip-label"},"Politics"),o.a.createElement(l.a,{videoId:"F2b-2YnfZso",opts:{height:"90",width:"150"},onPlay:this.onSamplePlay.bind(this,"F2b-2YnfZso")})))),e===D.appStates.SAMPLE_PROCESSING&&o.a.createElement(l.a,{videoId:i,opts:{height:"390",width:"640",playerVars:{autoplay:1}}}),s&&o.a.createElement(O.BarLoader,{color:"rgb(54, 215, 183)",className:Object(C.css)("margin:20px auto 0 auto;"),width:10,widthUnit:"rem"}))}}D.appStates={INITIAL:0,PROCESSING:1,FINISHED:2,UPLOAD_ERROR:3,DROP_ERROR:4,SAMPLE_PROCESSING:5},i.a.render(o.a.createElement(D,null),document.getElementById("demo"))}]);
\ No newline at end of file
diff --git a/keyframes/keyframes.py b/keyframes/keyframes.py
index 066cf84..72e7088 100644
--- a/keyframes/keyframes.py
+++ b/keyframes/keyframes.py
@@ -17,6 +17,7 @@ import logging
 
 from utils import jj
 from keyframes_rl.models import DSN
+from popularity.models import PopularityPredictor
 from keyframes.kts import cpd_auto
 from keyframes.utils import batch
 
@@ -30,9 +31,11 @@ class KeyFramesExtractor:
         frames_paths, all_frames_tmp_dir = cls._get_all_frames(video, mode=frames_mode)
         frames = cls._get_frames(frames_paths)
         features = cls._get_features(frames, gpu, features_batch_size)
-        change_points, frames_per_segment = cls._get_segments(features)
-        probs = cls._get_probs(features, gpu, mode=rl_mode)
-        chosen_frames = cls._get_chosen_frames(frames, probs, change_points, frames_per_segment)
+        norm_features = normalize(features)
+        change_points, frames_per_segment = cls._get_segments(norm_features)
+        probs = cls._get_probs(norm_features, gpu, mode=rl_mode)
+        keyframes = cls._get_keyframes(frames, probs, change_points, frames_per_segment)
+        chosen_frames = cls._get_popularity_chosen_frames(keyframes, features)
         return chosen_frames
 
     @staticmethod
@@ -97,7 +100,6 @@ class KeyFramesExtractor:
             temp = net.blobs["pool5/7x7_s1"].data[0:n_batch]
             temp = temp.squeeze().copy()
             features[idx_batch * batch_size:idx_batch * batch_size + n_batch] = temp
-        normalize(features, copy=False)
         return features.astype(np.float32)
 
     @staticmethod
@@ -128,7 +130,7 @@ class KeyFramesExtractor:
         return probs
 
     @staticmethod
-    def _get_chosen_frames(frames, probs, change_points, frames_per_segment, min_keyframes=10):
+    def _get_keyframes(frames, probs, change_points, frames_per_segment, min_keyframes=20):
         gts = []
         s = 0
         for q in frames_per_segment:
@@ -146,20 +148,37 @@ class KeyFramesExtractor:
                 x = low + np.argmax(probs[low:high])
             chosen_frames.append({
                 "index": x,
-                "frame": frames[x]
+                "frame": img_as_ubyte(frames[x])[..., ::-1]
             })
         chosen_frames.sort(key=lambda k: k['index'])
-        chosen_frames = [img_as_ubyte(o["frame"])[..., ::-1] for o in chosen_frames]
         return chosen_frames
 
+    @staticmethod
+    def _get_popularity_chosen_frames(frames, features, n_frames=10):
+        model_cache_key = "popularity_model_cache"
+        model = cache.get(model_cache_key)  # get model from cache
+
+        if model is None:
+            model = PopularityPredictor()
+            cache.set(model_cache_key, model, None)
+
+        for frame in frames:
+            x = features[frame["index"]]
+            frame["popularity"] = model.get_popularity_score(x).squeeze()
+
+        chosen_frames = sorted(frames, key=lambda k: k['popularity'], reverse=True)
+        chosen_frames = chosen_frames[0:n_frames]
+        chosen_frames.sort(key=lambda k: k['index'])
+        return [o["frame"] for o in chosen_frames]
+
     @staticmethod
     def _get_segments(features):
         K = np.dot(features, features.T)
         n_frames = int(K.shape[0])
-        min_segments = int(ceil(n_frames / 10))
-        min_segments = max(10, min_segments)
+        min_segments = int(ceil(n_frames / 20))
+        min_segments = max(20, min_segments)
         min_segments = min(n_frames - 1, min_segments)
-        cps, scores = cpd_auto(K, min_segments, 1)
+        cps, scores = cpd_auto(K, min_segments, 1, min_segments=min_segments)
         change_points = [
             [0, cps[0] - 1]
         ]
@@ -169,4 +188,5 @@ class KeyFramesExtractor:
             frames_per_segment.append(int(cps[j + 1] - cps[j]))
         frames_per_segment.append(int(len(features) - cps[len(cps) - 1]))
         change_points.append([cps[len(cps) - 1], len(features) - 1])
+        print("Number of segments: " + str(len(frames_per_segment)))
         return change_points, frames_per_segment
diff --git a/keyframes/kts/__init__.py b/keyframes/kts/__init__.py
index 6ee03d4..d7ed140 100644
--- a/keyframes/kts/__init__.py
+++ b/keyframes/kts/__init__.py
@@ -85,7 +85,7 @@ def cpd_nonlin(K, ncp, lmin=1, lmax=100000, backtrack=True, verbose=True, out_sc
     return cps, scores
 
 
-def cpd_auto(K, ncp, vmax, desc_rate=15, min_segments=10, **kwargs):
+def cpd_auto(K, ncp, vmax, desc_rate=15, min_segments=20, **kwargs):
     """Main interface
     Detect change points automatically selecting their number
         K       - kernel between each pair of frames in video
diff --git a/keyframes_rl/pretrained_model/model_1.pth.tar b/keyframes_rl/pretrained_model/model_1.pth.tar
index 11d8c27..bf96dfa 100644
Binary files a/keyframes_rl/pretrained_model/model_1.pth.tar and b/keyframes_rl/pretrained_model/model_1.pth.tar differ
diff --git a/popularity/models.py b/popularity/models.py
new file mode 100644
index 0000000..82e2005
--- /dev/null
+++ b/popularity/models.py
@@ -0,0 +1,16 @@
+import pickle
+import os.path
+
+MODEL_PATH = 'popularity/pretrained_model/svr_test_11.10.sk'
+
+
+class PopularityPredictor:
+    def __init__(self):
+        if not os.path.exists(MODEL_PATH):
+            print("Model file does not exist.")
+        with open(MODEL_PATH, 'rb') as fp:
+            self.svr = pickle.load(fp, encoding='latin1')
+
+    def get_popularity_score(self, image_feature):
+        image_feature = image_feature.reshape(1, -1)
+        return self.svr.predict(image_feature)
diff --git a/popularity/pretrained_model/svr_test_11.10.sk.zip b/popularity/pretrained_model/svr_test_11.10.sk.zip
new file mode 100644
index 0000000..044f849
Binary files /dev/null and b/popularity/pretrained_model/svr_test_11.10.sk.zip differ