diff --git a/docker/Dockerfile b/docker/Dockerfile
index ccdb6d4b053430dd68cdfecf1f920ab06fade9fb..c80203158859a30424a20b203691c5c72e7b7d68 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -24,6 +24,7 @@ RUN apt-get update \
     && apt-get install -yq bioperl=1.6.923-1 tabix=0.2.6-2 zlib1g zlib1g-dev samtools gnuplot python3 \
     && apt-get install -yq r-base r-base-dev \
     && apt-get install -yq libncurses5 libncurses5-dev sudo libatlas-base-dev python2.7 gfortran python-dev \
+    && apt-get install -yq python-matplotlib \
     && update-alternatives --set java /usr/lib/jvm/java-7-openjdk-amd64/jre/bin/java
 
 
diff --git a/lib/imp.html b/lib/imp.html
index a0f4041dabdccf4d1ea6755a94e51e4e365658b5..c47f137d2eefa15422e70b13d4dd5eced40a6379 100644
--- a/lib/imp.html
+++ b/lib/imp.html
@@ -68,7 +68,7 @@
         <div class="tab-content">
 
 
-
+            <!-- RAW STATISTICS -->
             <div role="tabpanel" class="tab-pane fade" id="raw">
               <section id="raw-section" class="row">
                 <h2><small>Raw data statistics</small></h2>
@@ -89,12 +89,11 @@
                 <div class="row">
                     <iframe id="ifr-raw-stat" src="Analysis/stats/MG/MG.R1.fq_fastqc.html" style="position: absolute; width: 100%;height: 100%; border: none"></iframe>
                 </div>
-
               </section>
             </div>
 
 
-          <!-- STATISTICS -->
+          <!-- PREPROCESS STATISTICS -->
           <div role="tabpanel" class="tab-pane fade active" id="preprocess">
             <section id="preprocess-section" class="row">
                 <h2><small>Preprocessed data statistics</small></h2>
@@ -121,8 +120,9 @@
                 <div class="row">
                     <iframe id="ifr-preprocess-stat" src="Analysis/stats/MG/MG.R1_preprocessed_fastqc.html" style="position: absolute; width: 100%;height: 100%; border: none"></iframe>
                 </div>
-
             </section>
+
+
             <!-- FILTERING -->
             <section id="filtering-section" class="row">
               <div class="row">
@@ -132,8 +132,26 @@
             </section>
           </div>
           <!--  ASSEMBLY -->
+
           <div role="tabpanel" class="tab-pane fade" id="assembly">
             <section id="assembly-section" class="row">
+                <div id="but-assembly" class="row btn-group" data-toggle="buttons" name="assembly-data">
+                    <label class="btn btn-primary active">
+                        <input id="but-assembly1" type="radio" value="Analysis/stats/MT/MT.SE_preprocessed_fastqc.html" class="btn btn-default" name="assembly-data" checked>Quast
+                    </label>
+                    <label class="btn btn-primary">
+                        <input id="but-assembly2" type="radio" value="Analysis/results/IMP-vizbin_length.png" class="btn btn-default" name="assembly-data">Vizbin length
+                    </label>
+                        <label class="btn btn-primary">
+                            <input id="but-assembly3" type="radio" value="Analysis/results/IMP-vizbin_length_GC.png" class="btn btn-default" name="assembly-data">Vizbin GC
+                        </label>
+                </div>
+                <div class="row">
+                    <div class="row" id="assembly-wrapper"></div>
+                </div>
+
+
+          <!-- <div role="tabpanel" class="tab-pane fade" id="assembly">
               <h2><small>Assembly </small></h2>
               <div class="row">
                 <div class="col-sm-3 col-md-3"></div>
@@ -143,7 +161,7 @@
 
               <div class="row">
                   <div id="carousel-assembly-wrapper"></div>
-              </div>
+              </div> -->
             </section>
           </div>
 
@@ -219,12 +237,6 @@
           <section class="row">
             <section id="impstatistics-section">
               <h2><small>Statistics </small></h2>
-              <div id="imp-stats-alert" class="row" style="display: none;">
-                <div class="alert alert-warning alert-dismissible" role="alert">
-                  <button type="button" class="close" data-dismiss="alert"><span aria-hidden="true">&times;</span><span class="sr-only">Close</span></button>
-                  <strong>Warning!</strong> You don't have any statistics about the run. Next time don't forget to use Snakemake with the <kbd>--stats stats.json</kbd> option.
-                </div>
-              </div>
               <div id="imp-stats" class="row">
                 <div id="basic-info"></div>
                 <div id="time-charts-mean"></div>
diff --git a/lib/imp.js b/lib/imp.js
index df1017c1b9564ae4bb40ea3dbac2eb40e5c2581d..a87dd2a0473ad4c8f7fbae24c6c933b3c0b44af7 100644
--- a/lib/imp.js
+++ b/lib/imp.js
@@ -269,10 +269,19 @@ $('#but-annot').on('change', function(){
 });
 
 
-renderSimpleCarousel('carousel-assembly', 'Analysis/results', [
-    'IMP-vizbin_length.png',
-    'IMP-vizbin_length_GC.png'
-]);
+$('#but-assembly').on('change', function(){
+    var val = $('input[name="assembly-data"]:checked').val();
+    if(val.endsWith('png')){
+        $("#assembly-wrapper").replaceWith("<div id='assembly-wrapper' class='row'><img class='img-responsive' src='" + val + "'/></div>");
+    } else {
+        $("#assembly-wrapper").replaceWith("<div id='assembly-wrapper' class='row'><iframe style='position: absolute; width: 100%;height: 100%; border: none' src='" + val + "'></iframe></div>");
+    }
+});
+
+// renderSimpleCarousel('carousel-assembly', 'Analysis/results', [
+//     'IMP-vizbin_length.png',
+//     'IMP-vizbin_length_GC.png'
+// ]);
 
 renderSimpleCarousel('carousel-mapping', 'Analysis/results', [
     'IMP-reads_density.png',
diff --git a/rules/Preprocessing/MG.rules b/rules/Preprocessing/MG.rules
index d74f2b3defb462a5391bfb1781e54c9eb4164415..d46af75528ecc83c3ee08416320fba5a66feb166 100644
--- a/rules/Preprocessing/MG.rules
+++ b/rules/Preprocessing/MG.rules
@@ -11,32 +11,18 @@ rule PREPROCESSING_MG_GET_FILES:
         prepare_input_files(input, 'MG')
 
 
-rule PREPROCESSING_MG_DEDUPLICATE:
-    log:
-        P_LOG
-    input:
-        expand('{dir}/{raw}', raw=['MG.R1.fq', 'MG.R2.fq'], dir=P_OUT)
-    output:
-        expand('{dir}/{uniq}', uniq=['MG.R1.uniq.fq', 'MG.R2.uniq.fq'], dir=P_OUT)
-    benchmark:
-        "%s/benchmarks/PREPROCESSING_MG_DEDUPLICATE.json" % P_OUT
-    shell:
-        """
-        fastuniq -i <(echo -e "{input[0]}\\n{input[1]}") -o {output[0]} -p {output[1]} >> {log} 2>&1
-        """
-
 rule PREPROCESSING_MG_TRIM:
     log:
         P_LOG
     input:
-        expand('{dir}/{uniq}', uniq=['MG.R1.uniq.fq', 'MG.R2.uniq.fq'], dir=P_OUT),
+        expand('{dir}/{uniq}', uniq=['MG.R1.fq', 'MG.R2.fq'], dir=P_OUT),
         DBPATH + "/adapters/adapters.done"
     output:
         expand('{dir}/{trim}', trim=[
-            'MG.R1.uniq.trimmed.fq',
-            'MG.SE1.uniq.trimmed.fq',
-            'MG.R2.uniq.trimmed.fq',
-            'MG.SE2.uniq.trimmed.fq'], dir=P_OUT)
+            'MG.R1.trimmed.fq',
+            'MG.SE1.trimmed.fq',
+            'MG.R2.trimmed.fq',
+            'MG.SE2.trimmed.fq'], dir=P_OUT)
     shell:
         """
         java -jar {config[trimmomatic][jarfile]} PE -threads {THREADS} {input[0]} {input[1]} {output} \
@@ -56,10 +42,10 @@ rule PREPROCESSING_MG_CAT_TRIMMED_SE:
         P_LOG
     input:
         expand('{dir}/{trim}', trim=[
-            'MG.SE1.uniq.trimmed.fq',
-            'MG.SE2.uniq.trimmed.fq'], dir=P_OUT)
+            'MG.SE1.trimmed.fq',
+            'MG.SE2.trimmed.fq'], dir=P_OUT)
     output:
-        expand('{dir}/{cat}', cat='MG.SE.uniq.trimmed.fq', dir=P_OUT)
+        expand('{dir}/{cat}', cat='MG.SE.trimmed.fq', dir=P_OUT)
     shell:
         "cat {input[0]} {input[1]} > {output}"
     benchmark:
@@ -70,18 +56,18 @@ rule PREPROCESSING_MG_FILTER_HG:
         P_LOG
     input:
         expand('{dir}/{trim}', trim=[
-            'MG.R1.uniq.trimmed.fq',
-            'MG.R2.uniq.trimmed.fq',
-            'MG.SE.uniq.trimmed.fq'], dir=P_OUT),
+            'MG.R1.trimmed.fq',
+            'MG.R2.trimmed.fq',
+            'MG.SE.trimmed.fq'], dir=P_OUT),
         '{dir}/{ref}.fa'.format(dir=DBPATH + "/human", ref=config['human_filtering']['filter']),
         expand(
             "{p}/human/{filter}.{ext}", filter=config["human_filtering"]["filter"],
             ext=['fa', 'fa.amb', 'fa.ann', 'fa.bwt', 'fa.pac', 'fa.sa'], p=DBPATH)
     output:
         expand('{dir}/{filter}', filter=expand([
-            'MG.R1.uniq.trimmed.{f}.fq',
-            'MG.R2.uniq.trimmed.{f}.fq',
-            'MG.SE.uniq.trimmed.{f}.fq'], f=config['human_filtering']['filter']), dir=P_OUT)
+            'MG.R1.trimmed.{f}.fq',
+            'MG.R2.trimmed.{f}.fq',
+            'MG.SE.trimmed.{f}.fq'], f=config['human_filtering']['filter']), dir=P_OUT)
     benchmark:
         "%s/benchmarks/PREPROCESSING_MG_FILTER_HG.json" % P_OUT
     shell:
diff --git a/rules/Preprocessing/master.rules b/rules/Preprocessing/master.rules
index 36ca9cdf046ba4aec0ef2d3e4a7b58513c9414e2..8d3003a209e93beb71f0cbafe70d4aa2b97d5d6e 100644
--- a/rules/Preprocessing/master.rules
+++ b/rules/Preprocessing/master.rules
@@ -28,12 +28,12 @@ def preprocessing_output_files():
 def preprocessed_mg(target, dir=P_OUT):
     if config['preprocessing_filtering']:
         # with human filtering ON
-        return '{dir}/MG.{target}.uniq.trimmed.{f}.fq'.format(
+        return '{dir}/MG.{target}.trimmed.{f}.fq'.format(
             f=config['human_filtering']['filter'],
             dir=dir,
             target=target)
     # with human filtering OFF
-    return '{dir}/MG.{target}.uniq.trimmed.fq'.format(dir=dir, target=target)
+    return '{dir}/MG.{target}.trimmed.fq'.format(dir=dir, target=target)
 
 
 def preprocessed_mt(target,  dir=P_OUT):