From 34f50041bd1bf8801824e132487c4275f5f89caa Mon Sep 17 00:00:00 2001
From: Jacques Fize <jacques.fize@insa-lyon.fr>
Date: Wed, 12 Feb 2020 11:47:43 +0100
Subject: [PATCH] Move Toponym geocoding to new repo

---
 README.md                                     |  83 +----
 combination_embeddings.py                     | 329 ------------------
 documentation/imgs/second_approach.png        | Bin 457738 -> 0 bytes
 documentation/imgs/third_approach.png         | Bin 31104 -> 0 bytes
 metrics.py                                    |  37 --
 .../toponym_combination_embedding.json        |  17 -
 predict_toponym_coordinates.py                |  80 -----
 scripts/classificationEmbeddings.py           |  32 --
 scripts/evalgeonamesembeddings.py             |  70 ----
 scripts/evaluation-dbpedia-types.py           |  61 ----
 scripts/evaluation-geonames.py                |  62 ----
 scripts/extractWikidataClasseName.py          |  53 ---
 scripts/filterDataWithtopNclasse.py           |  59 ----
 scripts/getEmbeddingGeonamesPlacenames.py     |  59 ----
 scripts/getWikidataTypesNames.py              |  42 ---
 scripts/run_.sh                               |   7 -
 templates/cover.css                           | 106 ------
 templates/skeleton.html                       |  88 -----
 train_test_split_cooccurrence_data.py         |  85 -----
 train_test_split_geonames.py                  |  92 -----
 20 files changed, 1 insertion(+), 1361 deletions(-)
 delete mode 100755 combination_embeddings.py
 delete mode 100755 documentation/imgs/second_approach.png
 delete mode 100755 documentation/imgs/third_approach.png
 delete mode 100755 metrics.py
 delete mode 100755 parser_config/toponym_combination_embedding.json
 delete mode 100755 predict_toponym_coordinates.py
 delete mode 100755 scripts/classificationEmbeddings.py
 delete mode 100755 scripts/evalgeonamesembeddings.py
 delete mode 100755 scripts/evaluation-dbpedia-types.py
 delete mode 100755 scripts/evaluation-geonames.py
 delete mode 100755 scripts/extractWikidataClasseName.py
 delete mode 100755 scripts/filterDataWithtopNclasse.py
 delete mode 100755 scripts/getEmbeddingGeonamesPlacenames.py
 delete mode 100755 scripts/getWikidataTypesNames.py
 delete mode 100755 scripts/run_.sh
 delete mode 100755 templates/cover.css
 delete mode 100755 templates/skeleton.html
 delete mode 100755 train_test_split_cooccurrence_data.py
 delete mode 100755 train_test_split_geonames.py

diff --git a/README.md b/README.md
index 3eee584..a1ba1e3 100755
--- a/README.md
+++ b/README.md
@@ -25,7 +25,7 @@ For Anaconda users
 
 <hr>
 
-## First approach : Embedding using places Wikipedia pages
+##  Embedding using places Wikipedia pages
 
 <div style="text-align:center">
 <img src="documentation/imgs/first_approach.png"/>
@@ -86,84 +86,3 @@ The different outputs (on for each neural network architecture) are put in the `
 * outputs/Bi-GRU_100dim_20epoch_1000batch__place_type.png : **place type accuracy plot**
 * outputs/Bi-GRU_100dim_20epoch_1000batch.csv : **training history**
 * outputs/Bi-GRU_100dim_20epoch_1000batch.txt : **embeddings**
-
-<hr>
-
-## 2nd Approach: Geonames place embedding
-
-From this point, we change our vantage point by focusing our model propositions by using heavily spatial/geographical data, in this context gazetteer. In this second approach, we propose to generate an embedding for places (not place's toponym) based on their topology.
-
-In order to do that, we use Geonames data to build a topology graph. This graph is generated based on intersection found between place buffer intersection.
-
-(image ici)
-
-Then, using topology network, we use node-embedding techniques to generate an embedding for each vertex (places).
-
-<div style="text-align:center">
-<img src="documentation/imgs/second_approach.png"/>
-<p><strong>Figure 2</strong> : Second approach general workflow</p>
-</div>
-
-### Generate the embedding
-
-First, download the Geonames dump : [here](https://download.geonames.org/export/dump/)
-
-*N.B.* We advise you to take only the data from one country ! Topology network can be really dense and large !
-
-    python3 geonames_embedding.py <geonames dump(*.txt)>
-
-### Available Parameters
-
-| Parameter              | Description (default)                                             |
-|------------------------|-------------------------------------------------------------------|
-| --nbcpu                | Number of CPU used for during the learning phase                  |
-| --vector-size          | Embedding size                                                    |
-| --walk-length          | Generated walk length                                             |
-| --num-walks            | Number of walks for each vertex (place)                           |
-| --word2vec-window-size | Window-size used in Word2vec                                      |
-| --buffer-size          | Buffer size used to detect adjacency relationships between places |
-| -d                     | Integrate distances between places in the topology graph          |
-| --dist                 | Distance used if '-d'                                             |
-
-### Output files 
-
-Gensim word2vec format is saved in the execution directory.
-
-<hr>
-
-## Embedding : train using concatenation of close places
-
-<div style="text-align:center">
-<img src="documentation/imgs/third_approach.png"/>
-<p><strong>Figure 3</strong> : Third approach general workflow</p>
-</div>
-
-
-### Prepare required data
-
- * download the Geonames data use to train the network [here](download.geonames.org/export/dump/)
- * download the hierarchy data [here](http://download.geonames.org/export/dump/hierarchy.zip)
- * unzip both file in the directory of your choice
- * run the script `train_test_split_geonames.py <geoname_filename>`
-
-### Train the network
-
-The script `combination_embeddings.py` is the one responsible of the neural network training
-
-To train the network with default parameter use the following command : 
-
-    python3 combination_embeddings.py -a -i <geoname data filename> <hierarchy geonames data filename>
-
-### Available parameters
-
-
-| Parameter            | Description                                                          |
-|----------------------|----------------------------------------------------------------------|
-| -i,--inclusion       | Use inclusion relationships to train the network                     |
-| -a,--adjacency       | Use adjacency relationships to train the network                     |
-| -w,--wikipedia-coo   | Use Wikipedia place co-occurrences to train the network              |
-| -n,--ngram-size      | ngram size                                                           |
-| -t,--tolerance-value | K-value in the computation of the accuracy@k                         |
-| -e,--epochs          | number of epochs                                                     |
-| -d,--dimension       | size of the ngram embeddings                                         |
-| --admin_code_1       |  (Optional) If you wish to train the network on a specificate region |
diff --git a/combination_embeddings.py b/combination_embeddings.py
deleted file mode 100755
index c147f80..0000000
--- a/combination_embeddings.py
+++ /dev/null
@@ -1,329 +0,0 @@
-# Base module 
-import re
-import os
-import json
-
-# Structure
-import pandas as pd
-import numpy as np
-import geopandas as gpd
-
-# DEEPL module
-from keras.layers import Dense, Input, Embedding,concatenate,Bidirectional,LSTM
-from keras.models import Model
-from keras import backend as K
-import tensorflow as tf
-
-# Geometry
-from shapely.geometry import Point
-
-# Custom module
-from helpers import read_geonames
-from utils import Grid
-from utils import  zero_one_encoding, NgramIndex,ConfigurationReader
-from metrics import lat_accuracy,lon_accuracy
-
-# Logging
-from tqdm import tqdm
-import logging
-from helpers import Chronometer
-
-
-def parse_title_wiki(title_wiki):
-    """
-    Parse Wikipedia title
-    
-    Parameters
-    ----------
-    title_wiki : str
-        wikipedia title
-    
-    Returns
-    -------
-    str
-        parsed wikipedia title
-    """
-    return re.sub("\(.*\)","",title_wiki).strip().lower()
-
-def get_new_ids(cooc_data,id_first_value):
-    """
-    Return new ids from cooccurrence data
-    
-    Parameters
-    ----------
-    cooc_data : pd.DataFrame
-        cooccurrence da
-    id_first_value : int
-        id beginning value
-    
-    Returns
-    -------
-    dict
-        new ids for each toponyms
-    """
-    topo_id = {}
-    id_ = id_first_value
-    for title in cooc_data.title.values:
-        if not title in topo_id:
-            id_+=1
-            topo_id[id_]=title
-    for interlinks in cooc_data.interlinks.values:
-        for interlink in interlinks.split("|"):
-            if not interlink in topo_id:
-                id_+=1
-                topo_id[id_]=interlink
-    return topo_id
-
-
-
-# LOGGING CONF
-logging.basicConfig(
-    format='[%(asctime)s][%(levelname)s] %(message)s ', 
-    datefmt='%m/%d/%Y %I:%M:%S %p',
-    level=logging.INFO  
-    )
-chrono = Chronometer()
-
-args = ConfigurationReader("./parser_config/toponym_combination_embedding.json")\
-    .parse_args()#("-n 4 -t 0.002 -e 20  -i data/geonamesData/FR.txt data/geonamesData/hierarchy.txt".split())
-
-# Initialisee CONSTANTS
-GEONAME_FN = args.geoname_input
-GEONAMES_HIERARCHY_FN = args.geoname_hierachy_input
-NGRAM_SIZE = args.ngram_size
-ACCURACY_TOLERANCE = args.tolerance_value
-EPOCHS = args.epochs
-ITER_ADJACENCY = args.adjacency_iteration
-COOC_SAMPLING_NUMBER = 3
-WORDVEC_ITER = 50
-
-# check for output dir
-if not os.path.exists("outputs/"):
-    os.makedirs("outputs/")
-
-# LOAD  Geonames DATA
-logging.info("Load Geonames data...")
-geoname_data = read_geonames(GEONAME_FN).fillna("")
-hierarchy_data = pd.read_csv(GEONAMES_HIERARCHY_FN,sep="\t",header=None,names="parentId,childId,type".split(",")).fillna("")
-
-train_indices,test_indices = pd.read_csv(GEONAME_FN+"_train.csv").geonameid.values, pd.read_csv(GEONAME_FN+"_test.csv").geonameid.values
-train_indices,test_indices = set(train_indices),set(test_indices)
-
-logging.info("Geonames data loaded!")
-
-# SELECT ENTRY with class == to A and P (Areas and Populated Places)
-filtered = geoname_data[geoname_data.feature_class.isin("A P".split())].copy() # Only take area and populated places
-
-# IF REGION (ONLY FR for now !)
-admin_id_authorised_auth = "1 2 3 4 5 6 11 24 27 28 32 44 52 53 75 76 84 93 94".split()
-region_fn = "" if args.admin_code_1 == None else "_"+args.admin_code_1
-if args.admin_code_1 != None and args.admin_code_1 in admin_id_authorised_auth:
-    filtered = filtered[filtered.admin1_code == args.admin_code_1].copy()
-
-# REDUCE DATA STORED
-filtered = filtered["geonameid name longitude latitude".split()] # KEEP ONLY ID LABEL AND COORD
-
-# Geometry operation 
-filtered["geometry"] = filtered["longitude latitude".split()].apply(lambda x: Point(x.longitude,x.latitude),axis=1)
-filtered = gpd.GeoDataFrame(filtered)
-filtered["i"]=1
-bounds = filtered.dissolve("i").bounds.values[0] # Required to get adjacency relationships
-
-
-rel_store = []
-
-if args.adjacency:
-    # RETRIEVE ADJACENCY REL
-    logging.info("Retrieve adjacency relationships ! ")
-    fn = "data/geonamesData/{0}_{1}{2}adjacency.json".format(GEONAME_FN.split("/")[-1],ITER_ADJACENCY,region_fn)
-    if not os.path.exists(fn):
-        g = Grid(*bounds,[360,180])
-        g.fit_data(filtered)
-        [g+(int(row.geonameid),row.latitude,row.longitude) for ix,row in tqdm(filtered["geonameid longitude latitude".split()].iterrows(),total=len(filtered))]
-        rel_store.extend([[int(i) for i in r.split("|")] for r in g.get_adjacent_relationships(ITER_ADJACENCY)])
-        json.dump(rel_store,open(fn,'w'))
-    else:
-        logging.info("Open and load data from previous computation!")
-        rel_store=[[int(couple[0]),int(couple[1])] for couple in json.load(open(fn))]
-    logging.info("{0} adjacency relationships retrieved ! ".format(len(rel_store)))
-
-if args.inclusion:
-    # RETRIEVE INCLUSION RELATIONSHIPS
-    logging.info("Retrieve inclusion relationships ! ")
-    geonamesIDS = set(filtered.geonameid.values)
-    filter_mask = (hierarchy_data.childId.isin(geonamesIDS) & hierarchy_data.parentId.isin(geonamesIDS))
-    rel_store.extend((hierarchy_data[filter_mask]["childId parentId".split()].values.tolist()))
-    logging.info("{0} inclusion relationships retrieved ! ".format(len(hierarchy_data[filter_mask])))
-
-del filtered["geometry"]
-
-if args.wikipedia_cooc:
-    logging.info("Load Wikipedia Cooccurrence data and merge with geonames")
-    COOC_FN = "./data/wikipedia/cooccurrence_"+GEONAME_FN.split("/")[-1]
-    cooc_data = pd.read_csv(COOC_FN,sep="\t")
-    cooc_data["title"] = cooc_data.title.apply(parse_title_wiki)
-    cooc_data["interlinks"] = cooc_data.interlinks.apply(parse_title_wiki)
-    id_wikipediatitle = get_new_ids(cooc_data,geoname_data.geonameid.max())
-    wikipediatitle_id = {v:k for k,v in id_wikipediatitle.items()}
-    title_coord = {row.title: (row.longitude,row.latitude) for _,row in cooc_data.iterrows()}
-    cooc_data["geonameid"] = cooc_data.title.apply(lambda x: wikipediatitle_id[x])
-    filtered = pd.concat((filtered,cooc_data["geonameid title longitude latitude".split()].rename(columns={"title":"name"}).copy()))
-
-    train_cooc_indices,test_cooc_indices = pd.read_csv(COOC_FN+"_train.csv"), pd.read_csv(COOC_FN+"_test.csv")
-    train_indices = train_indices.union(set(train_cooc_indices.title.apply(lambda x: wikipediatitle_id[parse_title_wiki(x)]).values))
-    test_indices = test_indices.union(set(test_cooc_indices.title.apply(lambda x: wikipediatitle_id[parse_title_wiki(x)]).values))
-
-    logging.info("Merged with Geonames data !")
-
-    # EXTRACT rel
-    logging.info("Extracting cooccurrence relationships")
-    cpt=0
-    for ix, row in tqdm(cooc_data.iterrows(),total=len(cooc_data),desc="Extracting Wikipedia Cooccurrence"):
-        for inter in np.random.choice(row.interlinks.split("|"),COOC_SAMPLING_NUMBER):
-            cpt+=1
-            rel_store.extend([[row.geonameid,wikipediatitle_id[inter]]])
-    logging.info("Extract {0} cooccurrence relationships !".format(cpt))
-
-
-# STORE ID to name
-geoname2name = dict(filtered["geonameid name".split()].values)
-
-# ENCODING NAME USING N-GRAM SPLITTING
-logging.info("Encoding toponyms to ngram...")
-index = NgramIndex(NGRAM_SIZE)
-filtered.name.apply(lambda x : index.split_and_add(x)) # Identify all ngram available
-if args.wikipedia_cooc:
-    [index.split_and_add(k) for k in wikipediatitle_id]
-filtered["encode_name"] = filtered.name.apply(lambda x : index.encode(x)) # First encoding
-max_len = filtered.encode_name.apply(len).max() # Retrieve the encodings max length
-if args.wikipedia_cooc:
-    extension = {v:index.encode(k) for k,v in wikipediatitle_id.items()}
-
-index.max_len = int(max_len) # For Index state dump
-
-filtered["encode_name"] = filtered.encode_name.apply(lambda x: index.complete(x,max_len)) # Expend encodings with size < max_len
-if args.wikipedia_cooc:
-    extension = {k:index.complete(v,max_len) for k,v in extension.items()}
-geoname2encodedname = dict(filtered["geonameid encode_name".split()].values) #init a dict with the 'geonameid' --> 'encoded toponym' association
-
-if args.wikipedia_cooc:
-    geoname2encodedname.update(extension)
-
-
-logging.info("Done !")
-
-#CLEAR RAM
-del hierarchy_data
-del geoname_data
-
-# Encode each geonames entry coordinates
-filtered["cell_vec"]=filtered.apply(
-    lambda x : zero_one_encoding(x.longitude,x.latitude),
-    axis=1
-    )
-geoname_vec = dict(filtered["geonameid cell_vec".split()].values)
-# CLEAR RAM
-del filtered
-
-
-embedding_dim = 256
-num_words = len(index.index_ngram) # necessary for the embedding matrix 
-
-logging.info("Preparing Input and Output data...")
-
-X_1_train,X_2_train,y_lat_train,y_lon_train=[],[],[],[]
-X_1_test,X_2_test,y_lat_test,y_lon_test=[],[],[],[]
-
-cpt=0
-for couple in rel_store:
-    geonameId_1,geonameId_2 = couple[0],couple[1]
-    if not geonameId_1 in geoname2encodedname:
-        cpt+=1
-        continue
-    top1,top2 = geoname2encodedname[geonameId_1],geoname2encodedname[geonameId_2]
-    if geonameId_1 in train_indices: #and geonameId_2 in train_indices:
-        
-        X_1_train.append(top1)
-        X_2_train.append(top2)
-
-        y_lon_train.append(geoname_vec[geonameId_1][0])
-        y_lat_train.append(geoname_vec[geonameId_1][1])
-    
-    else:
-        X_1_test.append(top1)
-        X_2_test.append(top2)
-
-        y_lon_test.append(geoname_vec[geonameId_1][0])
-        y_lat_test.append(geoname_vec[geonameId_1][1])
-
-# NUMPYZE inputs and output lists
-X_1_train = np.array(X_1_train)
-X_2_train = np.array(X_2_train)
-y_lat_train = np.array(y_lat_train)
-y_lon_train = np.array(y_lon_train)
-
-X_1_test = np.array(X_1_test)
-X_2_test = np.array(X_2_test)
-y_lat_test = np.array(y_lat_test)
-y_lon_test = np.array(y_lon_test)
-
-logging.info("Data prepared !")
-
-
-# OUTPUT FN BASE
-name = "{0}_{1}_{2}_{3}{4}".format(GEONAME_FN.split("/")[-1],EPOCHS,NGRAM_SIZE,ACCURACY_TOLERANCE,region_fn)
-if args.adjacency:
-    name += "_A"
-if args.inclusion:
-    name += "_I"
-if args.wikipedia_cooc:
-    name += "_C"
-
-index.save("outputs/"+name+"_index")
-
-
-# NGRAM EMBDEDDING
-logging.info("Generating N-GRAM Embedding...")
-embedding_weights = index.get_embedding_layer(geoname2encodedname.values(),dim= embedding_dim,iter=WORDVEC_ITER)
-logging.info("Embedding generated !")
-
-# DEEP MODEL
-name = "LSTM_"+ name
-input_1 = Input(shape=(max_len,))
-input_2 = Input(shape=(max_len,))
-
-embedding_layer = Embedding(num_words, embedding_dim,input_length=max_len,weights=[embedding_weights],trainable=False)#, trainable=True)
-
-x1 = Bidirectional(LSTM(98))(embedding_layer(input_1))
-x2 = Bidirectional(LSTM(98))(embedding_layer(input_2))
-
-x = concatenate([x1,x2])#,x3])
-
-x1 = Dense(500,activation="relu")(x)
-#x1 = Dropout(0.3)(x1)
-x1 = Dense(500,activation="relu")(x1)
-#x1 = Dropout(0.3)(x1)
-
-x2 = Dense(500,activation="relu")(x)
-#x2 = Dropout(0.3)(x2)
-x2 = Dense(500,activation="relu")(x2)
-#x2 = Dropout(0.3)(x2)
-
-output_lon = Dense(1,activation="sigmoid",name="Output_LON")(x1)
-output_lat = Dense(1,activation="sigmoid",name="Output_LAT")(x2)
-
-model = Model(inputs = [input_1,input_2], outputs = [output_lon,output_lat])#input_3
-
-model.compile(loss=['mean_squared_error','mean_squared_error'], optimizer='adam',metrics={"Output_LON":lon_accuracy(),"Output_LAT":lat_accuracy()})
-history = model.fit(x=[X_1_train,X_2_train],
-    y=[y_lon_train,y_lat_train],
-    verbose=True, batch_size=100,
-    epochs=EPOCHS,
-    validation_data=([X_1_test,X_2_test],[y_lon_test,y_lat_test]))
-
-
-hist_df = pd.DataFrame(history.history)
-hist_df.to_csv("outputs/{0}.csv".format(name))
-
-model.save("outputs/"+name+".h5")
-
diff --git a/documentation/imgs/second_approach.png b/documentation/imgs/second_approach.png
deleted file mode 100755
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diff --git a/metrics.py b/metrics.py
deleted file mode 100755
index e82c548..0000000
--- a/metrics.py
+++ /dev/null
@@ -1,37 +0,0 @@
-import tensorflow as tf
-
-def lat_accuracy(LAT_TOL =1/180.):
-    def accuracy_at_k_lat(y_true, y_pred):
-        """
-        Metrics use to measure the accuracy of the coordinate prediction. But in comparison to the normal accuracy metrics, we add a tolerance threshold due to the (quasi) impossible 
-        task for neural network to obtain the exact  coordinate.
-
-        Parameters
-        ----------
-        y_true : tf.Tensor
-            truth data
-        y_pred : tf.Tensor
-            predicted output
-        """
-        diff = tf.abs(y_true - y_pred)
-        fit = tf.dtypes.cast(tf.less(diff,LAT_TOL),tf.int64)
-        return tf.reduce_sum(fit)/tf.size(y_pred,out_type=tf.dtypes.int64)
-    return accuracy_at_k_lat
-
-def lon_accuracy(LON_TOL=1/360.):
-    def accuracy_at_k_lon(y_true, y_pred):
-        """
-        Metrics use to measure the accuracy of the coordinate prediction. But in comparison to the normal accuracy metrics, we add a tolerance threshold due to the (quasi) impossible 
-        task for neural network to obtain the exact  coordinate.
-
-        Parameters
-        ----------
-        y_true : tf.Tensor
-            truth data
-        y_pred : tf.Tensor
-            predicted output
-        """
-        diff = tf.abs(y_true - y_pred)
-        fit = tf.dtypes.cast(tf.less(diff,LON_TOL),tf.int64)
-        return tf.reduce_sum(fit)/tf.size(y_pred,out_type=tf.dtypes.int64)
-    return accuracy_at_k_lon
\ No newline at end of file
diff --git a/parser_config/toponym_combination_embedding.json b/parser_config/toponym_combination_embedding.json
deleted file mode 100755
index a2fd9f1..0000000
--- a/parser_config/toponym_combination_embedding.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-    "description": "Toponym Combination",
-    "args": [
-        { "short": "geoname_input", "help": "Filepath of the Geonames file you want to use." },
-        { "short": "geoname_hierachy_input", "help": "Filepath of the Geonames file you want to use." },
-        { "short": "-v", "long": "--verbose", "action": "store_true" },
-        { "short": "-i", "long": "--inclusion", "action": "store_true" },
-        { "short": "-a", "long": "--adjacency", "action": "store_true" },
-        { "short": "-w", "long": "--wikipedia-cooc", "action": "store_true" },
-        {"long": "--adjacency-iteration", "type":"int","default":1},
-        { "short": "-n", "long": "--ngram-size", "type": "int", "default": 2 },
-        { "short": "-t", "long": "--tolerance-value", "type": "float", "default": 0.002 },
-        { "short": "-e", "long": "--epochs", "type": "int", "default": 100 },
-        { "short": "-d", "long": "--dimension", "type": "int", "default": 256 },
-        {  "long": "--admin_code_1", "default": "None" }
-    ]
-}
\ No newline at end of file
diff --git a/predict_toponym_coordinates.py b/predict_toponym_coordinates.py
deleted file mode 100755
index 5dcdb7f..0000000
--- a/predict_toponym_coordinates.py
+++ /dev/null
@@ -1,80 +0,0 @@
-from keras.models import load_model
-import tensorflow as tf
-import keras.backend as K
-from utils import NgramIndex
-
-from tensorflow.python.keras.backend import set_session
-from tensorflow.python.keras.models import load_model
-
-sess = None
-graph = None
-
-from metrics import lat_accuracy,lon_accuracy
-
-class Geocoder(object):
-    """
-    >>>geocoder = Geocoder("LSTM_FR.txt_20_4_0.002_None_A_I_C.h5","index_4gram_FR_backup.txt")
-    >>>lon,lat = geocoder.get_coord("Paris","New-York")
-    >>>lon,lat = geocoder.wgs_coord(lon,lat)
-    >>>geocoder.plot_coord("Paris,New-York",lat,lon)
-
-    if you want an interactive map using leafletJS, set to True the `interactive_map` parameter of `Geocoder.plot_coord()`
-    """
-    def __init__(self,keras_model_fn,ngram_index_file):
-        global sess
-        global graph
-        sess = tf.compat.v1.Session()
-        graph = tf.compat.v1.get_default_graph()
-        set_session(sess)
-        self.keras_model = load_model(keras_model_fn,custom_objects={"lat_accuracy":lat_accuracy,"lon_accuracy":lon_accuracy})
-        self.ngram_encoder = NgramIndex.load(ngram_index_file)
-
-    def get_coord(self,toponym,context_toponym):
-        global sess
-        global graph
-        p = self.ngram_encoder.complete(self.ngram_encoder.encode(toponym),self.ngram_encoder.max_len)
-        c = self.ngram_encoder.complete(self.ngram_encoder.encode(context_toponym),self.ngram_encoder.max_len)
-        with sess.as_default():
-            with graph.as_default():
-                lon,lat = self.keras_model.predict([[p],[c]])
-        return lon[0][0],lat[0][0]
-
-    def wgs_coord(self,lon,lat):
-        return ((lon*360)-180),((lat*180)-90)
-    
-    def plot_coord(self,toponym,lat,lon,interactive_map=False,**kwargs):
-        if interactive_map:
-            import folium
-            import tempfile
-            import webbrowser
-            fp = tempfile.NamedTemporaryFile(delete=False)
-            m = folium.Map()
-            folium.Marker([lat, lon], popup=toponym).add_to(m)
-            m.save(fp.name)
-            webbrowser.open('file://' + fp.name)
-        else:
-            import matplotlib.pyplot as plt
-            import geopandas
-            fig, ax = plt.subplots(1,**kwargs)
-            world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))
-            world.plot(color='white', edgecolor='black',ax=ax)
-            ax.plot(lon,lat,marker='o', color='red', markersize=5)
-            plt.show()
-
-if __name__ == "__main__":
-    from flask import Flask, escape, request, render_template
-
-    app = Flask(__name__)
-
-
-    geocoder = Geocoder("outputs/LSTM_FR.txt_20_4_0.002_None_A_I_C.h5","outputs/index_4gram_FR_backup.txt")
-
-    @app.route('/',methods=["GET"])
-    def display():
-        toponym = request.args.get("top", "Paris")
-        c_toponym = request.args.get("c_top", "Cherbourg")
-        lon,lat = geocoder.get_coord(toponym,c_toponym)
-        lon,lat = geocoder.wgs_coord(lon,lat)
-        return  render_template("skeleton.html",lat=lat,lon=lon)
-
-    app.run(host='0.0.0.0')
\ No newline at end of file
diff --git a/scripts/classificationEmbeddings.py b/scripts/classificationEmbeddings.py
deleted file mode 100755
index 2943861..0000000
--- a/scripts/classificationEmbeddings.py
+++ /dev/null
@@ -1,32 +0,0 @@
-
-import pandas as pd
-df= pd.read_csv("dbpediaPlaceClassification.csv")
-import numpy as np
-def loadGloveModel(gloveFile):
-    print("Loading Glove Model")
-    f = open(gloveFile,'r')
-    model = {}
-    for line in f:
-        splitLine = line.split()
-        word = splitLine[0]
-        embedding = np.array([float(val) for val in splitLine[1:]])
-        model[word] = embedding
-    print("Done.",len(model)," words loaded!")
-    return model
-model = loadGloveModel("data/glove/glove.6B.100d.txt")
-def getEmb(x,model):
-    emb = np.zeros(100)
-    for word in x.split():
-        word =word.lower()
-        if word in model:
-            emb+=model[word]
-    return emb
-
-df["embeddings"] = df["Place"].apply(lambda x : getEmb(x,model))
-df.to_msgpack("dbpediaPlaceEmbedding.msg")
-
-import json
-data = json.load(open("classname.json"))
-df2 = pd.DataFrame(data.items(),columns="WID label".split())
-df2["embeddings"] = df2["label"].apply(lambda x:getEmb(x,model))
-df2.to_msgpack("classnameEmbedding.msg")
\ No newline at end of file
diff --git a/scripts/evalgeonamesembeddings.py b/scripts/evalgeonamesembeddings.py
deleted file mode 100755
index c7d346d..0000000
--- a/scripts/evalgeonamesembeddings.py
+++ /dev/null
@@ -1,70 +0,0 @@
-# Evaluation process
-import gensim
-import glob
-import re
-import gensim
-import random
-from helpers import *
-from scipy.spatial.distance import cosine
-from shapely.geometry import Point
-from scipy.stats.stats import pearsonr
-
-import pandas as pd
-import geopandas as gpd
-
-from tqdm import tqdm
-
-NPAIR = 100000
-fns = glob.glob("data/embeddings/*.bin")
-
-def get_data(fn):
-    data = [int(x) for x in re.findall("\d+",fn)]
-    if not len(data) == 4:
-        return {"embedding_size":data[0],
-        "walk_length":data[1],
-        "number_of_walks":data[2],
-        "word2vec_window_size":data[3],
-        "filepath":fn,
-        "noise":data[4]
-        }
-        #raise Exception("filename should have 4 integers")
-    return {
-        "embedding_size":data[0],
-        "walk_length":data[1],
-        "number_of_walks":data[2],
-        "word2vec_window_size":data[3],
-        "filepath":fn
-    }
-    
-df = read_geonames("./data/geonamesData/FR.txt")
-df["geometry"] = df["latitude longitude".split()].apply(lambda x:Point(x.longitude,x.latitude),axis=1)
-
-# Create GeoDataFrame for faster spatial comparison operations
-gdf = gpd.GeoDataFrame(df)
-
-# Select a sample that concerns the departement "La Manche"
-manche_gdf = gdf[gdf.admin2_code == "50"].copy()
-
-df =pd.DataFrame([get_data(fn) for fn in fns])
-
-def get_pearsons(model):
-    manche_gdf.loc[:,"geometry_centroid"]=manche_gdf.centroid
-    coords = dict(manche_gdf.loc[:,"geonameid geometry_centroid".split()].values)
-    places = list(coords.keys())
-    geodesic_d = []
-    embeddings_d = []
-    for i in tqdm(range(NPAIR),disable=True):
-        placeA=random.choice(places)
-        placeB=random.choice(places)
-        geodesic_d.append(coords[placeA].distance(coords[placeB]))
-        embeddings_d.append(cosine(model.wv[str(placeA)],model.wv[str(placeB)]))
-    return pearsonr(geodesic_d , embeddings_d) # Compute Pearson correlation and associated p-value
-
-df["pearson"] = df.filepath.apply(lambda x : get_pearsons(gensim.models.KeyedVectors.load(x))[0])
-df.fillna(0,inplace=True)
-df.plot.scatter(x="walk_length", y="pearson",c="noise",cmap='inferno')
-plt.show()
-df.plot.scatter(x="number_of_walks", y="pearson",c="noise",cmap='inferno')
-plt.show()
-df.plot.scatter(x="word2vec_window_size", y="pearson",c="noise",cmap='inferno')
-plt.show()
\ No newline at end of file
diff --git a/scripts/evaluation-dbpedia-types.py b/scripts/evaluation-dbpedia-types.py
deleted file mode 100755
index d1ef557..0000000
--- a/scripts/evaluation-dbpedia-types.py
+++ /dev/null
@@ -1,61 +0,0 @@
-import os
-import random
-import numpy as np
-from owlready2 import *
-from vincenty import vincenty
-from scipy.stats.stats import pearsonr
-
-BASE_DIR = ''
-GLOVE_DIR = os.path.join(BASE_DIR, '.')
-NUM_PAIRS = 100000
-
-print('Indexing word vectors downloaded from http://nlp.stanford.edu/data/glove.6B.zip.')
-embeddings_index = {}
-listText = []
-with open(os.path.join(GLOVE_DIR, 'glove.6B.100d.new.txt')) as f:
-    for line in f:
-        word, coefs = line.split(maxsplit=1)
-        coefs = np.fromstring(coefs, 'f', sep=' ')
-        embeddings_index[word] = coefs
-        listText.append(word)
-print('Found %s word vectors.' % len(embeddings_index))
-
-print('Collecting data from DBPedia ontology, downloaded from http://downloads.dbpedia.org/2014/dbpedia_2014.owl.bz2.')
-onto = get_ontology("dbpedia_2014.owl")
-onto.load()
-def retrive_desc( concept , old_names=[] ): 
- desc = list( concept.descendants( include_self=False) )
- names = list( [ re.sub(r'.+\.', '', repr(concept)) + "/" + re.sub(r'.+\.', '', repr(c)) for c in desc ] )
- names = [x for x in names if x not in old_names]
- desc = [ desc[x] for x in range(len(names)) if names[x] not in old_names ] 
- new_desc = list(desc) 
- for i in desc:
-  n1, d1 = retrive_desc(i, names + old_names)
-  for j in range(len(n1)):
-   new_desc.append( d1[j] )
-   names.append( re.sub(r'.+\.', '', repr(concept)) + "/" + n1[j] )
- return names, new_desc
-names, _ = retrive_desc(onto.Place)
-names = [ n.lower() for n in set(names) if re.sub(r'.+/', '', n.lower()) in embeddings_index ] # check if the name of the place type exists in the embeddings matrix
-
-print('Generating pairs of place names.')
-name_pairs = []
-similarity_pairs = []
-distance_pairs = []
-for num in range(NUM_PAIRS):
-    name1 = random.choice(names)
-    name2 = random.choice(names)
-    if name1 == name2: continue
-    name_pairs.append( (name1,name2) )
-    dist = 0.0
-    n1 = name1.split('/')
-    n2 = name2.split('/')
-    for i in range(min(len(n1),len(n2))):
-     if n1[i] == n2[i]: dist += 1.0
-     else: break    
-    similarity_pairs.append(dist) # Similarity between the place types, given by the number of ancestors in common
-    distance_pairs.append( np.sqrt(np.sum((embeddings_index[re.sub(r'.+/', '', name1)] - embeddings_index[re.sub(r'.+/', '', name2)])**2)) ) # Euclidean distance between the embeddings
-
-result = pearsonr( distance_pairs , similarity_pairs) # Compute Pearson correlation and associated p-value
-print(result)
-
diff --git a/scripts/evaluation-geonames.py b/scripts/evaluation-geonames.py
deleted file mode 100755
index 3f3b847..0000000
--- a/scripts/evaluation-geonames.py
+++ /dev/null
@@ -1,62 +0,0 @@
-import os
-import random
-import numpy as np
-from vincenty import vincenty
-from scipy.stats.stats import pearsonr
-
-BASE_DIR = ''
-GLOVE_DIR = os.path.join(BASE_DIR, 'data/glove')
-NUM_PAIRS = 100000
-
-print('Indexing word vectors downloaded from http://nlp.stanford.edu/data/glove.6B.zip.')
-embeddings_index = {}
-listText = []
-with open(os.path.join(GLOVE_DIR, 'glove.6B.100d.new.txt')) as f:
-    for line in f:
-        word, coefs = line.split(maxsplit=1)
-        coefs = np.fromstring(coefs, 'f', sep=' ')
-        embeddings_index[word] = coefs
-        listText.append(word)
-print('Found %s word vectors.' % len(embeddings_index))
-
-print('Collecting data from geonames downloaded from http://download.geonames.org/export/dump/allCountries.zip.')
-file = open("data/geonamesData/allCountries.txt", "r") 
-placenames = { }
-for line in file: 
-    line = line.split("\t")
-    name = line[1].lower()
-    if " " in name or not(name in embeddings_index): # check if the main name exists in the embeddings matrix
-       names = line[3].split(",") 
-       for n in names:
-           n = n.strip().lower()
-           if not(" " in n) and (n in embeddings_index): # if not, check if any of the alternative names exists in the embeddings matrix
-               name = n
-               break
-    if " " in name or not(name in embeddings_index): continue
-    placenames.update( { name : (float(line[4]), float(line[5])) } )
-
-from scipy.spatial.distance import cosine 
-from tqdm import tqdm
-
-print('Generating pairs of place names.')
-NUM_PAIRS = 1000
-name_pairs = []
-geo_distance_pairs = []
-distance_pairs = []
-for num in tqdm(range(NUM_PAIRS)):
-    name1 = random.choice(list(placenames.keys()))
-    name2 = random.choice(list(placenames.keys()))
-    if name1 == name2: continue
-    name_pairs.append( (name1,name2) )
-    try:
-        distance_pairs.append(cosine(embeddings_index[name1], embeddings_index[name2]))
-        geo_distance_pairs.append( vincenty(placenames[name1], placenames[name2]) ) # Geospatial distance between the place names, given by Vincenty's geodetic formulae # Cosine distance between the embeddings
-    except:
-        pass
-geo_distance_pairs= np.array(geo_distance_pairs).astype(float)
-distance_pairs = np.nan_to_num(distance_pairs,nan=np.nanmax(distance_pairs))
-geo_distance_pairs = np.nan_to_num(geo_distance_pairs,nan=1)
-
-
-result = pearsonr( geo_distance_pairs , distance_pairs) # Compute Pearson correlation and associated p-value
-print(result)
\ No newline at end of file
diff --git a/scripts/extractWikidataClasseName.py b/scripts/extractWikidataClasseName.py
deleted file mode 100755
index 1074019..0000000
--- a/scripts/extractWikidataClasseName.py
+++ /dev/null
@@ -1,53 +0,0 @@
-import json
-import argparse
-import time
-
-from SPARQLWrapper import SPARQLWrapper,JSON
-from urllib.request import HTTPError
-
-from tqdm import tqdm
-
-parser = argparse.ArgumentParser()
-parser.add_argument("available_class_filename",help="JSON file that contains an array of string. Each string is a Wikidata id (e.g. Q30)")
-parser.add_argument("output_filename")
-args = parser.parse_args()
-
-ids= json.load(open(args.available_class_filename))
-
-def get_label(id_wikidata):
-    sparql = SPARQLWrapper("https://query.wikidata.org/sparql")
-    sparql.setQuery("""
-        PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> 
-        PREFIX wd: <http://www.wikidata.org/entity/> 
-        select  *
-        where {
-                wd:"""+id_wikidata+ """ rdfs:label ?label .
-        FILTER (langMatches( lang(?label), "EN" ) )
-            } 
-        LIMIT 1""" )
-    sparql.setReturnFormat(JSON)
-    results = sparql.query().convert()
-    time.sleep(0.1)
-    try:
-        return results["results"]["bindings"][0]["label"]["value"]
-    except:
-        return ""
-
-
-t = 0
-dict_results = {}
-progress_bar = tqdm(total=len(ids))
-while t<len(ids):
-    try:
-        dict_results[ids[t]]=get_label(ids[t])
-    except HTTPError as e:
-        time.sleep(1)
-        continue
-    progress_bar.update(1)
-    t+=1
-progress_bar.close()
-
-json.dump(dict_results,open(args.output_filename,'w'))
-
-
-
diff --git a/scripts/filterDataWithtopNclasse.py b/scripts/filterDataWithtopNclasse.py
deleted file mode 100755
index e516a3d..0000000
--- a/scripts/filterDataWithtopNclasse.py
+++ /dev/null
@@ -1,59 +0,0 @@
-#!/usr/bin/env python
-# coding: utf-8
-
-import pandas as pd
-import numpy as np
-
-TOPN = 100
-
-df = pd.read_csv("data/wikidataIDWikipediaURLofPlaceInEngliseWiki.tsv",sep="\t",names="ID title url latitude longitude instance_of".split())[1:]
-df = df.fillna("")
-df["instance_of"] = df.instance_of.apply(lambda x: str(x).split("_")) 
-
-
-count = {}
-for list_type in df.instance_of.values:
-    #print(list_type)
-    for type_ in list_type:
-        if not type_ in count: count[type_]=0
-        count[type_]+=1
-
-# modify count for CLASS IMPORTANT BUT NOT FREQUENT BECAUSE OF A HIGH GRANULARITY
-to_increase = [
-    "Q6256",#country
-    "Q5119",#capital
-    "Q27554677",#former capital
-    "Q10864048", # ADM. DIV. 1
-    "Q13220204", # ADM. DIV. 2
-    "Q13220204", # ADM. DIV. 3
-    "Q14757767", # ADM. DIV. 4
-    "Q82794" # geographic region
-]
-inf_ = np.max(list(count.values()))
-for type_ in to_increase:
-    count[type_] = inf_+1
-
-
-print("Dataframe contains",len(df),"entities")
-
-
-
-count_df = df.from_dict(count,orient="index").reset_index().sort_values(0,ascending=False)
-
-class_filtered = set(count_df.head(TOPN)["index"].values)
-#Q15640612 #5
-#Q22927291 #6
-
-
-
-df = df[df.instance_of.apply(lambda x: sum(True for i in x if i in class_filtered)>0)]
-
-def getMostFrequentClass(x):
-    idx = np.argsort([count[i] for i in x])[-1]
-    return x[idx]
-
-df["type"] = df.instance_of.apply(getMostFrequentClass)
-df.to_csv("data/wikidataIDWikipediaURLofPlaceInEngliseWiki.tsv_filteredTop{0}class".format(TOPN))
-
-
-
diff --git a/scripts/getEmbeddingGeonamesPlacenames.py b/scripts/getEmbeddingGeonamesPlacenames.py
deleted file mode 100755
index 0493858..0000000
--- a/scripts/getEmbeddingGeonamesPlacenames.py
+++ /dev/null
@@ -1,59 +0,0 @@
-import fasttext
-print("Load Model Fasttext FR")
-model = fasttext.load_model("./data/fasttext_FR/wiki.fr.bin")
-print("Model Loaded !")
-
-import pandas as pd
-def read_geonames(file):
-    dtypes_dict = {
-    0: int, # geonameid
-    1: str,  # name
-    2: str,  # asciiname
-    3: str,  # alternatenames
-    4: float, # latitude
-    5: float, # longitude
-    6: str, # feature class
-    7: str, # feature code
-    8: str, # country code
-    9: str, # cc2
-    10: str, # admin1 code
-    11: str, # admin2 code
-    12: str, # admin3 code
-    13: str, # admin4 code
-    14: int, # population
-    15: str, # elevation
-    16: int, # dem (digital elevation model)
-    17: str, # timezone
-    18: str # modification date yyyy-MM-dd
-    }
-    rename_cols = {
-    0:"geonameid", # geonameid
-    1:"name",  # name
-    2:"asciiname",  # asciiname
-    3:"alternatenames",  # alternatenames
-    4:"latitude", # latitude
-    5:"longitude", # longitude
-    6:"feature_class", # feature class
-    7:"feature_class", # feature code
-    8:"country_code", # country code
-    9:"cc2", # cc2
-    10:"admin1_code", # admin1 code
-    11:"admin2_code", # admin2 code
-    12:"admin3_code", # admin3 code
-    13:"admin4_code", # admin4 code
-    14:"population", # population
-    15:"elevation", # elevation
-    16:"dem", # dem (digital elevation model)
-    17:"timezone", # timezone
-    18:"modification_date" # modification date yyyy-MM-dd
-    }
-    data = pd.read_csv(file, sep="\t", header = None, quoting=3,dtype=dtypes_dict,na_values='', keep_default_na=False,error_bad_lines=False)
-    data.rename(columns=rename_cols,inplace=True)
-    return data
-data = read_geonames("./data/geonamesData/FR.txt")
-data= data.fillna("")
-data = data[data.admin2_code == "50"]
-
-data["embedding"] = data["name"].apply(lambda x : model[x])
-print(data)
-data.to_msgpack("geonamesFRWithEmbeddings.msg")
\ No newline at end of file
diff --git a/scripts/getWikidataTypesNames.py b/scripts/getWikidataTypesNames.py
deleted file mode 100755
index 342fc46..0000000
--- a/scripts/getWikidataTypesNames.py
+++ /dev/null
@@ -1,42 +0,0 @@
-import subprocess,os,json
-import numpy as np
-import time
-
-import json
-ids= json.load(open("classavailable.json"))
-
-from SPARQLWrapper import SPARQLWrapper,JSON
-
-def get_label(id_wikidata):
-    sparql = SPARQLWrapper("https://query.wikidata.org/sparql")
-    sparql.setQuery("""
-        PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#> 
-        PREFIX wd: <http://www.wikidata.org/entity/> 
-        select  *
-        where {
-                wd:"""+id_wikidata+ """ rdfs:label ?label .
-        FILTER (langMatches( lang(?label), "EN" ) )
-            } 
-        LIMIT 1""" )
-    sparql.setReturnFormat(JSON)
-    results = sparql.query().convert()
-    time.sleep(0.1)
-    try:
-        return results["results"]["bindings"][0]["label"]["value"]
-    except:
-        return ""
-
-from urllib.request import HTTPError
-from tqdm import tqdm
-t = 0
-dict_results = {}
-pbar = tqdm(total=len(ids))
-while t<len(ids):
-    try:
-        dict_results[ids[t]]=get_label(ids[t])
-    except HTTPError as e:
-        time.sleep(1)
-        continue
-    pbar.update(1)
-    t+=1
-pbar.close()
\ No newline at end of file
diff --git a/scripts/run_.sh b/scripts/run_.sh
deleted file mode 100755
index a614a8b..0000000
--- a/scripts/run_.sh
+++ /dev/null
@@ -1,7 +0,0 @@
-python3 geonames_embedding.py data/geonamesData/FR.txt -d --noise --noise-size 100 --walk-length 30 --num-walks 200 --word2vec-window-size 30 
-python3 geonames_embedding.py data/geonamesData/FR.txt -d --noise --noise-size 200 --walk-length 30 --num-walks 200 --word2vec-window-size 30 
-python3 geonames_embedding.py data/geonamesData/FR.txt -d --noise --noise-size 300 --walk-length 30 --num-walks 200 --word2vec-window-size 30 
-python3 geonames_embedding.py data/geonamesData/FR.txt -d --noise --noise-size 400 --walk-length 30 --num-walks 200 --word2vec-window-size 30 
-python3 geonames_embedding.py data/geonamesData/FR.txt -d --noise --noise-size 500 --walk-length 30 --num-walks 200 --word2vec-window-size 30 
-python3 geonames_embedding.py data/geonamesData/FR.txt -d --noise --noise-size 600 --walk-length 30 --num-walks 200 --word2vec-window-size 30 
-python3 geonames_embedding.py data/geonamesData/FR.txt -d --noise --noise-size 700 --walk-length 30 --num-walks 200 --word2vec-window-size 30 
\ No newline at end of file
diff --git a/templates/cover.css b/templates/cover.css
deleted file mode 100755
index 7c6d33c..0000000
--- a/templates/cover.css
+++ /dev/null
@@ -1,106 +0,0 @@
-/*
- * Globals
- */
-
-/* Links */
-a,
-a:focus,
-a:hover {
-  color: #fff;
-}
-
-/* Custom default button */
-.btn-secondary,
-.btn-secondary:hover,
-.btn-secondary:focus {
-  color: #333;
-  text-shadow: none; /* Prevent inheritance from `body` */
-  background-color: #fff;
-  border: .05rem solid #fff;
-}
-
-
-/*
- * Base structure
- */
-
-html,
-body {
-  height: 100%;
-  background-color: #333;
-}
-
-body {
-  display: -ms-flexbox;
-  display: flex;
-  color: #fff;
-  text-shadow: 0 .05rem .1rem rgba(0, 0, 0, .5);
-  box-shadow: inset 0 0 5rem rgba(0, 0, 0, .5);
-}
-
-.cover-container {
-  max-width: 42em;
-}
-
-
-/*
- * Header
- */
-.masthead {
-  margin-bottom: 2rem;
-}
-
-.masthead-brand {
-  margin-bottom: 0;
-}
-
-.nav-masthead .nav-link {
-  padding: .25rem 0;
-  font-weight: 700;
-  color: rgba(255, 255, 255, .5);
-  background-color: transparent;
-  border-bottom: .25rem solid transparent;
-}
-
-.nav-masthead .nav-link:hover,
-.nav-masthead .nav-link:focus {
-  border-bottom-color: rgba(255, 255, 255, .25);
-}
-
-.nav-masthead .nav-link + .nav-link {
-  margin-left: 1rem;
-}
-
-.nav-masthead .active {
-  color: #fff;
-  border-bottom-color: #fff;
-}
-
-@media (min-width: 48em) {
-  .masthead-brand {
-    float: left;
-  }
-  .nav-masthead {
-    float: right;
-  }
-}
-
-
-/*
- * Cover
- */
-.cover {
-  padding: 0 1.5rem;
-}
-.cover .btn-lg {
-  padding: .75rem 1.25rem;
-  font-weight: 700;
-}
-
-
-/*
- * Footer
- */
-.mastfoot {
-  color: rgba(255, 255, 255, .5);
-}
diff --git a/templates/skeleton.html b/templates/skeleton.html
deleted file mode 100755
index 43fe21d..0000000
--- a/templates/skeleton.html
+++ /dev/null
@@ -1,88 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=auto, initial-scale=1.0">
-    <meta http-equiv="X-UA-Compatible" content="ie=edge">
-    <title>Geocoder Interface</title>
-    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css"
-        integrity="sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh" crossorigin="anonymous">
-
-    <!-- Load Leaflet -->
-    <link rel="stylesheet" href="https://unpkg.com/leaflet@1.3.4/dist/leaflet.css"
-        integrity="sha512-puBpdR0798OZvTTbP4A8Ix/l+A4dHDD0DGqYW6RQ+9jxkRFclaxxQb/SJAWZfWAkuyeQUytO7+7N4QKrDh+drA=="
-        crossorigin="" />
-    <script src="https://unpkg.com/leaflet@1.3.4/dist/leaflet.js"
-        integrity="sha512-nMMmRyTVoLYqjP9hrbed9S+FzjZHW5gY1TWCHA5ckwXZBadntCNs8kEqAWdrb9O7rxbCaA4lKTIWjDXZxflOcA=="
-        crossorigin=""></script>
-</head>
-
-<body>
-    <style>
-        body {
-            
-        }
-
-        #mapid {
-            height: 400px;
-            width: 100%;
-        }
-    </style>
-
-    <main class="container-fluid">
-        <h1 style="text-align: center;color:white;text-shadow: 1px 1px 2px black;background-color: #999;">Geocoder Demo</h1>
-        <div id="mapid"></div>
-        <div class="container" style="background-color: white;padding: 5px;">
-            <h2>Input</h2>
-            <form action="/" method="get">
-                <div class="form-group">
-                    <label for="formGroupExampleInput">Toponym</label>
-                    <input type="text" class="form-control" name="top"
-                        placeholder="Paris">
-                </div>
-                <div class="form-group">
-                    <label for="formGroupExampleInput2">Context Toponym</label>
-                    <input type="text" class="form-control" name="c_top"
-                        placeholder="Cherbourg">
-                </div>
-                <button type="submit" class="btn btn-primary">Get Coords !</button>
-            </form>
-        </div>
-    </main>
-
-    <!-- JS SCRIPTS -->
-    <script src="https://code.jquery.com/jquery-3.4.1.slim.min.js"
-        integrity="sha384-J6qa4849blE2+poT4WnyKhv5vZF5SrPo0iEjwBvKU7imGFAV0wwj1yYfoRSJoZ+n"
-        crossorigin="anonymous"></script>
-    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
-        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
-        crossorigin="anonymous"></script>
-    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/js/bootstrap.min.js"
-        integrity="sha384-wfSDF2E50Y2D1uUdj0O3uMBJnjuUD4Ih7YwaYd1iqfktj0Uod8GCExl3Og8ifwB6"
-        crossorigin="anonymous"></script>
-
-    <script>
-
-        // Initialize the map
-        // [50, -0.1] are the latitude and longitude
-        // 4 is the zoom
-        // mapid is the id of the div where the map will appear
-        var mymap = L
-            .map('mapid')
-            .setView([50, -0.1], 4);
-
-        // Add a tile to the map = a background. Comes from OpenStreetmap
-        L.tileLayer(
-            'http://tile.stamen.com/toner/{z}/{x}/{y}.png', {
-            attribution: 'Map data &copy; <a href="https://www.openstreetmap.org/">OpenStreetMap</a>',
-            maxZoom: 6,
-        }).addTo(mymap);
-
-        var marker = L.marker([{{lat}}, {{lon}}]).addTo(mymap);
-
-
-    </script>
-</body>
-
-</html>
\ No newline at end of file
diff --git a/train_test_split_cooccurrence_data.py b/train_test_split_cooccurrence_data.py
deleted file mode 100755
index 4748f3e..0000000
--- a/train_test_split_cooccurrence_data.py
+++ /dev/null
@@ -1,85 +0,0 @@
-import argparse
-
-import pandas as pd
-import geopandas as gpd
-
-import logging
-logging.basicConfig(
-    format='[%(asctime)s][%(levelname)s] %(message)s ', 
-    datefmt='%m/%d/%Y %I:%M:%S %p',
-    level=logging.INFO
-    )
-
-from sklearn.model_selection import train_test_split
-from shapely.geometry import Point
-
-from utils import Grid
-
-from tqdm import tqdm 
-
-parser = argparse.ArgumentParser()
-parser.add_argument("cooccurrence_file")
-
-args = parser.parse_args("data/wikipedia/cooccurrence_FR.txt".split())#("data/geonamesData/FR.txt".split())
-
-# LOAD DATAgeopandas
-COOC_FN = args.cooccurrence_file
-
-
-
-logging.info("Load Cooc DATA data...")
-cooc_data = pd.read_csv(COOC_FN,sep="\t").fillna("")
-cooc_data["geometry"] = cooc_data["longitude latitude".split()].apply(lambda x: Point(x.longitude,x.latitude),axis=1)
-cooc_data = gpd.GeoDataFrame(cooc_data)
-logging.info("Cooc data loaded!")
-
-# World Shape bounds
-world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))
-world["nn"] = 1
-dissolved = world.dissolve(by="nn").iloc[0].geometry
-
-#Creating Grid
-logging.info("Initializing Grid (360,180)...")
-g = Grid(*dissolved.bounds,[360,180])
-logging.info("Fit Data to the Grid...")
-g.fit_data(cooc_data)
-logging.info("Placing place into the grid...")
-[g+(row.title,row.latitude,row.longitude) for ix,row in tqdm(cooc_data.iterrows(),total=len(cooc_data))]
-
-#ASSOCIATE CELL NUMBER TO EACH PLACE IN THE GEONAME DATAFRAME
-logging.info("Associate a cell number to each place in the Geoname Dataframe")
-def foo(g,id_):
-    for ix,cell in enumerate(g.cells):
-        if id_ in cell.list_object:
-            return ix
-
-cooc_data["cat"] = cooc_data.title.apply(lambda x:foo(g,x))
-
-# TRAIN AND TEST SPLIT
-logging.info("Split Between Train and Test")
-
-#  Cell can be empty
-i=0
-while 1:
-    if len(cooc_data[cooc_data.cat == i])> 1:
-        X_train,X_test = train_test_split(cooc_data[cooc_data.cat == i])
-        break
-    i+=1
-
-for i in range(i+1,len(g.cells)):
-    try:
-        x_train,x_test = train_test_split(cooc_data[cooc_data.cat == i])
-        X_train,X_test = pd.concat((X_train,x_train)),pd.concat((X_test,x_test))
-    except Exception as e:
-        print(e) #print("Error",len(filtered[filtered.cat == i]))
-
-del X_train["geometry"]
-del X_train["nn"]
-del X_train["cat"]
-del X_test["cat"]
-del X_test["geometry"]
-del X_test["nn"]
-# SAVING THE DATA
-logging.info("Saving Output !")
-X_train.to_csv(COOC_FN+"_train.csv")
-X_test.to_csv(COOC_FN+"_test.csv")
\ No newline at end of file
diff --git a/train_test_split_geonames.py b/train_test_split_geonames.py
deleted file mode 100755
index ff87967..0000000
--- a/train_test_split_geonames.py
+++ /dev/null
@@ -1,92 +0,0 @@
-import argparse
-
-import numpy as np
-import pandas as pd
-import geopandas as gpd
-
-import logging
-logging.basicConfig(
-    format='[%(asctime)s][%(levelname)s] %(message)s ', 
-    datefmt='%m/%d/%Y %I:%M:%S %p',
-    level=logging.INFO
-    )
-
-from sklearn.model_selection import train_test_split
-from shapely.geometry import Point
-
-from utils import Grid
-from helpers import read_geonames
-
-from tqdm import tqdm 
-
-parser = argparse.ArgumentParser()
-parser.add_argument("geoname_file")
-parser.add_argument("--feature_classes",help="List of class",default="A P")
-
-args = parser.parse_args()#("data/geonamesData/FR.txt".split())
-
-# LOAD DATAgeopandas
-GEONAME_FN = args.geoname_file
-FEATURE_CLASSES = args.feature_classes
-
-
-logging.info("Load Geonames data...")
-geoname_data = read_geonames(GEONAME_FN).fillna("")
-geoname_data["geometry"] = geoname_data["longitude latitude".split()].apply(lambda x: Point(x.longitude,x.latitude),axis=1)
-geoname_data = gpd.GeoDataFrame(geoname_data)
-logging.info("Geonames data loaded!")
-
-# SELECT ENTRY with class == to A and P (Areas and Populated Places)
-filtered = geoname_data[geoname_data.feature_class.isin(FEATURE_CLASSES.split())].copy() # Only take area and populated places
-
-# World Shape bounds
-world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))
-world["nn"] = 1
-dissolved = world.dissolve(by="nn").iloc[0].geometry
-
-#Creating Grid
-logging.info("Initializing Grid (360,180)...")
-g = Grid(*dissolved.bounds,[360,180])
-logging.info("Fit Data to the Grid...")
-g.fit_data(filtered)
-logging.info("Placing place into the grid...")
-[g+(int(row.geonameid),row.latitude,row.longitude) for ix,row in tqdm(filtered.iterrows(),total=len(filtered))]
-
-#ASSOCIATE CELL NUMBER TO EACH PLACE IN THE GEONAME DATAFRAME
-logging.info("Associate a cell number to each place in the Geoname Dataframe")
-def foo(g,id_):
-    for ix,cell in enumerate(g.cells):
-        if id_ in cell.list_object:
-            return ix
-
-filtered["cat"] = filtered.geonameid.apply(lambda x:foo(g,x))
-
-# TRAIN AND TEST SPLIT
-logging.info("Split Between Train and Test")
-
-#  Cell can be empty
-i=0
-while 1:
-    if len(filtered[filtered.cat == i])> 1:
-        X_train,X_test = train_test_split(filtered[filtered.cat == i])
-        break
-    i+=1
-
-for i in range(i+1,len(g.cells)):
-    try:
-        x_train,x_test = train_test_split(filtered[filtered.cat == i])
-        X_train,X_test = pd.concat((X_train,x_train)),pd.concat((X_test,x_test))
-    except:
-        pass #print("Error",len(filtered[filtered.cat == i]))
-
-
-del X_train["geometry"]
-del X_train["nn"]
-del X_train["cat"]
-del X_test["cat"]
-del X_test["geometry"]
-del X_test["nn"]
-# SAVING THE DATA
-logging.info("Saving Output !")
-X_train.to_csv(GEONAME_FN+"_train.csv")
-X_test.to_csv(GEONAME_FN+"_test.csv")
\ No newline at end of file
-- 
GitLab