diff --git a/.gitignore b/.gitignore
index 805fbd71f81f33a10cb43c3b70f9a8d31550e52b..fd972571f02065e55440157eb91a91e4af1543db 100644
--- a/.gitignore
+++ b/.gitignore
@@ -27,5 +27,5 @@ __pycache__/
 *.pkl
 *cache.json
 *.gexf
-temp_cluster/
+temp_cluster_2/
 agromada*
\ No newline at end of file
diff --git a/auto_fill_annotation.py b/auto_fill_annotation.py
index d683b7493790cfcdf8db7e7d3a2711cf62c578b2..f47d2364708bc8ccd70c49e807f146fc06927dad 100644
--- a/auto_fill_annotation.py
+++ b/auto_fill_annotation.py
@@ -1,60 +1,183 @@
 # coding = utf-8
 
 
-import argparse, os, re, json, glob
+import argparse, os
+import warnings
+
+import os, re, glob
 import pandas as pd
 import networkx as nx
+import numpy as np
 
-from strpython.eval.automatic_annotation import AnnotationAutomatic,save_cache,add_cache
-from strpython.models.str import STR
-from tqdm import tqdm,TqdmSynchronisationWarning
-from joblib import Parallel, delayed
-from multiprocessing import cpu_count
-
+import pandas as pd
+from tqdm import tqdm
 
-import warnings
-warnings.simplefilter("ignore", TqdmSynchronisationWarning)
 tqdm.pandas()
 
-annotater = AnnotationAutomatic()
-
-parser = argparse.ArgumentParser()
-
-parser.add_argument("csv_file")
-parser.add_argument("graph_dir")
-parser.add_argument("output_file")
-
-args = parser.parse_args()
-
-if not os.path.exists(args.csv_file) or not os.path.exists(args.graph_dir):
-    raise FileNotFoundError("Error in Input")
-
-df = pd.read_csv(args.csv_file, index_col=0)
-str_graph_path = args.graph_dir
-
-
-strs = {}
-for file in glob.glob(os.path.join(str_graph_path, "*.gexf")):
-    id_ = int(re.findall("\d+", file)[-1])
-    strs[id_] = STR.from_networkx_graph(nx.read_gexf(file))
-
-#print(strs)
-def foo(x):
-    try:
-        return annotater.all(strs[x.G1], strs[x.G2],x.G1, x.G2)
-    except KeyError as e:
-        print(e)
-        add_cache(strs[x.G1], strs[x.G2],[0, 0, 0, 0])
-        return [0, 0, 0, 0]
-
-
-df["res"] = Parallel(n_jobs=cpu_count())(delayed(foo)(x) for x in tqdm(df.itertuples()))#df.progress_apply(lambda x: foo(x), axis=1)
-df.res=df.res.apply(lambda x :list(map(int,x)) if x else [])
-df[["c1"]] = df.res.apply(lambda x: x[0] if len(x)>0 else 0)
-df[["c2"]] = df.res.apply(lambda x: x[1] if len(x)>0 else 0)
-df[["c3"]] = df.res.apply(lambda x: x[2] if len(x)>0 else 0)
-df[["c4"]] = df.res.apply(lambda x: x[3] if len(x)>0 else 0)
-
-del df["res"]
-save_cache()
-df.to_csv(args.output_file)
+from strpython.eval.automatic_annotation import AnnotationAutomatic
+from strpython.models.str import STR
+from strpython.helpers.sim_matrix import matrix_to_pandas_dataframe, read_bz2_matrix
+
+
+def main(dataset, matrix_sim_dir, raw_graph_dir, selected_graphs, threshold, inclusion_fn, adjacency_fn):
+    annotater = AnnotationAutomatic(dataset, threshold, inclusion_fn, adjacency_fn)
+    first_step_output = "output_first_step_{0}_{1}".format(dataset, threshold)
+    last_step_output = "output_final_{0}_{1}".format(dataset, threshold)
+    generate_annotation_dataframe(matrix_sim_dir, selected_graphs, first_step_output)
+    extract_criteria_4_all(annotater, first_step_output, raw_graph_dir, dataset, threshold)
+
+    if not os.path.exists(last_step_output):
+        os.makedirs(last_step_output)
+    for fn in glob.glob(os.path.join(first_step_output,"*.csv")):
+        annotate_eval_sample(annotater, fn, os.path.join(last_step_output, os.path.basename(fn)))
+    synthesize(last_step_output,"{0}_{1}.csv".format(dataset,threshold))
+
+
+
+def generate_annotation_dataframe(matrix_sim_dir, selected_graphs, output_dir):
+    """
+    First Step
+    Parameters
+    ----------
+    matrix_sim_dir
+    selected_graphs
+    output_dir
+
+    Returns
+    -------
+
+    """
+    if not os.path.exists(matrix_sim_dir):
+        raise FileNotFoundError("Similarity matrix directory not found : {0}".format(matrix_sim_dir))
+
+    for fn in glob.glob(os.path.join(matrix_sim_dir,"*.bz2")):
+        measure = os.path.basename(fn).split("_")[0]
+
+        type_ = "_".join(os.path.basename(fn).split("_")[1:]).replace(".npy.bz2", "")
+        print("Proceeding...", measure, type_)
+        df = matrix_to_pandas_dataframe(np.nan_to_num(read_bz2_matrix(fn)),
+                                        selected_graphs,
+                                        measure, type_)
+        if not os.path.exists(output_dir):
+            os.makedirs(output_dir)
+        df.to_csv(os.path.join(output_dir, "{0}_{1}.csv".format(measure, type_)))
+
+
+def extract_criteria_4_all(annotater, csv_input_dir, raw_graph_dir, dataset, threshold, output_file="temp_out.csv"):
+    """
+    Second STEP
+    Parameters
+    ----------
+    annotater
+    csv_input_dir
+    raw_graph_dir
+    dataset
+    threshold
+    output_file
+
+    Returns
+    -------
+
+    """
+    if not os.path.exists(csv_input_dir) or not os.path.exists(raw_graph_dir):
+        raise FileNotFoundError("Error in Input")
+
+    # Extract all match found using every combination of measure and type of STR
+    all_str_matchin_available = []
+    for filename in glob.glob("{0}/*".format(csv_input_dir)):
+        couples = pd.read_csv(filename)["G1 G2".split()].apply(lambda x: "_".join(x.values.astype(str)),
+                                                               axis=1).values.tolist()
+        all_str_matchin_available.extend(couples)
+    all_str_matchin_available = set(all_str_matchin_available)
+
+    # Store in a dataframe
+    matching_dataframe = pd.DataFrame([cp.split("_") for cp in all_str_matchin_available], columns="G1 G2".split())
+    matching_dataframe = matching_dataframe.sort_values(by="G1 G2".split())
+
+    # Load STRs
+    strs = {}
+    for file in tqdm(glob.glob(os.path.join(raw_graph_dir, "*.gexf")), desc="Load Graphs"):
+        id_ = int(re.findall("\d+", file)[-1])
+        strs[id_] = STR.from_networkx_graph(nx.read_gexf(file))
+
+    # Do the annotation for a match between two STR
+    def annotate(x):
+        try:
+            return annotater.all(strs[int(x.G1)], strs[int(x.G2)], int(x.G1), int(x.G2))
+        except KeyError as e:
+            annotater.matching_cache.add(int(x.G1), int(x.G2), *(0, 0, 0, 0))
+            return [0, 0, 0, 0]
+
+    # Annotation Time
+    matching_dataframe["res"] = matching_dataframe.progress_apply(lambda x: annotate(x), axis=1)
+    matching_dataframe.res = matching_dataframe.res.apply(lambda x: list(map(int, x)) if x else [])
+    for ix, col in enumerate("c1 c2 c3 c4".split()):
+        matching_dataframe[col] = matching_dataframe.res.apply(lambda x: x[ix] if len(x) > 0 else 0)
+
+    del matching_dataframe["res"]
+    # Writiting output
+    matching_dataframe.to_csv(output_file)
+
+
+def annotate_eval_sample(annotater, csv_file, output_file):
+    """
+    Third Step
+    Parameters
+    ----------
+    annotater
+    csv_file
+    output_file
+
+    Returns
+    -------
+
+    """
+    if not os.path.exists(csv_file):  # or not os.path.exists(args.graph_dir):
+        raise FileNotFoundError("Error in Input : {0}".format(csv_file))
+
+    df = pd.read_csv(csv_file, index_col=0)
+
+    def foo(x):
+        try:
+            return annotater.all(None, None, x.G1, x.G2)
+        except Exception as e:
+            return [0, 0, 0, 0]
+
+    df["res"] = df.apply(lambda x: foo(x), axis=1)
+    df.res = df.res.apply(lambda x: list(map(int, x)) if x else [])  # if bool
+    df[["c1"]] = df.res.apply(lambda x: x[0] if len(x) > 0 else 0)
+    df[["c2"]] = df.res.apply(lambda x: x[1] if len(x) > 0 else 0)
+    df[["c3"]] = df.res.apply(lambda x: x[2] if len(x) > 0 else 0)
+    df[["c4"]] = df.res.apply(lambda x: x[3] if len(x) > 0 else 0)
+
+    del df["res"]
+
+    df.to_csv(output_file)
+
+
+def synthesize(last_step_output,output_filename):
+    """
+    Fourth Step
+    Parameters
+    ----------
+    last_step_output
+    output_filename
+
+    Returns
+    -------
+
+    """
+    fns = glob.glob(os.path.join(last_step_output, "*.csv"))
+
+    data = []
+    for fn in fns:
+        df = pd.read_csv(fn)
+        mes = np.unique(df.sim_measure)[0]
+        type_ = np.unique(df.type_str)[0]
+        val = df.groupby("G1").mean().mean()["c1 c2 c3 c4".split()].values.tolist()
+        val.insert(0, type_)
+        val.insert(0, mes)
+        data.append(val)
+    pd.DataFrame(data, columns="mesure type c1 c2 c3 c4".split())
+    res = pd.DataFrame(data, columns="mesure type c1 c2 c3 c4".split())
+    res.to_csv(output_filename)
\ No newline at end of file
diff --git a/bash_script/exp_17_avril.sh b/bash_script/exp_17_avril.sh
deleted file mode 100755
index e6316e8f208e7d1ba10379d8c2f06dd82ddfb806..0000000000000000000000000000000000000000
--- a/bash_script/exp_17_avril.sh
+++ /dev/null
@@ -1,72 +0,0 @@
-#!/usr/bin/env bash
-
-path_texts=/Users/jacquesfize/LOD_DATASETS/raw_bvlac
-output_dir=/Users/jacquesfize/LOD_DATASETS/exp_17_avr18
-if [ "$1" == "generate" ]; then
-
-    #python3 generate_data.py $path_texts  $output_dir/normal  asso.json normal;
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/extension_1  extension -a 1;
-    python3 generate_transform.py $output_dir/normal  $output_dir/extension_2  extension -a 2;
-    python3 generate_transform.py $output_dir/normal  $output_dir/extension_3  extension -a 3;
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_all_1  generalisation -t all -n 1;
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_all_2  generalisation -t all -n 2;
-
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_region generalisation -t bounded -b region;
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_capital generalisation -t bounded -b capital;
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_country generalisation -t bounded -b country;
-fi
-
-if [ "$1" == "eval" ]; then
-    ## Normal STR eval
-    original=$output_dir/normal
-    dir=normal;
-    mesure=("MCS" "VEO" "JACCARD" "HED" "GREEDY" "GED" "BOC" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-
-    ## Generalised STR eval
-    dir=gen_all_1
-    mesure=( "MCS" "VEO"  "JACCARD" "HED" "GREEDY"  "GED" "BOC" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original  -a -o $output_dir/result_eval/$dir/;
-    done;
-
-    dir=gen_all_2
-    mesure=( "MCS" "VEO"  "JACCARD" "HED" "GREEDY" "BOC" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json  $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-
-    dir=gen_region
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a -o $output_dir/result_eval/$dir/;
-    done;
-
-    dir=gen_country
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-
-    ## Extended STR eval
-    dir=extension_1
-    mesure=( "MCS" "VEO" "JACCARD" "BOC" "WLSUBTREE" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-    dir=extension_2
-
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-fi
\ No newline at end of file
diff --git a/bash_script/exp_22_may.sh b/bash_script/exp_22_may.sh
deleted file mode 100755
index e583b5ac38ce6a28bd2c062fa9e652a4b2391538..0000000000000000000000000000000000000000
--- a/bash_script/exp_22_may.sh
+++ /dev/null
@@ -1,78 +0,0 @@
-#!/usr/bin/env bash
-
-path_csv=/Users/jacquesfize/LOD_DATASETS/disambiguation
-path_texts=/Users/jacquesfize/LOD_DATASETS/raw_bvlac/
-output_dir=data/graph_exp_july_19
-if [ "$1" == "generate" ]; then
-
-    #mkdir -p $output_dir/normal
-    #python3 -W ignore generate_data_csv.py $path_csv  $output_dir/normal  asso.json normal;
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/extension_1  extension -a 1;
-    python3 generate_transform.py $output_dir/normal  $output_dir/extension_2  extension -a 2;
-    #python3 generate_transform.py $output_dir/normal  $output_dir/extension_3  extension -a 3;
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_all_1  generalisation -t all -n 1;
-    #python3 generate_transform.py $output_dir/normal  $output_dir/gen_all_2  generalisation -t all -n 2;
-
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_region generalisation -t bounded -b region;
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_capital generalisation -t bounded -b capital;
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_country generalisation -t bounded -b country;
-fi
-
-if [ "$1" == "eval" ]; then
-    ## Normal STR eval
-    original=$output_dir/normal;
-    dir=normal;
-    #mesure=("MCS" "VEO" "JACCARD" "HED" "GREEDY" "GED" "BOC" "BOWSE");
-#    mesure=("BOC" "JACCARD");
-#    for me in ${mesure[@]}; do
-#        echo $me" for STR "$dir;
-#        python3 eval.py $me $path_texts $output_dir/$dir $output_dir/$dir/asso.json $original -s $output_dir/selected.json  -o $output_dir/result_eval/$dir/;
-#    done;
-
-#    ## Generalised STR eval
-#    dir=gen_all_1
-#    mesure=( "MCS" "VEO"  "JACCARD" "HED" "GREEDY"  "GED" "BOC" "BOWSE");
-#    for me in ${mesure[@]}; do
-#        echo $me" for STR "$dir;
-#        python3 eval.py $me $path_texts $output_dir/$dir $output_dir/$dir/asso.json $original  -s $output_dir/selected.json  -o $output_dir/result_eval/$dir/;
-#    done;
-
-#    dir=gen_all_2
-#    mesure=( "MCS" "VEO"  "JACCARD" "HED" "GREEDY" "BOC" "BOWSE");
-#    for me in ${mesure[@]}; do
-#        echo $me" for STR "$dir;
-#        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json  $original -s $output_dir/selected.json  -o $output_dir/result_eval/$dir/;
-#    done;
-    #mesure=("MCS" "VEO" "JACCARD" "HED" "GREEDY" "GED"  "BOWSE");
-#    dir=gen_region
-#    for me in ${mesure[@]}; do
-#        echo $me" for STR "$dir;
-#        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -s $output_dir/selected.json  -o $output_dir/result_eval/$dir/;
-#    done;
-
-# "BOWSE");
-    mesure=("MCS" "VEO" "JACCARD" "HED" "GREEDY" "GED" "BOC");
-#    dir=gen_country
-#    for me in ${mesure[@]}; do
-#        echo $me" for STR "$dir;
-#        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -s $output_dir/selected.json  -o $output_dir/result_eval/$dir/;
-#    done;bn
-
-    ## Extended STR eval
-    # "BOWSE");
-    dir=extension_1
-    mesure=( "MCS" "VEO" "JACCARD" "BOC"  "HED" "GREEDY" "GED");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -s $output_dir/selected.json  -o $output_dir/result_eval/$dir/;
-    done;
-    dir=extension_2
-
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -s $output_dir/selected.json  -o $output_dir/result_eval/$dir/;
-    done;
-fi
\ No newline at end of file
diff --git a/bash_script/exp_30mars.sh b/bash_script/exp_30mars.sh
deleted file mode 100755
index 75eb1528c14fe7a28523b5c6abdc7eecf93c5762..0000000000000000000000000000000000000000
--- a/bash_script/exp_30mars.sh
+++ /dev/null
@@ -1,72 +0,0 @@
-#!/usr/bin/env bash
-
-path_texts=data/MADA_LIGHT_raw
-output_dir=data/graph_exp_mar_30
-if [ "$1" == "generate" ]; then
-
-    python3 generate_data.py $path_texts  $output_dir/normal  asso.json normal;
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/extension_1  extension -a 1;
-    python3 generate_transform.py $output_dir/normal  $output_dir/extension_2  extension -a 2;
-    python3 generate_transform.py $output_dir/normal  $output_dir/extension_3  extension -a 3;
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_all_1  generalisation -t all -n 1;
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_all_2  generalisation -t all -n 2;
-
-
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_region generalisation -t bounded -b region;
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_capital generalisation -t bounded -b capital;
-    python3 generate_transform.py $output_dir/normal  $output_dir/gen_country generalisation -t bounded -b country;
-fi
-
-if [ "$1" == "eval" ]; then
-    ## Normal STR eval
-    original=$output_dir/normal
-    dir=normal;
-    mesure=("MCS" "VEO" "JACCARD" "HED" "GREEDY" "GED" "BOC" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-
-    ## Generalised STR eval
-    dir=gen_all_1
-    mesure=( "MCS" "VEO"  "JACCARD" "HED" "GREEDY"  "GED" "BOC" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original  -a -o $output_dir/result_eval/$dir/;
-    done;
-
-    dir=gen_all_2
-    mesure=( "MCS" "VEO"  "JACCARD" "HED" "GREEDY" "BOC" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json  $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-
-    dir=gen_region
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a -o $output_dir/result_eval/$dir/;
-    done;
-
-    dir=gen_country
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-
-    ## Extended STR eval
-    dir=extension_1
-    mesure=( "MCS" "VEO" "JACCARD" "BOC" "WLSUBTREE" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-    dir=extension_2
-
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me $path_texts  $output_dir/$dir $output_dir/$dir/asso.json $original -a  -o $output_dir/result_eval/$dir/;
-    done;
-fi
\ No newline at end of file
diff --git a/bash_script/exp_fev_18.sh b/bash_script/exp_fev_18.sh
deleted file mode 100755
index 4ccafa77a36e4d0ad0ff430b445cbfb80da37a20..0000000000000000000000000000000000000000
--- a/bash_script/exp_fev_18.sh
+++ /dev/null
@@ -1,70 +0,0 @@
-#!/usr/bin/env bash
-
-if [ "$1" == "generate" ]; then
-
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/normal  asso.json normal;
-
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/extension_1  asso.json extension -a 1;
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/extension_2  asso.json extension -a 2;
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/extension_3  asso.json extension -a 3;
-
-
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/gen_all_1  asso.json generalisation -t all -n 1;
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/gen_all_2  asso.json generalisation -t all -n 2;
-
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/gen_town  asso.json generalisation -t bounded -b town;
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/gen_region  asso.json generalisation -t bounded -b region;
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/gen_capital  asso.json generalisation -t bounded -b capital;
-    python3 generate_data.py data/EPI_ELENA/raw_text  data/graph_exp_fev_18/gen_country  asso.json generalisation -t bounded -b country;
-fi
-
-if [ "$1" == "eval" ]; then
-    ## Normal STR eval
-    dir=normal;
-    mesure=("MCS" "VEO" "HED" "GREEDY" "BOC" "GED" "JACCARD" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me data/EPI_ELENA/raw_text  data/graph_exp_fev_18/$dir data/graph_exp_fev_18/$dir/asso.json -s data/graph_exp_fev_18/selected.json  -o data/graph_exp_fev_18/result_eval/$dir/;
-    done;
-
-    ## Generalised STR eval
-    dir=gen_all_1
-    mesure=( "MCS" "VEO"  "JACCARD" "HED" "GREEDY" "BOC" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me data/EPI_ELENA/raw_text  data/graph_exp_fev_18/$dir data/graph_exp_fev_18/$dir/asso.json  -s data/graph_exp_fev_18/selected.json  -o data/graph_exp_fev_18/result_eval/$dir/;
-    done;
-
-    dir=gen_all_2
-    mesure=( "MCS" "VEO"  "JACCARD" "HED" "GREEDY" "BOC" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me data/EPI_ELENA/raw_text  data/graph_exp_fev_18/$dir data/graph_exp_fev_18/$dir/asso.json  -s data/graph_exp_fev_18/selected.json  -o data/graph_exp_fev_18/result_eval/$dir/;
-    done;
-
-    dir=gen_region
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me data/EPI_ELENA/raw_text  data/graph_exp_fev_18/$dir data/graph_exp_fev_18/$dir/asso.json  -s data/graph_exp_fev_18/selected.json  -o data/graph_exp_fev_18/result_eval/$dir/;
-    done;
-
-    dir=gen_country
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me data/EPI_ELENA/raw_text  data/graph_exp_fev_18/$dir data/graph_exp_fev_18/$dir/asso.json  -s data/graph_exp_fev_18/selected.json  -o data/graph_exp_fev_18/result_eval/$dir/;
-    done;
-
-    ## Extended STR eval
-    dir=extension_1
-    mesure=( "MCS" "VEO" "JACCARD" "BOC" "WLSUBTREE" "BOWSE");
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me data/EPI_ELENA/raw_text  data/graph_exp_fev_18/$dir data/graph_exp_fev_18/$dir/asso.json  -s data/graph_exp_fev_18/selected.json  -o data/graph_exp_fev_18/result_eval/$dir/;
-    done;
-    dir=extension_2
-
-    for me in ${mesure[@]}; do
-        echo $me" for STR "$dir;
-        python3 eval.py $me data/EPI_ELENA/raw_text  data/graph_exp_fev_18/$dir data/graph_exp_fev_18/$dir/asso.json  -s data/graph_exp_fev_18/selected.json  -o data/graph_exp_fev_18/result_eval/$dir/;
-    done;
-fi
\ No newline at end of file
diff --git a/compute_similarity.py b/compute_similarity.py
index 8f74b41d2719f587311d5110683b8c1faa15d957..6cb23d6b5c0a2d9e8f658198c32bff380edb8257 100644
--- a/compute_similarity.py
+++ b/compute_similarity.py
@@ -94,7 +94,7 @@ matrix_output_dir=args.output
 output_text=[]
 for str_type in args.graphcol:
     graphs=datas[str_type]
-    for class_ in [BagOfNodes,WeisfeleirLehmanKernel,GraphEditDistance, BP_2, HED, GreedyEditDistance, Jaccard, MCS, VertexEdgeOverlap]:
+    for class_ in [BagOfNodes,WeisfeleirLehmanKernel,GraphEditDistance, ShortestPathGraphKernel, GreedyEditDistance, Jaccard, MCS, VertexEdgeOverlap]:
         deb=time.time()
         print("Computing the Similarity Matrix for {0} and {1}".format(class_.__name__,str_type))
         if class_ in (GraphEditDistance, BP_2, GreedyEditDistance, HED):
diff --git a/criteria_cache.py b/criteria_cache.py
index e424ec50a5711446153062328ee9c7343e14f0ee..2de2202387c2cd1b01b6e59c6b50de330cb9379d 100644
--- a/criteria_cache.py
+++ b/criteria_cache.py
@@ -1,9 +1,8 @@
 # coding = utf-8
 
-import argparse, os, re, json, glob
+import os, re, glob
 import pandas as pd
 import networkx as nx
-import numpy as np
 
 
 from strpython.eval.automatic_annotation import AnnotationAutomatic
@@ -15,52 +14,5 @@ import warnings
 warnings.simplefilter("ignore", TqdmSynchronisationWarning)
 tqdm.pandas()
 
-annotater = AnnotationAutomatic("bvlac")
 
-parser = argparse.ArgumentParser()
-
-parser.add_argument("csvinputdir")
-parser.add_argument("graph_dir")
-parser.add_argument("output_file")
-
-args = parser.parse_args()
-
-if not os.path.exists(args.csvinputdir) or not os.path.exists(args.graph_dir):
-    raise FileNotFoundError("Error in Input")
-
-all_cp=[]
-fns = glob.glob("{0}/*".format(args.csvinputdir))
-for fn in fns:
-    df = pd.read_csv(fn)
-    cps=df["G1 G2".split()].apply(lambda x:"_".join(np.sort(x.values).astype(str)) ,axis=1).values
-    all_cp.extend(cps.tolist())
-all_cp=set(all_cp)
-df = pd.DataFrame([cp.split("_") for cp in all_cp],columns="G1 G2".split())
-df= df.sort_values(by="G1 G2".split())
-str_graph_path = args.graph_dir
-
-
-strs = {}
-for file in tqdm(glob.glob(os.path.join(str_graph_path, "*.gexf")),desc="Load Graphs"):
-    id_ = int(re.findall("\d+", file)[-1])
-    strs[id_] = STR.from_networkx_graph(nx.read_gexf(file))
-
-#print(strs)
-def foo(x):
-    try:
-        return annotater.all(strs[int(x.G1)], strs[int(x.G2)],int(x.G1), int(x.G2))
-    except KeyError as e:
-        annotater.matching_cache.add(int(x.G1),int(x.G2),*(0, 0, 0, 0))
-        return [0,0,0,0]
-
-
-df["res"] = df.progress_apply(lambda x: foo(x), axis=1) #Parallel(n_jobs=4,backend="threading")(delayed(foo)(x) for x in tqdm(df.itertuples(),total=df.size,desc="Extracting Crit"))
-df.res=df.res.apply(lambda x :list(map(int,x)) if x else [])
-df["c1"] = df.res.apply(lambda x: x[0] if len(x)>0 else 0)
-df["c2"] = df.res.apply(lambda x: x[1] if len(x)>0 else 0)
-df["c3"] = df.res.apply(lambda x: x[2] if len(x)>0 else 0)
-df["c4"] = df.res.apply(lambda x: x[3] if len(x)>0 else 0)
-
-del df["res"]
-df.to_csv(args.output_file)
 
diff --git a/generate_annotation_file.py b/generate_annotation_file.py
deleted file mode 100644
index b4b1501db3b664a49b71fa4fe7544dcd31800930..0000000000000000000000000000000000000000
--- a/generate_annotation_file.py
+++ /dev/null
@@ -1,43 +0,0 @@
-# coding = utf-8
-import numpy as np
-import argparse, json, os, re, sys, glob, time
-from strpython.helpers.sim_matrix import matrix_to_pandas_dataframe, read_bz2_matrix
-
-script_beg=time.time()
-
-def _path(string):
-    if os.path.exists(string):
-        return string
-    else:
-        raise FileNotFoundError(string)
-
-
-parser = argparse.ArgumentParser()
-
-parser.add_argument("matricesDir", type=_path)
-parser.add_argument("selectedFile", type=_path)
-parser.add_argument("outputDir")
-args = parser.parse_args()
-
-if not os.path.isdir(args.outputDir):
-    try:
-        os.makedirs(args.outputDir)
-    except:
-        raise InterruptedError("Cannot create {0} dir".format(args.outputDir))
-
-matrix_fns = glob.glob(os.path.join(args.matricesDir, "*.npy.bz2"))
-selected = json.load(open(args.selectedFile))
-
-
-
-for fn in matrix_fns:
-    measure = os.path.basename(fn).split("_")[0]
-    
-    type_= "_".join(os.path.basename(fn).split("_")[1:]).replace(".npy.bz2","")
-    print("Proceeding...",measure, type_)
-    df = matrix_to_pandas_dataframe(np.nan_to_num(read_bz2_matrix(fn)),
-                                    selected,
-                                    measure, type_)
-    df.to_csv(os.path.join(args.outputDir,"{0}_{1}.csv".format(measure,type_)))
-
-print("The script took {0}s to finish".format(time.time()-script_beg))
diff --git a/generate_str.py b/generate_str.py
index 3e04cbd0a48e305aea803e356a251e6196e7f48b..19d9bfdf4c985f482e933a417d0e3706995d0edc 100644
--- a/generate_str.py
+++ b/generate_str.py
@@ -133,6 +133,7 @@ if not "entities" in df:
     df["content"]= df.content.progress_apply(lambda x :clean_text(x))
 
 count_error=0
+
 def build(pipelines,x):
     global count_error
     try:
diff --git a/notebooks/MatchingAnalysis/.ipynb_checkpoints/Result_AnaysisV2_MADA-checkpoint.ipynb b/notebooks/MatchingAnalysis/.ipynb_checkpoints/Result_AnaysisV2_MADA-checkpoint.ipynb
index 37b880b7f7f7d6c3542f8bfb0b38a576da9e8ee6..7a4d42d7db2241564c5e9cdc1a605fb9d3998e19 100644
--- a/notebooks/MatchingAnalysis/.ipynb_checkpoints/Result_AnaysisV2_MADA-checkpoint.ipynb
+++ b/notebooks/MatchingAnalysis/.ipynb_checkpoints/Result_AnaysisV2_MADA-checkpoint.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 60,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-28T05:03:07.327486Z",
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 61,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-28T05:03:09.093753Z",
@@ -36,7 +36,7 @@
    },
    "outputs": [],
    "source": [
-    "data=pd.read_csv(\"../../result_debug.csv\",index_col=0)\n",
+    "data=pd.read_csv(\"../../agromad_03_mean_nbpoint.csv\",index_col=0)\n",
     "data=data[data.mesure != \"BP\"]\n",
     "data[\"mean\"]=np.mean(data[\"c1 c2 c3 c4\".split()].values,axis=1)\n",
     "data[\"sum\"]=np.sum(data[\"c1 c2 c3 c4\".split()].values,axis=1)\n",
@@ -47,13 +47,736 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [],
    "source": [
     "data=data[data.type != \"all\"]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data2 = data.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style  type=\"text/css\" >\n",
+       "    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col12 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col9 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col10 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col8 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col8 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col9 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col10 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col12 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }</style><table id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >119</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col0\" class=\"data row0 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col1\" class=\"data row0 col1\" >biotex_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.73</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.208</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.346</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.194</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.3695</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.478</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.073</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.0832</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.1384</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row0_col12\" class=\"data row0 col12\" >0.314</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >67</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col1\" class=\"data row1 col1\" >str_object</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.738</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.206</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.348</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.2</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.373</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.492</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.0738</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.0824</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.1392</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.02</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row1_col12\" class=\"data row1 col12\" >0.3154</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >134</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col0\" class=\"data row2 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col1\" class=\"data row2 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.718</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.226</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.334</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.196</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.3685</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.474</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.0718</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.1336</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row2_col12\" class=\"data row2 col12\" >0.3154</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >92</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col0\" class=\"data row3 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col1\" class=\"data row3 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.744</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.214</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.344</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.2</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.3755</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.502</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.0744</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.0856</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.1376</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.02</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row3_col12\" class=\"data row3 col12\" >0.3176</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >106</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col0\" class=\"data row4 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col1\" class=\"data row4 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.752</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.218</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.342</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.2</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.378</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.512</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.0752</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.0872</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.1368</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.02</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row4_col12\" class=\"data row4 col12\" >0.3192</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >73</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col0\" class=\"data row5 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col1\" class=\"data row5 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.736</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.218</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.352</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.194</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.375</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.5</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.0736</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.0872</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.1408</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row5_col12\" class=\"data row5 col12\" >0.321</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >101</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col0\" class=\"data row6 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col1\" class=\"data row6 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.732</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.226</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.35</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.192</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.375</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.5</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.0732</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.14</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.0192</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.3228</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >3</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col0\" class=\"data row7 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col1\" class=\"data row7 col1\" >inra</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.736</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.228</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.348</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.192</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.376</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.504</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.0736</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.0912</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.1392</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.0192</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.3232</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >137</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col0\" class=\"data row8 col0\" >MCS</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col1\" class=\"data row8 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.702</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.234</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.354</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.2</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3725</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.49</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.0702</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.0936</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.1416</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.02</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.3254</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >6</th>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col0\" class=\"data row9 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col1\" class=\"data row9 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.67</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.244</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.358</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.196</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.367</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.468</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.067</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.0976</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.1432</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_697d31a8_4af3_11e9_9b7a_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.3274</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x13a1dff60>"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[\"c1_w\"]=data.c1.apply(lambda x: 0.1*x)\n",
+    "data[\"c2_w\"]=data.c2.apply(lambda x: 0.4*x)\n",
+    "data[\"c3_w\"]=data.c3.apply(lambda x: 0.4*x)\n",
+    "data[\"c4_w\"]=data.c4.apply(lambda x: 0.1*x)\n",
+    "data[\"sum_w\"]=np.sum(data[\"c1_w c2_w c3_w c4_w\".split()].values,axis=1)\n",
+    "colorize(data.sort_values(\"sum\",ascending=False).head(10).sort_values(\"sum_w\"),\"c1_w c2_w c3_w c4_w sum_w\".split())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style  type=\"text/css\" >\n",
+       "    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col8 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col12 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col9 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col10 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col8 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col9 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col10 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col12 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >106</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col1\" class=\"data row0 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.752</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.218</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.342</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.2</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.378</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.512</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.3008</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.0218</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.1368</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.02</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row0_col12\" class=\"data row0 col12\" >0.4794</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >3</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col1\" class=\"data row1 col1\" >inra</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.736</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.228</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.348</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.192</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.376</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.504</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.2944</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.0228</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.1392</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.0192</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row1_col12\" class=\"data row1 col12\" >0.4756</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >92</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col1\" class=\"data row2 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.744</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.214</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.344</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.2</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.3755</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.502</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.2976</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.0214</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.1376</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.02</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row2_col12\" class=\"data row2 col12\" >0.4766</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >73</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col0\" class=\"data row3 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col1\" class=\"data row3 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.736</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.218</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.352</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.194</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.375</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.5</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.2944</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.0218</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.1408</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row3_col12\" class=\"data row3 col12\" >0.4764</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >101</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col0\" class=\"data row4 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col1\" class=\"data row4 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.732</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.226</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.35</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.192</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.375</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.5</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.2928</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.0226</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.14</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.0192</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row4_col12\" class=\"data row4 col12\" >0.4746</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >67</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col0\" class=\"data row5 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col1\" class=\"data row5 col1\" >str_object</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.738</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.206</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.348</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.2</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.373</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.492</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.2952</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.0206</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.1392</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.02</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row5_col12\" class=\"data row5 col12\" >0.475</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >137</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col0\" class=\"data row6 col0\" >MCS</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col1\" class=\"data row6 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.702</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.234</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.354</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.2</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.3725</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.49</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.2808</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.0234</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.1416</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.02</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.4658</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >119</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col0\" class=\"data row7 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.73</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.208</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.346</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3695</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.478</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.292</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.0208</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.1384</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.4706</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >134</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col0\" class=\"data row8 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col1\" class=\"data row8 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.718</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.226</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.334</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.196</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3685</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.474</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.2872</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.0226</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.1336</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.463</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >6</th>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col0\" class=\"data row9 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col1\" class=\"data row9 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.67</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.244</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.358</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.196</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.367</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.468</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.268</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.0244</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.1432</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_6d3ce1be_4af3_11e9_aa59_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.4552</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x13a1c28d0>"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[\"c1_w\"]=data.c1.apply(lambda x: 0.4*x)\n",
+    "data[\"c2_w\"]=data.c2.apply(lambda x: 0.1*x)\n",
+    "data[\"c3_w\"]=data.c3.apply(lambda x: 0.4*x)\n",
+    "data[\"c4_w\"]=data.c4.apply(lambda x: 0.1*x)\n",
+    "data[\"sum_w\"]=np.sum(data[\"c1_w c2_w c3_w c4_w\".split()].values,axis=1)\n",
+    "colorize(data.sort_values(\"sum\",ascending=False).head(10),\"c1_w c2_w c3_w c4_w sum_w\".split())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style  type=\"text/css\" >\n",
+       "    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col8 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col12 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col9 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col10 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col8 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col9 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col10 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col12 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >106</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col1\" class=\"data row0 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.752</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.218</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.342</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.378</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.512</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.752</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.218</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.342</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.512</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >3</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col1\" class=\"data row1 col1\" >inra</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.736</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.228</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.348</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.192</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.376</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.504</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.736</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.228</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.348</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.192</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.504</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >92</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col1\" class=\"data row2 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.744</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.214</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.344</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.3755</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.502</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.744</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.214</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.344</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row2_col12\" class=\"data row2 col12\" >1.502</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >73</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col0\" class=\"data row3 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col1\" class=\"data row3 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.736</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.218</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.352</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.194</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.375</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.5</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.736</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.218</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.352</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.194</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row3_col12\" class=\"data row3 col12\" >1.5</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >101</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col0\" class=\"data row4 col0\" >BOW</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col1\" class=\"data row4 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.732</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.226</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.35</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.192</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.375</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.5</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.732</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.226</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.35</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.192</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row4_col12\" class=\"data row4 col12\" >1.5</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >67</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col0\" class=\"data row5 col0\" >BOW</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col1\" class=\"data row5 col1\" >str_object</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.738</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.206</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.348</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.373</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.492</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.738</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.206</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.348</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row5_col12\" class=\"data row5 col12\" >1.492</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >137</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col0\" class=\"data row6 col0\" >MCS</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col1\" class=\"data row6 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.702</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.234</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.354</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.3725</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.49</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.702</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.234</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.354</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row6_col12\" class=\"data row6 col12\" >1.49</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >119</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col0\" class=\"data row7 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.73</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.208</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.346</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3695</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.478</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.73</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.208</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.346</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.194</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row7_col12\" class=\"data row7 col12\" >1.478</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >134</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col0\" class=\"data row8 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col1\" class=\"data row8 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.718</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.226</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.334</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.196</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3685</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.474</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.718</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.226</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.334</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.196</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row8_col12\" class=\"data row8 col12\" >1.474</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >6</th>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col0\" class=\"data row9 col0\" >BOW</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col1\" class=\"data row9 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.67</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.244</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.358</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.196</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.367</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.468</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.67</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.244</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.358</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.196</td>\n",
+       "                        <td id=\"T_72ea8fc6_4af3_11e9_914c_6a0002e84820row9_col12\" class=\"data row9 col12\" >1.468</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x13a20f748>"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[\"c1_w\"]=data.c1.apply(lambda x: 1*x)\n",
+    "data[\"c2_w\"]=data.c2.apply(lambda x: 1*x)\n",
+    "data[\"c3_w\"]=data.c3.apply(lambda x: 1*x)\n",
+    "data[\"c4_w\"]=data.c4.apply(lambda x: 1*x)\n",
+    "data[\"sum_w\"]=np.sum(data[\"c1_w c2_w c3_w c4_w\".split()].values,axis=1)\n",
+    "colorize(data.sort_values(\"sum\",ascending=False).head(10),\"c1_w c2_w c3_w c4_w sum_w\".split())"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -67,7 +790,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 67,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.491478Z",
@@ -84,12 +807,11 @@
     "    indices,i=[],1\n",
     "    # Test next row against the last row in pareto_frontier\n",
     "    for row in myArray[1:,:]:\n",
-    "        \n",
     "        if sum([row[x] >= pareto_frontier[-1][x]\n",
-    "                for x in range(len(row))]) == len(row):\n",
-    "                    # If it is better on all features add the row to pareto_frontier\n",
-    "                    pareto_frontier = np.concatenate((pareto_frontier, [row]))\n",
-    "                    indices.append(i)\n",
+    "            for x in range(len(row))]) == len(row):\n",
+    "                # If it is better on all features add the row to pareto_frontier\n",
+    "                pareto_frontier = np.concatenate((pareto_frontier, [row]))\n",
+    "                indices.append(i)\n",
     "        i+=1\n",
     "    return indices,pareto_frontier\n",
     "\n",
@@ -109,7 +831,7 @@
     "def colorize(df,fields):\n",
     "    return df.style.apply(highlight_max,subset=fields).apply(highlight_min,subset=fields)\n",
     "\n",
-    "to_colorize=\"c1 c2 c3 c4 sum\".split()"
+    "to_colorize=\"c1 c2 c3 c4 mean sum\".split()"
    ]
   },
   {
@@ -123,7 +845,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 68,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.899176Z",
@@ -135,148 +857,182 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col0 {\n",
+       "    #T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col0 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col2 {\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col2 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col3 {\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col4 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col0 {\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col5 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col0 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col1 {\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col1 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col2 {\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col2 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col5 {\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col3 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row7_col5 {\n",
-       "            background-color:  yellow;\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col4 {\n",
        "            : ;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row10_col1 {\n",
-       "            background-color:  yellow;\n",
-       "            : ;\n",
-       "        }    #T_8b115bb4_2f61_11e9_877a_6a0002e84820row10_col3 {\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col5 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }</style><table id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >c1</th>        <th class=\"col_heading level0 col1\" >c2</th>        <th class=\"col_heading level0 col2\" >c3</th>        <th class=\"col_heading level0 col3\" >c4</th>        <th class=\"col_heading level0 col4\" >mean</th>        <th class=\"col_heading level0 col5\" >sum</th>    </tr>    <tr>        <th class=\"index_name level0\" >mesure</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col3 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col1 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }</style><table id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >c1</th>        <th class=\"col_heading level0 col1\" >c2</th>        <th class=\"col_heading level0 col2\" >c3</th>        <th class=\"col_heading level0 col3\" >c4</th>        <th class=\"col_heading level0 col4\" >mean</th>        <th class=\"col_heading level0 col5\" >sum</th>        <th class=\"col_heading level0 col6\" >c1_w</th>        <th class=\"col_heading level0 col7\" >c2_w</th>        <th class=\"col_heading level0 col8\" >c3_w</th>        <th class=\"col_heading level0 col9\" >c4_w</th>        <th class=\"col_heading level0 col10\" >sum_w</th>    </tr>    <tr>        <th class=\"index_name level0\" >mesure</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >BOW</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col0\" class=\"data row0 col0\" >0.953636</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col1\" class=\"data row0 col1\" >0.26</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.926</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.473091</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.653182</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row0_col5\" class=\"data row0 col5\" >2.61273</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >BagOfCliques</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row1_col0\" class=\"data row1 col0\" >0.8932</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row1_col1\" class=\"data row1 col1\" >0.3072</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.8188</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.3532</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.5931</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row1_col5\" class=\"data row1 col5\" >2.3724</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >GraphEditDistance</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row2_col0\" class=\"data row2 col0\" >0.918909</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row2_col1\" class=\"data row2 col1\" >0.227091</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.891818</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.458182</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.624</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row2_col5\" class=\"data row2 col5\" >2.496</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >GraphEditDistanceW</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row3_col0\" class=\"data row3 col0\" >0.926333</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row3_col1\" class=\"data row3 col1\" >0.2</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.901</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.469333</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.624167</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row3_col5\" class=\"data row3 col5\" >2.49667</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >GreedyEditDistance</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col0\" class=\"data row4 col0\" >0.0315385</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col1\" class=\"data row4 col1\" >0.0472308</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.0723077</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.0124615</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.0408846</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.163538</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >HED</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row5_col0\" class=\"data row5 col0\" >0.887636</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row5_col1\" class=\"data row5 col1\" >0.237091</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.826</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.363636</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.578591</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row5_col5\" class=\"data row5 col5\" >2.31436</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >Jaccard</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row6_col0\" class=\"data row6 col0\" >0.938</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row6_col1\" class=\"data row6 col1\" >0.4326</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.9052</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.2934</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.6423</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row6_col5\" class=\"data row6 col5\" >2.5692</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >MCS</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row7_col0\" class=\"data row7 col0\" >0.9432</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row7_col1\" class=\"data row7 col1\" >0.4278</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.9068</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.3686</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.6616</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row7_col5\" class=\"data row7 col5\" >2.6464</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >PolyIntersect</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row8_col0\" class=\"data row8 col0\" >0.584</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row8_col1\" class=\"data row8 col1\" >0.4744</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.6972</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.1276</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.4708</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row8_col5\" class=\"data row8 col5\" >1.8832</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >VertexEdgeOverlap</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row9_col0\" class=\"data row9 col0\" >0.9458</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row9_col1\" class=\"data row9 col1\" >0.3588</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.8928</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.3574</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.6387</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row9_col5\" class=\"data row9 col5\" >2.5548</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >WeisfeleirLehmanKernel</th>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row10_col0\" class=\"data row10 col0\" >0.594167</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row10_col1\" class=\"data row10 col1\" >0.762667</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.831333</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.004</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.548042</td>\n",
-       "                        <td id=\"T_8b115bb4_2f61_11e9_877a_6a0002e84820row10_col5\" class=\"data row10 col5\" >2.19217</td>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >BOW</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col0\" class=\"data row0 col0\" >0.676087</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col1\" class=\"data row0 col1\" >0.215826</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.340174</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.195739</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.356957</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col5\" class=\"data row0 col5\" >1.42783</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.676087</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col7\" class=\"data row0 col7\" >0.215826</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.340174</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.195739</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row0_col10\" class=\"data row0 col10\" >1.42783</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >DeepWalk</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col0\" class=\"data row1 col0\" >0.464261</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col1\" class=\"data row1 col1\" >0.345217</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.136522</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.0605217</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.25163</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col5\" class=\"data row1 col5\" >1.00652</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.464261</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col7\" class=\"data row1 col7\" >0.345217</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.136522</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.0605217</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row1_col10\" class=\"data row1 col10\" >1.00652</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >Graph2Vec</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col0\" class=\"data row2 col0\" >0.0205217</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col1\" class=\"data row2 col1\" >0.0263478</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.00252174</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col3\" class=\"data row2 col3\" >0</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.0123478</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.0493913</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.0205217</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col7\" class=\"data row2 col7\" >0.0263478</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.00252174</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col9\" class=\"data row2 col9\" >0</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.0493913</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >GraphEditDistance</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col0\" class=\"data row3 col0\" >0.374364</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col1\" class=\"data row3 col1\" >0.142364</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.159455</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.108182</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.196091</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.784364</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.374364</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col7\" class=\"data row3 col7\" >0.142364</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.159455</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.108182</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.784364</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >Jaccard</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col0\" class=\"data row4 col0\" >0.615826</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col1\" class=\"data row4 col1\" >0.216609</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.320435</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.184957</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.334457</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col5\" class=\"data row4 col5\" >1.33783</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.615826</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col7\" class=\"data row4 col7\" >0.216609</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.320435</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.184957</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row4_col10\" class=\"data row4 col10\" >1.33783</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >MCS</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col0\" class=\"data row5 col0\" >0.658</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col1\" class=\"data row5 col1\" >0.216348</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.334435</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.196696</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.35137</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col5\" class=\"data row5 col5\" >1.40548</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.658</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col7\" class=\"data row5 col7\" >0.216348</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.334435</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.196696</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row5_col10\" class=\"data row5 col10\" >1.40548</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >PolyIntersect</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col0\" class=\"data row6 col0\" >0.1696</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col1\" class=\"data row6 col1\" >0.1124</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.0616</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.0408</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.0961</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.3844</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.1696</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col7\" class=\"data row6 col7\" >0.1124</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.0616</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.0408</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.3844</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >VertexEdgeOverlap</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col0\" class=\"data row7 col0\" >0.673304</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col1\" class=\"data row7 col1\" >0.212435</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.334261</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.196435</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.354109</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col5\" class=\"data row7 col5\" >1.41643</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.673304</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col7\" class=\"data row7 col7\" >0.212435</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.334261</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.196435</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row7_col10\" class=\"data row7 col10\" >1.41643</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >WeisfeleirLehmanKernel</th>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col0\" class=\"data row8 col0\" >0.353478</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col1\" class=\"data row8 col1\" >0.547826</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.0622609</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.00417391</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.241935</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.967739</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.353478</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col7\" class=\"data row8 col7\" >0.547826</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.0622609</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.00417391</td>\n",
+       "                        <td id=\"T_772fa262_4af3_11e9_a90c_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.967739</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x129a58550>"
+       "<pandas.io.formats.style.Styler at 0x13a1df4e0>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 68,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -287,7 +1043,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 42,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.910426Z",
@@ -299,18 +1055,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "mesure,c1,c2,c3,c4,mean,sum,x\n",
-      "BOW,0.9512,0.25939999999999996,0.9221999999999999,0.47040000000000015,0.6508,2.6032,49.9\n",
-      "BagOfCliques,0.887,0.30000000000000004,0.8165,0.355,0.589625,2.3585,44.5\n",
-      "GraphEditDistance,0.9178000000000001,0.23099999999999996,0.8916000000000001,0.45700000000000013,0.62435,2.4974,53.4\n",
-      "GraphEditDistanceW,0.9263333333333333,0.19999999999999998,0.9010000000000001,0.46933333333333355,0.6241666666666666,2.4966666666666666,41.166666666666664\n",
-      "GreedyEditDistance,0.032333333333333346,0.047833333333333346,0.07350000000000002,0.012833333333333337,0.041625,0.1665,47.833333333333336\n",
-      "HED,0.8840000000000001,0.2408,0.8258000000000003,0.3616,0.57805,2.3122,55.1\n",
-      "Jaccard,0.9348888888888889,0.43377777777777765,0.9026666666666665,0.28155555555555556,0.6382222222222221,2.5528888888888885,56.111111111111114\n",
-      "MCS,0.9408888888888889,0.42577777777777776,0.9035555555555553,0.36533333333333334,0.6588888888888889,2.6355555555555554,57.333333333333336\n",
-      "PolyIntersect,0.584,0.4743999999999998,0.6971999999999999,0.12759999999999994,0.47079999999999994,1.8831999999999998,60.2\n",
-      "VertexEdgeOverlap,0.9435555555555557,0.35777777777777775,0.8906666666666665,0.3553333333333334,0.6368333333333331,2.5473333333333326,46.111111111111114\n",
-      "WeisfeleirLehmanKernel,0.6,0.7639999999999997,0.8341818181818176,0.004363636363636365,0.5506363636363634,2.2025454545454535,41.45454545454545\n",
+      "mesure,c1,c2,c3,c4,mean,sum,c1_w,c2_w,c3_w,c4_w,sum_w\n",
+      "BOW,0.8070434782608694,0.3003478260869565,0.04860869565217394,0.020782608695652183,0.29419565217391297,1.1767826086956519,0.3228173913043478,0.030034782608695652,0.019443478260869573,0.002078260869565218,0.37437391304347833\n",
+      "DeepWalk,0.613391304347826,0.47756521739130436,0.017913043478260875,0.012000000000000004,0.28021739130434775,1.120869565217391,0.24535652173913042,0.04775652173913043,0.007165217391304349,0.0012000000000000001,0.30147826086956525\n",
+      "Graph2Vec,0.029478260869565235,0.036173913043478285,0.0006086956521739131,0.0,0.016565217391304354,0.06626086956521741,0.01179130434782609,0.003617391304347828,0.00024347826086956525,0.0,0.015652173913043476\n",
+      "GraphEditDistance,0.42018181818181816,0.18090909090909088,0.025454545454545455,0.015454545454545455,0.16049999999999995,0.6419999999999998,0.16807272727272726,0.01809090909090908,0.010181818181818183,0.0015454545454545456,0.1978909090909091\n",
+      "Jaccard,0.7490434782608695,0.30747826086956526,0.053565217391304376,0.02721739130434784,0.28432608695652173,1.137304347826087,0.2996173913043478,0.030747826086956514,0.021426086956521748,0.002721739130434784,0.3545130434782609\n",
+      "MCS,0.804,0.3080869565217391,0.05660869565217395,0.026260869565217403,0.29873913043478256,1.1949565217391303,0.32159999999999994,0.030808695652173913,0.02264347826086957,0.002626086956521739,0.37767826086956513\n",
+      "PolyIntersect,0.22879999999999975,0.16679999999999992,0.0124,0.010400000000000001,0.10459999999999994,0.41839999999999977,0.09151999999999991,0.016679999999999993,0.004960000000000001,0.0010400000000000001,0.1141999999999999\n",
+      "VertexEdgeOverlap,0.8123478260869562,0.302,0.045826086956521773,0.019739130434782617,0.29497826086956525,1.179913043478261,0.32493913043478256,0.030199999999999994,0.018330434782608703,0.0019739130434782617,0.37544347826086943\n",
+      "WeisfeleirLehmanKernel,0.5620869565217389,0.7946956521739128,0.016086956521739137,0.0017391304347826096,0.3436521739130434,1.3746086956521737,0.2248347826086956,0.07946956521739128,0.006434782608695653,0.0001739130434782609,0.3109130434782609\n",
       "\n"
      ]
     }
@@ -328,7 +1082,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 72,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.937714Z",
@@ -340,105 +1094,248 @@
      "data": {
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        "<style  type=\"text/css\" >\n",
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-       "            background-color:  yellow;\n",
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+       "            : ;\n",
+       "            background-color:  #d64541;\n",
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        "            : ;\n",
-       "        }</style><table id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>    </tr></thead><tbody>\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >6</th>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row0_col0\" class=\"data row0 col0\" >MCS</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row0_col1\" class=\"data row0 col1\" >extension_2</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.962</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.426</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.912</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.38</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.67</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row0_col7\" class=\"data row0 col7\" >2.68</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >21</th>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row1_col0\" class=\"data row1 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row1_col1\" class=\"data row1 col1\" >biotexlda_window</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.078</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.1</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.142</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.018</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.0845</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row1_col7\" class=\"data row1 col7\" >0.338</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >22</th>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row2_col0\" class=\"data row2 col0\" >HED</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row2_col1\" class=\"data row2 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.914</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.192</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.826</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.366</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.5745</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row2_col7\" class=\"data row2 col7\" >2.298</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >49</th>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row3_col0\" class=\"data row3 col0\" >HED</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row3_col1\" class=\"data row3 col1\" >all</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.924</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.2</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.828</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.384</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.584</td>\n",
-       "                        <td id=\"T_8d7f419a_2f61_11e9_a961_6a0002e84820row3_col7\" class=\"data row3 col7\" >2.336</td>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >51</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col0\" class=\"data row0 col0\" >MCS</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col1\" class=\"data row0 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.704</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.212</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.344</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.2</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.365</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.46</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.704</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.212</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.344</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.2</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.46</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >7</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col1\" class=\"data row1 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.706</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.194</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.35</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.202</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.363</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.452</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.706</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.194</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.35</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.202</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.452</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >5</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col0\" class=\"data row2 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col1\" class=\"data row2 col1\" >gen_country</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.634</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.24</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.34</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.198</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.353</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.412</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.634</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.24</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.34</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.198</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row2_col12\" class=\"data row2 col12\" >1.412</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >29</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col0\" class=\"data row3 col0\" >MCS</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col1\" class=\"data row3 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.66</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.226</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.318</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.196</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.35</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.4</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.66</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.226</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.318</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.196</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row3_col12\" class=\"data row3 col12\" >1.4</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >21</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col0\" class=\"data row4 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col1\" class=\"data row4 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.638</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.226</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.336</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.194</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.3485</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.394</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.638</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.226</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.336</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.194</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row4_col12\" class=\"data row4 col12\" >1.394</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >54</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col0\" class=\"data row5 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col1\" class=\"data row5 col1\" >inra</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.614</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.18</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.34</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.192</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.3315</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.326</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.614</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.18</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.34</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.192</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row5_col12\" class=\"data row5 col12\" >1.326</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >30</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col0\" class=\"data row6 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col1\" class=\"data row6 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.412</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.576</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.032</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.004</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.256</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.024</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.412</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.576</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.032</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.004</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row6_col12\" class=\"data row6 col12\" >1.024</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >28</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col0\" class=\"data row7 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.43</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.402</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.11</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.05</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.248</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col7\" class=\"data row7 col7\" >0.992</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.43</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.402</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.11</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.05</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.992</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >14</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col0\" class=\"data row8 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col1\" class=\"data row8 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.4</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.314</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.11</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.052</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.219</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col7\" class=\"data row8 col7\" >0.876</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.4</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.314</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.11</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.052</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.876</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >49</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col0\" class=\"data row9 col0\" >GraphEditDistance</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col1\" class=\"data row9 col1\" >dev_du_gen_region</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.104</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.096</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.002</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col5\" class=\"data row9 col5\" >0</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.0505</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col7\" class=\"data row9 col7\" >0.202</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.104</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.096</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.002</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col11\" class=\"data row9 col11\" >0</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.202</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >1</th>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col0\" class=\"data row10 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col1\" class=\"data row10 col1\" >biotex_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.012</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.026</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col4\" class=\"data row10 col4\" >0</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col5\" class=\"data row10 col5\" >0</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.0095</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col7\" class=\"data row10 col7\" >0.038</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.012</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.026</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col10\" class=\"data row10 col10\" >0</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col11\" class=\"data row10 col11\" >0</td>\n",
+       "                        <td id=\"T_945a5a62_4af3_11e9_a98e_6a0002e84820row10_col12\" class=\"data row10 col12\" >0.038</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x12a402390>"
+       "<pandas.io.formats.style.Styler at 0x13a0d6c88>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "index,data_pa=pareto_frontier_multi(data[\"c1 c2 c3 c4\".split()].values)\n",
-    "colorize(data.iloc[index],to_colorize)\n"
+    "colorize(data.iloc[index].sort_values(\"sum\",ascending=False),to_colorize)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 73,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.967755Z",
@@ -450,259 +1347,308 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col5 {\n",
+       "    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col5 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col5 {\n",
+       "        }    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col6 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col2 {\n",
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        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col2 {\n",
+       "        }    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col2 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
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+       "        }    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col3 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col7 {\n",
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        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col2 {\n",
+       "        }    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col3 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col3 {\n",
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+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col2 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col4 {\n",
+       "        }    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col4 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col7 {\n",
+       "        }    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col6 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col3 {\n",
-       "            background-color:  yellow;\n",
+       "        }    #T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col7 {\n",
        "            : ;\n",
-       "        }</style><table id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678b\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >x</th>        <th class=\"col_heading level0 col9\" >color</th>    </tr></thead><tbody>\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col0\" class=\"data row0 col0\" >BOW</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col1\" class=\"data row0 col1\" >biotexlda_window</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col2\" class=\"data row0 col2\" >0.86</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col3\" class=\"data row0 col3\" >0.332</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col4\" class=\"data row0 col4\" >0.864</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col5\" class=\"data row0 col5\" >0.348</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col6\" class=\"data row0 col6\" >0.601</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col7\" class=\"data row0 col7\" >2.404</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col8\" class=\"data row0 col8\" >1</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow0_col9\" class=\"data row0 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row1\" class=\"row_heading level0 row1\" >2</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col0\" class=\"data row1 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col1\" class=\"data row1 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col2\" class=\"data row1 col2\" >0.556</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col3\" class=\"data row1 col3\" >0.75</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col4\" class=\"data row1 col4\" >0.802</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col5\" class=\"data row1 col5\" >0.004</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col6\" class=\"data row1 col6\" >0.528</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col7\" class=\"data row1 col7\" >2.112</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col8\" class=\"data row1 col8\" >2</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow1_col9\" class=\"data row1 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row2\" class=\"row_heading level0 row2\" >5</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col0\" class=\"data row2 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col1\" class=\"data row2 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col2\" class=\"data row2 col2\" >0.902</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col3\" class=\"data row2 col3\" >0.368</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col4\" class=\"data row2 col4\" >0.89</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col5\" class=\"data row2 col5\" >0.38</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col6\" class=\"data row2 col6\" >0.635</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col7\" class=\"data row2 col7\" >2.54</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col8\" class=\"data row2 col8\" >5</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow2_col9\" class=\"data row2 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row3\" class=\"row_heading level0 row3\" >6</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col0\" class=\"data row3 col0\" >MCS</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col1\" class=\"data row3 col1\" >extension_2</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col2\" class=\"data row3 col2\" >0.962</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col3\" class=\"data row3 col3\" >0.426</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col4\" class=\"data row3 col4\" >0.912</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col5\" class=\"data row3 col5\" >0.38</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col6\" class=\"data row3 col6\" >0.67</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col7\" class=\"data row3 col7\" >2.68</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col8\" class=\"data row3 col8\" >6</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow3_col9\" class=\"data row3 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row4\" class=\"row_heading level0 row4\" >20</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col0\" class=\"data row4 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col1\" class=\"data row4 col1\" >extension_2</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col2\" class=\"data row4 col2\" >0.956</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col3\" class=\"data row4 col3\" >0.242</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col4\" class=\"data row4 col4\" >0.91</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col5\" class=\"data row4 col5\" >0.476</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col6\" class=\"data row4 col6\" >0.646</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col7\" class=\"data row4 col7\" >2.584</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col8\" class=\"data row4 col8\" >20</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow4_col9\" class=\"data row4 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row5\" class=\"row_heading level0 row5\" >21</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col0\" class=\"data row5 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col1\" class=\"data row5 col1\" >biotexlda_window</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col2\" class=\"data row5 col2\" >0.078</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col3\" class=\"data row5 col3\" >0.1</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col4\" class=\"data row5 col4\" >0.142</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col5\" class=\"data row5 col5\" >0.018</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col6\" class=\"data row5 col6\" >0.0845</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col7\" class=\"data row5 col7\" >0.338</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col8\" class=\"data row5 col8\" >21</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow5_col9\" class=\"data row5 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row6\" class=\"row_heading level0 row6\" >24</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col0\" class=\"data row6 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col1\" class=\"data row6 col1\" >biotexlda_window</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col2\" class=\"data row6 col2\" >0.772</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col3\" class=\"data row6 col3\" >0.3</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col4\" class=\"data row6 col4\" >0.78</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col5\" class=\"data row6 col5\" >0.348</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col6\" class=\"data row6 col6\" >0.55</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col7\" class=\"data row6 col7\" >2.2</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col8\" class=\"data row6 col8\" >24</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow6_col9\" class=\"data row6 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row7\" class=\"row_heading level0 row7\" >29</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col0\" class=\"data row7 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col1\" class=\"data row7 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col2\" class=\"data row7 col2\" >0.966</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col3\" class=\"data row7 col3\" >0.362</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col4\" class=\"data row7 col4\" >0.908</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col5\" class=\"data row7 col5\" >0.376</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col6\" class=\"data row7 col6\" >0.653</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col7\" class=\"data row7 col7\" >2.612</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col8\" class=\"data row7 col8\" >29</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow7_col9\" class=\"data row7 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row8\" class=\"row_heading level0 row8\" >30</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col0\" class=\"data row8 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col1\" class=\"data row8 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col2\" class=\"data row8 col2\" >0.966</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col3\" class=\"data row8 col3\" >0.368</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col4\" class=\"data row8 col4\" >0.904</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col5\" class=\"data row8 col5\" >0.37</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col6\" class=\"data row8 col6\" >0.652</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col7\" class=\"data row8 col7\" >2.608</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col8\" class=\"data row8 col8\" >30</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow8_col9\" class=\"data row8 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row9\" class=\"row_heading level0 row9\" >31</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col0\" class=\"data row9 col0\" >MCS</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col1\" class=\"data row9 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col2\" class=\"data row9 col2\" >0.964</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col3\" class=\"data row9 col3\" >0.426</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col4\" class=\"data row9 col4\" >0.914</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col5\" class=\"data row9 col5\" >0.38</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col6\" class=\"data row9 col6\" >0.671</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col7\" class=\"data row9 col7\" >2.684</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col8\" class=\"data row9 col8\" >31</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow9_col9\" class=\"data row9 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row10\" class=\"row_heading level0 row10\" >35</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col0\" class=\"data row10 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col1\" class=\"data row10 col1\" >normal</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col2\" class=\"data row10 col2\" >0.032</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col3\" class=\"data row10 col3\" >0.034</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col4\" class=\"data row10 col4\" >0.058</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col5\" class=\"data row10 col5\" >0.018</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col6\" class=\"data row10 col6\" >0.0355</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col7\" class=\"data row10 col7\" >0.142</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col8\" class=\"data row10 col8\" >35</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow10_col9\" class=\"data row10 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row11\" class=\"row_heading level0 row11\" >36</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col0\" class=\"data row11 col0\" >HED</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col1\" class=\"data row11 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col2\" class=\"data row11 col2\" >0.902</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col3\" class=\"data row11 col3\" >0.212</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col4\" class=\"data row11 col4\" >0.812</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col5\" class=\"data row11 col5\" >0.36</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col6\" class=\"data row11 col6\" >0.5715</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col7\" class=\"data row11 col7\" >2.286</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col8\" class=\"data row11 col8\" >36</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow11_col9\" class=\"data row11 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row12\" class=\"row_heading level0 row12\" >40</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col0\" class=\"data row12 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col1\" class=\"data row12 col1\" >normal</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col2\" class=\"data row12 col2\" >0.96</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col3\" class=\"data row12 col3\" >0.192</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col4\" class=\"data row12 col4\" >0.912</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col5\" class=\"data row12 col5\" >0.474</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col6\" class=\"data row12 col6\" >0.6345</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col7\" class=\"data row12 col7\" >2.538</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col8\" class=\"data row12 col8\" >39</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow12_col9\" class=\"data row12 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row13\" class=\"row_heading level0 row13\" >43</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col0\" class=\"data row13 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col1\" class=\"data row13 col1\" >normal</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col2\" class=\"data row13 col2\" >0.66</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col3\" class=\"data row13 col3\" >0.812</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col4\" class=\"data row13 col4\" >0.888</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col5\" class=\"data row13 col5\" >0.008</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col6\" class=\"data row13 col6\" >0.592</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col7\" class=\"data row13 col7\" >2.368</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col8\" class=\"data row13 col8\" >42</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow13_col9\" class=\"data row13 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678blevel0_row14\" class=\"row_heading level0 row14\" >90</th>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col0\" class=\"data row14 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col1\" class=\"data row14 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col2\" class=\"data row14 col2\" >0.946</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col3\" class=\"data row14 col3\" >0.222</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col4\" class=\"data row14 col4\" >0.91</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col5\" class=\"data row14 col5\" >0.474</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col6\" class=\"data row14 col6\" >0.638</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col7\" class=\"data row14 col7\" >2.552</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col8\" class=\"data row14 col8\" >82</td>\n",
-       "                        <td id=\"T_0cfddfcc_2ea3_11e9_8871_4c327598678brow14_col9\" class=\"data row14 col9\" >red</td>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >3</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col1\" class=\"data row0 col1\" >inra</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.736</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.228</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.348</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.192</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.376</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.504</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.736</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.228</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.348</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.192</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.504</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >92</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col1\" class=\"data row1 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.744</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.214</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.344</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.3755</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.502</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.744</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.214</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.344</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.502</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >67</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col1\" class=\"data row2 col1\" >str_object</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.738</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.206</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.348</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.373</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.492</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.738</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.206</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.348</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row2_col12\" class=\"data row2 col12\" >1.492</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >6</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col0\" class=\"data row3 col0\" >BOW</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col1\" class=\"data row3 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.67</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.244</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.358</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.367</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.468</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.67</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.244</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.358</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row3_col12\" class=\"data row3 col12\" >1.468</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >51</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col0\" class=\"data row4 col0\" >MCS</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col1\" class=\"data row4 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.704</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.212</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.344</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.365</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.46</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.704</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.212</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.344</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row4_col12\" class=\"data row4 col12\" >1.46</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >15</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col0\" class=\"data row5 col0\" >BOW</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col1\" class=\"data row5 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.696</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.21</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.35</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.364</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.456</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.696</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.21</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.35</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row5_col12\" class=\"data row5 col12\" >1.456</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >7</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col0\" class=\"data row6 col0\" >BOW</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col1\" class=\"data row6 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.706</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.194</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.35</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.202</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.363</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.452</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.706</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.194</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.35</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.202</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row6_col12\" class=\"data row6 col12\" >1.452</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >142</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col0\" class=\"data row7 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.7</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.206</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.342</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3605</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.442</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.7</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.206</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.342</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.194</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row7_col12\" class=\"data row7 col12\" >1.442</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >4</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col0\" class=\"data row8 col0\" >MCS</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col1\" class=\"data row8 col1\" >inra</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.688</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.214</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.336</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3585</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.434</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.688</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.214</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.336</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row8_col12\" class=\"data row8 col12\" >1.434</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >108</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col0\" class=\"data row9 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col1\" class=\"data row9 col1\" >biotex_lda_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.646</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.242</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.338</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.3555</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.422</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.646</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.242</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.338</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row9_col12\" class=\"data row9 col12\" >1.422</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >5</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col0\" class=\"data row10 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col1\" class=\"data row10 col1\" >gen_country</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.634</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.24</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.34</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col5\" class=\"data row10 col5\" >0.198</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.353</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col7\" class=\"data row10 col7\" >1.412</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.634</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.24</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col10\" class=\"data row10 col10\" >0.34</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col11\" class=\"data row10 col11\" >0.198</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row10_col12\" class=\"data row10 col12\" >1.412</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row11\" class=\"row_heading level0 row11\" >2</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col0\" class=\"data row11 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col1\" class=\"data row11 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col2\" class=\"data row11 col2\" >0.672</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col3\" class=\"data row11 col3\" >0.21</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col4\" class=\"data row11 col4\" >0.334</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col5\" class=\"data row11 col5\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col6\" class=\"data row11 col6\" >0.353</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col7\" class=\"data row11 col7\" >1.412</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col8\" class=\"data row11 col8\" >0.672</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col9\" class=\"data row11 col9\" >0.21</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col10\" class=\"data row11 col10\" >0.334</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col11\" class=\"data row11 col11\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row11_col12\" class=\"data row11 col12\" >1.412</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row12\" class=\"row_heading level0 row12\" >11</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col0\" class=\"data row12 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col1\" class=\"data row12 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col2\" class=\"data row12 col2\" >0.67</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col3\" class=\"data row12 col3\" >0.208</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col4\" class=\"data row12 col4\" >0.336</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col5\" class=\"data row12 col5\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col6\" class=\"data row12 col6\" >0.3525</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col7\" class=\"data row12 col7\" >1.41</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col8\" class=\"data row12 col8\" >0.67</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col9\" class=\"data row12 col9\" >0.208</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col10\" class=\"data row12 col10\" >0.336</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col11\" class=\"data row12 col11\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row12_col12\" class=\"data row12 col12\" >1.41</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row13\" class=\"row_heading level0 row13\" >29</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col0\" class=\"data row13 col0\" >MCS</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col1\" class=\"data row13 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col2\" class=\"data row13 col2\" >0.66</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col3\" class=\"data row13 col3\" >0.226</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col4\" class=\"data row13 col4\" >0.318</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col5\" class=\"data row13 col5\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col6\" class=\"data row13 col6\" >0.35</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col7\" class=\"data row13 col7\" >1.4</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col8\" class=\"data row13 col8\" >0.66</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col9\" class=\"data row13 col9\" >0.226</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col10\" class=\"data row13 col10\" >0.318</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col11\" class=\"data row13 col11\" >0.196</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row13_col12\" class=\"data row13 col12\" >1.4</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820level0_row14\" class=\"row_heading level0 row14\" >21</th>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col0\" class=\"data row14 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col1\" class=\"data row14 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col2\" class=\"data row14 col2\" >0.638</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col3\" class=\"data row14 col3\" >0.226</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col4\" class=\"data row14 col4\" >0.336</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col5\" class=\"data row14 col5\" >0.194</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col6\" class=\"data row14 col6\" >0.3485</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col7\" class=\"data row14 col7\" >1.394</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col8\" class=\"data row14 col8\" >0.638</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col9\" class=\"data row14 col9\" >0.226</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col10\" class=\"data row14 col10\" >0.336</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col11\" class=\"data row14 col11\" >0.194</td>\n",
+       "                        <td id=\"T_9ae3b75a_4af3_11e9_828e_6a0002e84820row14_col12\" class=\"data row14 col12\" >1.394</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x12414d390>"
+       "<pandas.io.formats.style.Styler at 0x13a240630>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "index,data_pa=pareto_frontier_multi(data[\"c1 c4\".split()].values)\n",
-    "colorize(data.iloc[index],to_colorize)"
+    "colorize(data.iloc[index].sort_values(\"sum\",ascending=False).head(15),to_colorize)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 74,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.998668Z",
@@ -714,324 +1660,432 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col3 {\n",
+       "    #T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col2 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col4 {\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col6 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col5 {\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col7 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col7 {\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col4 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col2 {\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col5 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
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+       "            background-color:  yellow;\n",
+       "            : ;\n",
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col3 {\n",
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        "            color: white;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col4 {\n",
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col7 {\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col5 {\n",
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col2 {\n",
-       "            background-color:  yellow;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col3 {\n",
        "            : ;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col4 {\n",
-       "            background-color:  yellow;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col5 {\n",
        "            : ;\n",
-       "        }    #T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col5 {\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col3 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }</style><table id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678b\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >x</th>        <th class=\"col_heading level0 col9\" >color</th>    </tr></thead><tbody>\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col5 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col2 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col4 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col5 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col6 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col7 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col0\" class=\"data row0 col0\" >BOW</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col1\" class=\"data row0 col1\" >biotexlda_window</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col2\" class=\"data row0 col2\" >0.86</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col3\" class=\"data row0 col3\" >0.332</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col4\" class=\"data row0 col4\" >0.864</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col5\" class=\"data row0 col5\" >0.348</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col6\" class=\"data row0 col6\" >0.601</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col7\" class=\"data row0 col7\" >2.404</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col8\" class=\"data row0 col8\" >1</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow0_col9\" class=\"data row0 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row1\" class=\"row_heading level0 row1\" >2</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col0\" class=\"data row1 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col1\" class=\"data row1 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col2\" class=\"data row1 col2\" >0.556</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col3\" class=\"data row1 col3\" >0.75</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col4\" class=\"data row1 col4\" >0.802</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col5\" class=\"data row1 col5\" >0.004</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col6\" class=\"data row1 col6\" >0.528</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col7\" class=\"data row1 col7\" >2.112</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col8\" class=\"data row1 col8\" >2</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow1_col9\" class=\"data row1 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row2\" class=\"row_heading level0 row2\" >3</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col0\" class=\"data row2 col0\" >BagOfCliques</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col1\" class=\"data row2 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col2\" class=\"data row2 col2\" >0.816</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col3\" class=\"data row2 col3\" >0.328</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col4\" class=\"data row2 col4\" >0.814</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col5\" class=\"data row2 col5\" >0.362</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col6\" class=\"data row2 col6\" >0.58</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col7\" class=\"data row2 col7\" >2.32</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col8\" class=\"data row2 col8\" >3</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow2_col9\" class=\"data row2 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row3\" class=\"row_heading level0 row3\" >4</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col0\" class=\"data row3 col0\" >BOW</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col1\" class=\"data row3 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col2\" class=\"data row3 col2\" >0.964</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col3\" class=\"data row3 col3\" >0.234</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col4\" class=\"data row3 col4\" >0.936</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col5\" class=\"data row3 col5\" >0.502</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col6\" class=\"data row3 col6\" >0.659</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col7\" class=\"data row3 col7\" >2.636</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col8\" class=\"data row3 col8\" >4</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow3_col9\" class=\"data row3 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row4\" class=\"row_heading level0 row4\" >5</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col0\" class=\"data row4 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col1\" class=\"data row4 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col2\" class=\"data row4 col2\" >0.902</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col3\" class=\"data row4 col3\" >0.368</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col4\" class=\"data row4 col4\" >0.89</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col5\" class=\"data row4 col5\" >0.38</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col6\" class=\"data row4 col6\" >0.635</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col7\" class=\"data row4 col7\" >2.54</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col8\" class=\"data row4 col8\" >5</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow4_col9\" class=\"data row4 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row5\" class=\"row_heading level0 row5\" >8</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col0\" class=\"data row5 col0\" >GraphEditDistanceW</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col1\" class=\"data row5 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col2\" class=\"data row5 col2\" >0.866</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col3\" class=\"data row5 col3\" >0.268</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col4\" class=\"data row5 col4\" >0.904</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col5\" class=\"data row5 col5\" >0.468</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col6\" class=\"data row5 col6\" >0.6265</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col7\" class=\"data row5 col7\" >2.506</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col8\" class=\"data row5 col8\" >8</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow5_col9\" class=\"data row5 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row6\" class=\"row_heading level0 row6\" >9</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col0\" class=\"data row6 col0\" >BagOfCliques</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col1\" class=\"data row6 col1\" >all</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col2\" class=\"data row6 col2\" >0.918</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col3\" class=\"data row6 col3\" >0.336</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col4\" class=\"data row6 col4\" >0.828</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col5\" class=\"data row6 col5\" >0.346</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col6\" class=\"data row6 col6\" >0.607</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col7\" class=\"data row6 col7\" >2.428</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col8\" class=\"data row6 col8\" >9</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow6_col9\" class=\"data row6 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row7\" class=\"row_heading level0 row7\" >10</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col0\" class=\"data row7 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col1\" class=\"data row7 col1\" >normal</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col2\" class=\"data row7 col2\" >0.97</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col3\" class=\"data row7 col3\" >0.314</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col4\" class=\"data row7 col4\" >0.906</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col5\" class=\"data row7 col5\" >0.362</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col6\" class=\"data row7 col6\" >0.638</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col7\" class=\"data row7 col7\" >2.552</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col8\" class=\"data row7 col8\" >10</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow7_col9\" class=\"data row7 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row8\" class=\"row_heading level0 row8\" >11</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col0\" class=\"data row8 col0\" >PolyIntersect</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col1\" class=\"data row8 col1\" >normal</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col2\" class=\"data row8 col2\" >0.584</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col3\" class=\"data row8 col3\" >0.478</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col4\" class=\"data row8 col4\" >0.696</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col5\" class=\"data row8 col5\" >0.124</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col6\" class=\"data row8 col6\" >0.4705</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col7\" class=\"data row8 col7\" >1.882</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col8\" class=\"data row8 col8\" >11</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow8_col9\" class=\"data row8 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row9\" class=\"row_heading level0 row9\" >12</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col0\" class=\"data row9 col0\" >MCS</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col1\" class=\"data row9 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col2\" class=\"data row9 col2\" >0.968</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col3\" class=\"data row9 col3\" >0.416</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col4\" class=\"data row9 col4\" >0.912</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col5\" class=\"data row9 col5\" >0.37</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col6\" class=\"data row9 col6\" >0.6665</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col7\" class=\"data row9 col7\" >2.666</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col8\" class=\"data row9 col8\" >12</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow9_col9\" class=\"data row9 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row10\" class=\"row_heading level0 row10\" >13</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col0\" class=\"data row10 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col1\" class=\"data row10 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col2\" class=\"data row10 col2\" >0.964</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col3\" class=\"data row10 col3\" >0.368</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col4\" class=\"data row10 col4\" >0.906</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col5\" class=\"data row10 col5\" >0.376</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col6\" class=\"data row10 col6\" >0.6535</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col7\" class=\"data row10 col7\" >2.614</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col8\" class=\"data row10 col8\" >13</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow10_col9\" class=\"data row10 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row11\" class=\"row_heading level0 row11\" >14</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col0\" class=\"data row11 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col1\" class=\"data row11 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col2\" class=\"data row11 col2\" >0.962</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col3\" class=\"data row11 col3\" >0.204</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col4\" class=\"data row11 col4\" >0.908</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col5\" class=\"data row11 col5\" >0.468</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col6\" class=\"data row11 col6\" >0.6355</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col7\" class=\"data row11 col7\" >2.542</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col8\" class=\"data row11 col8\" >14</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow11_col9\" class=\"data row11 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row12\" class=\"row_heading level0 row12\" >15</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col0\" class=\"data row12 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col1\" class=\"data row12 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col2\" class=\"data row12 col2\" >0.024</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col3\" class=\"data row12 col3\" >0.034</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col4\" class=\"data row12 col4\" >0.058</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col5\" class=\"data row12 col5\" >0.004</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col6\" class=\"data row12 col6\" >0.03</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col7\" class=\"data row12 col7\" >0.12</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col8\" class=\"data row12 col8\" >15</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow12_col9\" class=\"data row12 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row13\" class=\"row_heading level0 row13\" >18</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col0\" class=\"data row13 col0\" >BOW</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col1\" class=\"data row13 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col2\" class=\"data row13 col2\" >0.976</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col3\" class=\"data row13 col3\" >0.24</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col4\" class=\"data row13 col4\" >0.936</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col5\" class=\"data row13 col5\" >0.484</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col6\" class=\"data row13 col6\" >0.659</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col7\" class=\"data row13 col7\" >2.636</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col8\" class=\"data row13 col8\" >18</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow13_col9\" class=\"data row13 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row14\" class=\"row_heading level0 row14\" >22</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col0\" class=\"data row14 col0\" >HED</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col1\" class=\"data row14 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col2\" class=\"data row14 col2\" >0.914</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col3\" class=\"data row14 col3\" >0.192</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col4\" class=\"data row14 col4\" >0.826</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col5\" class=\"data row14 col5\" >0.366</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col6\" class=\"data row14 col6\" >0.5745</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col7\" class=\"data row14 col7\" >2.298</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col8\" class=\"data row14 col8\" >22</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow14_col9\" class=\"data row14 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row15\" class=\"row_heading level0 row15\" >33</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col0\" class=\"data row15 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col1\" class=\"data row15 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col2\" class=\"data row15 col2\" >0.952</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col3\" class=\"data row15 col3\" >0.346</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col4\" class=\"data row15 col4\" >0.908</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col5\" class=\"data row15 col5\" >0.384</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col6\" class=\"data row15 col6\" >0.6475</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col7\" class=\"data row15 col7\" >2.59</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col8\" class=\"data row15 col8\" >33</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow15_col9\" class=\"data row15 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row16\" class=\"row_heading level0 row16\" >36</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col0\" class=\"data row16 col0\" >HED</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col1\" class=\"data row16 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col2\" class=\"data row16 col2\" >0.902</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col3\" class=\"data row16 col3\" >0.212</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col4\" class=\"data row16 col4\" >0.812</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col5\" class=\"data row16 col5\" >0.36</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col6\" class=\"data row16 col6\" >0.5715</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col7\" class=\"data row16 col7\" >2.286</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col8\" class=\"data row16 col8\" >36</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow16_col9\" class=\"data row16 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row17\" class=\"row_heading level0 row17\" >37</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col0\" class=\"data row17 col0\" >BOW</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col1\" class=\"data row17 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col2\" class=\"data row17 col2\" >0.892</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col3\" class=\"data row17 col3\" >0.298</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col4\" class=\"data row17 col4\" >0.912</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col5\" class=\"data row17 col5\" >0.494</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col6\" class=\"data row17 col6\" >0.649</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col7\" class=\"data row17 col7\" >2.596</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col8\" class=\"data row17 col8\" >37</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow17_col9\" class=\"data row17 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row18\" class=\"row_heading level0 row18\" >44</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col0\" class=\"data row18 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col1\" class=\"data row18 col1\" >all</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col2\" class=\"data row18 col2\" >0.53</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col3\" class=\"data row18 col3\" >0.748</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col4\" class=\"data row18 col4\" >0.8</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col5\" class=\"data row18 col5\" >0</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col6\" class=\"data row18 col6\" >0.5195</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col7\" class=\"data row18 col7\" >2.078</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col8\" class=\"data row18 col8\" >43</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow18_col9\" class=\"data row18 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678blevel0_row19\" class=\"row_heading level0 row19\" >113</th>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col0\" class=\"data row19 col0\" >PolyIntersect</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col1\" class=\"data row19 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col2\" class=\"data row19 col2\" >0.582</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col3\" class=\"data row19 col3\" >0.476</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col4\" class=\"data row19 col4\" >0.694</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col5\" class=\"data row19 col5\" >0.126</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col6\" class=\"data row19 col6\" >0.4695</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col7\" class=\"data row19 col7\" >1.878</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col8\" class=\"data row19 col8\" >103</td>\n",
-       "                        <td id=\"T_d949aa1c_2ea2_11e9_a5a6_4c327598678brow19_col9\" class=\"data row19 col9\" >blue</td>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >92</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col1\" class=\"data row0 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.744</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.214</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.344</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.3755</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.502</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.744</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.214</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.344</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.502</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >6</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col1\" class=\"data row1 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.67</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.244</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.367</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.468</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.67</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.244</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.468</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >50</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col1\" class=\"data row2 col1\" >dev_du_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.636</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.232</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.362</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.202</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.432</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.636</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.232</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.362</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.202</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col12\" class=\"data row2 col12\" >1.432</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >45</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col0\" class=\"data row3 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col1\" class=\"data row3 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.682</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.22</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.322</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.3555</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.422</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.682</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.22</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.322</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col12\" class=\"data row3 col12\" >1.422</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >5</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col0\" class=\"data row4 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col1\" class=\"data row4 col1\" >gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.634</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.24</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.34</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.353</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.412</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.634</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.24</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.34</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col12\" class=\"data row4 col12\" >1.412</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >37</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col0\" class=\"data row5 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col1\" class=\"data row5 col1\" >str_object</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.7</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.19</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.318</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.3515</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.406</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.7</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.19</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.318</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col12\" class=\"data row5 col12\" >1.406</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >29</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col0\" class=\"data row6 col0\" >MCS</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col1\" class=\"data row6 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.66</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.226</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.318</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.35</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.4</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.66</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.226</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.318</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col12\" class=\"data row6 col12\" >1.4</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >21</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col0\" class=\"data row7 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.638</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.226</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.336</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3485</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.394</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.638</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.226</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.336</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.194</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col12\" class=\"data row7 col12\" >1.394</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >19</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col0\" class=\"data row8 col0\" >MCS</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col1\" class=\"data row8 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.65</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.224</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.316</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3465</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.386</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.65</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.224</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.316</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col12\" class=\"data row8 col12\" >1.386</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >47</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col0\" class=\"data row9 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col1\" class=\"data row9 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.554</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.212</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.288</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.16</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.3035</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.214</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.554</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.212</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.288</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.16</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col12\" class=\"data row9 col12\" >1.214</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >38</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col0\" class=\"data row10 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col1\" class=\"data row10 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.49</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.164</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col5\" class=\"data row10 col5\" >0.082</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.2735</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col7\" class=\"data row10 col7\" >1.094</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.49</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col10\" class=\"data row10 col10\" >0.164</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col11\" class=\"data row10 col11\" >0.082</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col12\" class=\"data row10 col12\" >1.094</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row11\" class=\"row_heading level0 row11\" >111</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col0\" class=\"data row11 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col1\" class=\"data row11 col1\" >biotex_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col2\" class=\"data row11 col2\" >0.508</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col3\" class=\"data row11 col3\" >0.342</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col4\" class=\"data row11 col4\" >0.144</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col5\" class=\"data row11 col5\" >0.058</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col6\" class=\"data row11 col6\" >0.263</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col7\" class=\"data row11 col7\" >1.052</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col8\" class=\"data row11 col8\" >0.508</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col9\" class=\"data row11 col9\" >0.342</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col10\" class=\"data row11 col10\" >0.144</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col11\" class=\"data row11 col11\" >0.058</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col12\" class=\"data row11 col12\" >1.052</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row12\" class=\"row_heading level0 row12\" >30</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col0\" class=\"data row12 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col1\" class=\"data row12 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col2\" class=\"data row12 col2\" >0.412</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col3\" class=\"data row12 col3\" >0.576</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col4\" class=\"data row12 col4\" >0.032</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col5\" class=\"data row12 col5\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col6\" class=\"data row12 col6\" >0.256</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col7\" class=\"data row12 col7\" >1.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col8\" class=\"data row12 col8\" >0.412</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col9\" class=\"data row12 col9\" >0.576</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col10\" class=\"data row12 col10\" >0.032</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col11\" class=\"data row12 col11\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col12\" class=\"data row12 col12\" >1.024</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row13\" class=\"row_heading level0 row13\" >28</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col0\" class=\"data row13 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col1\" class=\"data row13 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col2\" class=\"data row13 col2\" >0.43</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col3\" class=\"data row13 col3\" >0.402</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col4\" class=\"data row13 col4\" >0.11</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col5\" class=\"data row13 col5\" >0.05</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col6\" class=\"data row13 col6\" >0.248</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col7\" class=\"data row13 col7\" >0.992</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col8\" class=\"data row13 col8\" >0.43</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col9\" class=\"data row13 col9\" >0.402</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col10\" class=\"data row13 col10\" >0.11</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col11\" class=\"data row13 col11\" >0.05</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col12\" class=\"data row13 col12\" >0.992</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row14\" class=\"row_heading level0 row14\" >36</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col0\" class=\"data row14 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col1\" class=\"data row14 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col2\" class=\"data row14 col2\" >0.294</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col3\" class=\"data row14 col3\" >0.55</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col4\" class=\"data row14 col4\" >0.122</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col5\" class=\"data row14 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col6\" class=\"data row14 col6\" >0.2415</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col7\" class=\"data row14 col7\" >0.966</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col8\" class=\"data row14 col8\" >0.294</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col9\" class=\"data row14 col9\" >0.55</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col10\" class=\"data row14 col10\" >0.122</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col11\" class=\"data row14 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col12\" class=\"data row14 col12\" >0.966</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row15\" class=\"row_heading level0 row15\" >12</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col0\" class=\"data row15 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col1\" class=\"data row15 col1\" >biotex_lda_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col2\" class=\"data row15 col2\" >0.364</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col3\" class=\"data row15 col3\" >0.56</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col4\" class=\"data row15 col4\" >0.028</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col5\" class=\"data row15 col5\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col6\" class=\"data row15 col6\" >0.239</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col7\" class=\"data row15 col7\" >0.956</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col8\" class=\"data row15 col8\" >0.364</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col9\" class=\"data row15 col9\" >0.56</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col10\" class=\"data row15 col10\" >0.028</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col11\" class=\"data row15 col11\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col12\" class=\"data row15 col12\" >0.956</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row16\" class=\"row_heading level0 row16\" >112</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col0\" class=\"data row16 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col1\" class=\"data row16 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col2\" class=\"data row16 col2\" >0.032</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col3\" class=\"data row16 col3\" >0.038</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col4\" class=\"data row16 col4\" >0.014</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col5\" class=\"data row16 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col6\" class=\"data row16 col6\" >0.021</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col7\" class=\"data row16 col7\" >0.084</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col8\" class=\"data row16 col8\" >0.032</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col9\" class=\"data row16 col9\" >0.038</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col10\" class=\"data row16 col10\" >0.014</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col11\" class=\"data row16 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col12\" class=\"data row16 col12\" >0.084</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row17\" class=\"row_heading level0 row17\" >57</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col0\" class=\"data row17 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col1\" class=\"data row17 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col2\" class=\"data row17 col2\" >0.022</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col3\" class=\"data row17 col3\" >0.028</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col4\" class=\"data row17 col4\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col5\" class=\"data row17 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col6\" class=\"data row17 col6\" >0.0125</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col7\" class=\"data row17 col7\" >0.05</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col8\" class=\"data row17 col8\" >0.022</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col9\" class=\"data row17 col9\" >0.028</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col10\" class=\"data row17 col10\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col11\" class=\"data row17 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col12\" class=\"data row17 col12\" >0.05</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row18\" class=\"row_heading level0 row18\" >117</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col0\" class=\"data row18 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col1\" class=\"data row18 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col2\" class=\"data row18 col2\" >0.022</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col3\" class=\"data row18 col3\" >0.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col4\" class=\"data row18 col4\" >0.002</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col5\" class=\"data row18 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col6\" class=\"data row18 col6\" >0.012</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col7\" class=\"data row18 col7\" >0.048</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col8\" class=\"data row18 col8\" >0.022</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col9\" class=\"data row18 col9\" >0.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col10\" class=\"data row18 col10\" >0.002</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col11\" class=\"data row18 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col12\" class=\"data row18 col12\" >0.048</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row19\" class=\"row_heading level0 row19\" >33</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col0\" class=\"data row19 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col1\" class=\"data row19 col1\" >dev_du_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col2\" class=\"data row19 col2\" >0.016</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col3\" class=\"data row19 col3\" >0.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col4\" class=\"data row19 col4\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col5\" class=\"data row19 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col6\" class=\"data row19 col6\" >0.011</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col7\" class=\"data row19 col7\" >0.044</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col8\" class=\"data row19 col8\" >0.016</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col9\" class=\"data row19 col9\" >0.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col10\" class=\"data row19 col10\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col11\" class=\"data row19 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col12\" class=\"data row19 col12\" >0.044</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row20\" class=\"row_heading level0 row20\" >1</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col0\" class=\"data row20 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col1\" class=\"data row20 col1\" >biotex_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col2\" class=\"data row20 col2\" >0.012</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col3\" class=\"data row20 col3\" >0.026</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col4\" class=\"data row20 col4\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col5\" class=\"data row20 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col6\" class=\"data row20 col6\" >0.0095</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col7\" class=\"data row20 col7\" >0.038</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col8\" class=\"data row20 col8\" >0.012</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col9\" class=\"data row20 col9\" >0.026</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col10\" class=\"data row20 col10\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col11\" class=\"data row20 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col12\" class=\"data row20 col12\" >0.038</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x124133c18>"
+       "<pandas.io.formats.style.Styler at 0x13a240a90>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "index,data_pa=pareto_frontier_multi(data[\"c2 c3\".split()].values)\n",
-    "colorize(data.iloc[index],to_colorize)"
+    "colorize(data.iloc[index].sort_values(\"sum\",ascending=False),to_colorize)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 75,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.028009Z",
@@ -1043,243 +2097,252 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col7 {\n",
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        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col3 {\n",
+       "        }    #T_b054de34_4af3_11e9_a805_6a0002e84820row0_col4 {\n",
+       "            background-color:  yellow;\n",
        "            : ;\n",
-       "            background-color:  #d64541;\n",
-       "            color: white;\n",
-       "        }    #T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col5 {\n",
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        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col2 {\n",
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-       "            background-color:  yellow;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_b054de34_4af3_11e9_a805_6a0002e84820row10_col4 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_b054de34_4af3_11e9_a805_6a0002e84820row10_col5 {\n",
        "            : ;\n",
-       "        }    #T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col5 {\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
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        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }</style><table id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678b\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >x</th>        <th class=\"col_heading level0 col9\" >color</th>    </tr></thead><tbody>\n",
+       "        }    #T_b054de34_4af3_11e9_a805_6a0002e84820row10_col7 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_b054de34_4af3_11e9_a805_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row0\" class=\"row_heading level0 row0\" >5</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col0\" class=\"data row0 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col1\" class=\"data row0 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col2\" class=\"data row0 col2\" >0.902</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col3\" class=\"data row0 col3\" >0.368</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col4\" class=\"data row0 col4\" >0.89</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col5\" class=\"data row0 col5\" >0.38</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col6\" class=\"data row0 col6\" >0.635</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col7\" class=\"data row0 col7\" >2.54</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col8\" class=\"data row0 col8\" >5</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col9\" class=\"data row0 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row1\" class=\"row_heading level0 row1\" >6</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col0\" class=\"data row1 col0\" >MCS</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col1\" class=\"data row1 col1\" >extension_2</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col2\" class=\"data row1 col2\" >0.962</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col3\" class=\"data row1 col3\" >0.426</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col4\" class=\"data row1 col4\" >0.912</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col5\" class=\"data row1 col5\" >0.38</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col6\" class=\"data row1 col6\" >0.67</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col7\" class=\"data row1 col7\" >2.68</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col8\" class=\"data row1 col8\" >6</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col9\" class=\"data row1 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row2\" class=\"row_heading level0 row2\" >12</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col0\" class=\"data row2 col0\" >MCS</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col1\" class=\"data row2 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col2\" class=\"data row2 col2\" >0.968</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col3\" class=\"data row2 col3\" >0.416</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col4\" class=\"data row2 col4\" >0.912</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col5\" class=\"data row2 col5\" >0.37</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col6\" class=\"data row2 col6\" >0.6665</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col7\" class=\"data row2 col7\" >2.666</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col8\" class=\"data row2 col8\" >12</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col9\" class=\"data row2 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row3\" class=\"row_heading level0 row3\" >13</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col0\" class=\"data row3 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col1\" class=\"data row3 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col2\" class=\"data row3 col2\" >0.964</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col3\" class=\"data row3 col3\" >0.368</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col4\" class=\"data row3 col4\" >0.906</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col5\" class=\"data row3 col5\" >0.376</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col6\" class=\"data row3 col6\" >0.6535</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col7\" class=\"data row3 col7\" >2.614</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col8\" class=\"data row3 col8\" >13</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col9\" class=\"data row3 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row4\" class=\"row_heading level0 row4\" >14</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col0\" class=\"data row4 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col1\" class=\"data row4 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col2\" class=\"data row4 col2\" >0.962</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col3\" class=\"data row4 col3\" >0.204</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col4\" class=\"data row4 col4\" >0.908</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col5\" class=\"data row4 col5\" >0.468</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col6\" class=\"data row4 col6\" >0.6355</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col7\" class=\"data row4 col7\" >2.542</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col8\" class=\"data row4 col8\" >14</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col9\" class=\"data row4 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row5\" class=\"row_heading level0 row5\" >15</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col0\" class=\"data row5 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col1\" class=\"data row5 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col2\" class=\"data row5 col2\" >0.024</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col3\" class=\"data row5 col3\" >0.034</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col4\" class=\"data row5 col4\" >0.058</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col5\" class=\"data row5 col5\" >0.004</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col6\" class=\"data row5 col6\" >0.03</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col7\" class=\"data row5 col7\" >0.12</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col8\" class=\"data row5 col8\" >15</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col9\" class=\"data row5 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row6\" class=\"row_heading level0 row6\" >16</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col0\" class=\"data row6 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col1\" class=\"data row6 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col2\" class=\"data row6 col2\" >0.56</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col3\" class=\"data row6 col3\" >0.756</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col4\" class=\"data row6 col4\" >0.808</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col5\" class=\"data row6 col5\" >0.008</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col6\" class=\"data row6 col6\" >0.533</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col7\" class=\"data row6 col7\" >2.132</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col8\" class=\"data row6 col8\" >16</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col9\" class=\"data row6 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row7\" class=\"row_heading level0 row7\" >17</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col0\" class=\"data row7 col0\" >BOW</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col1\" class=\"data row7 col1\" >lda_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col2\" class=\"data row7 col2\" >0.966</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col3\" class=\"data row7 col3\" >0.26</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col4\" class=\"data row7 col4\" >0.93</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col5\" class=\"data row7 col5\" >0.488</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col6\" class=\"data row7 col6\" >0.661</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col7\" class=\"data row7 col7\" >2.644</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col8\" class=\"data row7 col8\" >17</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col9\" class=\"data row7 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row8\" class=\"row_heading level0 row8\" >18</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col0\" class=\"data row8 col0\" >BOW</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col1\" class=\"data row8 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col2\" class=\"data row8 col2\" >0.976</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col3\" class=\"data row8 col3\" >0.24</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col4\" class=\"data row8 col4\" >0.936</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col5\" class=\"data row8 col5\" >0.484</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col6\" class=\"data row8 col6\" >0.659</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col7\" class=\"data row8 col7\" >2.636</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col8\" class=\"data row8 col8\" >18</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col9\" class=\"data row8 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row9\" class=\"row_heading level0 row9\" >19</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col0\" class=\"data row9 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col1\" class=\"data row9 col1\" >lda_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col2\" class=\"data row9 col2\" >0.014</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col3\" class=\"data row9 col3\" >0.042</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col4\" class=\"data row9 col4\" >0.048</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col5\" class=\"data row9 col5\" >0.008</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col6\" class=\"data row9 col6\" >0.028</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col7\" class=\"data row9 col7\" >0.112</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col8\" class=\"data row9 col8\" >19</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col9\" class=\"data row9 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row10\" class=\"row_heading level0 row10\" >26</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col0\" class=\"data row10 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col1\" class=\"data row10 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col2\" class=\"data row10 col2\" >0.746</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col3\" class=\"data row10 col3\" >0.87</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col4\" class=\"data row10 col4\" >0.97</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col5\" class=\"data row10 col5\" >0</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col6\" class=\"data row10 col6\" >0.6465</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col7\" class=\"data row10 col7\" >2.586</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col8\" class=\"data row10 col8\" >26</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col9\" class=\"data row10 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row11\" class=\"row_heading level0 row11\" >27</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col0\" class=\"data row11 col0\" >GraphEditDistanceW</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col1\" class=\"data row11 col1\" >region</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col2\" class=\"data row11 col2\" >0.928</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col3\" class=\"data row11 col3\" >0.166</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col4\" class=\"data row11 col4\" >0.902</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col5\" class=\"data row11 col5\" >0.464</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col6\" class=\"data row11 col6\" >0.615</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col7\" class=\"data row11 col7\" >2.46</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col8\" class=\"data row11 col8\" >27</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col9\" class=\"data row11 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row12\" class=\"row_heading level0 row12\" >28</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col0\" class=\"data row12 col0\" >GraphEditDistanceW</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col1\" class=\"data row12 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col2\" class=\"data row12 col2\" >0.928</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col3\" class=\"data row12 col3\" >0.166</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col4\" class=\"data row12 col4\" >0.902</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col5\" class=\"data row12 col5\" >0.464</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col6\" class=\"data row12 col6\" >0.615</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col7\" class=\"data row12 col7\" >2.46</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col8\" class=\"data row12 col8\" >28</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col9\" class=\"data row12 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row13\" class=\"row_heading level0 row13\" >29</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col0\" class=\"data row13 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col1\" class=\"data row13 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col2\" class=\"data row13 col2\" >0.966</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col3\" class=\"data row13 col3\" >0.362</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col4\" class=\"data row13 col4\" >0.908</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col5\" class=\"data row13 col5\" >0.376</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col6\" class=\"data row13 col6\" >0.653</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col7\" class=\"data row13 col7\" >2.612</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col8\" class=\"data row13 col8\" >29</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col9\" class=\"data row13 col9\" >red</td>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >7</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col1\" class=\"data row0 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.706</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.194</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.35</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.202</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.363</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.452</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.706</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.194</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.35</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.202</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.452</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >34</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col1\" class=\"data row1 col1\" >biotex_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.65</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.234</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.34</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.196</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.355</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.42</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.65</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.234</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.34</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.196</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.42</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >5</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col0\" class=\"data row2 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col1\" class=\"data row2 col1\" >gen_country</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.634</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.24</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.34</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.198</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.353</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.412</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.634</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.24</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.34</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.198</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row2_col12\" class=\"data row2 col12\" >1.412</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >29</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col0\" class=\"data row3 col0\" >MCS</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col1\" class=\"data row3 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.66</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.226</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.318</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.196</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.35</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.4</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.66</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.226</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.318</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.196</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row3_col12\" class=\"data row3 col12\" >1.4</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >21</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col0\" class=\"data row4 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col1\" class=\"data row4 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.638</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.226</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.336</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.194</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.3485</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.394</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.638</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.226</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.336</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.194</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row4_col12\" class=\"data row4 col12\" >1.394</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >30</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col0\" class=\"data row5 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col1\" class=\"data row5 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.412</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.576</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.032</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.004</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.256</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.024</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.412</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.576</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.032</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.004</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row5_col12\" class=\"data row5 col12\" >1.024</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >28</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col0\" class=\"data row6 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col1\" class=\"data row6 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.43</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.402</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.11</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.05</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.248</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col7\" class=\"data row6 col7\" >0.992</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.43</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.402</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.11</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.05</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.992</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >14</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col0\" class=\"data row7 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col1\" class=\"data row7 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.4</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.314</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.11</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.052</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.219</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col7\" class=\"data row7 col7\" >0.876</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.4</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.314</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.11</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.052</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.876</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >31</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col0\" class=\"data row8 col0\" >GraphEditDistance</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col1\" class=\"data row8 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.104</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.096</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.002</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col5\" class=\"data row8 col5\" >0</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.0505</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col7\" class=\"data row8 col7\" >0.202</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.104</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.096</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.002</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col11\" class=\"data row8 col11\" >0</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.202</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >33</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col0\" class=\"data row9 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col1\" class=\"data row9 col1\" >dev_du_gen_country</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.016</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.024</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.004</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col5\" class=\"data row9 col5\" >0</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.011</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col7\" class=\"data row9 col7\" >0.044</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.016</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.024</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.004</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col11\" class=\"data row9 col11\" >0</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.044</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_b054de34_4af3_11e9_a805_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >1</th>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col0\" class=\"data row10 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col1\" class=\"data row10 col1\" >biotex_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.012</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.026</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col4\" class=\"data row10 col4\" >0</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col5\" class=\"data row10 col5\" >0</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.0095</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col7\" class=\"data row10 col7\" >0.038</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.012</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.026</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col10\" class=\"data row10 col10\" >0</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col11\" class=\"data row10 col11\" >0</td>\n",
+       "                        <td id=\"T_b054de34_4af3_11e9_a805_6a0002e84820row10_col12\" class=\"data row10 col12\" >0.038</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x1241331d0>"
+       "<pandas.io.formats.style.Styler at 0x13a2744e0>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "index,data_pa=pareto_frontier_multi(data[\"c1 c2 c3\".split()].values)\n",
-    "colorize(data.iloc[index],to_colorize)"
+    "colorize(data.iloc[index].sort_values(\"sum\",ascending=False),to_colorize)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 57,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.060611Z",
@@ -1291,119 +2354,280 @@
      "data": {
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col6 {\n",
+       "        }    #T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col2 {\n",
+       "            background-color:  yellow;\n",
        "            : ;\n",
-       "            background-color:  #d64541;\n",
-       "            color: white;\n",
-       "        }</style><table id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678b\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >sum</th>    </tr></thead><tbody>\n",
+       "        }</style><table id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row0\" class=\"row_heading level0 row0\" >4</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col0\" class=\"data row0 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col1\" class=\"data row0 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col2\" class=\"data row0 col2\" >0.902</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col3\" class=\"data row0 col3\" >0.368</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col4\" class=\"data row0 col4\" >0.958</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col5\" class=\"data row0 col5\" >0.38</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col6\" class=\"data row0 col6\" >0.652</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row1\" class=\"row_heading level0 row1\" >8</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col0\" class=\"data row1 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col1\" class=\"data row1 col1\" >normal</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col2\" class=\"data row1 col2\" >0.972</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col3\" class=\"data row1 col3\" >0.314</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col4\" class=\"data row1 col4\" >0.966</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col5\" class=\"data row1 col5\" >0.364</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col6\" class=\"data row1 col6\" >0.654</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row2\" class=\"row_heading level0 row2\" >9</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col0\" class=\"data row2 col0\" >PolyIntersect</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col1\" class=\"data row2 col1\" >normal</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col2\" class=\"data row2 col2\" >0.584</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col3\" class=\"data row2 col3\" >0.478</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col4\" class=\"data row2 col4\" >0.732</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col5\" class=\"data row2 col5\" >0.124</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col6\" class=\"data row2 col6\" >0.4795</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row3\" class=\"row_heading level0 row3\" >10</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col0\" class=\"data row3 col0\" >MCS</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col1\" class=\"data row3 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col2\" class=\"data row3 col2\" >0.97</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col3\" class=\"data row3 col3\" >0.416</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col4\" class=\"data row3 col4\" >0.962</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col5\" class=\"data row3 col5\" >0.372</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col6\" class=\"data row3 col6\" >0.68</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row4\" class=\"row_heading level0 row4\" >24</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col0\" class=\"data row4 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col1\" class=\"data row4 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col2\" class=\"data row4 col2\" >0.968</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col3\" class=\"data row4 col3\" >0.362</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col4\" class=\"data row4 col4\" >0.962</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col5\" class=\"data row4 col5\" >0.378</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col6\" class=\"data row4 col6\" >0.6675</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row5\" class=\"row_heading level0 row5\" >28</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col0\" class=\"data row5 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col1\" class=\"data row5 col1\" >extension_2</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col2\" class=\"data row5 col2\" >0.944</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col3\" class=\"data row5 col3\" >0.482</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col4\" class=\"data row5 col4\" >0.532</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col5\" class=\"data row5 col5\" >0.204</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col6\" class=\"data row5 col6\" >0.5405</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row6\" class=\"row_heading level0 row6\" >29</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col0\" class=\"data row6 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col1\" class=\"data row6 col1\" >normal</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col2\" class=\"data row6 col2\" >0.032</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col3\" class=\"data row6 col3\" >0.034</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col4\" class=\"data row6 col4\" >0.034</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col5\" class=\"data row6 col5\" >0.018</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col6\" class=\"data row6 col6\" >0.0295</td>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col0\" class=\"data row0 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col1\" class=\"data row0 col1\" >biotex_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.012</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.026</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col4\" class=\"data row0 col4\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col5\" class=\"data row0 col5\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.0095</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col7\" class=\"data row0 col7\" >0.038</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.0048</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.0026</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col10\" class=\"data row0 col10\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col11\" class=\"data row0 col11\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row0_col12\" class=\"data row0 col12\" >0.0074</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >9</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col0\" class=\"data row1 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col1\" class=\"data row1 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.648</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.212</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.32</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.194</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.3435</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.374</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.2592</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.0212</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.128</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row1_col12\" class=\"data row1 col12\" >0.4278</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >12</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col0\" class=\"data row2 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col1\" class=\"data row2 col1\" >biotex_lda_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.356</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.552</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.028</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.004</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.235</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col7\" class=\"data row2 col7\" >0.94</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.1424</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.0552</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.0112</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.0004</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row2_col12\" class=\"data row2 col12\" >0.2092</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >13</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col0\" class=\"data row3 col0\" >PolyIntersect</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col1\" class=\"data row3 col1\" >normal</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.166</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.11</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.058</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.04</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.0935</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col7\" class=\"data row3 col7\" >0.374</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.0664</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.011</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.0232</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.004</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row3_col12\" class=\"data row3 col12\" >0.1046</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >19</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col0\" class=\"data row4 col0\" >MCS</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col1\" class=\"data row4 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.644</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.224</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.304</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.194</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.3415</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.366</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.2576</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.0224</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.1216</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row4_col12\" class=\"data row4 col12\" >0.421</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >21</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col0\" class=\"data row5 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col1\" class=\"data row5 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.63</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.224</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.318</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.192</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.341</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.364</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.252</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.0224</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.1272</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.0192</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row5_col12\" class=\"data row5 col12\" >0.4208</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >28</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col0\" class=\"data row6 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col1\" class=\"data row6 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.426</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.4</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.1</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.05</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.244</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col7\" class=\"data row6 col7\" >0.976</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.1704</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.04</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.04</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.005</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.2554</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >29</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col0\" class=\"data row7 col0\" >MCS</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.656</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.226</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.306</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3455</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.382</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.2624</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.0226</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.1224</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.4268</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >30</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col0\" class=\"data row8 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col1\" class=\"data row8 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.41</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.574</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.032</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.004</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.255</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.02</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.164</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.0574</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.0128</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.0004</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.2346</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >33</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col0\" class=\"data row9 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col1\" class=\"data row9 col1\" >dev_du_gen_country</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.018</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.026</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.004</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col5\" class=\"data row9 col5\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.012</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col7\" class=\"data row9 col7\" >0.048</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.0072</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.0026</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.0016</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col11\" class=\"data row9 col11\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.0114</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >36</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col0\" class=\"data row10 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col1\" class=\"data row10 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.296</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.532</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.098</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col5\" class=\"data row10 col5\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.2315</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col7\" class=\"data row10 col7\" >0.926</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.1184</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.0532</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col10\" class=\"data row10 col10\" >0.0392</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col11\" class=\"data row10 col11\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row10_col12\" class=\"data row10 col12\" >0.2108</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row11\" class=\"row_heading level0 row11\" >52</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col0\" class=\"data row11 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col1\" class=\"data row11 col1\" >biotex_lda_bvlac</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col2\" class=\"data row11 col2\" >0.022</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col3\" class=\"data row11 col3\" >0.036</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col4\" class=\"data row11 col4\" >0.002</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col5\" class=\"data row11 col5\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col6\" class=\"data row11 col6\" >0.015</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col7\" class=\"data row11 col7\" >0.06</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col8\" class=\"data row11 col8\" >0.0088</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col9\" class=\"data row11 col9\" >0.0036</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col10\" class=\"data row11 col10\" >0.0008</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col11\" class=\"data row11 col11\" >0</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row11_col12\" class=\"data row11 col12\" >0.0132</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820level0_row12\" class=\"row_heading level0 row12\" >121</th>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col0\" class=\"data row12 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col1\" class=\"data row12 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col2\" class=\"data row12 col2\" >0.664</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col3\" class=\"data row12 col3\" >0.202</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col4\" class=\"data row12 col4\" >0.316</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col5\" class=\"data row12 col5\" >0.194</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col6\" class=\"data row12 col6\" >0.344</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col7\" class=\"data row12 col7\" >1.376</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col8\" class=\"data row12 col8\" >0.2656</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col9\" class=\"data row12 col9\" >0.0202</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col10\" class=\"data row12 col10\" >0.1264</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col11\" class=\"data row12 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_29ccdd64_4af1_11e9_b103_6a0002e84820row12_col12\" class=\"data row12 col12\" >0.4316</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x12cd6ac18>"
+       "<pandas.io.formats.style.Styler at 0x13a1746a0>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1461,7 +2685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 14,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.516059Z",
@@ -1469,11 +2693,20 @@
     }
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.6/site-packages/matplotlib/cbook/__init__.py:424: MatplotlibDeprecationWarning: \n",
+      "Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
+      "  warn_deprecated(\"2.2\", \"Passing one of 'on', 'true', 'off', 'false' as a \"\n"
+     ]
+    },
     {
      "data": {
-      "image/png": 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lQHtgKfCIlNImhJgCGKSULwkhCp3DjI727gLuB4KA4VLK3bXZGNw+WKZMq9icMzQwlFvTbuWWHrewYmc2/168kr2HQ+iRFMnDo7syuJNv9qJryCEnm93G5mObWXJgCcsOLiOrKAujMDLrkln0iulVKTxdSsmi34/y0pJdTL+2F2nJEZSU2TAHGjz+GDf20FhJmY1Ci5WYcPUD8t5P+zhwvIisvFKO5peSlVfK4E4xvDC+F4OeW+ZxyCkpMpifHxne4LaV2crYl7ePLq26APDXpX9lVeYqAFqZW9ErphcXJF3A+C7jK9WrFKId6vsQ7d8P5/H3uRvZfPgwvVqH8tfhbXl2w1RySnOqlW1pasm086e5zvvH9yc8KJyMggx2naw+h3VewnmEBIZwIP8Ae3P3Vsu/IOkCgoxBpOemu5yJO0OSh2A0GNl1chcZBRmV8gSCZ3991mMEa5AhiL5xfXl71NsA3Lb4NtZkrQEgOjiaxLBEekb35OEBD6v3IOd3QgJDSAhNaJAhZE9UGjWo44HQHSklmbkllJTZ6BQXjs0uuXTGKnZnF7iG882BBu4Y0pH7RnZGSskve4/TNaEFrUKDKLeXk1Ocw9Hio+pVdJSi8iLu7H0nAE/+/CTz0+dXC/TaM20PJftK/OqJzJvO7Frg4irObICU8h63MonAayiH9SNwNdAdNTT5LtAHpebxOUot5DtgNjBUSmmt6szc2r3ece2bPOS5VPPN7cz9nM4sxBBCv5B+dDZ3pndob3LKc/jn4X9iJAh7aQKW4kSuadue/i26ERnQsHM4dVFYWEhYWLXbrDc2acNitxBiDGGfZR8vHnmRAALoGtyVXiG9SAtOI9RYEYIupWRrjo2vdpezP99OfKhgcncTXVsZvWqnN3A658nfV5+TcDJztPfD76WUHLUeJb00nb2Wveyz7CMmIIY749SPxoc5H1JsK+aP0j+wUvHDESgCmdhqIv3D+iOlxIqVcns55bKcIEMQwYZgyuxlHCg7QLksr3jZy2lvbk98YDwnrSf5seDHyvmynKHhQ+lo7sh+y34+Pf6pK71MllEuy0mzTubHXR0Ja7kN4j865Xt+OOFhkoOS+bHgR7448UW1/CcTnyQmMIYleUuYlzuvWv4zyc8QbgxnwckFLMpfVC3/hdYvEGQIYs6JOfxQ8EOlPAMG7BUzE9UYEDqASdFqRiOrLAuDMNDS2JIgg2+HhBvqf6jMJjlcaOdQgZ2MQjudIo2cEx9ATomdB38oASDSJEgON9A63MB5CUbatvD8/22XdorsRTyW8Zgr7WxzZgOBaVLKix3njwJIKZ+toXwY8IeUMtmh0/iclHKoI28ScB7Kob0LOB+x2wDpUsqUKm0ZgJNSyojabHT2zNxDtJ3kl+Wz8tBKdhzfwbac39lxfAcWeykvDHmBzMxOtEvI46ej8+kW1Y3UqFRSIlO8NjdyOj0ei83C6szVLD24lJWHVnJp+0v5+3l/xy7tLD2wlEFJgzyuoZJScsus31j+RzbJLYOZMqITV/ZJIsBY99yhPwctDHpuOZm5JdXSY8NN/Pr3kT5ZMF1mKyPIqJ6OJ383mS05WzyWiw2JJd+Sj8VmQbqNnj/Q7wEm95jM/rz9jJ07tlq9J857gvFdxrP9+HZu+PaGauvz7j/nfi5MvpBdJ3fx2sbXXOv7gowmQgKDiZYXsCczlD8NCmfLibUEBwRjMpp4eu3TnCw9We160cHRvD7iddd5+4j2mAPMnCg9wdGio9XKd4zsSJAxiJySHI4VH6uWn9IyhUBDINnF2RwvOV4tv0urLhiEgSNFRzzaM2XFFI89s4TQBBZfs7hauj/g7f+h0nIbv+0/yR9H8tmRVcAfR/LZfbSQF8b3YmyvRDYePMkjX26la0I4XeLD6Rbfgq4J4cS3MDP405HklSv9dn90Zt6cM1sHdBJCtAcygetQ81wuhBDRwAkppR14lAr5qnVASyFEjJTyGDActU33QiDerX6h05EJITq5DSuOAWodYnRS01BOi6AWjOs4jnEdxwFqeO5AwQGELYL73luH1byF0KQFWJkNQIAhgE6RnZg+ZDptWrQhvyyfIEOQ14YlauPpNU8zf+98iq3FhAeFM6z1MIa1UUEUBmFgVLtR1ersyMqna3w4QggGd4pmWNdYJpzTutkEwDx0cZdqa6PMgQYeu7QbAFM/30SoKYB7hnfyOJ/nDZwPP4GGQD4e8zE9Z/Ws5KycHCs+xo2pN2IKMLkcisloci0biA+N551R7ygn5VjDFxwQTIRJPculRqWyYdKGGu3o3LIzrwx/hT3ZhTz5zTbO7xjF3QM7qcz+6k/XmIr5sHJ7ucc1ew+e8yDdorpVa7+VuRWtzK1qvH50cDTRwdE15jsj8WoiPjTeJWnmzpS+UzzaOaXvlBrbau6YA41c0CmaCzpVvN/lNjvOPo0QguSWwfy2/yTfbDrsKvPFHQOxZF+MrBKo4k94zZk5hgHvRingG4H3pJS/CyGeQjmmeSgR4meFEBI1zHiXo65NCPEgsMyhjr8eeLuOS94thBgJlAMnqVDQr5E2QW3q/YRmNBjpEKEisFY+NJRXlyXz6a+pBJlzGdGrnNYJJ9id+wdRwVEAzNw2k/e2vUeHyA6ktkqlW1Q3ukd1p2dMzwZdl5RnyWPloZVsyN7AtIHTEEIQGhjKpR0u5aI2F9E/vj+BxsAa6+88UsALi3eyePtR/jepHxd3j+fmQe0bzD5/wTn/4Glewm6XhJsD+fTXg8xZn8Gk89py59COjb7msCaVkvjQeB7s/2CN9cwBZs5NOPe0r1tSZuO1Fbt568d0ggONjOuVWGv5utbs+QtNxU5fE+g26tK7dSTvTlZPMHkl5ew8UsDOI+pBN+dId4zFV2GKqT7k6w+c1QogXbp0kTt3Vl88WV/25xQxffFOfth5jJUPDa3047cpexM/ZvzIjhM72H58OydKTxAWGMbPE3/GIAx8tfsrCssK6RbVjW6turmii9ypKRjgROkJlh5Qa8DWHVmHVVpJCE3g40s/JiakfkEq+3KKeGnJLuZvOUxYUAC3XdiBP1/QnrCa4pXrgT8PM7pTk52HThTz8tLdfL0xg+BAI6/9qS/DutTcI2ho6lIp8QZr0o/zwOzNZOaWcHXfZB69tCvRp+DEm/pn7m/4s53uQ/VZs+7DkrX7rBlmbPa0iw7ltev7upRDpJTc9ckGRnSN44o+vegdq9ZnOaWQMgszXb2yxfsX8/Phn11ttW3RlmGth/HAOQ8A8PXur3lm7TOVtiz5x2ql12Y2mvnXmn/RtkVbbup+Exe1vYjUqNR6z/nY7ZLJ7/9Kdr6FO4Z05PYLOxAZ0jzWQp0JrVuF8ML4Xtw5tAOvLd9DWpIapjtwvIiYcBMhQd79d/FFTyIkyEi4OYDP/3Ie53aI8tp1NE0fT0P1/oR2Zg2As0d2oqiMQydKeOCLzby9Kp2/je7CsC6xCCHUgkQ3Xb83L3qTnJIcdhxXPbcdJ3ZUCn+d9ss07LJyNJbFZmHGhhnMu2IeX437ipTIlHo7sOyCUmat3s89wzthDjTy4vjetG4VTGx448/p+TspseG8fF0fQD2ITPlsExkni7lzaAp/OrcN5sDaozrPhDEdxjCmwxivPaFbrDbe/jGdnMIypo3rTs/kSL6bMrhJrXvT+Ab3ofrqg+G+RzuzBiQqzMQ3dw1i4dYspi/eyZ9n/saAdq2YMbE3CRHVZWSig6MZnDyYwcmDK6Vb7dZqjszJkaIjmAPMdGrZqV42nSwq480f9zJr9X7KbZKBHdTkb7+2LU/9Bs9ChBA8cVkq0xft5F8LtvPOqnTuGd6Ja89JrjTX0BT4aXcOT36zjfScIsb0TMBmlxgN/idiq/FfruiTxBV9khCP7lnva1uqop1ZA2MwCMb2SmR0j3g++/UgX27IpFWoGsIrLbfV66k+wBBAQmhCjcEA9aHcZuf/Vuzh3VX7KCyzcnmvRO4b2Zl20XpLk1OlX9uWfPqX81i9J4fnF+/ksa+Vcsj157bxsWX141iBhX/O/50FW7JoFxXCrD8PYEhn3wgAaDTewquPlkKI0UKInUKIPUKIRzzktxVCLBNCbBFCrBRCJDvSewshfhFC/O7Im+BWZ4QQYoMQYpMQ4ichRIpb3nghxHZHvU+8eW91EWg0MGlgO77+6/mYAoyUltu46KUfeOTLLRzJq65EUZUpfadgNlYeAqxPWLHdsew/wCD4YdcxBqVEs+i+C3n5uj7akZ0h56dE89Wd5/P+zf25qq8acln8+xG+25qFPwdSldvs/Lwnh6kjO/P9fRdqR6Zplvir0HAxcKOUcrdDJWS9EGKRlDIXeAO4XEq5QwjxV+BxYLIQohNqrdogKeVJIUTjhaHVgnMIp9xm56Ju8Xy4Zj9fb8xk8qB2/HVIChEhnsPmTzUYwGK18dmvh5i5ej9f3DGQ6DATn952nlfnd85GhBCVIhw/WnuQH3cdo0dSCx4Y1YWhnWP8Ytjut/0nmLf5MP8c151Eh2SXtwNYNBpf4s2emUtoWEpZBjiFht1JBZwbG61w5kspdzkXQEspDwPZqG1iQAkIt3AcRwDOlX23Af8npTzpqJfd4Hd0BoSbA3lybCrLHxjKmLQE3voxncH/Xc6B4zXLLI3pMIbF1yzm1bavsviaxR4dmdVmZ/a6Qwyf/gP/mPc7MeEm8kvUokbtyLzPezedw/Rre5FbXM7N76/j2jd/YePB6moUjcXxQgsPfbGZa978hSXbj3I0X4nsakemae548xueBBxyO88Aqq7s3IzSY5yBUsAPF0JESSld2jVCiAEo4WCnEumtwLdCiBIgHyVzBdDZUf5n1CLtaVLK7xv0jhqA1q1CeHFCb267sANfb8ykjWPvtG2ZeXSND6+XbJST4jIrl736E+nHiuiVHMFzV6dxQUq0X/QMzhYCjAau6ZfMuF6JzP7tEK8u3+1yIHa7bLTdFux2yWfrlLJ9kcXK7UM6cO/wToSewbpBjaYp4ZdCw1LKPEd+ArASuElKucaR9hXwHynlWiHEQ0AXKeWtQogFKPWP8UAysAro4RiadLfLJTQcExPTb/bs2V65/1Mhv0zy0A/FRJkFV3cOom+ssZJDchcflVJyIN9OuwjV65qzq4wOEQb6VKnjC/xRaNgT3rSzzCYJNKjhyK93l3GwwM5VnYJoHX5qgyCnamOpVfLoqhJiQwQ3pppIOsXrnS76M29Ymoqdw4YNO3s250T1xFq7nSdTMSQIuIYQrwKX0PDVbo6sBbAQeNzNkcUAvaSUax1NfA44e18ZwBopZTmwTwixE+iE0nl0v+ZbwFugFED8YbW9lJKgxKP8d9EfvLqxiL5t1JYzWXmlDvklQVKkjbG9Evkl/QRbMnJZMvVCUmLD8QPzXfizeoE7jWXnHmM6y5ft5snVJVzWM5GpIzvRIaZ+P1T1sTG/tJz3f9rPnUM7EhRgoOc5JSREmBv1oUZ/5g1LU7HTH/FLoWEhRBDwNSo4xH3viJNAhBCis5RyFyq4ZIcjby4wEZjpaLczkO6tm2tIhBCM7hHPyG6xzFmfwUtLdzHhrTWYAgxum0mW8uYP6UQGB/Kfq3rSLkpHJvo7tw7uwLX9WvO/H/fy/s/7+XZrFk+M6cbkM9S+lFLyzabDPL1wB8eLLPRuE8mQzjEkRlZfy6jRnC34pdAwaqjwQiBKCDHZkTZZSrlJCHEb8KUQwo5ybn925C8CRgkhtgM24CH3ubemQIDRwHUD2nB57yQG/Wc5J4qq7+gaEmRkfP/WHmpr/JGIkED+NrorNw9qzxsr99KvrVKPz85XyzNiW5yaAsue7AIen7uNNekn6NU6kvcn9yctudadjjSaswKvzg5LKb9F7UHmnvak2/EcYI6Heh8BHncDlFJ+jeq1VU2XqF2m7z8zq31PcJCRkx4cGUBWPdaoafyPmHATT45NdZ1PX7yTeZsPc9PAdtwxpCMtQ+vWxpRS8rc5W9h7rIhnrkzjuv6tGy3ARKPxd3Sok5+SGBnscTNJPZTUPLhrWArlNskyUR+lAAAgAElEQVRbq9L5eO1B/nxBe24d3J7lO7IrtqlZs5wHR3Um1BRA/3ataBkaxPPX9iIyOLDRt6fRaPwd7cz8FE8K1cGBRh66uIsPrdI0FG2jQnlpQm/+OrQjLy7ZxSvLdrPx4El+23/S9Zln5irRaruEKSM6MfWiznSsZwCJRnO2oZ2Zn1LbZpKa5kOnuHDeuKEf2zLzuHXWb9W217BLiAgO4J7hKTW0oNFoQDszv8apUK3DdZs/PZIiOJrveT40v8R6SovpNZqzEf0fotH4CTXNh+p5Uo2mbnytmt9GCLFCCLHRoY5/qSM9SAjxvhBiqxBisxBiqCM9RAixUAjxh0MZ/zm3tjwq8Gs0TYWHLu5CcBU9TT1PqtHUD685MzfV/EtQgsIThRCpVYo9DsyWUvZBLap+3ZF+G4CUMg21MPoFIYTT1ulSyq5AH2CQEOISZzpqkXVP4CmUAr9G02S4ok8Sz16VRpKjJ5YUGcyzV6XpeVKNph54c87MpZoPIIRwqua7bwFTkwK+S01fSpkthMgFzpFS/opS10dKWSaE2ICSyXLWmeo4XoFSBNFomhR6nlSjOT28KTR8DTC6itDwuVLKu93KJACLgZZAKDBSSrneIQZ8EUqeqjWwEbhFSvmlW91IYIOjTrpjM861UsoZQoirgC+B6KoqIP4oNFwXTUV8VNvZcDQFG0Hb2dA0FTvPNqFhT9IEVT3nRGCmlPIFIcRA4EMhRA+URmM34DfgALAasLoaFiIA+BR4xdnzAx4EXnPIX/2I0oN01XEZ4IdCw3XRVJ7StZ0NR1OwEbSdDU1TsdMf8alqPnALMBpASvmLEMKM6k1lUzFkiBBiNbDbrd5bwG4p5cvOhNoU+DUajUbTvPFmNKNLNd+hgn8dMK9KmYPACAAhRDfADBxzRC2GOtIvAqxSyu2O86dR82v3uTckhIh2CxJxKfBrNBqNpvnjNWcmpbQCTtX8Haioxd+FEE8JIcY5ij0A3CaE2IwaNpzsEAyOBTYIIXYADwOTABzh9n9HBXtsEEJsEkLc6mhrKLBTCLELiAP+7a1702g0Go1/4WvV/O3AIA/19gPVFtdIKTPwPBdXowK/RqPRaJo/WgFEc/awZTa81IMhK6+Al3qoc41G0yzQ2oyas4Mts2H+vVBeorr2eYfUOUDP8b60TKPRNAC6Z6Y5O1j2FJRX2R+uvASWPAleWmup0WgaD90z05wd5GV4Ti/Igv92gIRekNhb/e16GRgDG9c+jUZzRvir0HA7IUSJI1pxkxDiTUd6uFvaJiFEjhDiZUfehUKIDUIIq0N9RKNRnNwPooavenBL6DoGio/D6tdg7l0VZde8AYsfh61zIGcP2O2NZrJGozk1vNYzcxMavgi1gHqdEGKec72YA6fQ8BsOEeJvgXaOvL1Syt7ubUopCwBXmhBiPfCV4/QgMBmlBKLRKHIPwcyxEGACaQOrpSIvMBgu+W/FnJnVAicPgMGhXH9kq3JkNkedoDDoPBqueVed52VCeHxFeY1G4zP8VWi4ToQQnVDr0VaBK5wfIYR+fNZUYAqHmM4w/EPI2QXLnkLmZSAikmHEk5WDPwJMqqyTK16HsTPg2B+QtRkObwJzREX+uxdByUmI61ExRNn6PIjWu0JrNI2NN51ZEnDI7TwDOLdKmWnAYiHEPTiEht3y2gshNgL5wONSylVV6k4EPpfeUkrWNG0KjoK5BQRHwg0OferE3tBzPD+civ6dMRDi09Srzw0V6VIqZ+h0cps+gV/fggF/gUufB5sVvn9Y1UvoBbGpyllqNBqv4E3V/GuBi6uo5g+QUt7jVuZ+hw1OoeF3gR5AIBAmpTwuhOiH2s6lu5Qy363udmCSlHJ9levOBBY4FlF7skur5nsJf7EzyHKS3pseoyi0Db/3eLRavlfslHaCSw4jRQClwfGYS47Sb/1UAq1FANhFAEWhbdjf7nqOR/dH2MsR0o7dWNnBxR79gQ7pH2KyHMNiiiG9wySy44Y0rK0NiL985nWh7WxYzjbV/DMVGrY40tcLIfYCnVEq+gghegEBVR1ZfdCq+d7DL+wsPAYzx4A1j5Cx0xjadmC1Io1m5+jxKvgkaxOGrM2EH95EWt8B0GEI7FkGH0+AmK4VkZTFx2H3G2BVSwjMlmOk7nmD1G7d/HYtnF985vVA29n88aYzcwkNo7ZjuQ64vkoZp9DwzCpCwzHACSmlTQjRAegEpLvVm4jSctRoKig6Dh9cDrkH4U9fgAdH1qgIAa3aq1f3KyvnRbaBwferYco9S2HzJ57bKC9Ra+T81JlpNP6C15yZlNIqhHAKDRuB95xCw8BvUsp5KKHht4UQU1HBIJOllFIIcSHwlBDCCtiAO6SUJ9yaHw9c6n49IUR/4GvURp9jhRD/lFJ299b9afyQL2+BE3th4mfQfrCvramd6E4w/HF1LCUUHIEXu1F9yz9qXiOn0Whc+KvQ8JeonaJrareDh7R1qKFMzdnKxc+oRdAdh/naklNDCGiRABHJSmarKqHRjW+TRtPE0HJWmqZNaR789p7q3cSlQsoIX1t0+ox4Uq19q4RQw6dbvvCJSRpNU0E7M03TxVIAH10D3z4Ex3b62pozp+d4GPsKRLRGIiCiNVz2ErQ9H1b8G8pLfW2hRuO3aG1GTdOkrAg+Hg+Z6+Ha9yG2q68tahh6jq++Fq739VCYDYFmsJUDAoz6X1ejcUf3zDRNj7Ji+GQCHFoDV78NqZf72iLvEmCCyNZqKHX+ffDZRLAU+toqjcav8Feh4YuEEOuFEFsdf4e71fm3EOKQEMLjf7MQ4hohhBRC+NWCPk0DcmgNHFwDV/4Pelzta2saDyEgqa8K5Z85RqmcaDQawIvOzE1o+BIgFZjoEBN2xyk03Ae1Du11R3oOMFZKmQbcBHzoVmc+SvfR0zXDgXuBtQ11Hxo/pONwuHfj2bn2qv8tcN2nSmfy3ZFwbJevLdJo/AJv9sxcQsNSyjLAKTTsjkehYSnlRimlUy3kd8AshDA58tZIKbNquOa/gP8Ceqa8uWEtg88nwR+OlR6RrWsv35zpMhomL1QBIR9dpd4bjeYsx5vOzJPQcFKVMtOAG4QQGaj1aPdQnauBjVJKi4c8F0KIPkBrKeWC07ZY45/YymHOzbBjHhQe8bU1/kFSX7h1CVzxBgQE+doajcbn+KXQsJTS7sjvDswDRkkp91Zpv1BKGeY4NgDLUQoi+4UQK4EHpZS/ebBLCw17CW/YKew2uu14gdhjP7M75S9kJo854zabwvt5qjYmZSzAYC/jUOsr1dxaI9EU3kvQdjY0/ig0jJTSKy9gILDI7fxR4NEqZX5H9aac5+lArOM4GdgFDKqh/UK34wjUPNt+x6sUNWR5Tm029kswSvlidyk3fy79mRUrVvjahHrR4HbarFJ+8Wcp/9FCytWvNVizTeH9PCUb7XYp59yi3qcFD6j3rZFoCu+llNrOhgYlSeg1/3E6L28OM7qEhoUQQagAj3lVyjiFhqkiNBwJLEQ5v5/rupCUMk9KGS2lbCelbAesAcZJDz2zKjWVfND8e2GL//fQzjqEQUk5jfwnDLzL19b4L0LAlW/BoCmw7m347E9qHZ5GcxbhNWcmpbQCTqHhHaioxd+FEE8JIcY5ij0A3CaE2IxSwZ/s8Pp3AynAE0KITY5XLIAQ4r+OObYQIUSGEGLaGRvrVCbX+Ad2uxLeFQJGPwcX3Odri/wfgwEuegounQ67F8GscY4F1hrN2YG/Cg0/DTxdQ5t/A/5Wx3WHnrKxeYcg99DZHSXnD9jtsOA+2L0Y7vgZQqN8bVHTYsBt0CJJbYNjDPS1NRpNo6EVQNx5pTcc3uhrK85epIRvH4QNs6DXRAhp5WuLmiZdL4Xz7lDH6T/AgV98a49G0whogTdQSuUjpoElH+J7qbTt8yAqRSmxa7yPlPD9I/Dbu3D+vUpBvhGj8polUsLSaXD0d7jqLeh+ha8t0mi8xlnuzBzK5COerKwmYbfB949CfgZ0vQwGP6DW9Wi8x7p3YO2bcN5f1dyPHziy8vJyMjIyKC1t/DX4ERER7Nix48wbGvQaFB+DfAts+hVM4XVWMZvNJCcnExiohyk1TYez2pkVhHeEqduqZxiMcMcq9eO69k34YwGkjFRRdfE9Gt/Qs4Fe16mHiHNv9wtHBpCRkUF4eDjt2rVDNLJNBQUFhIfX7Xjqhd0OufvV3m+h4WpOrYb7kVJy/PhxMjIyaN++fcNcX6NpBPScWU2EtIJhj8F922DEP+DwJhX1COqvlxabn3Vs/FiFkZvC1TyPnzgygNLSUqKiohrdkTU4BgO0bA+hMeqBoRaEEERFRfmkN6rRnAm+Vs1/yS30fpcQItct779CiN+FEDuEEK8Ixy+KEGKlo82qIfs1tnVGmFvA4Pth6u/Qur9K++5heGcE7PxOO7Uz4Yf/wjd/hXXv+tqSGmnyjsyJEBCRDJFt1LHVUmPofrO5Z81ZhU9V86WUU6WUvaWUvYFXga8cdc9Hhez3BHoA/YEhblX/5Kwnpcyura0GI9BccZzcH4qOwafXwZuDYdtXdT7xaqqw6kW1e3KviTDwbl9b49f8+9//pnv37vTs2ZPevXuzdu1aFixYQJ8+fejVqxepqan873//A2DatGkkJSXRu3dv1ys31+25Tgj1AHZin1Let+oemKZ54M05M5dqPoAQwqmav72G8hOBfziOJUoNJAgQQCBwKps3ubfV8PSdpOZ4ts6BVS8oEdzBD8KIJ7x2yWbF6ldh2T8h7Vq4/P/UMFgzYO7GTJ5ftJPDuSUkRgbz0MVduKJPVW3tU+OXX35hwYIFbNiwAZPJRE5ODkVFRVx55ZX8+uuvJCcnY7FY2L9/v6vO1KlTefDBB2tuVAi1nvL4XsjZDa06QFDoGdmp0fgabzozT6r553oqKIRoC7RHiQUjpfxFCLECyEI5s9eklO6hXe8LIWzAl8DTDtUQj215uJa70DArV648rZtTJECP/xBzbA0FZSmUrlxJeP5uwgr3ciR+BNLQMNFghYWFZ2hn41AfOwPKC+m/7gXyYgaxo+VE5I+rGsc4N+r7fkZERFBQUFCvNhduO8q0hbsptdoByMwt4ZEvt1BaWsKYHnGnbKPNZqOgoID09HQiIyMpKyujrKwMk8lEUVER5eXlBAUFuexLTEykoKAAi8VCYGBgvewWIUmEFGchcnZTao7DGlghcFtaWlqv96g5fTf9gaZipz/iTWfmaeC9pgmm64A5UkobgBAiBeiGEhsGWCKEuFBK+SNqiDHTsRHnl8Ak4IOa2qpmgJRvAW8BdOnSRQ4dOvTU7sojIyoOFy2BDW/QJWuuWi/V76YzfupduXIlDWOnd6m3nf17EhueQKyPFCrqa+eOHTsqRRRO+F/1xceX9Uxg0sB2vLLyV5cjc1JqtfPcknSuG5jCiaIy7vxofaX8z28fWOO1ndGMl19+Oc8//zz9+vVj5MiRTJgwgSFDhnD55ZfTo0cPRowYwWWXXcbEiRMxGAyYTCZef/11vvjiCwBatmzJihUrar7JsBZwIp1gWz60jHcF4JjNZvr06VPne9Tsvps+pqnY6Y94c3wnA3DXhkrGsfmmB65DaTM6uRJYI6UslFIWAt8B5wFIKTMdfwuAT6i+63TVthqXUU/DpLlqwfWiR+HlNFj7ls/M8RvWz4RFf1fzNZFtmp3UUlae57mn3OIz00cMCwtj/fr1vPXWW8TExDBhwgRmzpzJO++8w7JlyxgwYADTp0/nz3/+s6vO1KlT2bRpE5s2bardkYH6HKI6QauOypHZbTqoSdMk8WbPzKWaD2SinMz1VQsJIboALQH3x96DKAHiZ1E9vCHAy0KIACBSSpkjhAgELgOW1tFW4yIEdBymXgd+gVXToeSkyrPboTT37JNp2vgRzJ8CnUaB3dpkHVltPanEyGAyc0uqpSdFBgPQKjSo1vq1YTQaGTp0KEOHDiUtLY1Zs2YxefJk0tLSSEtLY9KkSbRv356ZM2eeVvtqztKgnNjJfWq3Au3QNE0MX6vmgwrW+Mx93guYA+wFtgKbgc1SyvmACVgkhNgCbEI5ybfraMt3tB0IN3wJFz6kznfMUz21JU9CYbZvbWssNn8G39wNHYfD+A+brCOri4cu7kJwoLFSWnCgkYcu7nJG7e7cuZPdu3e7zjdt2kRcXFyleZVNmzbRtm3bM7oOoB7ETC3U4uqibCg6fuZtajSNhE9V8x3n0zzUswG3e0gvAvrVcr1qbfkFzmi92FTocomK5lv7P+h7Ewy6V63/aY5snQNz74T2g+G6Tyovb2hmOKMWGzqasbCwkHvuuYfc3FwCAgJISUlhxowZ3H777dx+++0EBwcTGhpaqVf20ksv8dFHH7nO586dS7t27ep3wbBY9cBxYB28exHcMEdFO2o0fs5ZLWfV6MR0hqvfgaGPwk8vKlHd9JVw11q/Ur5oMIyB0H6Iw5EF+9oar3NFn6Qzdl5V6devH6tXr66W/u2333oordaZTZs27cwuGtxSObWSE/D5jUrarTl+PzXNCu3MfEFUR7W+asjDkH9Y/VCUFcOix+DcOyC2q68tPDMKj0FYDKReDt3G6R/CpkiACW5ZCuXF+vPTNAmax2rVpkpkG2hznjrO2gxbZsPr58HnkyrOX+rBkJVXwEs91Lm/s/N7NS+4xxGXo38Imy7RKZDQUx0vfgJ+fbv28hqND9E9M3+h7UC4byusfUPNp+2Y54gqs6sFe3mHYP69qqz7djX+wJbZsOwphuQ51shHtlWSX5rmgc0Kx/fA6lfUDtYj/9l0VFtc380M2JhcfbsnTbPBq85MCDEamAEYgXeklM9VyX8JGOY4DQFipZSRjjwbKpoR4KCUcpwjvT3wGdAK2ABMklKWCSFMqMXT/YDjwAQp5X4v3l7DExoFwx+H8++Bl9LAklc5v7wEvr4DVj4LhgA1HzVmusr79Hq1uajBCIZAld/uAjjfoXu4YKoKi3fmGQOh9QA1FCilkuUyBFTkGYxqo9LW/ZUg7Y75bnmO/FYd4NBa5WTLSypWyRdmw65F+kejuWAMgAkfwXd/Uw4tLwOueMP/A3q2zIZ594C1tOKBcN69IO1Kjk7TrPCaM3MTGr4ItYB6nRBinpTSpc0opZzqVv4ewF1yoMQhGlyV/wAvSSk/E0K8CdwCvOH4e1JKmSKEuM5RbkJD31ejYI5QjskT0gaJfZVjapFYkW5QvTjKLCrPXg7FORX5+34ES2FFns2qnFTq5are8n9Vv9b59ypnVlak9CerMuzvsOGDiq1xnFhLYNlT2pk1JwxGuHS6Ghpf8iRk74Cywobv8Vgt6mVuoc4z1qvvsaVA/U9YCtR+bGnXqPxv7lLzzpYCx6sQOl0EY19W38GqQsrWElhwv3JmUsL/DYDAELUFkamF+ttlNHS/EqxlsGEWBIU58sPBFAYRbdScsHMFUEMMpese5Bnjr0LDHnFsAzOcisXXs4BpKGd2ueMY1Dq114QQwm/WnJ0qEcnqSbJaemu4xsOWKRM+qp7mzj3ra84TBnj8mHJydqtydHZrxZO3KRz+urZ6fkQSrHjGc5t5GbXbo2l6CAGDpqjv5fpZYCur3OMpPgEdhoCtDBJ6qTq7FqshyrLCCmcU3BJGTlP5X96mevdlhSrPVgatz4VbFqv8b+6CY1V23O4wtMKZ5WWqeqZwCE9QDinR8Uxc03ewvFj9tZVDfFqFI8w9qGyMcawNLM2Dbz0INo94Uu0+n3sQXukNQeGVnd2gKdBtLORnwc8zKueZWqj7i2ytgr4Kj8LeFbD4sYrRDX+eUvBj/FJo2IFZCPEbYAWek1LOBaKAXMeCbGebzlho1/WklFYhRJ6jvFv3pAkx4knX8J2LwGCV3tAIAQFBqE0KPGAw1hxhWaPTbaZr53zAkSNHuO+++1i3bh0mk4l27drx8ssv89prr7F8+XKEEJjNZmbPnk379u1p164d4eHhGI1qEfeFF17IK6+80nAG7fxeOR13rCXw/cPqOCweHtypjn97F3Z9r44DgtUPemy3inotHYu93X/wW7rtcH3F/ylFV5Obw3DXOr1xbs121vXdDAiCa96ruX5IFDy01+GECyucXlSKyg8KU07N2SN0OmunwHjhUdj0sUpzl6W9+l3lzDJ/g1ljPV+7XI9unCp+KTTsoI2U8rAQogOwXAixFfA09uZss17Xa1jVfG8SS2zKnXRI/xCT5RgWUwzpHSaRfSIW/Mjm2MRr6VLwfxjtFleazWBiZ+K1ZPuRne54QzUfIGDH15hWPYcoOIwMT8Qy+BGs3a48LRudqvlSSsaNG8f111/P22+raMItW7bwwQcfcPDgQX7++WcMBgOZmZkYjUZXnfnz5xMVFeVq71TuA2pXzR+Sl1HjP9v21IewBoRx0lE3MPpPyJgbsBmDkQa3nxtn24YLIOqCinQ7asa72rVPzX7w1nfTDFkZqOdolP3BqJeTLCDL0f7AD0HaMdpKMdpKCLCWUHbEjPX4SoIsJ2jZdQpd/5jh+f3My+AHP/0f8ke86cxOVWj4LvcEKeVhx990IcRK1Hzal0CkECLA0Ttzb9N5vQyHhmMEcKLqhbyjmu8thgL/cClpp6J2OfUvhsKWbrDsKWReBiIiGeOIJ0ntOd4PbVWcrmp+rWyZDUv+5upJi4JMgpf8Dczm03q6dqrmL1++HLPZzH333efKGzRoEGvXrqV169ZEREQA0LVrRc9ZCEFYWFj9bfdArar5Gz33eEREa7qPf/y0r9nwDG0C382r4KWvPL+f4fFaQf8UqNOZCSGuAFKArVLKRafQ9mkLDQshWgLFUkqLECIatev0f6WU0rHP2TWoiMabgG8c1eY5zn9x5C9vsvNlTY2e46HneH5o7ttXvD+melr3K2DAbbD0n9UDYcpL4LuH1ftTdBxm31g5/+aFdV5y27Zt9OtXXcFt/PjxXHDBBaxatYoRI0Zwww03VHI+w4YNcw0z3nTTTUydOrVaG6dNYw6BnylN4bvp6f00BKrvzO4lKqBFUye1LhYRQrwOTEXNPf1LCFHvrZTPUGi4G/CbEGIzsAI1Z+YMHHkYuF8IscdhlzMa4l0gypF+P/BIfW3VaM6Y/EzP6SXVBgcahOTkZHbu3Mmzzz6LwWBgxIgRLFu2zJW/YsUK1zYwDerIQDmIsa9ARGskQgUljX1Fz++cLp7ez4ufgdgu8MkEFWyjqZO6emYXAr2klDYhRAiwCvAQw+2ZMxAaXg2k1dBmOtX3MENKWQpcW1/bNJpTpraeVG3Rp6DWENajJ1aV7t27M2fOHI95JpOJSy65hEsuuYS4uDjmzp3LiBEjPJZtcJpCj6cp4en97D0RZt+kem15h9RSGK2oUyN1LeMvcwZlSCmL8RxkodFoRjxZXUy5AYbehg8fjsVicQV/AKxbt44ffviBw4fVdLHdbmfLli0Nsw2Mxn8whcP1n0OfSUrUIGuTry3ya+rqmXV17B0GypF1dJwLQEope3rVOo2mqeAcYlv2lFrfFNEwC1+FEHz99dfcd999PPfcc5jNZtq1a8fo0aO5//77sVhUpN6AAQO4++67XfXc58x69uzJBx98cEZ2aHyEMRDGvQrn/Lli/ZzdppbLaCpRlzPrVke+RqNx4hgqamgSExOZPbu6yPQ999zjsfz+/fsb3AaNDxECkvqq412LYflTMPEzvZazCrUOM0opD7i/gELgkNu5RqPRaBqLgCA4eQDeGQlHttZd/iyiTulrIURLIcRrQogfUFqL3wsh3hNChNZVV6PRaDQNSIeh8OfvAQHvXQJ7l9dR4eyhrtD8SFQ04pdSyiFSyuuklKOAD4HnhBAXCCHCaqk/WgixUwixRwhRLVReCPGSEGKT47VLCJHrlve9ECJXCLGghrZfFUIUup3fIYTY6mjrJyGE/6yL1Gg0moYirjvculRJgX18re6hOahrzuwJYLqUcoUQ4kPgPJTWYTRqexYD8JjjVYkGUM1/HrUtzO0e2j4HiKyS/ImU8k1H/jjgRWB0Hfen0Wg0TY+IJLj5O9j8KcT18LU1fkFdw4xDpJRfOo4twEQp5UDU1irHgZ+AITXUdanmSynLUIodl9dyrYnAp84TKeUyPAiyOZzk88Df3NOllO66jaHUrAOp0Wg0TR9zCzj3dhUgcmynUpuxlfvaKp9RV8/M5LaNSh9gsyN9G9BXSml3LKb2xJmq5tfE3cA8KWWWqLKAUAhxF0r9Iwi1VYynazURoeEK6iuM62uam52nKjTckDiFhn1FbULD7jS3z9zXnK6dSRkL6LTnbU7sWsPv3R/GFlDTz3IzRkpZ4wslETXScXwrSlrqGcffvwD9gY9qqHstandp5/kk4NUayj7sKQ+ltLvA7TwR1RsMcJwX1tDe9cCs2u5NSknnzp1lU2DFihW+NqFeNDc7t2/f7l1DaiE/P991/PTTT8vU1FSZlpYme/XqJdesWSPnz58ve/fuLXv27Cm7desm33zzTVf5WbNmye7du8vU1FTZrVs3+fzzz5/y9et7783tM/c1Z2Tnhg+l/GcrKV8/X8q8zAazyRPAb7KO39fGftXVM/s3MFsIMUZK+Y4QYi7QATUfZUKp2N9UQ90zUs2vgT4o0eM9jl5ZiBBij5QypUq5z1Abdmo0jcbC9IXM2DCDI0VHiA+NZ0rfKYzp4EGc+BT45ZdfWLBgARs2bMBkMpGTk0NRURFXXnklv/76K8nJyVgsFtfasu+++46XX36ZxYsXk5iYSGlpKR9++GED3J3G7+lzg9qgdPaNKnR/8gJo1cHXVjUatTozqbZfuQuYJ4RYDKwBbMBlwBXAXVLKnTVUP23V/FrsWQjEu9UtdDoyIUQnKeVuR9YYYLeHJjQar7AwfSHTVk+j1FYKQFZRFtNWTwM4I4eWlZVFdHQ0JpMJgOjoaAwGA1ar1bVfmclkoksXtTvys88+y/Tp00lMTJgNfioAACAASURBVATUVi633XbbaV9f08RIGaECQ356EcITfW1No1LnFjBSyrVCiIHACKAnKmikDPhJSrmqlnpWIYRTNd8IvCcdqvmoLuo8R1FPqvkIIVYBXYEwIUQGcIusfQuau4UQI4Fy4CQ19xg1mtPi5u9vrpZ2cbuLua7rdby8/mWXI3NSaivl2V+fZUyHMZwsPcn9K++vlP/+6PfrvOaoUaN46qmn6Ny5MyNHjmTChAkMGTKEcePG0bZtW0aMGMFll13GxIkTMRgMNW4ZozmLSOgJ185UxyUnYd+PkFpb7F3zoF6bc0oV6HEMiAPGA/sBz1Leleudlmq+I31wPdoPczueUld5jcZbHC0+6jE9z5J3Ru2GhYWxfv16Vq1axYoVK5gwYQLPPfcc77zzDlu3bmXp0qVMnz6dJUuWMHPmzDO6lqYZ8tNL8PMMGPY4XPhgs1bdr9WZCSE6o4YHJ6JC8T8HhJRyqPdN02j8i9p6UvGh8WQVZVVLTwhNAKCluWW9emKeMBqNDB06lKFDh5KWlsasWbOYPHkyaWlppKWlMWnSJNq3b8/MmTPp3r0769evZ/hwj8G8mrONYY9DwVFY8TTkHYQxLyrx4mZIXevM/kANL46VUl4gpXwVNWem0WjcmNJ3CmajuVKa2WhmSt8zGzDYuXMnu3dXTP9u2rSJuLi4SuHb/9/eecdZUV7//322N1h6F+koRQQUFRtgL9jFFhULsRv9xhp7jS1RiYmKRo29NxJrFIwl0Qgao6g/BcVQbCBlQWDL+f1xnrs7e9mFBXbv3Luc9+t1X7sz88zcz8ydmfOUc87z4YcfVk//cuGFF3Leeefx7bffArBy5UomTpy4QRqcDCYnDw68A3Y6F6bfD48cDivjC/loStbWzXgw1jKbIiIvYV6Czbed6jjrScLJo7G9GcvKyjjjjDNYtGgROTk59OnTh1tvvZWTTjqJk046icLCQoqLi6u7GPfee2++++47dt11V1QVEeH444/f0NNzMhkRGHOxZdl/62ZYWWZzpTUz1ubN+AzwTEgqfABwNtBRRG4HnlHVV1Kg0XEygn167bPBxiuZ4cOH884776y2/oUXXqijtHHcccdx3HGrO6s4GznDx8MWh0NuAVRW2OzVbXrGrarRWGvWfABVXaaqD6nqvli82IfAaomDk1lbouFQZpyIzBCRT0Tk4bBudCQB8YciskJEDgjbdhGR6ZGEwn3WdCzHcRwnkBu6wqdcA3fubJ6OzYQGGbMoqrpQVe9U1TWOMEcSDe8FDACOSM5kLyJ9gQuB7VV1IHBW+I4pqrqlqm6JpaVaDiRagbcDR4VtDwMXr+lYjuM4ThJbHQctOsEDB8FHT8StplFYZ2O2DjQk0fAE4I+q+hOAqn5fx3EOAV5U1eVhWYGW4f9SarKKNORYjuM4TqvucMLLsMk28PSJ8ObvQDM7N3tTGrO6Eg13TSrTD+gnIm+LyL9EpK4pWw4nkk0fyxH5QgikPhq4bh2O5TiO4wAUtoajn4bBh8IbN8Ki2XEr2iBEm8gai8ihwB6qemJYPhoYoapnRMr8FcvYMQ4bi3sTGKSqi8L2zsBHQBdVLQ/rngauD5lJzgX6q+qJaztW5DujWfOHP/74401y/o1JWVkZJSX1zoGaNjQ3naWlpfTpk5z2MzVUVlaSnZ0dy3cDfPnllyxevPaA7+b2m8dNLDq1iqLlc1he3B0AqapAs9bs6D569OhpqrpVKuQ1lAZlAFlPGpJoeA7wr2CovhKRz4G+WF5HMMP0TMSQtQeGqOq7YftjwEsNPBYAqjoJmATQv39/HTVq1IaeZ5MzdepUXGfj0VCdn376KS1axOPCvHTp0ti+Gyyn49ChQ9darrn95nETu85p99nniMegRcf4dKwHTdnNWJ1oWETysO7C55PKPAuMBhCRdlhX4azI9loTdmI5F0tDZhKwWaw/beCxHCcjueaaaxg4cCBbbLEFW265Je+++y7l5eVccMEF9O3bl0GDBjFixAhefPFFAO655x4GDx7MFltswaBBg3juueeqj3XTTTex2WabMWjQIIYMGcL9998f12k56UiLzjbR5593tb8ZRJO1zBqYaPhlYHcRmYFlFjlXVRcAiEgPrGX3RtIxJwBPiUgVZtwSEaH1HstxUsHiyZP5/uZbqJg/n5zOnelw9lmUjh27QcesawqYVatWcckllzB//nw+/vhj8vPz+e6773jjjTeYM2cO11xzDdOnT6e0tJSysjJ++OEHAO644w5effVV3nvvPVq2bMnixYt59tlnG+PUneZCvz1g/N/g4XHw593h8Iehx/Zxq2oQTdnNuNZEwyFT/v+FT/K+X7O6w0h1IHcd6+s9luM0NYsnT2b+JZeiKyxzfsW8ecy/xG71DTFodU0Bs3z5cu666y6++uqr6vUdO3Zk3LhxTJ8+nRYtWlSPu5SUlFT/f+211zJlyhRatjRn4NLSUo491ieXcJLoOgxO/Ds8eAg8cCCcMQ1abbL2/WKmSY2Z4zQnZh99zGrrWuy1J22OPJLvf39ztSFLoCtW8O0111I6diwVP/3E3DNr52nc9IG1d/HVNQVM69at6d69e7VRijJkyBA6duxIz5492WWXXTjooIMYO3YsS5cuZenSpfTu3Xsdz9rZKGndA054Bb54JSMMGTTtmJnjbDRUhMS+yVQtWlTn+oaSmAJm0qRJtG/fnsMOO6xWkuFksrOzeemll3jyySfp168fZ599Npdffnl1nkbHaTBFbWDI4fb/7HfgxQugKn3zzHvLzHEayJpaUjmdO1MxL9lZF3LCjM85rVs3qCVWF8lTwNx5551888039Xo8iggjRoxgxIgR7Lbbbhx33HFcfvnlFBcXM2vWLHr16rVeOpyNmK/ehHdvN6O2fAHDO2el3Qyw3jJznEagw9lnIQW1p4CRggI6nL1hWdXqmgKmf//+nHDCCZx55pmsWrUKsLG1Bx98kHnz5jF9+vRa5aPTw5x22mksWbIEgCVLljBp0qQN0udsJIw6H4YcAd/+B5bMiVtNnTRpyyxk4bgV82a8W1Wvq6PMOOByLE3Vf1T1yMi2lpjr/TOqerqIFAFPAL0xj8XJqnpBKLspcA/QHlgI/EJV0/OqO82OhJNHY3sz1jUFzKRJk2jZsiUXX3wxAwYMoKCggOLiYq688krKy8s555xzmDdvHgUFBbRv35477rgDgFNOOYWysjK23nprcnNzyc3N5de//vUGn7uzkfD1W3ErWCNNZswiiYZ3wwKa/y0iz6vqjEiZaHLgn0SkQ9JhriLimh+4SVWnhNi110RkL1V9EbgJuF9V/yIiY4DfYumuHCcllI4du8HGK5n6poABuOGGG7jhhhtWW//666/XWV5EOO+88zjvvPMaVaOzkbA4vdsGaZtoWESGAx2pyZaPqi5X1Snh/1XAdCyzCFhm/tfC/1Pq+C7HcRxnfSnttvYyMZKWiYZFJAv4HXBufQcXkVbAWGoM2H+wmbEBDgRaiEjbDT4Lx3EcB3a5FHIL41ZRL005ZlaXH3ByVuMcLH/iKEJyYBEZBPwCeEFV/1eXO7GI5GBpriaqaiJl1TnAbSIyHvgHMBeoqGPfaKLhNbo5pwtlZWWusxFpqM7S0lKWLl3a9ILqoLKyMrbvBlixYkWDrlFz+83jJr11dqBDn1PoNesBoCxuMaujqk3yAbYDXo4sXwhcmFTmDmB8ZPk1YGvgIeAb4GvgR2AJcF2k3D2YIavvu0uAOWvT2K9fP80EpkyZEreEBtHcdM6YMUOrqqqaVkw9LFmyJJbvVVWtqqrSGTNmNKhsc/vN4yZTdGIpCZvMfqzPJy0TDavqUaraXVV7YC2u+7XGa/FqbFLOWj7PItIudE+CGc57mua0nI2FgoICFixYkKggbRSoKgsWLKAgKczAcdKdtE00XBci0g24CPgMmB66IG9T1buxrsrfiohi3YynNdW5ORsH3bp1Y86cOdWJelPJihUrYjMoBQUFdOuW3oP9jpNM2iYajpS5D7gv/D+HusfiUNUngSc3VLPjJMjNzaVnz56xfPfUqVMbNJ+Y4ziGZwBxHMdxMh43Zo7jOE7G48bMcRzHyXjcmDmO4zgZjxszx3EcJ+NpUmMmInuKyOci8qWIXFBPmXEiMkNEPhGRhyPrjxWRL8Ln2LCuhYh8GPn8KCK3hG07ich0EakQkUOa8rwcx3Gc9CIts+aLSBvgMmArLAXWtLDvT8CWkf2nAU+HxW+A8ViQteM4jrMRka5Z8/cAXlXVhWHbq8Ce0R2DIewAvBn2/VpVPwKqmuqEHMdxnPSkKYOm68qav01SmX4AIvI2liXkclV9qZ59kzPuHwE8puuYa8gTDTcdrrPxyASN4Dobm0zRmY6ka9b8hux7OOsx+aaqTgImAfTv319HjRq1rodIOVOnTsV1Nh6ZoDMTNILrbGwyRWc60pTdjHOATSLL3YB5dZR5TlXLVfUr4HPMuK1xXxEZAuSo6rSmEO44juNkFmmZNZ+aBMStRaQ1sHtYl+AIbD4zx3Ecx2k6Y6aqFUAia/6nwOOJrPkisl8o9jKwIGTNn0LImq+qC4GrMIP4b+DKsC7BOJKMmYhsLSJzgEOBO0Xkk6Y6N8dxHCe9SNus+ap6D/XMSaaqvepY92+sO9JxHMfZyPAMII7jOE7G48bMcRzHyXjcmDmO4zgZjxszx3EcJ+OJNdGwiIwXkR8iiYNPDOtHJyUUXiEiB4Rtp4fjaXDnTz7m1iJS6cmGHcdxNh5iTTQceExVT4+uUNUphITCIenwl8ArYfPbwF+BqfV85/XUjklzHMdxmjlxJxpuCIcAL6rqcgBV/UBVv66n7BnAU8D39Wx3HMdxmiFNacwakiwY4GAR+UhEnhSRTerYfjgNyPYhIl2BA4E71kes4ziOk7nEnWh4MvCIqq4UkZOBvwBjqg8g0hkYTMO6DW8BzlfVSpG6vrr6mJ41v4lwnY1HJmgE19nYZIrOtERVm+QDbAe8HFm+ELhwDeWzgcVJ634FTKqn/NdAu8jyV2Hd10AZ1tV4wJo09uvXTzOBKVOmxC2hQbjOxiMTNKq6zsYmU3QC72sT2Y71/cSaaDi0vBLsh+VwjNLghMKq2lNVe6hqD+BJ4FRVfXZ9xTuO4ziZQ9yJhs8UkU9E5D/AmcD4xP4i0gObBuaN6HFF5MyQULgb8JGI3N1U5+A4juNkBnEnGr4Q636sa9+vqcNhRFUnAhPX8r3j112t4ziOk6l4BhDHcRwn43Fj5jiO42Q8bswcx3GcjMeNmeM4jpPxpGui4U1FZFpY90kIqE7sMzUcM7FPh7D+5si6/ycii5ry3BzHcZz0IS0TDQPzgZFqmUFKgI/DvvPC9qNU9f3oDqp6duS7zwCGNub5OI7jOOlLWiYaVtVVqroyLOaz7jobHGztOI7jZD5pm2hYRDYRkY/CMa6PtMoA7g3diZdIUiJGEdkU6Am83mhn4jiO46Q1Ymm2muDAIocCe6hqYhzsaGCEqp4RKdMWKNOaRMPjVHVM0nG6AM8CY1X1OxHpqqpzRaQFNt3Lg6p6f6T8+UC36PckHS+aaHj4448/3pin3SSUlZVRUlISt4y14jobj0zQCK6zsckUnaNHj56mqlvFraMWTZX0kUZINBzZdi9wSB3rxwO3Ja37ABtvW6tGTzTcuLjOxiMTNKq6zsYmU3TiiYYblmhYRLqJSGH4vzWwPfC5iOSISLuwPhfYF/g4crz+QGvgn012Vo7jOE7a0WTejKpaISKJRMPZwD0aEg1jVv15LNHwfkAFsJCaRMObA78TEcXmRbtJVf8rIsXAy8GQZQN/B+6KfO0RwKOh5uA4juNsJKRlomFVfRXYoo71y4Dha/i+yzdAruM4jpOheAYQx3EcJ+NxY+Y4juNkPG7MHMdxnIzHjZnjOI6T8bgxcxzHcTKetMyaH7YdKyJfhM+xkfXDReS/4ZgTE+msRKSNiLwayr8a4tMcp5rFkyfzxZhd6HDyKXwxZhcWT54ctyTHcRqJJjNmkaz5ewEDgCNEZEAdRR9T1S3D5+6wbxvgMmAbLGHxZRHjdDuWjqpv+OwZ1l8AvKaqfYHXwrLjAGbI5l9yKRXz5iFAxbx5zL/kUjdojtNMaMo4s+qs+QAiksianzwFTF3sAbyqqgvDvq8Ce4rIVKClqv4zrL8fOAB4MRx7VNj/L8BU4PxGOhcng1BVKubPZ+XMmaycOZNVM2ex5KWX0BUrapdbsYJ5F/6GRY8/Qcno0bQ9/jgAFtx3H1nFxWSXlpLdqhXZpa3I7diB7Fat4jgdx3EaQFMas7qy5m9TR7mDRWQn4P8BZ6vq/+rZt2v4zKljPUBHVZ0PoKrzE5N2JpOUaJipU6eu42mlnrKyMtdZF5WVZP/wAznzv0VWrWTFNnZ7tfntdeTOnl1drKq4GFm2DKnjEFpRwaJFi/j+s8/479SpUFlJx+uuX63csjFjKBt3KKxaRbvLLqeqqAgtLqaquIiq4hJWDt2SVQMHwqpV5H8yg6rixHb7kJvboFMqePc9Sp57jg4LF/JxmzaU7b8/K7YZsT5XJyX4vdm4ZIrOdKQpjVmd746k5cnAI1qTNf8vwJg17NuQY64RVZ0ETALo37+/jho1al12j4WpU6eyMeusWrGC8jlzyO/TB4Afb7+dxX/7G6tmfwPl5QDktG9P3/OtIb5owQK0vIL83r3I692bnDZt+GLMLlTMm7fasXO7dGHA5JqUoaqKTp9G5eLFVC5aFP4uJneTbhQOHEhlWRnfjR5t6xcvsjJz5tBzxx1oM2oUq2bPZuaZv1rtezpecjFtjjqKVbNnM/+SS0OLr5TsVtb6Kxk9mhWffML8Rx6pbkFmL1xIq0ceofOAzSkdO7bRr2tjsLHfm41NpuhMR5rSmM0BNoksdwNqvU1UdUFk8S4gUSWeQ02XYWLfqWF9t3qO+Z2IdA6tss7A9xuo34mJ5dOmsfS111k1cyYrZ82ifM4cEKH/hx+QlZcH2TnkbdqDFqPHkNe7F/m9e5PXs1f1/q0OPni1Y3Y4+yzmX3Jpra5GKSigw9ln1SonIkhREVlFReR27px8GLJLSuhy7TX1as/p3JmezzxdYwwXLaZy8WIKt9wSAF21Cq2sZOWsmdXbKC8nt9smfH/zLfV2heZ27UrRsGGs/PJLlv79NXLatSW7bVty2rUjp21bcjp0QHKaNDud46Q1TXn3V2fNB+ZiWfOPjBZIGJ+wWJ01H0tOfG3E6WN3bPqYhSKyVES2Bd4FjgH+EMo8DxwLXBf+Prc2gbmzvzHvtrPPStuabyawePJkvr/5FjrMm8cXXbqs9XpWLlnCihkzqsezVs6axcqZX9Lz0UfJ7dqVnz/8Dz89+CB5PXpQOHgQpfvvT37vGmPV7pcT1lljQs/3N99C+bx55DZA5/qQlZdHweab17s9v29fejz0YPWyqqLLl0NuLnPPOqvunSoqyG7ZEoCfP/6YH265ZbUiPZ56ksKBA1ny0kssfOBBM3AJg9e2HS333YfskhIqy5YhWUJWUdEGnee6/uaO09SkZdb8YLSuwgwiwJUJZxDgFOA+oBBz/HgxrL8OeFxETgC+AQ5tiM6EVxvgD+N6kPAS1BUrankJqipFw4ZZ62rmLFbOmkmbo4+hoH8/yt58k3m/PgeArOJi8vr0pmSHHRPz0dH6qCNpM/5YJDu7UbWWjh1L6dixadWVIyJIcTFgrbq6ukJzunSp7mJtdcABtNxzTyp+XEDlwgVU/LiAigU/kte9ezhgFpKVxcovv2TZu+9StXgxAC123QVKSlh4zz38+Kc/IYWFZvDatiW7XTu6/u4msgoK+PnDDyn/9rtaLb+skhKiE7rX95tD+j1DmWJ0M0VnOtNkM01nAoMKCvWJHj0Ae2H0ff21eAXVQzq9fKOoKl+OHk3Ft9+ttWx227Z0vvoqWoweTcWCBaz8/HMbz+rQodaLMhWk6/WMGokEUlBA56uuXO8Xm65aRcXChXads7JY/sEHLH//fSp/XEDFAjOElYsW0/PppxAR5l10EYuferrWMbJKS+n/7r8A8/T84daJ6M8/r/ZdOV260O3WW6hauhRycpDwySouJr93bwDKv/0WKishJxfJybYyeXlkFRau1/mtiaa4nk1BpuiMIiJpN9O0d7IHKubNY9aBB1E6dmy1i/bSqVPJ7dyZ3C5dyG7RImaFqUdVqVy0iPK58yifO5fcTh0pHDKEykWLmH300ayaO8+6yOqh05VX2HhWr17ktK6JYc9p25ackSNTcQoZRVN0hUpeHrmdOlUvFw0dStHQofWW73DOObQ55hgqfvyRygXW8tNVq6q3l3/zTZ2GDKBi/ny+v/Emlr/3Xq31+ZtvTq9nzEDOOe10VnzySa3thVsNp8eD1vU6c+99WPXNN9WGULKzKd5xR7redCMAX//iF1T+tKh6G7k5lGy/A+3PPMOO/6uz0PJyJDubsjffrHMMcv5ll9fSWDxyJC332ouqlSv57uqrVzuvktGjaTFmDJVLlvD9jTeutr3F7ntQsuMOVPzwAz9MnLja9pZjx1I8YgTlc+fy4x13rLZ96ZSpder8/uZb0taYpSNuzAJZRUXkduiA5FjXVmVZGXNOPqVme2kpuV270OboY2h14AFUrVzJsrffJrdrV3K7diW7pCQu6etNLWM1by7ZJSUUjxyJqvLVwQdT/vVsqiLGqtWhh1I4ZAhZLVuS16MnxSNHsuiZZ6lasmS1Y+d06ULrceNSeTrNgri7QnNat7aKR//+dW7vdOmlLJ36Rt3doZ070+mSi6lcvBitqEQrKtCK8lrjc+1OP43KhQvD9nKorCSnffvq7a0PG0fFgoXV+1JRSV6f3tXb83v3oXLRIrSiAioq0IoKJC+venvFgh+pWrYcKspXMxAJdPlyyt74R43ujsHYV1bWWp8g4Vykq1bVub1g4EDAvG7r2l60lTVgKsvK6txe+eOPdeqsmDeP+VdcQdsTTiSvW9c6yzg1uDHDmvSdrri8Vi0oKz+fHk88TvncueFjrZOsfHtwyr/5hjmnnlZTPhi79meeSYtRo6j46Sd+/uDDYOy6xGLskltWCLTcfXcAvjlxAj9Pn17LWBXvuCPFI0ciIhQOHETRVluRF4x1bteu5HYzR1LJyqLbH6wGWjBoUIO8BJ3mw5o8Q/P79l3jvi1Gj17j9jbHHrvG7Z2vuHyN2xMtPKDecIz6hhSyioro+4836j12Trt2a9yet8kma9xe0L9/ndvr0yn5+Sx5fjJtT7Asf4sn/5WyKa9TOHQYRcOHkd+/f6OPK2cyG70xy6mnK0dycykcPJjCwYPr3C+3e/ckYzeXVXPnklVotdAVH3/MnFNPrS6fXVpKbteudLrsUgqHDKF83jxWfPZ5pGVXvNp3rG1QWFWpWryYVeH7q5Ytp9WBBwAw7/wLWPr3v1O1bFl1+fy+faqNWcGAAeT16lnbWHWtqf11vurKBl2/VHkJOulDpvzmDQ3HiJv6dHa+6kpa7r03ZFnWwcoli1k+/QOWvGA+b1lFRRQOG8Ymd9yO5OSgVVVI1sabO36jdgDp37+/fv75501y7Kply1g5c2YtQ1c+dy4dzz+f/N69+emJJ/g2eIBBjbHresvN5HXvzo933c2Pf/hDrfEKcnLo8ttrKR07lu9uvJFFjz5Wy1hllZTQ/31zAF1w7332ounahdyuXcnr1s3G/kpLm+R8IX0dK5LJBJ2ZoBHSX2eiQpjORhfWTWf5vHksn/4BP0+fRsWChXS71UI1/nfyKVT88AOFw4dRNGwYhUOHkduxzkRIG4w7gGxEZBUXU7jFFhRusUWd21vuuScF/fuvZuyygqPJgjvvrG3IACoq+P53v6d07FgK+vWj9KCDaoxVaFmpKiJC2+PGN/EZOk76E/cYZENZF525XbpQ2qULpfvuU2t94fBhLHvzLRY9/gQ/3f8AAC333ouuv/89AKv+9z9yu3Zttq03N2Yxkd2ixRqNXbTFFaXiO3ODL91/f0r337/J9DmOk1m0mzCBdhMmoOXlrPj0U5ZPn05O23YAVC1fzsy99iaruJiiLbekcPhwioYNpWDwYLLy82NW3ji4MUtT6g2grSPFkuM4TgLJzV29oixC56uu4ufp01g+bTplb5gjSofzzqPt8cdRuXgxy99/n8Jhw2qF0WQSbszSlEwZvHYcJ/3JKiyk1YEHVDuImbf1B+T3sxCMZe++y9yQIDuvZ08bdxs6jBa77lJrnD0xtjcwv2B46s9izbgxS1MyxWPMcZzMI6d1a1qMGVO9XLLzzmz60IMsnz6dn6dNp+zVv7P4yacoHDaU7NJSlr3zDj89/Qxlr7yy+lh+muDGLI3JlMFrx3Eym6z8fIqGD6do+HCYAFpVxapZs8gL6f7K3nyLpX/9a7wi10LzdGtxHMdx1hvJyiK/T5/qvKkdzz8PUpxDdV1xY+Y4juOslXR3PnNj5jiO46yVDmefhRQUxC2jXnzMzHEcx1krUac0vv46XjF14MbMcRzHaRAJp7RPRKbFrSUZ72Z0HMdxMh43Zo7jOE7G48bMcRzHyXjcmDmO4zgZjxszx3EcJ+PZqCfnFJGlQNPMztm4tAN+jFtEA3CdjUcmaATX2dhkis7+qtoibhFRNnbX/M/TbbbUuhCR911n45EJOjNBI7jOxiaTdMatIRnvZnQcx3EyHjdmjuM4TsazsRuzSXELaCCus3HJBJ2ZoBFcZ2PjOteTjdoBxHEcx2kebOwtM8dxHKcZ4MbMcTYCRNJ8ZkXH2UDcmK0BEfHr4zQL1McTnGaOv6zrQUS2Bo4TkaK4tWwomVwr9wrFhiEix4jIEeH/tLoPRKSFiHSIW8faEJHs8LdZ3Ivpdh80Fs3ix2kiSoCTgXEiUhi3mA1BVVVEthWRAXFraSgishWAqlalw8NXl4Z0f7mJSB6wKdAD0qt1Fu7FF4FHROQeo7POEQAAIABJREFUESmOW1NdiMhmwJ9EpE+4F9P6N68PEdlMRH4B6XUfJCMifUVkp/XZNyN/mFSgqlOAc4FjgSMz3aAB2wHnikjruIWsiUQtGDhPRO6C9Hj4QoVgHxG5SUQuEZH8dH65iUipqq4CngAOF5Fd4taUQER6A48AtwP7Al2AK2MVVQci0h34O1YZuDbDDdpQYItQwUnL1lm4ruOAUeuzfyb+KE1G8g+sqlOBy4GjyVCDJiLDRSQfeByYA/QP69P1t+8X/p4DfC8io2LUUn1PiMhg4LfA10Av4GURKQgvt+w1HCIlRO9dETkUuE9EtlPVz4Abge5hW+xagQHAA6r6kKr+DJxGjb50eslmAXcBJwL/Aa4Xkb6ZZNBEZIiI7Aw8DWwOpGXrLLSAe2LXe6yIHL3Ox0izc4oNEZHEDxxeBt2BN1T1fRHZDnuR/QV4TFWXxyi1wYRW2FRgPnAR8EugUlVPDdslnW7qMH4yC3gQ+BuwLfCVqt4dtseiN4yfngL8S1UnhXWTgD7APuGFHBtJ9+4fgdnAAuAQYBp2HQEOUdVF8aisQUTaAHmq+m0wrj2B54CdVHWBiOSFVmWcGiW0xnNVtVxEugDHAcOB36jqZyLSEliaTs9QFBEpBZ7CjNiJwDLgj8AvVfWfcWpLECoFbYE3gVXA/wE/YO/bc1X1k4YeKyNqF6kg8jI4HTgLqAIeEJFTgXeBC4AzgYNjE7kOiEhbVf0J687pjHWVfA8cLSK/gfSqnYlIS1X9HvgTUArkAyOBi0XkQIhVbxYwCBgeXmCo6i+BucBrEohJW/TePR97ud6gqn/GWjzPYC+HzsCEuLUCqOpCVf02sQjMAxYEQzYSuFxECuJTWHNNVbU8/J0H3AdMBy4UkeOB32H3atoRnv/FwCVYj8xZ2DvgB+DQNBqjLFDVH7AhnbnA1cCeQCUwZl0O5MYsgogMA0YDu2C1hFXAjsDpqvovYALwj/gUNgwR6QpcIyLnq+p1wJfAJphh+x+wWzp5kYlIN6zisBdwN6Z1JvayyAV+lcqxvkjX4uYi0guYARwK9AV+ISItAFT1aOAkDaRKX7LO8H8nrPXYK7FNVWep6jRs3Pe3QM+4tNaHqlaFno6vRORwrDLznqquiFnaaqjqXFW9GhDgDuCVdGjpJhNakdeLyCVYa+wcrKfjG8xg/BKIdfqWUKfqDTwUHFPmA7dS05VfhI1TNryyoKob7YfQzZq0rhOwB/D3sHwadgOcELfehpwLkI1N7TMYmAz8Hhvzmxi29weGpove8H8WsBvwETYAfAPwh7BtNDAkhbqywt+9sVr4Q8CrYblH+P8soEXM168VcFH4/6pwz26HVQLOjJTLDX9zgE+BAXH/9knnkQ0UYq2H74Bdk++PdPpg3YzfAWPTSWfk+c8Lf7cEjgHeB27Dxv4T2zaPW2dkeQ/g18Cz2Lj+ryPb1um5j/1HSIcPsBewP9bkBTgCeDL8fwDWoukYt8613SDArlgC0IuBHcK632DdI+XAQXFrTdI7Cmt9nYI5fnQGrsAGgX8Ctk2hppZAdvi/fXgJbBdetDsCHwDbAMOw1nn3NLiODwBl2DhuYt0I4L0kg5YdrvVDcWtew73wW2DvuPU0QG9fYJeE9nQxZkHPfuFd9QpW+WoZjO9L4fl/IHE/RK99DDr3Dc/4U5iXZevwjE3HhneuSbo3GqQz9h8gposZbRUkPJXeAiZiNZouwBvhJvgP0C9uzQ04p+2x5vnhwE3YQO8JYVuvcG57xa0zondX4P9hA77XAc8D+4ZtfcP13zlFWlphXTEdw3J+0FMQKXMmcHH4v3WM1y167+4LfAy8n1RmBNZCO6KeY2SlUmu4nokXaHY9ZVsm9qmvTNw6k69bqnWu5Ry2BP4LbI3Fx96DdYEDdAXGYw42cevcBuuBGYM5pb0See77Y5XZ7dbr2HGfXAwXM/oyKMAGSFuGh+h3wRAMDwbtcKBX3JrrOY9uWMsh8fAdB5wf/m8B7BNu6Hb1nX+K9XbAHDpywvJZwNHh/9Kg9z6gU6r1AnnhenYBjgzrHgGejpT5JVabTPnLtq5rAXSMvIQfAqZHtm2DeQjG/rLFejweDZ8uYV12UplE125emutMPGux6Yxo6QlcH1k+FHg0srxHMBqbJ13jlD7/mFd4tOvwl8CfIstHYRWvbmE5d32/a6NyAElyYT4H66c9Dtg9rL8WG7+ZgNW+H1XVWbEJXjP7ALdgBg1gMXBECOxcimVX2ATLAFFN4vxTSXBUOAGrMY4My8VYqxg1r6sPse6GnOi+Ta1XRLJUdZWqzsGu6R4ism/QWy4ib4jIScCvgCfUqGxKTfXojN67d2P37gPBa+0o4AsReU9EbsU8w75W1co448pEZBBwIXA/5nj0roh0DbpyQplstbitVsDU4LyUrjor49SZxELgBBG5OSx/BGSJZfoRVX0ZeIfw/KtqVfib6ue/BDheRC4My18CRSLSNeh8CAsf6hT0la/vF21UxizyMtgZ2AE4D+uOu1RExqjqAsygLQR+jE3oGkh4sKnqnZgzwvkiMhozXo8DZ4kF+PbGjEOsMXGJl7Cq/hZzCz4E6yf/PfCJiNwRirbCWhspDUwPL9KBwf3/bqx7c29gD1U9DHgSe07OUtVXUqktSWfi3j0Pc1veI+i6WkQ2DVofxyo1hyfKx2F4g84BWNftG6r6gqqei8UPviUi3VS1IsRwVQaPtSeAC1R1rutcq+a8UAHcDTMUV6nq51i3/X5YCMb2wO6Ys0pcOkVVZxB6YUTkFOz5ygOOB3YRkW2BnYENj9VMZZMzrg+1u2dGYQOP0abu8djg4x4aaZKn8wcbc3oMq9V8hRnnIVg83DTgNeDguHUmXffJmJv7q+EG3gzrzpsarv8Bqb4nsIDiu4G3CWOKWIvxNqzrJtauuqR7dy+sBTs+LBdhLuJ3AP2T9otbd/dwXZ8h4j0L3Ax8C+SH5dbhXt3Rda6T7v2xluRNWOU74TRxXFj/NGEsKmad+2KVgweAz4FTsV6Za8O61xpLZ+w/SgouZvRlcCRwOubK/GQwAIkxnFMxJ5CidDdm2PjO+8BWYfk8LIfczmG5DdAm+fxj1NszGKt+WNzYDVg80fCwvQNhrCyVerEKwSfY4Pg94XNw5H64nTB+EvcH87BsGV5ezwIjwvp8bJzn3Jj1JSoHW4XnaovwW/8RC4TdMlK2f2If4BpgjOtcp3Moxlo4ifCAdljmnMsjZVpFzzcmna2Af2OeijlYj8y7RMKcqHG62mCdsf8wKbywWwFPRZavwWrfO0YMWmncOht4LvlYd8c2kXV/xLrxYvdYqkNv1/Dw9QvLecALWJ/+zql+4MLLKQsLW/hlWNcJq9X+DevCE6Br3NcuaNsLS0/VJ7zILgqGdpuwPZcYK2DUOBfsiXlXTsQ8684Pv/VELD/k0KTyAhS6znU/D+DPhMpsWLcf5tZ+S0JzGuhsGZ6nhHNHFnBGeE/9prF1NvsxsxBpPgT78VdE0rhcQRhExVyZUeuHTjsiGSlKRaSFqq7EIua3jWTyeAB7QGM/h4jeIhEpVBtf+ABz/uimlnfvDkzrPA13dapQowr7/Y8WkXZq6ZVewl5qBwLDVHVuHKmfkr9TVV8ErsdaZJ2wStj/sPHRAaparjEkvxWR9iJSEr67BAt+PUdVz8S6lX+JBe5ehXXTlYXzqXZG0BTktcwUnfUReZ56ikhR0PUZ8BexJOJgqequAP4KsTp6JTKQoKpLsJ6Px8K4YxXmuXgXIZNSo+qM23o3UY2grsweR2PjIjtSEwmfjwUYd0qlvvU8p/2wJvojwGFY19xzWHfdTVhzfr3iM5pI7/7YGNnzWNzYcKxCcRfWLfoeIbA7lfcEFo93crgPBmChGddjtci+mMF4EDg2Da7hQdF7E3sJf4yN87TB0lTF0iLDHHXOxmIYEy2Y+4hkbcCyt0xKlHedG3Tf7omlo7ofuCysux7rvr8RGzffJrpPTDr3wjLNPIBl6C8K76ePMUebL6npIm9Unc06a76IHIW9oL7HXlD7YM4eV2D532LNzN1QRKQPdkPcieWL/CN2Ds9hHksDgX+q6uuxiYwQPMTuxDQOw17C22IeS3tjel9U1b+nWNdYrPb9IDAWcwR6H0uhtTOWKeMgrJtxE8xdG03RQ5Lw/Aw13FZYZeBNzBnhR7WWxfNYYOyWqvpd2C9LQysilYjlyyzEUr5diXXX7a+qw8P2sViYyzhgVRwaM0lnfYhNVHsQ5rEsmFNFNlYp3BrLOr9EVd+MTSS1Zpe4D+sSH4zNejFRbCaSAqwn5rUmERB3zaMJawqnAf/C4oNuBf6J1WZ/EdanTSumDu0dsRqOYDXKN6ntfbk15hV4Zlwak/R2pianXn8siPcPke3/h2VG3yIsx1FzzMdahu2wCsAH2EsgUaHrEZbHYC7OKc1fF70m1AyKl2Lu9tcCHcK687HUT7F5KxJpDWJxjpOAC8PybVir+1qsNr6P61xn3ZtiFe8czAjPwyqrhHfCVlir7A5iTLOHGaztw/+tMC/qyRGdB2MVsXMIGV6a8lMrQDWTidZq1a7mYOxl/17Y/hvgBlU9McSLxBYn0gB2wIIgS1R1loi8AOwZxv4+VtV/i8hxWMbpycA3Gl88URY25vi5iBRhKbW+A/qEGJJ3VfX3YjPcviWWIX85UJFCjUNV9QMR+Qkb5N8UOFBtypG9ROR7VZ0W+voPD9s+TZU+qBVHNhHoG7S+gXWP3wdcKSI9sPGccRomBU317x6eryoR2RXz9vuj2HQtB4rIb1T1dLEJVVsAf1PVtyPPpOtsGJ2wMfGWqrowxJG+LTYLxvXA+2LB3AdjlbO4Ysk2BX4O4/iLxLL03yMiE1T1LuApEcnFMv+0BZY0qZq4ayGNVEOI1moT7t9/Bc6LrN8CuCdurQ09H6xWPomQXw8b23kmnEcirU6T13YaqDcbGzi/F+sCycNSg91I6B8P5XrEoG1rrKXVD+tGmgYcGrbtELZtFylfFON1vBzrOu6Gje1NxUJJCrAxk1Op8byN0+V6f6yytVdk3QisB+Raglt43J9M0ZmkOTGul4OFCp0WljfDvACj77TYvK8jOguwsbyDwvKuWCxk1P0+JT4Jsf94jXBRo4bsdGyA8UbM9X4OcHzYdhTwOtYcjt1tdS3ntEW4mU/AxscSsU8XAS+TwilRGqi3O5bX8FSsK2+3cJPfgHXnJAamU5ofDusGeSPyoPXBxsFewWYNn0FNktOUO1IkXwcsVGBsZHlLbFyvTVK5OLsYW2Axmj2wSuOO2DhUfjDAE0mDxNyZorMe7dsFo7sNFlR8YljfDxt3/k3cGoOeoVgM6b5YpXCfsH50eA+flEo9Gd/NqOHqich+mBHYAxsTaYkFEl8tIkOxC3yYpuFkegkiA/nXAvNVdYKIVGFpX6pU9ZrQbE+L3y04KhRghuFhVf2TiJyABacrcBl2LksglvxwhVjqpzNE5HlV/VJEbscMRBfgRlX9ONEllSJNwGq5Fg/DvD5XYhMSvqY2YeUXWCu3BAsjAFKfoiqp+20F5qE2Eevy/BEzFD1V9WgRmaE2w3nKyRSddZGkvQvWizAec1i6XEQqVfXe8C7rFpPMZLbFErGfKyKFwB/Ce+pFETkZu59TR9zWvZFqCF2xpu49YTkfe6Gej00v0gtoG7fOBpzHgPC3BAuKTXgtnYi1eA6JW2OS3k0SujGnmpGYATkOCyHYg5hbwVht9i6shbveGbmbUN99WGWgOCzfjHXTbB/+f5Y0yEiDtRRGhd+3CGtFJlrc/bDUarF10Waaznq0j8S8r0swI5ZIr7YnFnozIVI2zm7mIZjTVyIVWMKx63DMczyWNFrNImhaLSj3LMxJ4nC1oOJHsT7mKmChWhLhtEREskSkDfCBiDyKTQg6DZsAshJzJZ+OxW/EjojkBGeE2SLyR2zA+hpgJ6xF9iLWPTJfw10eI19gswsocGcYOE8LQousVFWPVdVlAKp6NtZyPAh7qR2iMQREB32JINidsOfpIixB9Laqeq2qvisih2DZaB5Ra02mnEzRuSbEkjlciY2LD8EM8SnBueIl4FIsWwkQT1B00Nkeqxg+hmX0WIy1yApU9VHMe3xZHNpir400co1hH2zA9/CwnEXM09s3UHcij9q5WBD0WZjx+iehNUYajvNh7sG3Y0lNn8YCOhOpgPLj1hfRKZh36yRgYNx6IrqOIcz+TGT2X+qZRysmjSOxANi+2Av2TKxycEDQehewX0K761wv7Z3D38OwcdyjwjtgSdAd+/xpQV/0PTUPa/UeAczGxqJzImVTfo2bRcssgar+DetavFFEDlHVKrW5vdIWEekEvC4iu2ApXtpiD+Vvsbi4a0SkLfZAxo6IDBCRt0WkJ5ZbcQbmqPIp5vjxcGhFrPe8ROuoZ7XrIklzeKk9XR8D/6eqn6RCVwOZAZSJyHCtGQe7mjDPWwKNKewisBP2cm2l1qJ5CktJtDewCzbI/3wauLVnis5aiEhHbBqn21X1MSyl2uZYy+cdrJXWMUaJAISemItE5GxVvRFz7MrHHD2WYp6jrRLl47jGzTIDiIjsBszU9J1YsxZic2mdho2d7I/dHCcCg4BKVf04RnmrISLXYQlvZ2Jjk/er6m0hU0G2qr6bYj27Y+mylqrqbWFdrRishHNNHfGIsRG6li7BrmUBlt1lABaAHlfcYOL6tNbgICEiV2K9Hger6tchVvBQ4JW4KgeZonNtiMVftse6EdthRngX7H2Qiw01xK5dLKfl1phjSi+sF6anql4dKtu9NcT0xqaxORqzTCLyUA7CukqGYjn3jlDV5+JVV5uIt2VigtNNgJOwGJij1fr2U61pG2xMcSKWkft1VT05bEvMDpz42xr4AxYDk1pPqyQiv3sJlvJrWNh0m9qEkCkPiI5oG4t50s3HWgcvYNd2Tyxn5Zcikp8G1zAjdDYUsckrB2IhLpeo6jUxSwJW87QkBEePwCoOJ6jqvbGJi5Lqfk3/rLFPOg+rnf0NGBm3nno0JsdGDcdiubaMQctgrLvj2LBcjE0AGE39lQgyboXFl6V87qykdVlr2h7WxzlGtjXmTdkVCxd4CvMMzMI87KYlluPSmEk6G3gu0XuiA5bfcO+4da1F5yDM6WuvuPQkf7xlFgNST2LYOmpAsXaFre37I113xRq88VKJWPLSMzFnmetVdV5o6XyOJTI+MZRrjY1BXKUpSsaaFEc2CqhQ1bfCcnIXaJ1doqnWGZYPwMZoPsfCWo5Q1a9EZBNV/Z+I9FHVL1OhLRN1rg2xKVxW86as61mL8/kXkVKtY0qsdNMZpVk5gKQrEdfh7mLzD+XWVU5VNeq8EOONnHCqaB+Wc8LfWvdLMGRZqTJkkeu4mYh0xlqw5wSdO4tIR1Utw5IdPxDRfh/w25gM2V+wlsJtInInmENH4ncOZSvD//uLSKcUGrICbIwWERkilnjgG8yRYiLmSfuViBwEXCo2N10chiwjdK4NERkIXC8imydvi9wv6fD8D8E8QVcjojPtbEfaCWpuhJe9hgfwIezhOyl4ByWXTYztFItNpxALQe/ewJNhUP20UKOsFe8U9FaJTcI5IEW69sIyyU/AMt9/Qs1UOHsFY1Cmqm8kZGLpgKY0tb6oTqhuOVao6o5YiqKdReSOUKZSRHIiZY/A0n+1SJVOLNlzfxGZQc3krrOpuaZ9RGQkljPyeY1vgspM0bk2ZmPDCBNEpH/yxsjz31JEto9UKpucpO+aDbQXkU0iFVmJlE089y1DCzj2Vhm4MWsyQgss0XrZHkvtdCj2YI4HThSRXpHyiRu5FRZ0HOfMtttj+S1PwlLrHI6l1ClOGLQkvc+kSFcPbI60AzGX4HJsTOwx7JrtSdI9rTYL8w+p0BdFzDHldKCtiHQOL9itgJ1E5LGgrSKUPQKbJudAVf0iVRrD90/BPClXqOosteQC92Lps34dPher6uRUvlwzUWcUiQTni8jmIjIs9BpMwFLtnS4W3pIok3ieSrE0fJWpNBKhoriLiJyIBez/hGWlqUhsr0PnFCyUKD1Y38E2/6xxoLQD5mq7bVjeD3OU2BubDPJQ7OV7C7BZZL+Ek8JOMWrvggXzDsRaO9OwqSaeI7QckvS+CuycAl2dsaSmJ2Puwe8BfcK23RPXPcbrVpezx3ZYsttx1MxR1gJL9ZVIunwo8BkhlVmKNQ/BcpYOwFJnvUrIxE5NqrJEmq240yelvc6I3rZYQvDeYfkK4B5qEgqUYHMU/hWLKUsEzJdimXNSNgN7ku7DsJ6j27DMHp9hrd2rsRjSnHTQWa/+uAU0xw82hnMXlp5mcFiXhc2+nFiehI3l9AvLLbGs/ik3ZIkXADbb8kTMQ6wQ69LpH7Y9Fl7Cm0X0vgnsmAJdiewd52Kxbd9EHqxtsalSesX9uwc9d2HT30zGHBT2w+IHjwS6JJXNCS+JzVKsMTf8vRe4JvxfgqUpej1ompysN4ZrmRE669CdFQzAP7CKbWcsnvA2YHgoMw7L8JOokLXEKmgpMxCR56tPeGcVRrbdhFVgdwnvrYQhLsXyRKaVIVN1Y9YUN0jiJbsn1sp6lJBCKfz/NDa1w5vAsMh+hxKZ+ysG3SOw1uSYsFwMvI11NQ4O57J52CZYMuFtUqBrXywrwj+xeLIbsGSm52DdeB8A+8f9uwett2PpyNoB/wNOCesPwZxVdo9bY9DTI/wdC5yTtO0mbB6tWJLFZqLOJF0JAzGAmhylHYKxuCQY33OxcJboPHrdU/E81aF3v3Adbwv375Cwfm/g6jrKDyFNw4bcNb8RCQP6FSKyB9Y8vxf4JVZDux3LZ3YP1j13u6o+G5fWBFLjXv8sNqYzTlXfCdt2xLp1fgZuUdWnIvvlaOhPb0JtHbH4oRNU9XMROR17KWRhBmMm8JGqvhKHe3CS12IOFibwJ6x1tlBVfxU8LL8TkR2AdzTFU80kIxa68DbW3b0F1go/BvuNp6nqioRbdpwu15misy5EZF/gAqxlsxOWlu4QbHzvMGwCy4c1JBmQmALkRaQv1vuyB2ZgtwcOCNd0WyzBwG7AMlUtT7frnIwbs0YgDOQuDDdBITaT7fuqOim8kK/AuhEuVctKEPtDmPhusazcS8O6h7F8a+O0xl28FBvf+SnVesXiw/6Gza77lthcbrdjhuyBqHFNNUmG7EjMyI7FsqI8qKpXhW0TgbfVnFRSGkOWrFVERmAv1hwsPms41tq9B+sKqwDOVNX/pVJfpumsj4j+u7AUWk+E98GF2Kzmx6rFwOXGYRyiRjN4JXfH0mb9E+vpOFpVZwZP6rlYt+PMVOnbUNybsXHoDXwtlifuZ2zakUEi0k5Vv8MmqByDeTC21BCMGGctJzx0ewGPi8iVYsGmR2Lzpz2U8MZS1cUact+lWm/43ieB0SIySFXLsa7acmBseFHEQsSQXYW9EPbEXgptgbki0lZEfo9lSngysl/KW2bht94fqwjsgKV8Gqo2ZccfgLtVdSzw6zgNRKboXAMD6/h/FTYnXXsgYdxSPUktoSI4QSzWdQg2prcY6w69EQs6nxl6la4DqjLJkIEbs0ZBVf+OTYUwLbRk/oY5UOwUlgXLHfeIqi6JT2mtAOgRwNmEhKHAWSIyRFUPwGrFj8enshaPY63FG0XkGqzVex1mNPrFKSwYst5Yjrpp2My692Ev4cuxVtruGgmSjoMQPnE45hH4AXbt3hILRu5OTV7Ir+JRaGSKzroI4QD3i8h4bGqkI0VkQmgJ5WIG7SRV/TmOLsVQEZwFfI2N298bKotPYWPSJ4tlVbkJuFVVv021xg3FuxkbEbFA499jD90YbHC1L/ZQnq+qL8aorQ/wnaouFZFNgIeBl9WyXnfCXsAFWBfZB2LTkkyLS28UEWmJJWEegiWTLca8G3cLLd84NCW8U6eq6kNicYXnYO74z2IzCawKZWNLGhy+vxi7LxOxbseo6iwRGYaFYixMjJPGSaboTJDcTSg2e8NoVb1QLIj7YczrcldsluiX49KJveurRGQq1m07QlU/FZF22DvqMGA58Kaqvpju42N1omnghdKcPlgtfQY1cS9DCF6AMevaHjMIgnUl3orFkSS8l9pjL5KJpPGEplit/V8J3TFrORr4MyFGDOvpeAHrEuse1sWWNDhJ6+nhvtwtLO+MBZ6nzWSlmaQzondboGX4vzsW8LxLWO6CzSgRm3ZqGiztw7Ofh3kqLqHGc7kPUBD3tdzQj7fMmoAwFnUv9pJbGLeeBCLSAvgPFuvyk4hchNWAL1PVj8SmRG+jqp/HKnQNiOVkzFPV2WmgpR2WuaMYC+QdiQVFdwWeVdX7Y5RXi+CIdAYWFvIfLOTh12oT2qYNmaIzgYjchvXEPIR11/XAZmA+UmPqNUgQcUgZi3narsSGO+7CKrcPYZMZnwwcpar/iU1sI+DGrIkQkX2A5ZrCnIANIQywX4fVKJdgN/MY4NxMv5njILx89wP2Ar5V1VNF5AHg1XQyZlDdjbcV0BqYq6r/jllSnaSzzoiB2AxzoPgJS2w9hpoJdnfHDHAsk1VK7XkH+2KxbUdgnqADsAQDp4Yxsl2xfJavxKG1MXFj1sSkY99zGNu7FXthLAEuBl7QNBkjy0SCt1gO1lVbquYZ6jRDQs/L9ZjzxFFYNozvRWQwFgt3GDbeNzUGbZtgrdm71GJetwIuV9V9w/YBWHKEO1R1qmTQ5KVrw70Zm5h0M2QAqpqYkfczrL//KjdkG4aat1gJ8EXCkEkaTpPhrDsi0kFEjhSbzaIzNcmuv8C67qqCk89/sSwfg4OhiCPh8QqsK7Fd8A79FCgWkQkAqjoD+BYLGQELHWgWeMtsIyZ0hS6LowbZ3EnHFrmzfojIUVg34htYGro9sGwe52BjY1+G3o53VHVRjDrztMaDdjI2Rc7vsfGxPTBD9zQ2ZjZeVf8Zl9amwI1YBo8dAAADQElEQVSZ4y9ex1kLIvJ/WFzjp5gzRS429lQhlvrpWsz9PuWBxlI7i8+OWDLgtlj+1Mew8IACzPguxrKTPJ9qnU2NGzPHcZw1EOLHfo0lQpiLJZEejyW9XgGcgI1LPReDtiLMi/JW4L9YtpmPsK7ErYPmh4E/q8WYJvLHNrsKrBszx3GcehCRDljX3AS1IOPTsJgtsCl+vgD+q6qvxmUgRORALLHxUmyC0n+FJAn7AFticWTvABdpEycHj5OctRdxHMfZaCnHkgy0x7oYJ2EzI/TE0tP9OVEwrpaOqj4jImVYq2xXLKnAbCx9VUfgIqBTczZk4N6MjuM49aKWv/AJYFQk2fVj2Jx6b8UqLoKqvop1fY4XkSOCzsWY48dyVZ0ep75U4N2MjuM4a0BEumGT1I7A5lc7ADgtHb2AQ7aPv2Czry8CnlbVv8YqKkW4MXMcx1kLIRXcdlh81jRVfSNmSfUiIgdhszacoKr/bo7OHnXhxsxxHKeZISJt0ikvbCpwY+Y4juNkPO4A4jiO42Q8bswcx3GcjMeNmeM4jpPxuDFzHMdxMh43Zo6TQkSklYicGrcOx2luuDFznNTSCnBj5jiNjBszx0kt1wG9ReRDEXlCRPZPbBCRh0RkPxEZLyLPichLIvK5iFwWKfMLEXkv7H+niGTHchaOk2a4MXOc1HIBMFNVtwRuw+acQkRKgZHAC6HcCOAoLOv5oSKylYhsDhwGbB/2rwxlHGejx7PmO05MqOobIvLHMM3IQcBTYa4pgFdVdQGAiDwN7ABUAMOBf4cyhVjCW8fZ6HFj5jjx8gDWujocOD6yPjk1jwIC/EVVL0yRNsfJGLyb0XFSy1KgRWT5PuAsAFX9JLJ+NxFpIyKFWJb2t4HXgENCS46wfdOUqHacNMdbZo6TQlR1gYi8LSIfAy+q6rki8inwbFLRt7BWWx/gYVV9H0BELgZeEZEsbOLI07CJGB1no8YTDTtOjIhIEfBfYJiqLg7rxgNbqerpcWpznEzCuxkdJyZEZFfgM+APCUPmOM764S0zx3EcJ+PxlpnjOI6T8bgxcxzHcTIeN2aO4zhOxuPGzHEcx8l43Jg5juM4GY8bM8dxHCfj+f8FHqI1JQK0AgAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x12f86f2b0>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1492,7 +2725,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 23,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.545585Z",
@@ -1521,11 +2754,12 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>mesure</th>\n",
        "      <th>c1</th>\n",
        "      <th>c2</th>\n",
        "      <th>c3</th>\n",
        "      <th>c4</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sum</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>type</th>\n",
@@ -1534,70 +2768,286 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>extension_1</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.976</td>\n",
-       "      <td>0.756</td>\n",
-       "      <td>0.962</td>\n",
-       "      <td>0.482</td>\n",
+       "      <td>0.204</td>\n",
+       "      <td>0.140</td>\n",
+       "      <td>0.060</td>\n",
+       "      <td>0.044</td>\n",
+       "      <td>0.1120</td>\n",
+       "      <td>0.448</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>extension_2</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.974</td>\n",
-       "      <td>0.750</td>\n",
-       "      <td>0.962</td>\n",
-       "      <td>0.484</td>\n",
+       "      <td>0.206</td>\n",
+       "      <td>0.140</td>\n",
+       "      <td>0.060</td>\n",
+       "      <td>0.044</td>\n",
+       "      <td>0.1125</td>\n",
+       "      <td>0.450</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>gen_country</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.906</td>\n",
-       "      <td>0.848</td>\n",
-       "      <td>0.958</td>\n",
-       "      <td>0.494</td>\n",
+       "      <th>normal</th>\n",
+       "      <td>0.210</td>\n",
+       "      <td>0.146</td>\n",
+       "      <td>0.058</td>\n",
+       "      <td>0.044</td>\n",
+       "      <td>0.1145</td>\n",
+       "      <td>0.458</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac</th>\n",
+       "      <td>3.784</td>\n",
+       "      <td>2.050</td>\n",
+       "      <td>1.480</td>\n",
+       "      <td>1.168</td>\n",
+       "      <td>2.1205</td>\n",
+       "      <td>8.482</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dev_du_ext_2</th>\n",
+       "      <td>3.732</td>\n",
+       "      <td>1.974</td>\n",
+       "      <td>1.532</td>\n",
+       "      <td>1.294</td>\n",
+       "      <td>2.1330</td>\n",
+       "      <td>8.532</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>str_object</th>\n",
+       "      <td>3.894</td>\n",
+       "      <td>2.104</td>\n",
+       "      <td>1.430</td>\n",
+       "      <td>1.156</td>\n",
+       "      <td>2.1460</td>\n",
+       "      <td>8.584</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inra_ext_2</th>\n",
+       "      <td>3.872</td>\n",
+       "      <td>1.970</td>\n",
+       "      <td>1.518</td>\n",
+       "      <td>1.284</td>\n",
+       "      <td>2.1610</td>\n",
+       "      <td>8.644</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac_gen_region</th>\n",
+       "      <td>3.838</td>\n",
+       "      <td>2.112</td>\n",
+       "      <td>1.586</td>\n",
+       "      <td>1.258</td>\n",
+       "      <td>2.1985</td>\n",
+       "      <td>8.794</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac_ext_2</th>\n",
+       "      <td>3.870</td>\n",
+       "      <td>2.112</td>\n",
+       "      <td>1.574</td>\n",
+       "      <td>1.250</td>\n",
+       "      <td>2.2015</td>\n",
+       "      <td>8.806</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dev_du_gen_country</th>\n",
+       "      <td>3.810</td>\n",
+       "      <td>2.204</td>\n",
+       "      <td>1.490</td>\n",
+       "      <td>1.322</td>\n",
+       "      <td>2.2065</td>\n",
+       "      <td>8.826</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac_gen_country</th>\n",
+       "      <td>3.826</td>\n",
+       "      <td>2.050</td>\n",
+       "      <td>1.578</td>\n",
+       "      <td>1.396</td>\n",
+       "      <td>2.2125</td>\n",
+       "      <td>8.850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inra_gen_region</th>\n",
+       "      <td>3.910</td>\n",
+       "      <td>2.104</td>\n",
+       "      <td>1.546</td>\n",
+       "      <td>1.296</td>\n",
+       "      <td>2.2140</td>\n",
+       "      <td>8.856</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac_gen_country</th>\n",
+       "      <td>3.820</td>\n",
+       "      <td>2.166</td>\n",
+       "      <td>1.568</td>\n",
+       "      <td>1.316</td>\n",
+       "      <td>2.2175</td>\n",
+       "      <td>8.870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dev_du_gen_region</th>\n",
+       "      <td>3.944</td>\n",
+       "      <td>2.212</td>\n",
+       "      <td>1.438</td>\n",
+       "      <td>1.284</td>\n",
+       "      <td>2.2195</td>\n",
+       "      <td>8.878</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac_ext_1</th>\n",
+       "      <td>3.922</td>\n",
+       "      <td>2.012</td>\n",
+       "      <td>1.630</td>\n",
+       "      <td>1.338</td>\n",
+       "      <td>2.2255</td>\n",
+       "      <td>8.902</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac_ext_1</th>\n",
+       "      <td>3.960</td>\n",
+       "      <td>2.084</td>\n",
+       "      <td>1.610</td>\n",
+       "      <td>1.302</td>\n",
+       "      <td>2.2390</td>\n",
+       "      <td>8.956</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac_ext_2</th>\n",
+       "      <td>3.986</td>\n",
+       "      <td>2.002</td>\n",
+       "      <td>1.666</td>\n",
+       "      <td>1.372</td>\n",
+       "      <td>2.2565</td>\n",
+       "      <td>9.026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac_gen_region</th>\n",
+       "      <td>3.980</td>\n",
+       "      <td>2.060</td>\n",
+       "      <td>1.678</td>\n",
+       "      <td>1.358</td>\n",
+       "      <td>2.2690</td>\n",
+       "      <td>9.076</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac</th>\n",
+       "      <td>4.126</td>\n",
+       "      <td>2.134</td>\n",
+       "      <td>1.692</td>\n",
+       "      <td>1.348</td>\n",
+       "      <td>2.3250</td>\n",
+       "      <td>9.300</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inra_gen_country</th>\n",
+       "      <td>4.024</td>\n",
+       "      <td>2.370</td>\n",
+       "      <td>1.534</td>\n",
+       "      <td>1.388</td>\n",
+       "      <td>2.3290</td>\n",
+       "      <td>9.316</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ext_2</th>\n",
+       "      <td>4.376</td>\n",
+       "      <td>2.150</td>\n",
+       "      <td>1.782</td>\n",
+       "      <td>1.550</td>\n",
+       "      <td>2.4645</td>\n",
+       "      <td>9.858</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dev_du</th>\n",
+       "      <td>4.450</td>\n",
+       "      <td>2.138</td>\n",
+       "      <td>1.726</td>\n",
+       "      <td>1.558</td>\n",
+       "      <td>2.4680</td>\n",
+       "      <td>9.872</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>gen_region</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.964</td>\n",
-       "      <td>0.870</td>\n",
-       "      <td>0.984</td>\n",
-       "      <td>0.502</td>\n",
+       "      <td>4.376</td>\n",
+       "      <td>2.248</td>\n",
+       "      <td>1.762</td>\n",
+       "      <td>1.540</td>\n",
+       "      <td>2.4815</td>\n",
+       "      <td>9.926</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>normal</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.978</td>\n",
-       "      <td>0.812</td>\n",
-       "      <td>0.966</td>\n",
-       "      <td>0.484</td>\n",
+       "      <th>ext_1</th>\n",
+       "      <td>4.474</td>\n",
+       "      <td>2.190</td>\n",
+       "      <td>1.816</td>\n",
+       "      <td>1.546</td>\n",
+       "      <td>2.5065</td>\n",
+       "      <td>10.026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inra</th>\n",
+       "      <td>4.568</td>\n",
+       "      <td>2.190</td>\n",
+       "      <td>1.830</td>\n",
+       "      <td>1.576</td>\n",
+       "      <td>2.5410</td>\n",
+       "      <td>10.164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>gen_country</th>\n",
+       "      <td>4.622</td>\n",
+       "      <td>2.592</td>\n",
+       "      <td>1.826</td>\n",
+       "      <td>1.686</td>\n",
+       "      <td>2.6815</td>\n",
+       "      <td>10.726</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                             mesure     c1     c2     c3     c4\n",
-       "type                                                           \n",
-       "extension_1  WeisfeleirLehmanKernel  0.976  0.756  0.962  0.482\n",
-       "extension_2  WeisfeleirLehmanKernel  0.974  0.750  0.962  0.484\n",
-       "gen_country  WeisfeleirLehmanKernel  0.906  0.848  0.958  0.494\n",
-       "gen_region   WeisfeleirLehmanKernel  0.964  0.870  0.984  0.502\n",
-       "normal       WeisfeleirLehmanKernel  0.978  0.812  0.966  0.484"
+       "                                 c1     c2     c3     c4    mean     sum\n",
+       "type                                                                    \n",
+       "extension_1                   0.204  0.140  0.060  0.044  0.1120   0.448\n",
+       "extension_2                   0.206  0.140  0.060  0.044  0.1125   0.450\n",
+       "normal                        0.210  0.146  0.058  0.044  0.1145   0.458\n",
+       "biotex_lda_bvlac              3.784  2.050  1.480  1.168  2.1205   8.482\n",
+       "dev_du_ext_2                  3.732  1.974  1.532  1.294  2.1330   8.532\n",
+       "str_object                    3.894  2.104  1.430  1.156  2.1460   8.584\n",
+       "inra_ext_2                    3.872  1.970  1.518  1.284  2.1610   8.644\n",
+       "biotex_lda_bvlac_gen_region   3.838  2.112  1.586  1.258  2.1985   8.794\n",
+       "biotex_lda_bvlac_ext_2        3.870  2.112  1.574  1.250  2.2015   8.806\n",
+       "dev_du_gen_country            3.810  2.204  1.490  1.322  2.2065   8.826\n",
+       "biotex_bvlac_gen_country      3.826  2.050  1.578  1.396  2.2125   8.850\n",
+       "inra_gen_region               3.910  2.104  1.546  1.296  2.2140   8.856\n",
+       "biotex_lda_bvlac_gen_country  3.820  2.166  1.568  1.316  2.2175   8.870\n",
+       "dev_du_gen_region             3.944  2.212  1.438  1.284  2.2195   8.878\n",
+       "biotex_bvlac_ext_1            3.922  2.012  1.630  1.338  2.2255   8.902\n",
+       "biotex_lda_bvlac_ext_1        3.960  2.084  1.610  1.302  2.2390   8.956\n",
+       "biotex_bvlac_ext_2            3.986  2.002  1.666  1.372  2.2565   9.026\n",
+       "biotex_bvlac_gen_region       3.980  2.060  1.678  1.358  2.2690   9.076\n",
+       "biotex_bvlac                  4.126  2.134  1.692  1.348  2.3250   9.300\n",
+       "inra_gen_country              4.024  2.370  1.534  1.388  2.3290   9.316\n",
+       "ext_2                         4.376  2.150  1.782  1.550  2.4645   9.858\n",
+       "dev_du                        4.450  2.138  1.726  1.558  2.4680   9.872\n",
+       "gen_region                    4.376  2.248  1.762  1.540  2.4815   9.926\n",
+       "ext_1                         4.474  2.190  1.816  1.546  2.5065  10.026\n",
+       "inra                          4.568  2.190  1.830  1.576  2.5410  10.164\n",
+       "gen_country                   4.622  2.592  1.826  1.686  2.6815  10.726"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "data.groupby(\"type\",as_index=True).max()"
+    "data.groupby(\"type\",as_index=True).sum().sort_values(\"sum\")"
    ]
   },
   {
diff --git a/notebooks/MatchingAnalysis/MADA_growth_criteria.pdf b/notebooks/MatchingAnalysis/MADA_growth_criteria.pdf
index 1e814e3ac5479856a1fdd4df572affada3823edf..af5d011f655f22b1ea9c2700cce35a10227f99ff 100644
Binary files a/notebooks/MatchingAnalysis/MADA_growth_criteria.pdf and b/notebooks/MatchingAnalysis/MADA_growth_criteria.pdf differ
diff --git a/notebooks/MatchingAnalysis/Result_AnaysisV2_MADA.ipynb b/notebooks/MatchingAnalysis/Result_AnaysisV2_MADA.ipynb
index 836ce6f015255c22c9e87f85a4eea3d0aa3b0939..dcbb6caf95d7abe25da059ca880e9202cfda9b35 100644
--- a/notebooks/MatchingAnalysis/Result_AnaysisV2_MADA.ipynb
+++ b/notebooks/MatchingAnalysis/Result_AnaysisV2_MADA.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 60,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-28T05:03:07.327486Z",
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 113,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-28T05:03:09.093753Z",
@@ -36,7 +36,7 @@
    },
    "outputs": [],
    "source": [
-    "data=pd.read_csv(\"../../final_test.csv\",index_col=0)\n",
+    "data=pd.read_csv(\"../../agromad_05_mean_nbpoint.csv\",index_col=0)\n",
     "data=data[data.mesure != \"BP\"]\n",
     "data[\"mean\"]=np.mean(data[\"c1 c2 c3 c4\".split()].values,axis=1)\n",
     "data[\"sum\"]=np.sum(data[\"c1 c2 c3 c4\".split()].values,axis=1)\n",
@@ -47,13 +47,748 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 114,
    "metadata": {},
    "outputs": [],
    "source": [
     "data=data[data.type != \"all\"]"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data2 = data.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style  type=\"text/css\" >\n",
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+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
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+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col12 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >6</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col1\" class=\"data row0 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.664</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.246</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.342</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.194</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.3615</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.446</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.0664</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.0984</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.1368</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row0_col12\" class=\"data row0 col12\" >0.321</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >3</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col1\" class=\"data row1 col1\" >inra</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.732</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.23</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.336</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.19</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.372</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.488</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.0732</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.092</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.019</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row1_col12\" class=\"data row1 col12\" >0.3186</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >101</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col1\" class=\"data row2 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.724</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.226</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.336</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.19</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.369</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.476</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.0724</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.019</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row2_col12\" class=\"data row2 col12\" >0.3162</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >137</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col0\" class=\"data row3 col0\" >MCS</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col1\" class=\"data row3 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.69</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.228</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.334</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.3625</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.45</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.069</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.0912</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.1336</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row3_col12\" class=\"data row3 col12\" >0.3136</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >106</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col0\" class=\"data row4 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col1\" class=\"data row4 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.744</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.22</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.326</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.372</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.488</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.0744</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.088</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.1304</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row4_col12\" class=\"data row4 col12\" >0.3126</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >92</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col0\" class=\"data row5 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col1\" class=\"data row5 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.736</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.216</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.328</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.3695</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.478</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.0736</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.0864</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.1312</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row5_col12\" class=\"data row5 col12\" >0.311</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >73</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col0\" class=\"data row6 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col1\" class=\"data row6 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.726</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.214</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.334</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.192</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.3665</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.466</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.0726</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.0856</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.1336</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.0192</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.311</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >51</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col0\" class=\"data row7 col0\" >MCS</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col1\" class=\"data row7 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.7</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.216</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.332</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3615</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.446</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.07</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.0864</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.1328</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.309</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >67</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col0\" class=\"data row8 col0\" >BOW</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col1\" class=\"data row8 col1\" >str_object</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.732</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.208</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.332</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3675</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.47</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.0732</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.0832</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.1328</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.309</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >134</th>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col0\" class=\"data row9 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col1\" class=\"data row9 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.71</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.23</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.316</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.194</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.3625</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.45</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.071</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.092</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.1264</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_6958a7d0_4af9_11e9_9cd7_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.3088</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x13d4df3c8>"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[\"c1_w\"]=data.c1.apply(lambda x: 0.1*x)\n",
+    "data[\"c2_w\"]=data.c2.apply(lambda x: 0.4*x)\n",
+    "data[\"c3_w\"]=data.c3.apply(lambda x: 0.4*x)\n",
+    "data[\"c4_w\"]=data.c4.apply(lambda x: 0.1*x)\n",
+    "data[\"sum_w\"]=np.sum(data[\"c1_w c2_w c3_w c4_w\".split()].values,axis=1)\n",
+    "colorize(data.sort_values(\"sum\",ascending=False).head(10).sort_values(\"sum_w\",ascending=False),\"c1_w c2_w c3_w c4_w sum_w\".split())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style  type=\"text/css\" >\n",
+       "    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col8 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col12 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col9 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col10 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col8 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col9 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col10 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col12 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >3</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col1\" class=\"data row0 col1\" >inra</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.732</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.23</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.336</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.19</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.372</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.488</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.2928</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.023</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.019</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row0_col12\" class=\"data row0 col12\" >0.4692</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >106</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col1\" class=\"data row1 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.744</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.22</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.326</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.372</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.488</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.2976</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.022</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.1304</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row1_col12\" class=\"data row1 col12\" >0.4698</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >92</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col1\" class=\"data row2 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.736</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.216</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.328</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.3695</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.478</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.2944</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.0216</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.1312</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row2_col12\" class=\"data row2 col12\" >0.467</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >101</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col0\" class=\"data row3 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col1\" class=\"data row3 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.724</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.226</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.336</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.19</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.369</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.476</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.2896</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.0226</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.019</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row3_col12\" class=\"data row3 col12\" >0.4656</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >67</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col0\" class=\"data row4 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col1\" class=\"data row4 col1\" >str_object</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.732</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.208</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.332</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.3675</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.47</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.2928</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.0208</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.1328</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row4_col12\" class=\"data row4 col12\" >0.4662</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >73</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col0\" class=\"data row5 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col1\" class=\"data row5 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.726</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.214</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.334</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.192</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.3665</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.466</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.2904</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.0214</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.1336</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.0192</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row5_col12\" class=\"data row5 col12\" >0.4646</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >137</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col0\" class=\"data row6 col0\" >MCS</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col1\" class=\"data row6 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.69</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.228</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.334</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.3625</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.45</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.276</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.0228</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.1336</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.4522</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >134</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col0\" class=\"data row7 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col1\" class=\"data row7 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.71</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.23</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.316</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3625</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.45</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.284</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.023</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.1264</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.4528</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >51</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col0\" class=\"data row8 col0\" >MCS</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col1\" class=\"data row8 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.7</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.216</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.332</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3615</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.446</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.28</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.0216</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.1328</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.4542</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >6</th>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col0\" class=\"data row9 col0\" >BOW</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col1\" class=\"data row9 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.664</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.246</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.342</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.194</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.3615</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.446</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.2656</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.0246</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.1368</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_697ca87e_4af9_11e9_8dca_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.4464</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x13c511c88>"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[\"c1_w\"]=data.c1.apply(lambda x: 0.4*x)\n",
+    "data[\"c2_w\"]=data.c2.apply(lambda x: 0.1*x)\n",
+    "data[\"c3_w\"]=data.c3.apply(lambda x: 0.4*x)\n",
+    "data[\"c4_w\"]=data.c4.apply(lambda x: 0.1*x)\n",
+    "data[\"sum_w\"]=np.sum(data[\"c1_w c2_w c3_w c4_w\".split()].values,axis=1)\n",
+    "colorize(data.sort_values(\"sum\",ascending=False).head(10),\"c1_w c2_w c3_w c4_w sum_w\".split())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style  type=\"text/css\" >\n",
+       "    #T_69a12140_4af9_11e9_9621_6a0002e84820row0_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row0_col12 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row1_col8 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row1_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row1_col12 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row2_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row3_col11 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row4_col9 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row4_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row6_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row7_col10 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row8_col11 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row9_col8 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row9_col9 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row9_col10 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_69a12140_4af9_11e9_9621_6a0002e84820row9_col12 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_69a12140_4af9_11e9_9621_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >3</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col1\" class=\"data row0 col1\" >inra</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.732</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.23</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.336</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.19</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.372</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.488</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.732</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.23</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.336</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.19</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.488</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >106</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col1\" class=\"data row1 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.744</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.22</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.326</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.372</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.488</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.744</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.22</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.326</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.488</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >92</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col1\" class=\"data row2 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.736</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.216</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.328</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.3695</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.478</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.736</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.216</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.328</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row2_col12\" class=\"data row2 col12\" >1.478</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >101</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col0\" class=\"data row3 col0\" >BOW</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col1\" class=\"data row3 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.724</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.226</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.336</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.19</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.369</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.476</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.724</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.226</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.336</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.19</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row3_col12\" class=\"data row3 col12\" >1.476</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >67</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col0\" class=\"data row4 col0\" >BOW</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col1\" class=\"data row4 col1\" >str_object</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.732</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.208</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.332</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.3675</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.47</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.732</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.208</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.332</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row4_col12\" class=\"data row4 col12\" >1.47</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >73</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col0\" class=\"data row5 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col1\" class=\"data row5 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.726</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.214</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.334</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.192</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.3665</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.466</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.726</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.214</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.334</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.192</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row5_col12\" class=\"data row5 col12\" >1.466</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >137</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col0\" class=\"data row6 col0\" >MCS</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col1\" class=\"data row6 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.69</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.228</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.334</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.3625</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.45</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.69</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.228</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.334</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row6_col12\" class=\"data row6 col12\" >1.45</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >134</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col0\" class=\"data row7 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col1\" class=\"data row7 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.71</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.23</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.316</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3625</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.45</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.71</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.23</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.316</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.194</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row7_col12\" class=\"data row7 col12\" >1.45</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >51</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col0\" class=\"data row8 col0\" >MCS</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col1\" class=\"data row8 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.7</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.216</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.332</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3615</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.446</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.7</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.216</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.332</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.198</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row8_col12\" class=\"data row8 col12\" >1.446</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_69a12140_4af9_11e9_9621_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >6</th>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col0\" class=\"data row9 col0\" >BOW</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col1\" class=\"data row9 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.664</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.246</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.342</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.194</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.3615</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.446</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.664</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.246</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.342</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.194</td>\n",
+       "                        <td id=\"T_69a12140_4af9_11e9_9621_6a0002e84820row9_col12\" class=\"data row9 col12\" >1.446</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x13d4dfc50>"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data[\"c1_w\"]=data.c1.apply(lambda x: 1*x)\n",
+    "data[\"c2_w\"]=data.c2.apply(lambda x: 1*x)\n",
+    "data[\"c3_w\"]=data.c3.apply(lambda x: 1*x)\n",
+    "data[\"c4_w\"]=data.c4.apply(lambda x: 1*x)\n",
+    "data[\"sum_w\"]=np.sum(data[\"c1_w c2_w c3_w c4_w\".split()].values,axis=1)\n",
+    "colorize(data.sort_values(\"sum\",ascending=False).head(10),\"c1_w c2_w c3_w c4_w sum_w\".split())"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -67,7 +802,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 119,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.491478Z",
@@ -108,7 +843,7 @@
     "def colorize(df,fields):\n",
     "    return df.style.apply(highlight_max,subset=fields).apply(highlight_min,subset=fields)\n",
     "\n",
-    "to_colorize=\"c1 c2 c3 c4 sum\".split()"
+    "to_colorize=\"c1 c2 c3 c4 mean sum\".split()"
    ]
   },
   {
@@ -122,7 +857,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 120,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.899176Z",
@@ -134,132 +869,193 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row0_col3 {\n",
+       "    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col0 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col2 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col0 {\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col4 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col5 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col3 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col1 {\n",
+       "            background-color:  yellow;\n",
+       "            : ;\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col0 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col1 {\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col1 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col2 {\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col2 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col3 {\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col3 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col5 {\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col4 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row5_col5 {\n",
-       "            background-color:  yellow;\n",
+       "        }    #T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col5 {\n",
        "            : ;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row6_col0 {\n",
-       "            background-color:  yellow;\n",
-       "            : ;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row7_col1 {\n",
-       "            background-color:  yellow;\n",
-       "            : ;\n",
-       "        }    #T_fa7389a2_43d2_11e9_991b_6a0002e84820row7_col2 {\n",
-       "            background-color:  yellow;\n",
-       "            : ;\n",
-       "        }</style><table id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >c1</th>        <th class=\"col_heading level0 col1\" >c2</th>        <th class=\"col_heading level0 col2\" >c3</th>        <th class=\"col_heading level0 col3\" >c4</th>        <th class=\"col_heading level0 col4\" >mean</th>        <th class=\"col_heading level0 col5\" >sum</th>    </tr>    <tr>        <th class=\"index_name level0\" >mesure</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >c1</th>        <th class=\"col_heading level0 col1\" >c2</th>        <th class=\"col_heading level0 col2\" >c3</th>        <th class=\"col_heading level0 col3\" >c4</th>        <th class=\"col_heading level0 col4\" >mean</th>        <th class=\"col_heading level0 col5\" >sum</th>        <th class=\"col_heading level0 col6\" >c1_w</th>        <th class=\"col_heading level0 col7\" >c2_w</th>        <th class=\"col_heading level0 col8\" >c3_w</th>        <th class=\"col_heading level0 col9\" >c4_w</th>        <th class=\"col_heading level0 col10\" >sum_w</th>    </tr>    <tr>        <th class=\"index_name level0\" >mesure</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >BOW</th>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row0_col0\" class=\"data row0 col0\" >0.158</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row0_col1\" class=\"data row0 col1\" >0.088</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.15925</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.064</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.117313</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.46925</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >DeepWalk</th>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row1_col0\" class=\"data row1 col0\" >0.1425</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row1_col1\" class=\"data row1 col1\" >0.12375</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.15875</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.02</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.11125</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.445</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >Graph2Vec</th>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col0\" class=\"data row2 col0\" >0.00775</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col1\" class=\"data row2 col1\" >0.00775</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.00875</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.0005</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.0061875</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.02475</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >GraphEditDistance</th>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row3_col0\" class=\"data row3 col0\" >0.141333</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row3_col1\" class=\"data row3 col1\" >0.0846667</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.158667</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.06</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.111167</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.444667</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >Jaccard</th>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row4_col0\" class=\"data row4 col0\" >0.156</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row4_col1\" class=\"data row4 col1\" >0.091</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.156</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.0575</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.115125</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.4605</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >MCS</th>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row5_col0\" class=\"data row5 col0\" >0.156889</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row5_col1\" class=\"data row5 col1\" >0.0911111</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.158889</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.0626667</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.117389</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.469556</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >VertexEdgeOverlap</th>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row6_col0\" class=\"data row6 col0\" >0.15925</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row6_col1\" class=\"data row6 col1\" >0.089</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.15925</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.0615</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.11725</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.469</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >WeisfeleirLehmanKernel</th>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row7_col0\" class=\"data row7 col0\" >0.142</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row7_col1\" class=\"data row7 col1\" >0.1595</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.16</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.004</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.116375</td>\n",
-       "                        <td id=\"T_fa7389a2_43d2_11e9_991b_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.4655</td>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >BOW</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col0\" class=\"data row0 col0\" >0.667391</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col1\" class=\"data row0 col1\" >0.215652</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.324174</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.193739</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.350239</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col5\" class=\"data row0 col5\" >1.40096</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.667391</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col7\" class=\"data row0 col7\" >0.215652</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.324174</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.193739</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row0_col10\" class=\"data row0 col10\" >1.40096</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >VertexEdgeOverlap</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col0\" class=\"data row1 col0\" >0.664609</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col1\" class=\"data row1 col1\" >0.212174</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.316174</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.194435</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.346848</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col5\" class=\"data row1 col5\" >1.38739</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.664609</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col7\" class=\"data row1 col7\" >0.212174</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.316174</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.194435</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row1_col10\" class=\"data row1 col10\" >1.38739</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >MCS</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col0\" class=\"data row2 col0\" >0.649913</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col1\" class=\"data row2 col1\" >0.215304</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.318174</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.194696</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.344522</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col5\" class=\"data row2 col5\" >1.37809</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.649913</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col7\" class=\"data row2 col7\" >0.215304</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.318174</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.194696</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row2_col10\" class=\"data row2 col10\" >1.37809</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >Jaccard</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col0\" class=\"data row3 col0\" >0.609043</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col1\" class=\"data row3 col1\" >0.217217</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.303739</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.182957</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.328239</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col5\" class=\"data row3 col5\" >1.31296</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.609043</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col7\" class=\"data row3 col7\" >0.217217</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.303739</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.182957</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row3_col10\" class=\"data row3 col10\" >1.31296</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >DeepWalk</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col0\" class=\"data row4 col0\" >0.463217</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col1\" class=\"data row4 col1\" >0.348609</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.127043</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.060087</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.249739</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.998957</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.463217</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col7\" class=\"data row4 col7\" >0.348609</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.127043</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.060087</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.998957</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >WeisfeleirLehmanKernel</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col0\" class=\"data row5 col0\" >0.352435</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col1\" class=\"data row5 col1\" >0.541913</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.0561739</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.00417391</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.238674</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.954696</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.352435</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col7\" class=\"data row5 col7\" >0.541913</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.0561739</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.00417391</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.954696</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >GraphEditDistance</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col0\" class=\"data row6 col0\" >0.372727</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col1\" class=\"data row6 col1\" >0.144182</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.150545</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.107091</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.193636</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.774545</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.372727</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col7\" class=\"data row6 col7\" >0.144182</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.150545</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.107091</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.774545</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >PolyIntersect</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col0\" class=\"data row7 col0\" >0.1696</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col1\" class=\"data row7 col1\" >0.1124</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.0596</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.0408</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.0956</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.3824</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.1696</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col7\" class=\"data row7 col7\" >0.1124</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.0596</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.0408</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.3824</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >Graph2Vec</th>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col0\" class=\"data row8 col0\" >0.0206087</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col1\" class=\"data row8 col1\" >0.0264348</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.00243478</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col3\" class=\"data row8 col3\" >0</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.0123696</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.0494783</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.0206087</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col7\" class=\"data row8 col7\" >0.0264348</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.00243478</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col9\" class=\"data row8 col9\" >0</td>\n",
+       "                        <td id=\"T_6afb48ae_4af9_11e9_8332_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.0494783</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x12c4d2518>"
+       "<pandas.io.formats.style.Styler at 0x13c658668>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 120,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "colorize(data.groupby(\"mesure\").mean(),to_colorize)"
+    "colorize(data.groupby(\"mesure\").mean().sort_values(\"sum\",ascending=False),to_colorize)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 123,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.910426Z",
@@ -271,18 +1067,16 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "mesure,c1,c2,c3,c4,mean,sum\n",
-      "BOW,0.9536363636363635,0.26,0.926,0.47309090909090923,0.6531818181818182,2.612727272727273\n",
-      "BagOfCliques,0.8932,0.3072000000000001,0.8187999999999999,0.3532,0.5931,2.3724\n",
-      "GraphEditDistance,0.918909090909091,0.22709090909090907,0.8918181818181818,0.45818181818181825,0.624,2.496\n",
-      "GraphEditDistanceW,0.9263333333333333,0.19999999999999998,0.9010000000000001,0.46933333333333355,0.6241666666666666,2.4966666666666666\n",
-      "GreedyEditDistance,0.03153846153846155,0.04723076923076925,0.07230769230769234,0.012461538461538467,0.040884615384615394,0.16353846153846158\n",
-      "HED,0.8876363636363638,0.23709090909090905,0.8260000000000002,0.36363636363636354,0.5785909090909092,2.3143636363636366\n",
-      "Jaccard,0.938,0.4325999999999999,0.9051999999999998,0.2934,0.6422999999999999,2.5691999999999995\n",
-      "MCS,0.9432000000000003,0.42780000000000007,0.9067999999999998,0.3686,0.6616,2.6464\n",
-      "PolyIntersect,0.584,0.4743999999999998,0.6971999999999999,0.12759999999999994,0.47079999999999994,1.8831999999999998\n",
-      "VertexEdgeOverlap,0.9458,0.35879999999999995,0.8927999999999997,0.35740000000000005,0.6386999999999998,2.5547999999999993\n",
-      "WeisfeleirLehmanKernel,0.5941666666666666,0.7626666666666663,0.8313333333333327,0.004000000000000001,0.5480416666666664,2.1921666666666657\n",
+      "mesure,c1,c2,c3,c4,mean,sum,c1_w,c2_w,c3_w,c4_w,sum_w\n",
+      "BOW,0.6673913043478259,0.2156521739130435,0.32417391304347826,0.19373913043478247,0.35023913043478255,1.4009565217391302,0.6673913043478259,0.2156521739130435,0.32417391304347826,0.19373913043478247,1.4009565217391302\n",
+      "DeepWalk,0.4632173913043479,0.3486086956521738,0.12704347826086956,0.06008695652173916,0.24973913043478255,0.9989565217391302,0.4632173913043479,0.3486086956521738,0.12704347826086956,0.06008695652173916,0.9989565217391302\n",
+      "Graph2Vec,0.020608695652173922,0.026434782608695667,0.0024347826086956524,0.0,0.01236956521739131,0.04947826086956524,0.020608695652173922,0.026434782608695667,0.0024347826086956524,0.0,0.04947826086956524\n",
+      "GraphEditDistance,0.3727272727272727,0.14418181818181813,0.1505454545454545,0.10709090909090904,0.19363636363636358,0.7745454545454543,0.3727272727272727,0.14418181818181813,0.1505454545454545,0.10709090909090904,0.7745454545454543\n",
+      "Jaccard,0.6090434782608696,0.21721739130434783,0.30373913043478257,0.1829565217391303,0.3282391304347826,1.3129565217391304,0.6090434782608696,0.21721739130434783,0.30373913043478257,0.1829565217391303,1.3129565217391304\n",
+      "MCS,0.6499130434782606,0.21530434782608693,0.31817391304347814,0.19469565217391296,0.34452173913043466,1.3780869565217386,0.6499130434782606,0.21530434782608693,0.31817391304347814,0.19469565217391296,1.3780869565217386\n",
+      "PolyIntersect,0.1695999999999998,0.11239999999999999,0.05960000000000001,0.04080000000000001,0.09559999999999996,0.38239999999999985,0.1695999999999998,0.11239999999999999,0.05960000000000001,0.04080000000000001,0.38239999999999985\n",
+      "VertexEdgeOverlap,0.6646086956521736,0.21217391304347827,0.31617391304347825,0.1944347826086955,0.34684782608695647,1.3873913043478259,0.6646086956521736,0.21217391304347827,0.31617391304347825,0.1944347826086955,1.3873913043478259\n",
+      "WeisfeleirLehmanKernel,0.35243478260869565,0.5419130434782609,0.05617391304347829,0.004173913043478262,0.2386739130434783,0.9546956521739132,0.35243478260869565,0.5419130434782609,0.05617391304347829,0.004173913043478262,0.9546956521739132\n",
       "\n"
      ]
     }
@@ -300,7 +1094,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 125,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.937714Z",
@@ -312,188 +1106,368 @@
      "data": {
       "text/html": [
        "<style  type=\"text/css\" >\n",
-       "    #T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col2 {\n",
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+       "            background-color:  yellow;\n",
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        "            background-color:  yellow;\n",
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        "            background-color:  yellow;\n",
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-       "            background-color:  yellow;\n",
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+       "            : ;\n",
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+       "            color: white;\n",
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        "            : ;\n",
-       "        }    #T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col4 {\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
+       "                <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >51</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col0\" class=\"data row0 col0\" >MCS</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col1\" class=\"data row0 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.7</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.216</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.332</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.198</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.3615</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.446</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.7</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.216</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.332</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.198</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.446</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >7</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col1\" class=\"data row1 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.698</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.196</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.336</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.2</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.3575</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.43</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.698</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.196</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.336</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.2</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.43</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >29</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col0\" class=\"data row2 col0\" >MCS</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col1\" class=\"data row2 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.656</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.226</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.306</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.194</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.3455</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.382</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.656</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.226</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.306</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.194</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row2_col12\" class=\"data row2 col12\" >1.382</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >21</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col0\" class=\"data row3 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col1\" class=\"data row3 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.63</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.224</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.318</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.192</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.341</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.364</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.63</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.224</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.318</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.192</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row3_col12\" class=\"data row3 col12\" >1.364</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >20</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col0\" class=\"data row4 col0\" >MCS</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col1\" class=\"data row4 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.628</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.226</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.306</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.192</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.338</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.352</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.628</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.226</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.306</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.192</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row4_col12\" class=\"data row4 col12\" >1.352</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >8</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col0\" class=\"data row5 col0\" >BOW</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col1\" class=\"data row5 col1\" >biotex_lda_bvlac</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.624</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.232</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.302</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.19</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.337</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.348</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.624</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.232</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.302</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.19</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row5_col12\" class=\"data row5 col12\" >1.348</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >55</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col0\" class=\"data row6 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col1\" class=\"data row6 col1\" >dev_du_ext_2</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.598</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.232</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.32</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.198</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.337</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.348</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.598</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.232</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.32</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.198</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row6_col12\" class=\"data row6 col12\" >1.348</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >30</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col0\" class=\"data row7 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.41</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.574</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.032</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.004</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.255</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.02</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.41</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.574</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.032</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.004</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row7_col12\" class=\"data row7 col12\" >1.02</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >28</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col0\" class=\"data row8 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col1\" class=\"data row8 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.426</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.4</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.1</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.05</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.244</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col7\" class=\"data row8 col7\" >0.976</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.426</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.4</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.1</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.05</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.976</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >49</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col0\" class=\"data row9 col0\" >GraphEditDistance</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col1\" class=\"data row9 col1\" >dev_du_gen_region</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.106</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.098</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.002</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col5\" class=\"data row9 col5\" >0</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.0515</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col7\" class=\"data row9 col7\" >0.206</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.106</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.098</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.002</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col11\" class=\"data row9 col11\" >0</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.206</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >1</th>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col0\" class=\"data row10 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col1\" class=\"data row10 col1\" >biotex_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.012</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.026</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col4\" class=\"data row10 col4\" >0</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col5\" class=\"data row10 col5\" >0</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.0095</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col7\" class=\"data row10 col7\" >0.038</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.012</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.026</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col10\" class=\"data row10 col10\" >0</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col11\" class=\"data row10 col11\" >0</td>\n",
+       "                        <td id=\"T_f54c6818_4afa_11e9_bcf6_6a0002e84820row10_col12\" class=\"data row10 col12\" >0.038</td>\n",
+       "            </tr>\n",
+       "    </tbody></table>"
+      ],
+      "text/plain": [
+       "<pandas.io.formats.style.Styler at 0x13d4df048>"
+      ]
+     },
+     "execution_count": 125,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "index,data_pa=pareto_frontier_multi(data[\"c1 c2 c3 c4\".split()].values)\n",
+    "colorize(data.iloc[index].sort_values(\"sum\",ascending=False),to_colorize)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style  type=\"text/css\" >\n",
+       "    #T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col2 {\n",
        "            background-color:  yellow;\n",
        "            : ;\n",
-       "        }    #T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col5 {\n",
+       "        }    #T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col3 {\n",
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
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        "            background-color:  yellow;\n",
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col2 {\n",
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col3 {\n",
+       "        }    #T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col6 {\n",
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col4 {\n",
-       "            background-color:  yellow;\n",
+       "        }    #T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col7 {\n",
        "            : ;\n",
-       "        }</style><table id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>    </tr></thead><tbody>\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row0_col0\" class=\"data row0 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row0_col1\" class=\"data row0 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.158</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.092</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.158</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.06</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.117</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row0_col7\" class=\"data row0 col7\" >0.468</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >2</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col0\" class=\"data row1 col0\" >MCS</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col1\" class=\"data row1 col1\" >object</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.088</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.056</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.116</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row1_col7\" class=\"data row1 col7\" >0.464</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >3</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row2_col0\" class=\"data row2 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row2_col1\" class=\"data row2 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.154</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.006</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.12</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row2_col7\" class=\"data row2 col7\" >0.48</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >7</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row3_col0\" class=\"data row3 col0\" >DeepWalk</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row3_col1\" class=\"data row3 col1\" >ext_1</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.136</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.11</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.158</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.018</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.1055</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row3_col7\" class=\"data row3 col7\" >0.422</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >8</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col0\" class=\"data row4 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col1\" class=\"data row4 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.154</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.006</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.12</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row4_col7\" class=\"data row4 col7\" >0.48</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >10</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row5_col0\" class=\"data row5 col0\" >MCS</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row5_col1\" class=\"data row5 col1\" >bvlac</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.154</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.092</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.158</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.066</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.1175</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row5_col7\" class=\"data row5 col7\" >0.47</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >12</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row6_col0\" class=\"data row6 col0\" >BOW</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row6_col1\" class=\"data row6 col1\" >ext_1</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.084</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.066</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.1175</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row6_col7\" class=\"data row6 col7\" >0.47</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >13</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row7_col0\" class=\"data row7 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row7_col1\" class=\"data row7 col1\" >object</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.152</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.09</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.152</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.054</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.112</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row7_col7\" class=\"data row7 col7\" >0.448</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >26</th>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col0\" class=\"data row8 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col1\" class=\"data row8 col1\" >inra</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.132</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.078</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.16</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.06</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.1075</td>\n",
-       "                        <td id=\"T_06bfa4d4_43d3_11e9_a30b_6a0002e84820row8_col7\" class=\"data row8 col7\" >0.43</td>\n",
+       "                        <th id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >7</th>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col1\" class=\"data row0 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.698</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.196</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.336</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.2</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.3575</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.43</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.698</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.196</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.336</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.2</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.43</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >32</th>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col1\" class=\"data row1 col1\" >biotex_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.622</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.208</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.314</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.192</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.334</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.336</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.622</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.208</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.314</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.192</td>\n",
+       "                        <td id=\"T_35e6ba34_4afb_11e9_bbce_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.336</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x102c12cf8>"
+       "<pandas.io.formats.style.Styler at 0x13d608f28>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 131,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "index,data_pa=pareto_frontier_multi(data[\"c1 c2 c3 c4\".split()].values)\n",
-    "colorize(data.iloc[index],to_colorize)\n"
+    "index,data_pa=pareto_frontier_multi(data[data.mesure==\"BOW\"][\"c1 c2 c3 c4\".split()].values)\n",
+    "colorize(data[data.mesure==\"BOW\"].iloc[index].sort_values(\"sum\",ascending=False).head(15),to_colorize)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mesure,type,c1,c2,c3,c4,mean,sum,c1_w,c2_w,c3_w,c4_w,sum_w\n",
+      "BOW,dev_du,0.6979999999999998,0.196,0.33599999999999985,0.19999999999999996,0.35749999999999993,1.4299999999999997,0.6979999999999998,0.196,0.33599999999999985,0.19999999999999996,1.4299999999999997\n",
+      "BOW,biotex_bvlac_gen_region,0.622,0.20799999999999996,0.31399999999999995,0.1919999999999999,0.33399999999999996,1.3359999999999999,0.622,0.20799999999999996,0.31399999999999995,0.1919999999999999,1.3359999999999999\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(data[data.mesure==\"BOW\"].iloc[index].sort_values(\"sum\",ascending=False).head(15).to_csv(index=False))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.967755Z",
@@ -505,226 +1479,308 @@
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }</style><table id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>    </tr></thead><tbody>\n",
+       "        }    #T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col7 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }</style><table id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row0_col1\" class=\"data row0 col1\" >biotexlda_window</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.86</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.332</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.864</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.348</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.601</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row0_col7\" class=\"data row0 col7\" >2.404</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >2</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row1_col0\" class=\"data row1 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row1_col1\" class=\"data row1 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.556</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.75</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.802</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.004</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.528</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row1_col7\" class=\"data row1 col7\" >2.112</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >3</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row2_col0\" class=\"data row2 col0\" >BagOfCliques</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row2_col1\" class=\"data row2 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.816</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.328</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.814</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.362</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.58</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row2_col7\" class=\"data row2 col7\" >2.32</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >6</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row3_col0\" class=\"data row3 col0\" >MCS</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row3_col1\" class=\"data row3 col1\" >extension_2</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.962</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.426</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.912</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.38</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.67</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row3_col7\" class=\"data row3 col7\" >2.68</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >21</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row4_col0\" class=\"data row4 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row4_col1\" class=\"data row4 col1\" >biotexlda_window</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.078</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.1</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.142</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.018</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.0845</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row4_col7\" class=\"data row4 col7\" >0.338</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >22</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row5_col0\" class=\"data row5 col0\" >HED</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row5_col1\" class=\"data row5 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.914</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.192</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.826</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.366</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.5745</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row5_col7\" class=\"data row5 col7\" >2.298</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >25</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row6_col0\" class=\"data row6 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row6_col1\" class=\"data row6 col1\" >2</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.032</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.04</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.072</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.018</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.0405</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row6_col7\" class=\"data row6 col7\" >0.162</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >30</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row7_col0\" class=\"data row7 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row7_col1\" class=\"data row7 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.966</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.368</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.904</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.37</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.652</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row7_col7\" class=\"data row7 col7\" >2.608</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >31</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row8_col0\" class=\"data row8 col0\" >MCS</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row8_col1\" class=\"data row8 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.964</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.426</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.914</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.38</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.671</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row8_col7\" class=\"data row8 col7\" >2.684</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >32</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row9_col0\" class=\"data row9 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row9_col1\" class=\"data row9 col1\" >country</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.742</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.848</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.928</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.002</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.63</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row9_col7\" class=\"data row9 col7\" >2.52</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >36</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row10_col0\" class=\"data row10 col0\" >HED</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row10_col1\" class=\"data row10 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.902</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.212</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.812</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row10_col5\" class=\"data row10 col5\" >0.36</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.5715</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row10_col7\" class=\"data row10 col7\" >2.286</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row11\" class=\"row_heading level0 row11\" >37</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row11_col0\" class=\"data row11 col0\" >BOW</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row11_col1\" class=\"data row11 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row11_col2\" class=\"data row11 col2\" >0.892</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row11_col3\" class=\"data row11 col3\" >0.298</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row11_col4\" class=\"data row11 col4\" >0.912</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row11_col5\" class=\"data row11 col5\" >0.494</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row11_col6\" class=\"data row11 col6\" >0.649</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row11_col7\" class=\"data row11 col7\" >2.596</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row12\" class=\"row_heading level0 row12\" >41</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row12_col0\" class=\"data row12 col0\" >HED</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row12_col1\" class=\"data row12 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row12_col2\" class=\"data row12 col2\" >0.912</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row12_col3\" class=\"data row12 col3\" >0.188</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row12_col4\" class=\"data row12 col4\" >0.828</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row12_col5\" class=\"data row12 col5\" >0.366</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row12_col6\" class=\"data row12 col6\" >0.5735</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row12_col7\" class=\"data row12 col7\" >2.294</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row13\" class=\"row_heading level0 row13\" >44</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row13_col0\" class=\"data row13 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row13_col1\" class=\"data row13 col1\" >all</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row13_col2\" class=\"data row13 col2\" >0.53</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row13_col3\" class=\"data row13 col3\" >0.748</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row13_col4\" class=\"data row13 col4\" >0.8</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row13_col5\" class=\"data row13 col5\" >0</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row13_col6\" class=\"data row13 col6\" >0.5195</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row13_col7\" class=\"data row13 col7\" >2.078</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820level0_row14\" class=\"row_heading level0 row14\" >89</th>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row14_col0\" class=\"data row14 col0\" >HED</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row14_col1\" class=\"data row14 col1\" >country</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row14_col2\" class=\"data row14 col2\" >0.852</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row14_col3\" class=\"data row14 col3\" >0.308</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row14_col4\" class=\"data row14 col4\" >0.85</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row14_col5\" class=\"data row14 col5\" >0.382</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row14_col6\" class=\"data row14 col6\" >0.598</td>\n",
-       "                        <td id=\"T_de7cc59a_2f61_11e9_84c1_6a0002e84820row14_col7\" class=\"data row14 col7\" >2.392</td>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >3</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col1\" class=\"data row0 col1\" >inra</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.736</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.228</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.348</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.192</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.376</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.504</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.0736</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.0912</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.1392</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.0192</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row0_col12\" class=\"data row0 col12\" >0.3232</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >92</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col1\" class=\"data row1 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.744</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.214</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.344</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.2</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.3755</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.502</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.0744</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.0856</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.1376</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.02</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row1_col12\" class=\"data row1 col12\" >0.3176</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >67</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col1\" class=\"data row2 col1\" >str_object</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.738</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.206</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.348</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.2</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.373</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.492</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.0738</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.0824</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.1392</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.02</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row2_col12\" class=\"data row2 col12\" >0.3154</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >6</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col0\" class=\"data row3 col0\" >BOW</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col1\" class=\"data row3 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.67</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.244</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.358</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.367</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.468</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.067</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.0976</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.1432</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row3_col12\" class=\"data row3 col12\" >0.3274</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >51</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col0\" class=\"data row4 col0\" >MCS</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col1\" class=\"data row4 col1\" >ext_2</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.704</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.212</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.344</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.2</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.365</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.46</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.0704</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.0848</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.1376</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.02</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row4_col12\" class=\"data row4 col12\" >0.3128</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >15</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col0\" class=\"data row5 col0\" >BOW</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col1\" class=\"data row5 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.696</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.21</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.35</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.2</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.364</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.456</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.0696</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.084</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.14</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.02</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row5_col12\" class=\"data row5 col12\" >0.3136</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >7</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col0\" class=\"data row6 col0\" >BOW</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col1\" class=\"data row6 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.706</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.194</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.35</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.202</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.363</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.452</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.0706</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.0776</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.14</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.0202</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.3084</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >142</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col0\" class=\"data row7 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.7</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.206</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.342</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3605</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.442</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.07</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.0824</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.1368</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.3086</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >4</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col0\" class=\"data row8 col0\" >MCS</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col1\" class=\"data row8 col1\" >inra</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.688</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.214</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.336</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3585</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.434</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.0688</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.0856</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.3084</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >108</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col0\" class=\"data row9 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col1\" class=\"data row9 col1\" >biotex_lda_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.646</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.242</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.338</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.3555</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.422</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.0646</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.0968</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.1352</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.3162</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >5</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col0\" class=\"data row10 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col1\" class=\"data row10 col1\" >gen_country</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.634</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.24</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.34</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col5\" class=\"data row10 col5\" >0.198</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.353</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col7\" class=\"data row10 col7\" >1.412</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.0634</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.096</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col10\" class=\"data row10 col10\" >0.136</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col11\" class=\"data row10 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row10_col12\" class=\"data row10 col12\" >0.3152</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row11\" class=\"row_heading level0 row11\" >2</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col0\" class=\"data row11 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col1\" class=\"data row11 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col2\" class=\"data row11 col2\" >0.672</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col3\" class=\"data row11 col3\" >0.21</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col4\" class=\"data row11 col4\" >0.334</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col5\" class=\"data row11 col5\" >0.196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col6\" class=\"data row11 col6\" >0.353</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col7\" class=\"data row11 col7\" >1.412</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col8\" class=\"data row11 col8\" >0.0672</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col9\" class=\"data row11 col9\" >0.084</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col10\" class=\"data row11 col10\" >0.1336</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col11\" class=\"data row11 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row11_col12\" class=\"data row11 col12\" >0.3044</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row12\" class=\"row_heading level0 row12\" >11</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col0\" class=\"data row12 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col1\" class=\"data row12 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col2\" class=\"data row12 col2\" >0.67</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col3\" class=\"data row12 col3\" >0.208</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col4\" class=\"data row12 col4\" >0.336</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col5\" class=\"data row12 col5\" >0.196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col6\" class=\"data row12 col6\" >0.3525</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col7\" class=\"data row12 col7\" >1.41</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col8\" class=\"data row12 col8\" >0.067</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col9\" class=\"data row12 col9\" >0.0832</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col10\" class=\"data row12 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col11\" class=\"data row12 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row12_col12\" class=\"data row12 col12\" >0.3042</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row13\" class=\"row_heading level0 row13\" >29</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col0\" class=\"data row13 col0\" >MCS</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col1\" class=\"data row13 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col2\" class=\"data row13 col2\" >0.66</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col3\" class=\"data row13 col3\" >0.226</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col4\" class=\"data row13 col4\" >0.318</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col5\" class=\"data row13 col5\" >0.196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col6\" class=\"data row13 col6\" >0.35</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col7\" class=\"data row13 col7\" >1.4</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col8\" class=\"data row13 col8\" >0.066</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col9\" class=\"data row13 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col10\" class=\"data row13 col10\" >0.1272</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col11\" class=\"data row13 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row13_col12\" class=\"data row13 col12\" >0.3032</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820level0_row14\" class=\"row_heading level0 row14\" >21</th>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col0\" class=\"data row14 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col1\" class=\"data row14 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col2\" class=\"data row14 col2\" >0.638</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col3\" class=\"data row14 col3\" >0.226</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col4\" class=\"data row14 col4\" >0.336</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col5\" class=\"data row14 col5\" >0.194</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col6\" class=\"data row14 col6\" >0.3485</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col7\" class=\"data row14 col7\" >1.394</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col8\" class=\"data row14 col8\" >0.0638</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col9\" class=\"data row14 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col10\" class=\"data row14 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col11\" class=\"data row14 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_71a5f438_4af4_11e9_bef5_6a0002e84820row14_col12\" class=\"data row14 col12\" >0.308</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x12a414be0>"
+       "<pandas.io.formats.style.Styler at 0x13a110f98>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 91,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "index,data_pa=pareto_frontier_multi(data[\"c1 c4\".split()].values)\n",
-    "colorize(data.iloc[index],to_colorize)"
+    "colorize(data.iloc[index].sort_values(\"sum\",ascending=False).head(15),to_colorize)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 74,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:10.998668Z",
@@ -736,284 +1792,432 @@
      "data": {
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+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col5 {\n",
        "            : ;\n",
-       "        }    #T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col5 {\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col6 {\n",
+       "            : ;\n",
+       "            background-color:  #d64541;\n",
+       "            color: white;\n",
+       "        }    #T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col7 {\n",
        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }</style><table id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>    </tr></thead><tbody>\n",
+       "        }</style><table id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row0_col1\" class=\"data row0 col1\" >biotexlda_window</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.86</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.332</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.864</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.348</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.601</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row0_col7\" class=\"data row0 col7\" >2.404</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >2</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row1_col0\" class=\"data row1 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row1_col1\" class=\"data row1 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.556</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.75</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.802</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.004</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.528</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row1_col7\" class=\"data row1 col7\" >2.112</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >3</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row2_col0\" class=\"data row2 col0\" >BagOfCliques</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row2_col1\" class=\"data row2 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.816</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.328</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.814</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.362</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.58</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row2_col7\" class=\"data row2 col7\" >2.32</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >4</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row3_col0\" class=\"data row3 col0\" >BOW</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row3_col1\" class=\"data row3 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.964</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.234</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.936</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.502</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.659</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row3_col7\" class=\"data row3 col7\" >2.636</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >5</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row4_col0\" class=\"data row4 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row4_col1\" class=\"data row4 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.902</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.368</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.89</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.38</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.635</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row4_col7\" class=\"data row4 col7\" >2.54</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >8</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row5_col0\" class=\"data row5 col0\" >GraphEditDistanceW</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row5_col1\" class=\"data row5 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.866</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.268</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.904</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.468</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.6265</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row5_col7\" class=\"data row5 col7\" >2.506</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >9</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row6_col0\" class=\"data row6 col0\" >BagOfCliques</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row6_col1\" class=\"data row6 col1\" >all</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.918</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.336</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.828</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.346</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.607</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row6_col7\" class=\"data row6 col7\" >2.428</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >10</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row7_col0\" class=\"data row7 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row7_col1\" class=\"data row7 col1\" >normal</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.97</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.314</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.906</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.362</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.638</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row7_col7\" class=\"data row7 col7\" >2.552</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >11</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row8_col0\" class=\"data row8 col0\" >PolyIntersect</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row8_col1\" class=\"data row8 col1\" >normal</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.584</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.478</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.696</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.124</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.4705</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.882</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >12</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row9_col0\" class=\"data row9 col0\" >MCS</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row9_col1\" class=\"data row9 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.968</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.416</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.912</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.37</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.6665</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row9_col7\" class=\"data row9 col7\" >2.666</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >13</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row10_col0\" class=\"data row10 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row10_col1\" class=\"data row10 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.964</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.368</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.906</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row10_col5\" class=\"data row10 col5\" >0.376</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.6535</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row10_col7\" class=\"data row10 col7\" >2.614</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row11\" class=\"row_heading level0 row11\" >14</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row11_col0\" class=\"data row11 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row11_col1\" class=\"data row11 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row11_col2\" class=\"data row11 col2\" >0.962</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row11_col3\" class=\"data row11 col3\" >0.204</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row11_col4\" class=\"data row11 col4\" >0.908</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row11_col5\" class=\"data row11 col5\" >0.468</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row11_col6\" class=\"data row11 col6\" >0.6355</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row11_col7\" class=\"data row11 col7\" >2.542</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row12\" class=\"row_heading level0 row12\" >15</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row12_col0\" class=\"data row12 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row12_col1\" class=\"data row12 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row12_col2\" class=\"data row12 col2\" >0.024</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row12_col3\" class=\"data row12 col3\" >0.034</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row12_col4\" class=\"data row12 col4\" >0.058</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row12_col5\" class=\"data row12 col5\" >0.004</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row12_col6\" class=\"data row12 col6\" >0.03</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row12_col7\" class=\"data row12 col7\" >0.12</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row13\" class=\"row_heading level0 row13\" >18</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row13_col0\" class=\"data row13 col0\" >BOW</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row13_col1\" class=\"data row13 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row13_col2\" class=\"data row13 col2\" >0.976</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row13_col3\" class=\"data row13 col3\" >0.24</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row13_col4\" class=\"data row13 col4\" >0.936</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row13_col5\" class=\"data row13 col5\" >0.484</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row13_col6\" class=\"data row13 col6\" >0.659</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row13_col7\" class=\"data row13 col7\" >2.636</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row14\" class=\"row_heading level0 row14\" >22</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row14_col0\" class=\"data row14 col0\" >HED</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row14_col1\" class=\"data row14 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row14_col2\" class=\"data row14 col2\" >0.914</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row14_col3\" class=\"data row14 col3\" >0.192</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row14_col4\" class=\"data row14 col4\" >0.826</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row14_col5\" class=\"data row14 col5\" >0.366</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row14_col6\" class=\"data row14 col6\" >0.5745</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row14_col7\" class=\"data row14 col7\" >2.298</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row15\" class=\"row_heading level0 row15\" >33</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row15_col0\" class=\"data row15 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row15_col1\" class=\"data row15 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row15_col2\" class=\"data row15 col2\" >0.952</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row15_col3\" class=\"data row15 col3\" >0.346</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row15_col4\" class=\"data row15 col4\" >0.908</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row15_col5\" class=\"data row15 col5\" >0.384</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row15_col6\" class=\"data row15 col6\" >0.6475</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row15_col7\" class=\"data row15 col7\" >2.59</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row16\" class=\"row_heading level0 row16\" >36</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row16_col0\" class=\"data row16 col0\" >HED</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row16_col1\" class=\"data row16 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row16_col2\" class=\"data row16 col2\" >0.902</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row16_col3\" class=\"data row16 col3\" >0.212</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row16_col4\" class=\"data row16 col4\" >0.812</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row16_col5\" class=\"data row16 col5\" >0.36</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row16_col6\" class=\"data row16 col6\" >0.5715</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row16_col7\" class=\"data row16 col7\" >2.286</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row17\" class=\"row_heading level0 row17\" >37</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row17_col0\" class=\"data row17 col0\" >BOW</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row17_col1\" class=\"data row17 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row17_col2\" class=\"data row17 col2\" >0.892</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row17_col3\" class=\"data row17 col3\" >0.298</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row17_col4\" class=\"data row17 col4\" >0.912</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row17_col5\" class=\"data row17 col5\" >0.494</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row17_col6\" class=\"data row17 col6\" >0.649</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row17_col7\" class=\"data row17 col7\" >2.596</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row18\" class=\"row_heading level0 row18\" >44</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col0\" class=\"data row18 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col1\" class=\"data row18 col1\" >all</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col2\" class=\"data row18 col2\" >0.53</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col3\" class=\"data row18 col3\" >0.748</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col4\" class=\"data row18 col4\" >0.8</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col5\" class=\"data row18 col5\" >0</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col6\" class=\"data row18 col6\" >0.5195</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row18_col7\" class=\"data row18 col7\" >2.078</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820level0_row19\" class=\"row_heading level0 row19\" >113</th>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row19_col0\" class=\"data row19 col0\" >PolyIntersect</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row19_col1\" class=\"data row19 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row19_col2\" class=\"data row19 col2\" >0.582</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row19_col3\" class=\"data row19 col3\" >0.476</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row19_col4\" class=\"data row19 col4\" >0.694</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row19_col5\" class=\"data row19 col5\" >0.126</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row19_col6\" class=\"data row19 col6\" >0.4695</td>\n",
-       "                        <td id=\"T_e225adcc_2f61_11e9_9ecc_6a0002e84820row19_col7\" class=\"data row19 col7\" >1.878</td>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >92</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col1\" class=\"data row0 col1\" >ext_1</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.744</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.214</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.344</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.3755</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.502</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.744</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.214</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.344</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row0_col12\" class=\"data row0 col12\" >1.502</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >6</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col1\" class=\"data row1 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.67</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.244</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.367</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.468</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.67</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.244</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row1_col12\" class=\"data row1 col12\" >1.468</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >50</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col1\" class=\"data row2 col1\" >dev_du_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.636</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.232</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.362</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.202</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.432</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.636</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.232</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.362</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.202</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row2_col12\" class=\"data row2 col12\" >1.432</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >45</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col0\" class=\"data row3 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col1\" class=\"data row3 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.682</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.22</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.322</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.3555</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.422</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.682</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.22</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.322</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row3_col12\" class=\"data row3 col12\" >1.422</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >5</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col0\" class=\"data row4 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col1\" class=\"data row4 col1\" >gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.634</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.24</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.34</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.353</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.412</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.634</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.24</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.34</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row4_col12\" class=\"data row4 col12\" >1.412</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >37</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col0\" class=\"data row5 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col1\" class=\"data row5 col1\" >str_object</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.7</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.19</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.318</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.3515</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.406</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.7</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.19</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.318</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.198</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row5_col12\" class=\"data row5 col12\" >1.406</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >29</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col0\" class=\"data row6 col0\" >MCS</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col1\" class=\"data row6 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.66</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.226</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.318</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.35</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col7\" class=\"data row6 col7\" >1.4</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.66</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.226</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.318</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row6_col12\" class=\"data row6 col12\" >1.4</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >21</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col0\" class=\"data row7 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.638</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.226</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.336</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.194</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.3485</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.394</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.638</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.226</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.336</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.194</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row7_col12\" class=\"data row7 col12\" >1.394</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >19</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col0\" class=\"data row8 col0\" >MCS</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col1\" class=\"data row8 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.65</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.224</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.316</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.3465</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.386</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.65</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.224</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.316</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.196</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row8_col12\" class=\"data row8 col12\" >1.386</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >47</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col0\" class=\"data row9 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col1\" class=\"data row9 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.554</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.212</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.288</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col5\" class=\"data row9 col5\" >0.16</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.3035</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col7\" class=\"data row9 col7\" >1.214</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.554</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.212</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.288</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col11\" class=\"data row9 col11\" >0.16</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row9_col12\" class=\"data row9 col12\" >1.214</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >38</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col0\" class=\"data row10 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col1\" class=\"data row10 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.49</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.164</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col5\" class=\"data row10 col5\" >0.082</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.2735</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col7\" class=\"data row10 col7\" >1.094</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.49</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.358</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col10\" class=\"data row10 col10\" >0.164</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col11\" class=\"data row10 col11\" >0.082</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row10_col12\" class=\"data row10 col12\" >1.094</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row11\" class=\"row_heading level0 row11\" >111</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col0\" class=\"data row11 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col1\" class=\"data row11 col1\" >biotex_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col2\" class=\"data row11 col2\" >0.508</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col3\" class=\"data row11 col3\" >0.342</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col4\" class=\"data row11 col4\" >0.144</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col5\" class=\"data row11 col5\" >0.058</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col6\" class=\"data row11 col6\" >0.263</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col7\" class=\"data row11 col7\" >1.052</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col8\" class=\"data row11 col8\" >0.508</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col9\" class=\"data row11 col9\" >0.342</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col10\" class=\"data row11 col10\" >0.144</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col11\" class=\"data row11 col11\" >0.058</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row11_col12\" class=\"data row11 col12\" >1.052</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row12\" class=\"row_heading level0 row12\" >30</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col0\" class=\"data row12 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col1\" class=\"data row12 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col2\" class=\"data row12 col2\" >0.412</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col3\" class=\"data row12 col3\" >0.576</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col4\" class=\"data row12 col4\" >0.032</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col5\" class=\"data row12 col5\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col6\" class=\"data row12 col6\" >0.256</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col7\" class=\"data row12 col7\" >1.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col8\" class=\"data row12 col8\" >0.412</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col9\" class=\"data row12 col9\" >0.576</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col10\" class=\"data row12 col10\" >0.032</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col11\" class=\"data row12 col11\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row12_col12\" class=\"data row12 col12\" >1.024</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row13\" class=\"row_heading level0 row13\" >28</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col0\" class=\"data row13 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col1\" class=\"data row13 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col2\" class=\"data row13 col2\" >0.43</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col3\" class=\"data row13 col3\" >0.402</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col4\" class=\"data row13 col4\" >0.11</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col5\" class=\"data row13 col5\" >0.05</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col6\" class=\"data row13 col6\" >0.248</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col7\" class=\"data row13 col7\" >0.992</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col8\" class=\"data row13 col8\" >0.43</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col9\" class=\"data row13 col9\" >0.402</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col10\" class=\"data row13 col10\" >0.11</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col11\" class=\"data row13 col11\" >0.05</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row13_col12\" class=\"data row13 col12\" >0.992</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row14\" class=\"row_heading level0 row14\" >36</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col0\" class=\"data row14 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col1\" class=\"data row14 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col2\" class=\"data row14 col2\" >0.294</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col3\" class=\"data row14 col3\" >0.55</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col4\" class=\"data row14 col4\" >0.122</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col5\" class=\"data row14 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col6\" class=\"data row14 col6\" >0.2415</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col7\" class=\"data row14 col7\" >0.966</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col8\" class=\"data row14 col8\" >0.294</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col9\" class=\"data row14 col9\" >0.55</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col10\" class=\"data row14 col10\" >0.122</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col11\" class=\"data row14 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row14_col12\" class=\"data row14 col12\" >0.966</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row15\" class=\"row_heading level0 row15\" >12</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col0\" class=\"data row15 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col1\" class=\"data row15 col1\" >biotex_lda_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col2\" class=\"data row15 col2\" >0.364</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col3\" class=\"data row15 col3\" >0.56</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col4\" class=\"data row15 col4\" >0.028</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col5\" class=\"data row15 col5\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col6\" class=\"data row15 col6\" >0.239</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col7\" class=\"data row15 col7\" >0.956</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col8\" class=\"data row15 col8\" >0.364</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col9\" class=\"data row15 col9\" >0.56</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col10\" class=\"data row15 col10\" >0.028</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col11\" class=\"data row15 col11\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row15_col12\" class=\"data row15 col12\" >0.956</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row16\" class=\"row_heading level0 row16\" >112</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col0\" class=\"data row16 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col1\" class=\"data row16 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col2\" class=\"data row16 col2\" >0.032</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col3\" class=\"data row16 col3\" >0.038</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col4\" class=\"data row16 col4\" >0.014</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col5\" class=\"data row16 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col6\" class=\"data row16 col6\" >0.021</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col7\" class=\"data row16 col7\" >0.084</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col8\" class=\"data row16 col8\" >0.032</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col9\" class=\"data row16 col9\" >0.038</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col10\" class=\"data row16 col10\" >0.014</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col11\" class=\"data row16 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row16_col12\" class=\"data row16 col12\" >0.084</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row17\" class=\"row_heading level0 row17\" >57</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col0\" class=\"data row17 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col1\" class=\"data row17 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col2\" class=\"data row17 col2\" >0.022</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col3\" class=\"data row17 col3\" >0.028</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col4\" class=\"data row17 col4\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col5\" class=\"data row17 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col6\" class=\"data row17 col6\" >0.0125</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col7\" class=\"data row17 col7\" >0.05</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col8\" class=\"data row17 col8\" >0.022</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col9\" class=\"data row17 col9\" >0.028</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col10\" class=\"data row17 col10\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col11\" class=\"data row17 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row17_col12\" class=\"data row17 col12\" >0.05</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row18\" class=\"row_heading level0 row18\" >117</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col0\" class=\"data row18 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col1\" class=\"data row18 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col2\" class=\"data row18 col2\" >0.022</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col3\" class=\"data row18 col3\" >0.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col4\" class=\"data row18 col4\" >0.002</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col5\" class=\"data row18 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col6\" class=\"data row18 col6\" >0.012</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col7\" class=\"data row18 col7\" >0.048</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col8\" class=\"data row18 col8\" >0.022</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col9\" class=\"data row18 col9\" >0.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col10\" class=\"data row18 col10\" >0.002</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col11\" class=\"data row18 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row18_col12\" class=\"data row18 col12\" >0.048</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row19\" class=\"row_heading level0 row19\" >33</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col0\" class=\"data row19 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col1\" class=\"data row19 col1\" >dev_du_gen_country</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col2\" class=\"data row19 col2\" >0.016</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col3\" class=\"data row19 col3\" >0.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col4\" class=\"data row19 col4\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col5\" class=\"data row19 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col6\" class=\"data row19 col6\" >0.011</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col7\" class=\"data row19 col7\" >0.044</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col8\" class=\"data row19 col8\" >0.016</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col9\" class=\"data row19 col9\" >0.024</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col10\" class=\"data row19 col10\" >0.004</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col11\" class=\"data row19 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row19_col12\" class=\"data row19 col12\" >0.044</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820level0_row20\" class=\"row_heading level0 row20\" >1</th>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col0\" class=\"data row20 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col1\" class=\"data row20 col1\" >biotex_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col2\" class=\"data row20 col2\" >0.012</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col3\" class=\"data row20 col3\" >0.026</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col4\" class=\"data row20 col4\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col5\" class=\"data row20 col5\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col6\" class=\"data row20 col6\" >0.0095</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col7\" class=\"data row20 col7\" >0.038</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col8\" class=\"data row20 col8\" >0.012</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col9\" class=\"data row20 col9\" >0.026</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col10\" class=\"data row20 col10\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col11\" class=\"data row20 col11\" >0</td>\n",
+       "                        <td id=\"T_a366063a_4af3_11e9_bd73_6a0002e84820row20_col12\" class=\"data row20 col12\" >0.038</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x12a4147b8>"
+       "<pandas.io.formats.style.Styler at 0x13a240a90>"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "index,data_pa=pareto_frontier_multi(data[\"c2 c3\".split()].values)\n",
-    "colorize(data.iloc[index],to_colorize)"
+    "colorize(data.iloc[index].sort_values(\"sum\",ascending=False),to_colorize)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 92,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.028009Z",
@@ -1025,243 +2229,252 @@
      "data": {
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        "            color: white;\n",
-       "        }</style><table id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678b\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >x</th>        <th class=\"col_heading level0 col9\" >color</th>    </tr></thead><tbody>\n",
+       "        }</style><table id=\"T_747963b6_4af4_11e9_8794_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row0\" class=\"row_heading level0 row0\" >5</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col0\" class=\"data row0 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col1\" class=\"data row0 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col2\" class=\"data row0 col2\" >0.902</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col3\" class=\"data row0 col3\" >0.368</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col4\" class=\"data row0 col4\" >0.89</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col5\" class=\"data row0 col5\" >0.38</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col6\" class=\"data row0 col6\" >0.635</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col7\" class=\"data row0 col7\" >2.54</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col8\" class=\"data row0 col8\" >5</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow0_col9\" class=\"data row0 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row1\" class=\"row_heading level0 row1\" >6</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col0\" class=\"data row1 col0\" >MCS</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col1\" class=\"data row1 col1\" >extension_2</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col2\" class=\"data row1 col2\" >0.962</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col3\" class=\"data row1 col3\" >0.426</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col4\" class=\"data row1 col4\" >0.912</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col5\" class=\"data row1 col5\" >0.38</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col6\" class=\"data row1 col6\" >0.67</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col7\" class=\"data row1 col7\" >2.68</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col8\" class=\"data row1 col8\" >6</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow1_col9\" class=\"data row1 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row2\" class=\"row_heading level0 row2\" >12</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col0\" class=\"data row2 col0\" >MCS</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col1\" class=\"data row2 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col2\" class=\"data row2 col2\" >0.968</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col3\" class=\"data row2 col3\" >0.416</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col4\" class=\"data row2 col4\" >0.912</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col5\" class=\"data row2 col5\" >0.37</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col6\" class=\"data row2 col6\" >0.6665</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col7\" class=\"data row2 col7\" >2.666</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col8\" class=\"data row2 col8\" >12</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow2_col9\" class=\"data row2 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row3\" class=\"row_heading level0 row3\" >13</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col0\" class=\"data row3 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col1\" class=\"data row3 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col2\" class=\"data row3 col2\" >0.964</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col3\" class=\"data row3 col3\" >0.368</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col4\" class=\"data row3 col4\" >0.906</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col5\" class=\"data row3 col5\" >0.376</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col6\" class=\"data row3 col6\" >0.6535</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col7\" class=\"data row3 col7\" >2.614</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col8\" class=\"data row3 col8\" >13</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow3_col9\" class=\"data row3 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row4\" class=\"row_heading level0 row4\" >14</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col0\" class=\"data row4 col0\" >GraphEditDistance</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col1\" class=\"data row4 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col2\" class=\"data row4 col2\" >0.962</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col3\" class=\"data row4 col3\" >0.204</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col4\" class=\"data row4 col4\" >0.908</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col5\" class=\"data row4 col5\" >0.468</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col6\" class=\"data row4 col6\" >0.6355</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col7\" class=\"data row4 col7\" >2.542</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col8\" class=\"data row4 col8\" >14</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow4_col9\" class=\"data row4 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row5\" class=\"row_heading level0 row5\" >15</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col0\" class=\"data row5 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col1\" class=\"data row5 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col2\" class=\"data row5 col2\" >0.024</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col3\" class=\"data row5 col3\" >0.034</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col4\" class=\"data row5 col4\" >0.058</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col5\" class=\"data row5 col5\" >0.004</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col6\" class=\"data row5 col6\" >0.03</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col7\" class=\"data row5 col7\" >0.12</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col8\" class=\"data row5 col8\" >15</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow5_col9\" class=\"data row5 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row6\" class=\"row_heading level0 row6\" >16</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col0\" class=\"data row6 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col1\" class=\"data row6 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col2\" class=\"data row6 col2\" >0.56</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col3\" class=\"data row6 col3\" >0.756</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col4\" class=\"data row6 col4\" >0.808</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col5\" class=\"data row6 col5\" >0.008</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col6\" class=\"data row6 col6\" >0.533</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col7\" class=\"data row6 col7\" >2.132</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col8\" class=\"data row6 col8\" >16</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow6_col9\" class=\"data row6 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row7\" class=\"row_heading level0 row7\" >17</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col0\" class=\"data row7 col0\" >BOW</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col1\" class=\"data row7 col1\" >lda_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col2\" class=\"data row7 col2\" >0.966</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col3\" class=\"data row7 col3\" >0.26</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col4\" class=\"data row7 col4\" >0.93</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col5\" class=\"data row7 col5\" >0.488</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col6\" class=\"data row7 col6\" >0.661</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col7\" class=\"data row7 col7\" >2.644</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col8\" class=\"data row7 col8\" >17</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow7_col9\" class=\"data row7 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row8\" class=\"row_heading level0 row8\" >18</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col0\" class=\"data row8 col0\" >BOW</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col1\" class=\"data row8 col1\" >inra_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col2\" class=\"data row8 col2\" >0.976</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col3\" class=\"data row8 col3\" >0.24</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col4\" class=\"data row8 col4\" >0.936</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col5\" class=\"data row8 col5\" >0.484</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col6\" class=\"data row8 col6\" >0.659</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col7\" class=\"data row8 col7\" >2.636</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col8\" class=\"data row8 col8\" >18</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow8_col9\" class=\"data row8 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row9\" class=\"row_heading level0 row9\" >19</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col0\" class=\"data row9 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col1\" class=\"data row9 col1\" >lda_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col2\" class=\"data row9 col2\" >0.014</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col3\" class=\"data row9 col3\" >0.042</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col4\" class=\"data row9 col4\" >0.048</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col5\" class=\"data row9 col5\" >0.008</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col6\" class=\"data row9 col6\" >0.028</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col7\" class=\"data row9 col7\" >0.112</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col8\" class=\"data row9 col8\" >19</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow9_col9\" class=\"data row9 col9\" >red</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row10\" class=\"row_heading level0 row10\" >26</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col0\" class=\"data row10 col0\" >WeisfeleirLehmanKernel</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col1\" class=\"data row10 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col2\" class=\"data row10 col2\" >0.746</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col3\" class=\"data row10 col3\" >0.87</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col4\" class=\"data row10 col4\" >0.97</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col5\" class=\"data row10 col5\" >0</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col6\" class=\"data row10 col6\" >0.6465</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col7\" class=\"data row10 col7\" >2.586</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col8\" class=\"data row10 col8\" >26</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow10_col9\" class=\"data row10 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row11\" class=\"row_heading level0 row11\" >27</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col0\" class=\"data row11 col0\" >GraphEditDistanceW</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col1\" class=\"data row11 col1\" >region</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col2\" class=\"data row11 col2\" >0.928</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col3\" class=\"data row11 col3\" >0.166</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col4\" class=\"data row11 col4\" >0.902</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col5\" class=\"data row11 col5\" >0.464</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col6\" class=\"data row11 col6\" >0.615</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col7\" class=\"data row11 col7\" >2.46</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col8\" class=\"data row11 col8\" >27</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow11_col9\" class=\"data row11 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row12\" class=\"row_heading level0 row12\" >28</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col0\" class=\"data row12 col0\" >GraphEditDistanceW</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col1\" class=\"data row12 col1\" >gen_region</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col2\" class=\"data row12 col2\" >0.928</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col3\" class=\"data row12 col3\" >0.166</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col4\" class=\"data row12 col4\" >0.902</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col5\" class=\"data row12 col5\" >0.464</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col6\" class=\"data row12 col6\" >0.615</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col7\" class=\"data row12 col7\" >2.46</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col8\" class=\"data row12 col8\" >28</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow12_col9\" class=\"data row12 col9\" >blue</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678blevel0_row13\" class=\"row_heading level0 row13\" >29</th>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col0\" class=\"data row13 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col1\" class=\"data row13 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col2\" class=\"data row13 col2\" >0.966</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col3\" class=\"data row13 col3\" >0.362</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col4\" class=\"data row13 col4\" >0.908</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col5\" class=\"data row13 col5\" >0.376</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col6\" class=\"data row13 col6\" >0.653</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col7\" class=\"data row13 col7\" >2.612</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col8\" class=\"data row13 col8\" >29</td>\n",
-       "                        <td id=\"T_d98ff758_2ea2_11e9_bb3b_4c327598678brow13_col9\" class=\"data row13 col9\" >red</td>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >7</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col0\" class=\"data row0 col0\" >BOW</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col1\" class=\"data row0 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.706</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.194</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col4\" class=\"data row0 col4\" >0.35</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col5\" class=\"data row0 col5\" >0.202</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.363</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col7\" class=\"data row0 col7\" >1.452</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.0706</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.0776</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col10\" class=\"data row0 col10\" >0.14</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col11\" class=\"data row0 col11\" >0.0202</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row0_col12\" class=\"data row0 col12\" >0.3084</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >34</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col0\" class=\"data row1 col0\" >BOW</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col1\" class=\"data row1 col1\" >biotex_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.65</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.234</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.34</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.196</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.355</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.42</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.065</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.0936</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.136</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row1_col12\" class=\"data row1 col12\" >0.3142</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >5</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col0\" class=\"data row2 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col1\" class=\"data row2 col1\" >gen_country</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.634</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.24</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.34</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.198</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.353</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.412</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.0634</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.096</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.136</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row2_col12\" class=\"data row2 col12\" >0.3152</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >29</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col0\" class=\"data row3 col0\" >MCS</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col1\" class=\"data row3 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.66</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.226</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.318</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.196</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.35</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col7\" class=\"data row3 col7\" >1.4</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.066</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.1272</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row3_col12\" class=\"data row3 col12\" >0.3032</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >21</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col0\" class=\"data row4 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col1\" class=\"data row4 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.638</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.226</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.336</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.194</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.3485</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.394</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.0638</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row4_col12\" class=\"data row4 col12\" >0.308</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >30</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col0\" class=\"data row5 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col1\" class=\"data row5 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.412</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.576</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.032</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.004</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.256</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.024</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.0412</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.2304</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.0128</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.0004</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row5_col12\" class=\"data row5 col12\" >0.2848</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >28</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col0\" class=\"data row6 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col1\" class=\"data row6 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.43</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.402</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.11</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.05</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.248</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col7\" class=\"data row6 col7\" >0.992</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.043</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.1608</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.044</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.005</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.2528</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >14</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col0\" class=\"data row7 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col1\" class=\"data row7 col1\" >gen_region</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.4</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.314</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.11</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.052</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.219</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col7\" class=\"data row7 col7\" >0.876</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.04</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.1256</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.044</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.0052</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.2148</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >31</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col0\" class=\"data row8 col0\" >GraphEditDistance</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col1\" class=\"data row8 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.104</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.096</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.002</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col5\" class=\"data row8 col5\" >0</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.0505</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col7\" class=\"data row8 col7\" >0.202</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.0104</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.0384</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.0008</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col11\" class=\"data row8 col11\" >0</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.0496</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >33</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col0\" class=\"data row9 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col1\" class=\"data row9 col1\" >dev_du_gen_country</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.016</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.024</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.004</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col5\" class=\"data row9 col5\" >0</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.011</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col7\" class=\"data row9 col7\" >0.044</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.0016</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.0096</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.0016</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col11\" class=\"data row9 col11\" >0</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.0128</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_747963b6_4af4_11e9_8794_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >1</th>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col0\" class=\"data row10 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col1\" class=\"data row10 col1\" >biotex_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.012</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.026</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col4\" class=\"data row10 col4\" >0</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col5\" class=\"data row10 col5\" >0</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.0095</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col7\" class=\"data row10 col7\" >0.038</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.0012</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.0104</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col10\" class=\"data row10 col10\" >0</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col11\" class=\"data row10 col11\" >0</td>\n",
+       "                        <td id=\"T_747963b6_4af4_11e9_8794_6a0002e84820row10_col12\" class=\"data row10 col12\" >0.0116</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x1241331d0>"
+       "<pandas.io.formats.style.Styler at 0x13a302128>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 92,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "index,data_pa=pareto_frontier_multi(data[\"c1 c2 c3\".split()].values)\n",
-    "colorize(data.iloc[index],to_colorize)"
+    "colorize(data.iloc[index].sort_values(\"sum\",ascending=False),to_colorize)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 93,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.060611Z",
@@ -1273,119 +2486,295 @@
      "data": {
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        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }    #T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col6 {\n",
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        "            : ;\n",
        "            background-color:  #d64541;\n",
        "            color: white;\n",
-       "        }</style><table id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678b\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >sum</th>    </tr></thead><tbody>\n",
+       "        }</style><table id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >mesure</th>        <th class=\"col_heading level0 col1\" >type</th>        <th class=\"col_heading level0 col2\" >c1</th>        <th class=\"col_heading level0 col3\" >c2</th>        <th class=\"col_heading level0 col4\" >c3</th>        <th class=\"col_heading level0 col5\" >c4</th>        <th class=\"col_heading level0 col6\" >mean</th>        <th class=\"col_heading level0 col7\" >sum</th>        <th class=\"col_heading level0 col8\" >c1_w</th>        <th class=\"col_heading level0 col9\" >c2_w</th>        <th class=\"col_heading level0 col10\" >c3_w</th>        <th class=\"col_heading level0 col11\" >c4_w</th>        <th class=\"col_heading level0 col12\" >sum_w</th>    </tr></thead><tbody>\n",
        "                <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row0\" class=\"row_heading level0 row0\" >4</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col0\" class=\"data row0 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col1\" class=\"data row0 col1\" >gen_country</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col2\" class=\"data row0 col2\" >0.902</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col3\" class=\"data row0 col3\" >0.368</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col4\" class=\"data row0 col4\" >0.958</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col5\" class=\"data row0 col5\" >0.38</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow0_col6\" class=\"data row0 col6\" >0.652</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row1\" class=\"row_heading level0 row1\" >8</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col0\" class=\"data row1 col0\" >VertexEdgeOverlap</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col1\" class=\"data row1 col1\" >normal</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col2\" class=\"data row1 col2\" >0.972</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col3\" class=\"data row1 col3\" >0.314</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col4\" class=\"data row1 col4\" >0.966</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col5\" class=\"data row1 col5\" >0.364</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow1_col6\" class=\"data row1 col6\" >0.654</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row2\" class=\"row_heading level0 row2\" >9</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col0\" class=\"data row2 col0\" >PolyIntersect</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col1\" class=\"data row2 col1\" >normal</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col2\" class=\"data row2 col2\" >0.584</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col3\" class=\"data row2 col3\" >0.478</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col4\" class=\"data row2 col4\" >0.732</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col5\" class=\"data row2 col5\" >0.124</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow2_col6\" class=\"data row2 col6\" >0.4795</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row3\" class=\"row_heading level0 row3\" >10</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col0\" class=\"data row3 col0\" >MCS</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col1\" class=\"data row3 col1\" >extension_1</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col2\" class=\"data row3 col2\" >0.97</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col3\" class=\"data row3 col3\" >0.416</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col4\" class=\"data row3 col4\" >0.962</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col5\" class=\"data row3 col5\" >0.372</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow3_col6\" class=\"data row3 col6\" >0.68</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row4\" class=\"row_heading level0 row4\" >24</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col0\" class=\"data row4 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col1\" class=\"data row4 col1\" >devdu_window</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col2\" class=\"data row4 col2\" >0.968</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col3\" class=\"data row4 col3\" >0.362</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col4\" class=\"data row4 col4\" >0.962</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col5\" class=\"data row4 col5\" >0.378</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow4_col6\" class=\"data row4 col6\" >0.6675</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row5\" class=\"row_heading level0 row5\" >28</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col0\" class=\"data row5 col0\" >Jaccard</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col1\" class=\"data row5 col1\" >extension_2</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col2\" class=\"data row5 col2\" >0.944</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col3\" class=\"data row5 col3\" >0.482</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col4\" class=\"data row5 col4\" >0.532</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col5\" class=\"data row5 col5\" >0.204</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow5_col6\" class=\"data row5 col6\" >0.5405</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                        <th id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678blevel0_row6\" class=\"row_heading level0 row6\" >29</th>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col0\" class=\"data row6 col0\" >GreedyEditDistance</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col1\" class=\"data row6 col1\" >normal</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col2\" class=\"data row6 col2\" >0.032</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col3\" class=\"data row6 col3\" >0.034</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col4\" class=\"data row6 col4\" >0.034</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col5\" class=\"data row6 col5\" >0.018</td>\n",
-       "                        <td id=\"T_2b8bcdf0_2d2c_11e9_a9de_4c327598678brow6_col6\" class=\"data row6 col6\" >0.0295</td>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row0\" class=\"row_heading level0 row0\" >1</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col0\" class=\"data row0 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col1\" class=\"data row0 col1\" >biotex_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col2\" class=\"data row0 col2\" >0.012</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col3\" class=\"data row0 col3\" >0.026</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col4\" class=\"data row0 col4\" >0</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col5\" class=\"data row0 col5\" >0</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col6\" class=\"data row0 col6\" >0.0095</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col7\" class=\"data row0 col7\" >0.038</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col8\" class=\"data row0 col8\" >0.0012</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col9\" class=\"data row0 col9\" >0.0104</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col10\" class=\"data row0 col10\" >0</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col11\" class=\"data row0 col11\" >0</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row0_col12\" class=\"data row0 col12\" >0.0116</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row1\" class=\"row_heading level0 row1\" >5</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col0\" class=\"data row1 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col1\" class=\"data row1 col1\" >gen_country</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col2\" class=\"data row1 col2\" >0.634</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col3\" class=\"data row1 col3\" >0.24</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col4\" class=\"data row1 col4\" >0.34</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col5\" class=\"data row1 col5\" >0.198</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col6\" class=\"data row1 col6\" >0.353</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col7\" class=\"data row1 col7\" >1.412</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col8\" class=\"data row1 col8\" >0.0634</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col9\" class=\"data row1 col9\" >0.096</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col10\" class=\"data row1 col10\" >0.136</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col11\" class=\"data row1 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row1_col12\" class=\"data row1 col12\" >0.3152</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row2\" class=\"row_heading level0 row2\" >6</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col0\" class=\"data row2 col0\" >BOW</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col1\" class=\"data row2 col1\" >inra_gen_country</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col2\" class=\"data row2 col2\" >0.67</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col3\" class=\"data row2 col3\" >0.244</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col4\" class=\"data row2 col4\" >0.358</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col5\" class=\"data row2 col5\" >0.196</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col6\" class=\"data row2 col6\" >0.367</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col7\" class=\"data row2 col7\" >1.468</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col8\" class=\"data row2 col8\" >0.067</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col9\" class=\"data row2 col9\" >0.0976</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col10\" class=\"data row2 col10\" >0.1432</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col11\" class=\"data row2 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row2_col12\" class=\"data row2 col12\" >0.3274</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row3\" class=\"row_heading level0 row3\" >12</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col0\" class=\"data row3 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col1\" class=\"data row3 col1\" >biotex_lda_bvlac_gen_region</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col2\" class=\"data row3 col2\" >0.364</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col3\" class=\"data row3 col3\" >0.56</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col4\" class=\"data row3 col4\" >0.028</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col5\" class=\"data row3 col5\" >0.004</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col6\" class=\"data row3 col6\" >0.239</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col7\" class=\"data row3 col7\" >0.956</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col8\" class=\"data row3 col8\" >0.0364</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col9\" class=\"data row3 col9\" >0.224</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col10\" class=\"data row3 col10\" >0.0112</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col11\" class=\"data row3 col11\" >0.0004</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row3_col12\" class=\"data row3 col12\" >0.272</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row4\" class=\"row_heading level0 row4\" >19</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col0\" class=\"data row4 col0\" >MCS</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col1\" class=\"data row4 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col2\" class=\"data row4 col2\" >0.65</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col3\" class=\"data row4 col3\" >0.224</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col4\" class=\"data row4 col4\" >0.316</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col5\" class=\"data row4 col5\" >0.196</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col6\" class=\"data row4 col6\" >0.3465</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col7\" class=\"data row4 col7\" >1.386</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col8\" class=\"data row4 col8\" >0.065</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col9\" class=\"data row4 col9\" >0.0896</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col10\" class=\"data row4 col10\" >0.1264</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col11\" class=\"data row4 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row4_col12\" class=\"data row4 col12\" >0.3006</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row5\" class=\"row_heading level0 row5\" >21</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col0\" class=\"data row5 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col1\" class=\"data row5 col1\" >biotex_lda_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col2\" class=\"data row5 col2\" >0.638</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col3\" class=\"data row5 col3\" >0.226</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col4\" class=\"data row5 col4\" >0.336</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col5\" class=\"data row5 col5\" >0.194</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col6\" class=\"data row5 col6\" >0.3485</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col7\" class=\"data row5 col7\" >1.394</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col8\" class=\"data row5 col8\" >0.0638</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col9\" class=\"data row5 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col10\" class=\"data row5 col10\" >0.1344</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col11\" class=\"data row5 col11\" >0.0194</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row5_col12\" class=\"data row5 col12\" >0.308</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row6\" class=\"row_heading level0 row6\" >28</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col0\" class=\"data row6 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col1\" class=\"data row6 col1\" >biotex_lda_bvlac_ext_2</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col2\" class=\"data row6 col2\" >0.43</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col3\" class=\"data row6 col3\" >0.402</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col4\" class=\"data row6 col4\" >0.11</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col5\" class=\"data row6 col5\" >0.05</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col6\" class=\"data row6 col6\" >0.248</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col7\" class=\"data row6 col7\" >0.992</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col8\" class=\"data row6 col8\" >0.043</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col9\" class=\"data row6 col9\" >0.1608</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col10\" class=\"data row6 col10\" >0.044</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col11\" class=\"data row6 col11\" >0.005</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row6_col12\" class=\"data row6 col12\" >0.2528</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row7\" class=\"row_heading level0 row7\" >29</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col0\" class=\"data row7 col0\" >MCS</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col1\" class=\"data row7 col1\" >biotex_lda_bvlac_ext_1</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col2\" class=\"data row7 col2\" >0.66</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col3\" class=\"data row7 col3\" >0.226</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col4\" class=\"data row7 col4\" >0.318</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col5\" class=\"data row7 col5\" >0.196</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col6\" class=\"data row7 col6\" >0.35</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col7\" class=\"data row7 col7\" >1.4</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col8\" class=\"data row7 col8\" >0.066</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col9\" class=\"data row7 col9\" >0.0904</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col10\" class=\"data row7 col10\" >0.1272</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col11\" class=\"data row7 col11\" >0.0196</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row7_col12\" class=\"data row7 col12\" >0.3032</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row8\" class=\"row_heading level0 row8\" >30</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col0\" class=\"data row8 col0\" >WeisfeleirLehmanKernel</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col1\" class=\"data row8 col1\" >biotex_bvlac</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col2\" class=\"data row8 col2\" >0.412</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col3\" class=\"data row8 col3\" >0.576</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col4\" class=\"data row8 col4\" >0.032</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col5\" class=\"data row8 col5\" >0.004</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col6\" class=\"data row8 col6\" >0.256</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col7\" class=\"data row8 col7\" >1.024</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col8\" class=\"data row8 col8\" >0.0412</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col9\" class=\"data row8 col9\" >0.2304</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col10\" class=\"data row8 col10\" >0.0128</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col11\" class=\"data row8 col11\" >0.0004</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row8_col12\" class=\"data row8 col12\" >0.2848</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row9\" class=\"row_heading level0 row9\" >33</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col0\" class=\"data row9 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col1\" class=\"data row9 col1\" >dev_du_gen_country</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col2\" class=\"data row9 col2\" >0.016</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col3\" class=\"data row9 col3\" >0.024</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col4\" class=\"data row9 col4\" >0.004</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col5\" class=\"data row9 col5\" >0</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col6\" class=\"data row9 col6\" >0.011</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col7\" class=\"data row9 col7\" >0.044</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col8\" class=\"data row9 col8\" >0.0016</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col9\" class=\"data row9 col9\" >0.0096</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col10\" class=\"data row9 col10\" >0.0016</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col11\" class=\"data row9 col11\" >0</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row9_col12\" class=\"data row9 col12\" >0.0128</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row10\" class=\"row_heading level0 row10\" >37</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col0\" class=\"data row10 col0\" >VertexEdgeOverlap</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col1\" class=\"data row10 col1\" >str_object</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col2\" class=\"data row10 col2\" >0.7</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col3\" class=\"data row10 col3\" >0.19</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col4\" class=\"data row10 col4\" >0.318</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col5\" class=\"data row10 col5\" >0.198</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col6\" class=\"data row10 col6\" >0.3515</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col7\" class=\"data row10 col7\" >1.406</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col8\" class=\"data row10 col8\" >0.07</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col9\" class=\"data row10 col9\" >0.076</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col10\" class=\"data row10 col10\" >0.1272</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col11\" class=\"data row10 col11\" >0.0198</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row10_col12\" class=\"data row10 col12\" >0.293</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row11\" class=\"row_heading level0 row11\" >47</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col0\" class=\"data row11 col0\" >Jaccard</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col1\" class=\"data row11 col1\" >dev_du</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col2\" class=\"data row11 col2\" >0.554</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col3\" class=\"data row11 col3\" >0.212</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col4\" class=\"data row11 col4\" >0.288</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col5\" class=\"data row11 col5\" >0.16</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col6\" class=\"data row11 col6\" >0.3035</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col7\" class=\"data row11 col7\" >1.214</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col8\" class=\"data row11 col8\" >0.0554</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col9\" class=\"data row11 col9\" >0.0848</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col10\" class=\"data row11 col10\" >0.1152</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col11\" class=\"data row11 col11\" >0.016</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row11_col12\" class=\"data row11 col12\" >0.2714</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row12\" class=\"row_heading level0 row12\" >111</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col0\" class=\"data row12 col0\" >DeepWalk</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col1\" class=\"data row12 col1\" >biotex_bvlac_gen_country</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col2\" class=\"data row12 col2\" >0.508</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col3\" class=\"data row12 col3\" >0.342</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col4\" class=\"data row12 col4\" >0.144</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col5\" class=\"data row12 col5\" >0.058</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col6\" class=\"data row12 col6\" >0.263</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col7\" class=\"data row12 col7\" >1.052</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col8\" class=\"data row12 col8\" >0.0508</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col9\" class=\"data row12 col9\" >0.1368</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col10\" class=\"data row12 col10\" >0.0576</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col11\" class=\"data row12 col11\" >0.0058</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row12_col12\" class=\"data row12 col12\" >0.251</td>\n",
+       "            </tr>\n",
+       "            <tr>\n",
+       "                        <th id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820level0_row13\" class=\"row_heading level0 row13\" >117</th>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col0\" class=\"data row13 col0\" >Graph2Vec</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col1\" class=\"data row13 col1\" >inra_ext_2</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col2\" class=\"data row13 col2\" >0.022</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col3\" class=\"data row13 col3\" >0.024</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col4\" class=\"data row13 col4\" >0.002</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col5\" class=\"data row13 col5\" >0</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col6\" class=\"data row13 col6\" >0.012</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col7\" class=\"data row13 col7\" >0.048</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col8\" class=\"data row13 col8\" >0.0022</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col9\" class=\"data row13 col9\" >0.0096</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col10\" class=\"data row13 col10\" >0.0008</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col11\" class=\"data row13 col11\" >0</td>\n",
+       "                        <td id=\"T_76d815b4_4af4_11e9_906a_6a0002e84820row13_col12\" class=\"data row13 col12\" >0.0126</td>\n",
        "            </tr>\n",
        "    </tbody></table>"
       ],
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x12cd6ac18>"
+       "<pandas.io.formats.style.Styler at 0x13a302978>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 93,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1397,7 +2786,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 94,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.075207Z",
@@ -1414,7 +2803,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 95,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.081736Z",
@@ -1429,7 +2818,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 96,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.087597Z",
@@ -1443,7 +2832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 99,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.516059Z",
@@ -1453,9 +2842,9 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x12f86f2b0>"
+       "<Figure size 1440x1440 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -1463,7 +2852,7 @@
     }
    ],
    "source": [
-    "df_plot.plot.line(x=\"type\",legend=True,marker='o',grid=\"on\",linestyle='--',rot=45)#.get_legend().set_bbox_to_anchor((0.7, 0.1))#,linestyle='--')#,grid=\"on\")\n",
+    "df_plot.plot.line(x=\"type\",legend=True,marker='o',grid=\"on\",linestyle='--',rot=45,figsize=(20,20))#.get_legend().set_bbox_to_anchor((0.7, 0.1))#,linestyle='--')#,grid=\"on\")\n",
     "plt.xticks(np.arange(len(df_plot[\"type\"])), df_plot[\"type\"])\n",
     "plt.yticks(np.linspace(0.5,1,15))\n",
     "plt.ylabel(\"A@P\")\n",
@@ -1474,7 +2863,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 98,
    "metadata": {
     "ExecuteTime": {
      "end_time": "2018-09-26T12:55:11.545585Z",
@@ -1503,11 +2892,17 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>mesure</th>\n",
        "      <th>c1</th>\n",
        "      <th>c2</th>\n",
        "      <th>c3</th>\n",
        "      <th>c4</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>sum</th>\n",
+       "      <th>c1_w</th>\n",
+       "      <th>c2_w</th>\n",
+       "      <th>c3_w</th>\n",
+       "      <th>c4_w</th>\n",
+       "      <th>sum_w</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>type</th>\n",
@@ -1516,70 +2911,450 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>extension_1</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.976</td>\n",
-       "      <td>0.756</td>\n",
-       "      <td>0.962</td>\n",
-       "      <td>0.482</td>\n",
+       "      <th>normal</th>\n",
+       "      <td>0.166</td>\n",
+       "      <td>0.110</td>\n",
+       "      <td>0.060</td>\n",
+       "      <td>0.040</td>\n",
+       "      <td>0.0940</td>\n",
+       "      <td>0.376</td>\n",
+       "      <td>0.0166</td>\n",
+       "      <td>0.0440</td>\n",
+       "      <td>0.0240</td>\n",
+       "      <td>0.0040</td>\n",
+       "      <td>0.0886</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>extension_2</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.974</td>\n",
-       "      <td>0.750</td>\n",
-       "      <td>0.962</td>\n",
-       "      <td>0.484</td>\n",
+       "      <td>0.168</td>\n",
+       "      <td>0.112</td>\n",
+       "      <td>0.060</td>\n",
+       "      <td>0.040</td>\n",
+       "      <td>0.0950</td>\n",
+       "      <td>0.380</td>\n",
+       "      <td>0.0168</td>\n",
+       "      <td>0.0448</td>\n",
+       "      <td>0.0240</td>\n",
+       "      <td>0.0040</td>\n",
+       "      <td>0.0896</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>gen_country</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.906</td>\n",
-       "      <td>0.848</td>\n",
-       "      <td>0.958</td>\n",
-       "      <td>0.494</td>\n",
+       "      <th>extension_1</th>\n",
+       "      <td>0.170</td>\n",
+       "      <td>0.114</td>\n",
+       "      <td>0.060</td>\n",
+       "      <td>0.040</td>\n",
+       "      <td>0.0960</td>\n",
+       "      <td>0.384</td>\n",
+       "      <td>0.0170</td>\n",
+       "      <td>0.0456</td>\n",
+       "      <td>0.0240</td>\n",
+       "      <td>0.0040</td>\n",
+       "      <td>0.0906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>str_object</th>\n",
+       "      <td>3.426</td>\n",
+       "      <td>1.716</td>\n",
+       "      <td>1.480</td>\n",
+       "      <td>0.780</td>\n",
+       "      <td>1.8505</td>\n",
+       "      <td>7.402</td>\n",
+       "      <td>0.3426</td>\n",
+       "      <td>0.6864</td>\n",
+       "      <td>0.5920</td>\n",
+       "      <td>0.0780</td>\n",
+       "      <td>1.6990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac</th>\n",
+       "      <td>3.382</td>\n",
+       "      <td>1.780</td>\n",
+       "      <td>1.444</td>\n",
+       "      <td>0.838</td>\n",
+       "      <td>1.8610</td>\n",
+       "      <td>7.444</td>\n",
+       "      <td>0.3382</td>\n",
+       "      <td>0.7120</td>\n",
+       "      <td>0.5776</td>\n",
+       "      <td>0.0838</td>\n",
+       "      <td>1.7116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac_gen_country</th>\n",
+       "      <td>3.346</td>\n",
+       "      <td>1.830</td>\n",
+       "      <td>1.458</td>\n",
+       "      <td>0.830</td>\n",
+       "      <td>1.8660</td>\n",
+       "      <td>7.464</td>\n",
+       "      <td>0.3346</td>\n",
+       "      <td>0.7320</td>\n",
+       "      <td>0.5832</td>\n",
+       "      <td>0.0830</td>\n",
+       "      <td>1.7328</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac_ext_2</th>\n",
+       "      <td>3.470</td>\n",
+       "      <td>1.842</td>\n",
+       "      <td>1.458</td>\n",
+       "      <td>0.834</td>\n",
+       "      <td>1.9010</td>\n",
+       "      <td>7.604</td>\n",
+       "      <td>0.3470</td>\n",
+       "      <td>0.7368</td>\n",
+       "      <td>0.5832</td>\n",
+       "      <td>0.0834</td>\n",
+       "      <td>1.7504</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac_gen_region</th>\n",
+       "      <td>3.478</td>\n",
+       "      <td>1.870</td>\n",
+       "      <td>1.438</td>\n",
+       "      <td>0.824</td>\n",
+       "      <td>1.9025</td>\n",
+       "      <td>7.610</td>\n",
+       "      <td>0.3478</td>\n",
+       "      <td>0.7480</td>\n",
+       "      <td>0.5752</td>\n",
+       "      <td>0.0824</td>\n",
+       "      <td>1.7534</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac_gen_country</th>\n",
+       "      <td>3.492</td>\n",
+       "      <td>1.796</td>\n",
+       "      <td>1.530</td>\n",
+       "      <td>0.838</td>\n",
+       "      <td>1.9140</td>\n",
+       "      <td>7.656</td>\n",
+       "      <td>0.3492</td>\n",
+       "      <td>0.7184</td>\n",
+       "      <td>0.6120</td>\n",
+       "      <td>0.0838</td>\n",
+       "      <td>1.7634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac_gen_region</th>\n",
+       "      <td>3.564</td>\n",
+       "      <td>1.762</td>\n",
+       "      <td>1.508</td>\n",
+       "      <td>0.836</td>\n",
+       "      <td>1.9175</td>\n",
+       "      <td>7.670</td>\n",
+       "      <td>0.3564</td>\n",
+       "      <td>0.7048</td>\n",
+       "      <td>0.6032</td>\n",
+       "      <td>0.0836</td>\n",
+       "      <td>1.7480</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dev_du_gen_country</th>\n",
+       "      <td>3.356</td>\n",
+       "      <td>1.908</td>\n",
+       "      <td>1.576</td>\n",
+       "      <td>0.858</td>\n",
+       "      <td>1.9245</td>\n",
+       "      <td>7.698</td>\n",
+       "      <td>0.3356</td>\n",
+       "      <td>0.7632</td>\n",
+       "      <td>0.6304</td>\n",
+       "      <td>0.0858</td>\n",
+       "      <td>1.8150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dev_du_ext_2</th>\n",
+       "      <td>3.488</td>\n",
+       "      <td>1.810</td>\n",
+       "      <td>1.540</td>\n",
+       "      <td>0.872</td>\n",
+       "      <td>1.9275</td>\n",
+       "      <td>7.710</td>\n",
+       "      <td>0.3488</td>\n",
+       "      <td>0.7240</td>\n",
+       "      <td>0.6160</td>\n",
+       "      <td>0.0872</td>\n",
+       "      <td>1.7760</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac_ext_1</th>\n",
+       "      <td>3.612</td>\n",
+       "      <td>1.778</td>\n",
+       "      <td>1.504</td>\n",
+       "      <td>0.834</td>\n",
+       "      <td>1.9320</td>\n",
+       "      <td>7.728</td>\n",
+       "      <td>0.3612</td>\n",
+       "      <td>0.7112</td>\n",
+       "      <td>0.6016</td>\n",
+       "      <td>0.0834</td>\n",
+       "      <td>1.7574</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_lda_bvlac_ext_1</th>\n",
+       "      <td>3.550</td>\n",
+       "      <td>1.810</td>\n",
+       "      <td>1.504</td>\n",
+       "      <td>0.866</td>\n",
+       "      <td>1.9325</td>\n",
+       "      <td>7.730</td>\n",
+       "      <td>0.3550</td>\n",
+       "      <td>0.7240</td>\n",
+       "      <td>0.6016</td>\n",
+       "      <td>0.0866</td>\n",
+       "      <td>1.7672</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac_ext_2</th>\n",
+       "      <td>3.634</td>\n",
+       "      <td>1.750</td>\n",
+       "      <td>1.542</td>\n",
+       "      <td>0.864</td>\n",
+       "      <td>1.9475</td>\n",
+       "      <td>7.790</td>\n",
+       "      <td>0.3634</td>\n",
+       "      <td>0.7000</td>\n",
+       "      <td>0.6168</td>\n",
+       "      <td>0.0864</td>\n",
+       "      <td>1.7666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dev_du_gen_region</th>\n",
+       "      <td>3.522</td>\n",
+       "      <td>1.922</td>\n",
+       "      <td>1.544</td>\n",
+       "      <td>0.836</td>\n",
+       "      <td>1.9560</td>\n",
+       "      <td>7.824</td>\n",
+       "      <td>0.3522</td>\n",
+       "      <td>0.7688</td>\n",
+       "      <td>0.6176</td>\n",
+       "      <td>0.0836</td>\n",
+       "      <td>1.8222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inra_ext_2</th>\n",
+       "      <td>3.592</td>\n",
+       "      <td>1.772</td>\n",
+       "      <td>1.650</td>\n",
+       "      <td>0.842</td>\n",
+       "      <td>1.9640</td>\n",
+       "      <td>7.856</td>\n",
+       "      <td>0.3592</td>\n",
+       "      <td>0.7088</td>\n",
+       "      <td>0.6600</td>\n",
+       "      <td>0.0842</td>\n",
+       "      <td>1.8122</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inra_gen_region</th>\n",
+       "      <td>3.552</td>\n",
+       "      <td>1.862</td>\n",
+       "      <td>1.620</td>\n",
+       "      <td>0.844</td>\n",
+       "      <td>1.9695</td>\n",
+       "      <td>7.878</td>\n",
+       "      <td>0.3552</td>\n",
+       "      <td>0.7448</td>\n",
+       "      <td>0.6480</td>\n",
+       "      <td>0.0844</td>\n",
+       "      <td>1.8324</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inra_gen_country</th>\n",
+       "      <td>3.528</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>1.544</td>\n",
+       "      <td>0.856</td>\n",
+       "      <td>1.9820</td>\n",
+       "      <td>7.928</td>\n",
+       "      <td>0.3528</td>\n",
+       "      <td>0.8000</td>\n",
+       "      <td>0.6176</td>\n",
+       "      <td>0.0856</td>\n",
+       "      <td>1.8560</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>biotex_bvlac</th>\n",
+       "      <td>3.732</td>\n",
+       "      <td>1.846</td>\n",
+       "      <td>1.566</td>\n",
+       "      <td>0.840</td>\n",
+       "      <td>1.9960</td>\n",
+       "      <td>7.984</td>\n",
+       "      <td>0.3732</td>\n",
+       "      <td>0.7384</td>\n",
+       "      <td>0.6264</td>\n",
+       "      <td>0.0840</td>\n",
+       "      <td>1.8220</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dev_du</th>\n",
+       "      <td>4.094</td>\n",
+       "      <td>1.870</td>\n",
+       "      <td>1.752</td>\n",
+       "      <td>1.016</td>\n",
+       "      <td>2.1830</td>\n",
+       "      <td>8.732</td>\n",
+       "      <td>0.4094</td>\n",
+       "      <td>0.7480</td>\n",
+       "      <td>0.7008</td>\n",
+       "      <td>0.1016</td>\n",
+       "      <td>1.9598</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ext_1</th>\n",
+       "      <td>4.072</td>\n",
+       "      <td>1.866</td>\n",
+       "      <td>1.848</td>\n",
+       "      <td>1.044</td>\n",
+       "      <td>2.2075</td>\n",
+       "      <td>8.830</td>\n",
+       "      <td>0.4072</td>\n",
+       "      <td>0.7464</td>\n",
+       "      <td>0.7392</td>\n",
+       "      <td>0.1044</td>\n",
+       "      <td>1.9972</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ext_2</th>\n",
+       "      <td>4.058</td>\n",
+       "      <td>1.914</td>\n",
+       "      <td>1.850</td>\n",
+       "      <td>1.050</td>\n",
+       "      <td>2.2180</td>\n",
+       "      <td>8.872</td>\n",
+       "      <td>0.4058</td>\n",
+       "      <td>0.7656</td>\n",
+       "      <td>0.7400</td>\n",
+       "      <td>0.1050</td>\n",
+       "      <td>2.0164</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>inra</th>\n",
+       "      <td>4.110</td>\n",
+       "      <td>1.826</td>\n",
+       "      <td>1.944</td>\n",
+       "      <td>1.038</td>\n",
+       "      <td>2.2295</td>\n",
+       "      <td>8.918</td>\n",
+       "      <td>0.4110</td>\n",
+       "      <td>0.7304</td>\n",
+       "      <td>0.7776</td>\n",
+       "      <td>0.1038</td>\n",
+       "      <td>2.0228</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>gen_region</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.964</td>\n",
-       "      <td>0.870</td>\n",
-       "      <td>0.984</td>\n",
-       "      <td>0.502</td>\n",
+       "      <td>4.062</td>\n",
+       "      <td>2.064</td>\n",
+       "      <td>1.846</td>\n",
+       "      <td>1.022</td>\n",
+       "      <td>2.2485</td>\n",
+       "      <td>8.994</td>\n",
+       "      <td>0.4062</td>\n",
+       "      <td>0.8256</td>\n",
+       "      <td>0.7384</td>\n",
+       "      <td>0.1022</td>\n",
+       "      <td>2.0724</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>normal</th>\n",
-       "      <td>WeisfeleirLehmanKernel</td>\n",
-       "      <td>0.978</td>\n",
-       "      <td>0.812</td>\n",
-       "      <td>0.966</td>\n",
-       "      <td>0.484</td>\n",
+       "      <th>gen_country</th>\n",
+       "      <td>3.956</td>\n",
+       "      <td>2.152</td>\n",
+       "      <td>1.940</td>\n",
+       "      <td>1.098</td>\n",
+       "      <td>2.2865</td>\n",
+       "      <td>9.146</td>\n",
+       "      <td>0.3956</td>\n",
+       "      <td>0.8608</td>\n",
+       "      <td>0.7760</td>\n",
+       "      <td>0.1098</td>\n",
+       "      <td>2.1422</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                             mesure     c1     c2     c3     c4\n",
-       "type                                                           \n",
-       "extension_1  WeisfeleirLehmanKernel  0.976  0.756  0.962  0.482\n",
-       "extension_2  WeisfeleirLehmanKernel  0.974  0.750  0.962  0.484\n",
-       "gen_country  WeisfeleirLehmanKernel  0.906  0.848  0.958  0.494\n",
-       "gen_region   WeisfeleirLehmanKernel  0.964  0.870  0.984  0.502\n",
-       "normal       WeisfeleirLehmanKernel  0.978  0.812  0.966  0.484"
+       "                                 c1     c2     c3     c4    mean    sum  \\\n",
+       "type                                                                      \n",
+       "normal                        0.166  0.110  0.060  0.040  0.0940  0.376   \n",
+       "extension_2                   0.168  0.112  0.060  0.040  0.0950  0.380   \n",
+       "extension_1                   0.170  0.114  0.060  0.040  0.0960  0.384   \n",
+       "str_object                    3.426  1.716  1.480  0.780  1.8505  7.402   \n",
+       "biotex_lda_bvlac              3.382  1.780  1.444  0.838  1.8610  7.444   \n",
+       "biotex_lda_bvlac_gen_country  3.346  1.830  1.458  0.830  1.8660  7.464   \n",
+       "biotex_lda_bvlac_ext_2        3.470  1.842  1.458  0.834  1.9010  7.604   \n",
+       "biotex_lda_bvlac_gen_region   3.478  1.870  1.438  0.824  1.9025  7.610   \n",
+       "biotex_bvlac_gen_country      3.492  1.796  1.530  0.838  1.9140  7.656   \n",
+       "biotex_bvlac_gen_region       3.564  1.762  1.508  0.836  1.9175  7.670   \n",
+       "dev_du_gen_country            3.356  1.908  1.576  0.858  1.9245  7.698   \n",
+       "dev_du_ext_2                  3.488  1.810  1.540  0.872  1.9275  7.710   \n",
+       "biotex_bvlac_ext_1            3.612  1.778  1.504  0.834  1.9320  7.728   \n",
+       "biotex_lda_bvlac_ext_1        3.550  1.810  1.504  0.866  1.9325  7.730   \n",
+       "biotex_bvlac_ext_2            3.634  1.750  1.542  0.864  1.9475  7.790   \n",
+       "dev_du_gen_region             3.522  1.922  1.544  0.836  1.9560  7.824   \n",
+       "inra_ext_2                    3.592  1.772  1.650  0.842  1.9640  7.856   \n",
+       "inra_gen_region               3.552  1.862  1.620  0.844  1.9695  7.878   \n",
+       "inra_gen_country              3.528  2.000  1.544  0.856  1.9820  7.928   \n",
+       "biotex_bvlac                  3.732  1.846  1.566  0.840  1.9960  7.984   \n",
+       "dev_du                        4.094  1.870  1.752  1.016  2.1830  8.732   \n",
+       "ext_1                         4.072  1.866  1.848  1.044  2.2075  8.830   \n",
+       "ext_2                         4.058  1.914  1.850  1.050  2.2180  8.872   \n",
+       "inra                          4.110  1.826  1.944  1.038  2.2295  8.918   \n",
+       "gen_region                    4.062  2.064  1.846  1.022  2.2485  8.994   \n",
+       "gen_country                   3.956  2.152  1.940  1.098  2.2865  9.146   \n",
+       "\n",
+       "                                c1_w    c2_w    c3_w    c4_w   sum_w  \n",
+       "type                                                                  \n",
+       "normal                        0.0166  0.0440  0.0240  0.0040  0.0886  \n",
+       "extension_2                   0.0168  0.0448  0.0240  0.0040  0.0896  \n",
+       "extension_1                   0.0170  0.0456  0.0240  0.0040  0.0906  \n",
+       "str_object                    0.3426  0.6864  0.5920  0.0780  1.6990  \n",
+       "biotex_lda_bvlac              0.3382  0.7120  0.5776  0.0838  1.7116  \n",
+       "biotex_lda_bvlac_gen_country  0.3346  0.7320  0.5832  0.0830  1.7328  \n",
+       "biotex_lda_bvlac_ext_2        0.3470  0.7368  0.5832  0.0834  1.7504  \n",
+       "biotex_lda_bvlac_gen_region   0.3478  0.7480  0.5752  0.0824  1.7534  \n",
+       "biotex_bvlac_gen_country      0.3492  0.7184  0.6120  0.0838  1.7634  \n",
+       "biotex_bvlac_gen_region       0.3564  0.7048  0.6032  0.0836  1.7480  \n",
+       "dev_du_gen_country            0.3356  0.7632  0.6304  0.0858  1.8150  \n",
+       "dev_du_ext_2                  0.3488  0.7240  0.6160  0.0872  1.7760  \n",
+       "biotex_bvlac_ext_1            0.3612  0.7112  0.6016  0.0834  1.7574  \n",
+       "biotex_lda_bvlac_ext_1        0.3550  0.7240  0.6016  0.0866  1.7672  \n",
+       "biotex_bvlac_ext_2            0.3634  0.7000  0.6168  0.0864  1.7666  \n",
+       "dev_du_gen_region             0.3522  0.7688  0.6176  0.0836  1.8222  \n",
+       "inra_ext_2                    0.3592  0.7088  0.6600  0.0842  1.8122  \n",
+       "inra_gen_region               0.3552  0.7448  0.6480  0.0844  1.8324  \n",
+       "inra_gen_country              0.3528  0.8000  0.6176  0.0856  1.8560  \n",
+       "biotex_bvlac                  0.3732  0.7384  0.6264  0.0840  1.8220  \n",
+       "dev_du                        0.4094  0.7480  0.7008  0.1016  1.9598  \n",
+       "ext_1                         0.4072  0.7464  0.7392  0.1044  1.9972  \n",
+       "ext_2                         0.4058  0.7656  0.7400  0.1050  2.0164  \n",
+       "inra                          0.4110  0.7304  0.7776  0.1038  2.0228  \n",
+       "gen_region                    0.4062  0.8256  0.7384  0.1022  2.0724  \n",
+       "gen_country                   0.3956  0.8608  0.7760  0.1098  2.1422  "
       ]
      },
-     "execution_count": 15,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "data.groupby(\"type\",as_index=True).max()"
+    "data.groupby(\"type\",as_index=True).sum().sort_values(\"sum\")"
    ]
   },
   {
diff --git a/run_automatic_annotation.py b/run_automatic_annotation.py
index 036725774aa3e664bb6a64615403fc8bfafe0071..8e64ae4a52a871dd4b648d2816d13190e768568c 100644
--- a/run_automatic_annotation.py
+++ b/run_automatic_annotation.py
@@ -1,44 +1,22 @@
 # coding = utf-8
 
-import os, re, argparse, json,sys, subprocess, glob, shutil
-import logging
+import argparse
+import logging,json
 for _ in ("boto", "elasticsearch", "urllib3", "sklearn"):
     logging.getLogger(_).setLevel(logging.CRITICAL)
 
 parser=argparse.ArgumentParser()
 
-parser.add_argument("simMatrixInputDir")
-parser.add_argument("graphDataDir")
-parser.add_argument("selectedInputFile")
-parser.add_argument("outputAnnotation_dir")
-parser.add_argument("outputAnnotation2_dir")
+parser.add_argument("dataset",help="Name of the dataset")
+parser.add_argument("sim_matrix_dir",help="Similarity Matrix Directory")
+parser.add_argument("graph_data_dir", help="STR without transformation graph directory")
+parser.add_argument("adjacency_fn", help ="Adjacency Information json filename")
+parser.add_argument("inclusion_fn", help ="Inclusion Information json filename")
+parser.add_argument("selected_json_file",help="Filename containing the STR graph you want to make your evaluation on")
+parser.add_argument("-t","--threshold",default=0.5,help="Threshold for the third criteria")
 
 args=parser.parse_args()
 
-print("Generating Annotation File")
-process=subprocess.run(["python3","generate_annotation_file.py",args.simMatrixInputDir,args.selectedInputFile,args.outputAnnotation_dir])
+from auto_fill_annotation import main
 
-if process.returncode  == 1:
-    raise subprocess.CalledProcessError("The process did not end well !")
-
-fns=glob.glob(os.path.join(args.outputAnnotation_dir,"*.csv"))
-
-if not os.path.exists("./temp_cluster/"):
-    os.makedirs("./temp_cluster/")
-if not os.path.exists("cache.json"):
-    json.dump({},open("cache.json",'w'))
-
-if not os.path.exists(args.outputAnnotation2_dir):
-    os.makedirs(args.outputAnnotation2_dir)
-i,n=0,len(fns)
-for fn in fns:
-    i+=1
-    print("Processing({1}/{2} {0}...".format(fn,i,n))
-    #print(["python3","auto_fill_annotation.py",fn,os.path.join(args.graphDataDir),os.path.join(args.outputAnnotation2_dir,os.path.basename(fn))])
-    process=subprocess.run(["python3","auto_fill_annotation.py",fn,os.path.join(args.graphDataDir),os.path.join(args.outputAnnotation2_dir,os.path.basename(fn))])
-    if process.returncode == 1:
-        raise subprocess.CalledProcessError(process,"The process did not end well !")
-
-
-#shutil.rmtree("./temp_cluster/")
-#os.remove("cache.json")
+main(args.dataset,args.sim_matrix_dir,args.graph_data_dir,json.load(open(args.selected_json_file)),args.threshold,args.inclusion_fn, args.adjacency_fn)
\ No newline at end of file
diff --git a/strpython/__init__.py b/strpython/__init__.py
index 950f6351f2b5c063c306b42eb677bb9695abdd58..0c14602ded0f9ca881bca5ccb2023e96e5eeb8c4 100644
--- a/strpython/__init__.py
+++ b/strpython/__init__.py
@@ -1 +1,3 @@
-# coding = utf-8
\ No newline at end of file
+# coding = utf-8
+
+from .models.str import STR
\ No newline at end of file
diff --git a/strpython/eval/automatic_annotation.py b/strpython/eval/automatic_annotation.py
index 784c493c20d92078b860c6da685ee6d2009d5e4b..c5fb261983fb0c492e4398cb58dbcfa7c4606bff 100644
--- a/strpython/eval/automatic_annotation.py
+++ b/strpython/eval/automatic_annotation.py
@@ -2,6 +2,8 @@
 import json
 
 import numpy as np
+import geopandas as gpd
+from scipy.spatial.distance import cdist
 
 from ..models.str import STR
 from ..helpers.match_cache import MatchingCache
@@ -15,12 +17,16 @@ class AnnotationAutomatic(object):
     Author : Jacques Fize
     """
 
-    def __init__(self, dataset):
+    def __init__(self, dataset,threshold_c3=0.5,inclusion_fn="",adjacency_fn=""):
         self.matching_cache = MatchingCache(dataset)
         self.adj_rel_db = AdjacencyRelation()
         self.inc_rel_db = InclusionRelation()
-        self.inclusion = json.load(open("notebooks/inclusion.json"))
-        self.adjacency = json.load(open("notebooks/adjacency.json"))
+        self.inclusion,self.adjacency = {},{}
+        if inclusion_fn:
+            self.inclusion = json.load(open(inclusion_fn))
+        if adjacency_fn:
+            self.adjacency = json.load(open(adjacency_fn))
+        self.threshold = threshold_c3
     def all(self, str1, str2, id1=None, id2=None):
         """
 
@@ -98,7 +104,6 @@ class AnnotationAutomatic(object):
         -------
 
         """
-
         try:
             c1 = str1.get_cluster(id1)
         except:
@@ -108,25 +113,36 @@ class AnnotationAutomatic(object):
         except:
             c2 = str2.get_cluster()
 
+
         if ("geometry" not in c1) or ("geometry" not in c2):
             return 0
         c1["area_"] = c1.area
         c2["area_"] = c2.area
-        c1 = c1.sort_values(by="area_", ascending=False)
-        c2 = c2.sort_values(by="area_", ascending=False)
-        mean = np.mean(c1.area_)
-        c1=c1[c1.area_ >= mean]
-        return int(c1.intersects(c2).any())
-        # for ind, rows in c1.iterrows():
-        #     if rows.area < mean:
-        #         break
-        #     for ind2, rows2 in c2.iterrows():
-        #         if rows.geometry.intersects(rows2.geometry):
-        #             return 1
-
+        c1["nb_point"] = c1.nb_point.astype(int)
+        c2["nb_point"] = c2.nb_point.astype(int)
+        c1 = c1.sort_values(by="nb_point", ascending=False)
+        c2 = c2.sort_values(by="nb_point", ascending=False)
+        mean = np.mean(c1.nb_point)
+        c1=c1[c1.nb_point >= mean]
+        mean2 = np.mean(c2.nb_point)
+        c2 = c2[c2.nb_point >= mean2]
+        if c2.intersects(c1).any():
+            for ind, rows in c2.iterrows():
+                for ind2, rows2 in c1.iterrows():
+                    inter = gpd.overlay(
+                        gpd.GeoDataFrame(geometry=[rows.geometry]), #c2
+                        gpd.GeoDataFrame(geometry=[rows2.geometry]), #c1
+                        how="intersection",
+                        use_sindex=False
+                    )
+                    a1,a2=rows.geometry.area,rows2.geometry.area
+                    if "geometry" in inter:
+                        ia=inter.area.sum()
+                        if ia/a2 >= self.threshold:
+                            return 1
         return 0
 
-    def criterion4(self, str1, str2, id1=None, id2=None, ):
+    def criterion4(self, str1, str2, id1=None, id2=None ):
         """
         Return True if both str share the same clusters. Using the same clustering methods as in criterion3().
         Parameters
@@ -151,3 +167,36 @@ class AnnotationAutomatic(object):
         if ("geometry" not in c1) or ("geometry" not in c2):
             return 0
         return int(c1.intersects(c2).all())
+
+    def criteria5(self, str1, str2, id1=None, id2=None ):
+        """
+        Return the average distance between the two set of clusters found
+        Parameters
+        ----------
+        str1
+        str2
+        id1
+        id2
+
+        Returns
+        -------
+
+        """
+        try:
+            c1 = str1.get_cluster(id1)
+        except:
+            c1 = str1.get_cluster()  # Feignasse !!!!
+        try:
+            c2 = str2.get_cluster(id2)
+        except:
+            c2 = str2.get_cluster()
+
+        if ("geometry" not in c1) or ("geometry" not in c2):
+            return np.inf
+
+        def get_centroid_array(gdf):
+            gdf["centroid_"] = gdf.centroid.apply(lambda x: [x.x, x.y])
+            return np.array(gdf.centroid_.values.tolist())
+
+        return np.mean(cdist(get_centroid_array(c1),get_centroid_array(c2), "euclidean").flatten())
+
diff --git a/strpython/helpers/geo_relation_database.py b/strpython/helpers/geo_relation_database.py
index 4d9efe6c9c7c233a615a0afc31562a48ce328f76..772d43cb5b2b94a08c34d1cb0be7268f2864ef13 100644
--- a/strpython/helpers/geo_relation_database.py
+++ b/strpython/helpers/geo_relation_database.py
@@ -167,9 +167,6 @@ class GeoRelationMatchingDatabase():
         cursor = self._db_connection.cursor()
         cursor.execute("SELECT * from {2} a where a.dataset LIKE '{3}' AND a.g1 = {0} and a.g2 = {1}".format(G1, G2, "matching",dataset))
         result_ = cursor.fetchone()
-        if not result_:
-            cursor.execute("SELECT * from {2} a where a.dataset LIKE '{3}' AND a.g2 = {0} and a.g1 = {1} ".format(G1, G2, "matching",dataset))
-            result_ = cursor.fetchone()
         cursor.close()
         if result_:
             return True, tuple(map(int, result_[-4:]))
diff --git a/strpython/models/str.py b/strpython/models/str.py
index ca8b46c1fe701a91c89349a786b11706114b5ab2..dfe994b1129ae48831f05dd4ef11b0a7968275e3 100644
--- a/strpython/models/str.py
+++ b/strpython/models/str.py
@@ -3,20 +3,28 @@ import copy
 import os
 import time
 import warnings
-
+from multiprocessing import cpu_count
 
 from tqdm import tqdm
 import folium
 import geopandas as gpd
 import networkx as nx
 import pandas as pd
+import numpy as np
 from shapely.geometry import MultiPoint, Polygon, Point, LineString
 from sklearn.cluster import MeanShift, estimate_bandwidth, dbscan
 
+from sklearn.cluster import KMeans
+from skcriteria.madm import closeness, simple
+from skcriteria import Data, MIN, MAX
+from scipy.cluster.vq import kmeans2, whiten
 
 from ..helpers.geodict_helpers import gazetteer
 from ..helpers.relation_extraction import AdjacencyRelation, InclusionRelation
 
+from joblib import Parallel,delayed
+
+max_int = 1e6
 
 def get_inclusion_chain(id_, prop):
     """
@@ -475,25 +483,53 @@ class STR(object):
 
         if os.path.exists("./temp_cluster/{0}.geojson".format(id_)):
             return gpd.read_file("./temp_cluster/{0}.geojson".format(id_))
-
-        data = self.get_geo_data_of_se()
-        X = data[["x", "y"]].values
-        if len(X) == 0:  # if zero samples return Empty GeoDataFrame
+        if len(self)<1:
             return gpd.GeoDataFrame()
         try:
-            bandwidth = estimate_bandwidth(X)
-            ms = MeanShift(bandwidth=bandwidth, bin_seeding=True)
-            ms.fit(X)
-            data["cluster"] = ms.labels_
-        except:
-            samples, labels = dbscan(X)
-            data["cluster"] = labels
+            gdf = self.get_geo_data_of_se()
+
+            points = gdf.geometry.apply(lambda x: (x.x, x.y)).tolist()
+            opt_n_cluster = self.best_model_kmeans(points)
+            gdf["cluster"] = KMeans(n_clusters=opt_n_cluster, random_state=1).fit(points).labels_#kmeans2(points, opt_n_cluster, iter=10, minit='points')[1]
+            tt = gdf.groupby("cluster").apply(to_Polygon)
+            clusters_ = gpd.GeoDataFrame(
+                np.concatenate((np.array(tt.index.tolist()).reshape(-1, 1), np.array(tt.tolist())), axis=1),
+                columns="cluster geometry nb_point".split())
+
+            def treatment(cluster):
+                cluster["dd"] = np.ones(len(cluster))
+                cluster= cluster.dissolve(by="dd").explode().reset_index()
+                cluster["cluster"] = np.arange(len(cluster))
+                return cluster
+
+            clusters_ = treatment(clusters_)
+            if id_:
+                clusters_.to_file("./temp_cluster/{0}.geojson".format(id_))
+        except Exception as e:
+            clusters_=gpd.GeoDataFrame()
+
+
+        return clusters_
+
+    def best_model_kmeans(self,points, max_n=25):
+        data = []
+        def kmeans(k, x):
+            try:
+                return KMeans(n_clusters=k, random_state=1).fit(x)
+            except:
+                return None
+
+        models = Parallel(n_jobs=1)(delayed(kmeans)(k, points) for k in range(2, max_n))
+        for k in range(len(models)):
+            if models[k]:
+                # Sum of distances of samples to their closest cluster center
+                initeria = models[k].inertia_
+                data.append([initeria, np.bincount(models[k].labels_)[1]])
+            else:
+                data.append([max_int,max_int])
 
-        geo = data.groupby("cluster").apply(to_Polygon)
-        cluster_polybuff = gpd.GeoDataFrame(geometry=geo)
-        if id_:
-            cluster_polybuff.to_file("./temp_cluster/{0}.geojson".format(id_))
-        return cluster_polybuff
+        dd = Data(data, criteria=[MIN, MIN], anames=list(range(2, max_n)))
+        return simple.WeightedSum().decide(dd).best_alternative_
 
     def to_folium(self):
         """
@@ -608,6 +644,9 @@ class STR(object):
             return base
         plt.show()
 
+    def __len__(self):
+        return len(self.spatial_entities)
+
 
 def to_Polygon(x):
     """
@@ -623,14 +662,12 @@ def to_Polygon(x):
     shapely.geometry.Polygon
         polygon
     """
-
     points = [Point(z) for z in x[["x", "y"]].values]
     if len(points) > 2:
         coords = [p.coords[:][0] for p in points]
-        poly = Polygon(coords).buffer(1)
-        return poly
+        return [Polygon(coords).buffer(1).convex_hull,len(coords)]
     elif len(points) == 1:
-        return points[0].buffer(1)
+        return [points[0].buffer(1),1]
     else:
         coords = [p.coords[:][0] for p in points]
-        return LineString(coords).buffer(1)
\ No newline at end of file
+        return [LineString(coords).buffer(1).convex_hull,len(coords)]
\ No newline at end of file
diff --git a/strpython/pipeline.py b/strpython/pipeline.py
index db810491a0759d76e8f977d3780afef07d3f117a..6a905af458c960dbea22c12770b1fedf24af0c55 100644
--- a/strpython/pipeline.py
+++ b/strpython/pipeline.py
@@ -112,7 +112,6 @@ class Pipeline(object):
         return str_s
 
     def pipe_transform(self,strs_, cpu_count=cpu_count(),**kwargs):
-
         str_s = Parallel(n_jobs=cpu_count,backend="threading")(delayed(self.transform)(str_, **kwargs) for str_ in tqdm(strs_,desc="Transform STR"))
         return str_s
 
diff --git a/synthesize_result.py b/synthesize_result.py
deleted file mode 100644
index a0d58d6e8ccc11752816ae5e39d57ea0230bccf2..0000000000000000000000000000000000000000
--- a/synthesize_result.py
+++ /dev/null
@@ -1,29 +0,0 @@
-# coding = utf-8
-import os
-
-import pandas as pd
-import numpy as np
-import glob,argparse
-
-
-parser =argparse.ArgumentParser()
-parser.add_argument("annotated_dir")
-parser.add_argument("output")
-args=parser.parse_args()
-
-
-fns=glob.glob(os.path.join(args.annotated_dir,"*"))
-
-data=[]
-for fn in fns:
-    df=pd.read_csv(fn)
-    mes=np.unique(df.sim_measure)[0]
-    type_=np.unique(df.type_str)[0]
-    val=df.groupby("G1").mean().mean()["c1 c2 c3 c4".split()].values.tolist()
-    val.insert(0,type_)
-    val.insert(0,mes)
-    data.append(val)
-data
-pd.DataFrame(data,columns="mesure type c1 c2 c3 c4".split())
-res=pd.DataFrame(data,columns="mesure type c1 c2 c3 c4".split())
-res.to_csv(args.output)
\ No newline at end of file