ail-framework/var/www/modules/hashDecoded/Flask_hashDecoded.py

#!/usr/bin/env python3
# -*-coding:UTF-8 -*

'''
    Flask functions and routes for the trending modules page
'''
import redis
import os
import sys
import datetime
import json
from Date import Date

from io import BytesIO
import zipfile

from hashlib import sha256

import requests
from flask import Flask, render_template, jsonify, request, Blueprint, redirect, url_for, send_file
from Role_Manager import login_admin, login_analyst, login_read_only
from flask_login import login_required

sys.path.append(os.path.join(os.environ['AIL_BIN'], 'lib'))
import Decoded

# ============ VARIABLES ============
import Flask_config

app = Flask_config.app
baseUrl = Flask_config.baseUrl
r_serv_metadata = Flask_config.r_serv_metadata
vt_enabled = Flask_config.vt_enabled
vt_auth = Flask_config.vt_auth
PASTES_FOLDER = Flask_config.PASTES_FOLDER

hashDecoded = Blueprint('hashDecoded', __name__, template_folder='templates')

## TODO: put me in option
all_cryptocurrency = ['bitcoin', 'ethereum', 'bitcoin-cash', 'litecoin', 'monero', 'zcash', 'dash']
all_pgpdump = ['key', 'name', 'mail']
all_username = ['telegram', 'twitter']

# ============ FUNCTIONS ============

def get_date_range(num_day):
    curr_date = datetime.date.today()
    date = Date(str(curr_date.year)+str(curr_date.month).zfill(2)+str(curr_date.day).zfill(2))
    date_list = []

    for i in range(0, num_day+1):
        date_list.append(date.substract_day(i))

    return list(reversed(date_list))

def substract_date(date_from, date_to):
    date_from = datetime.date(int(date_from[0:4]), int(date_from[4:6]), int(date_from[6:8]))
    date_to = datetime.date(int(date_to[0:4]), int(date_to[4:6]), int(date_to[6:8]))
    delta = date_to - date_from # timedelta
    l_date = []
    for i in range(delta.days + 1):
        date = date_from + datetime.timedelta(i)
        l_date.append( date.strftime('%Y%m%d') )
    return l_date

def list_sparkline_values(date_range_sparkline, hash):
    sparklines_value = []
    for date_day in date_range_sparkline:
        nb_seen_this_day = r_serv_metadata.zscore('hash_date:'+date_day, hash)
        if nb_seen_this_day is None:
            nb_seen_this_day = 0
        sparklines_value.append(int(nb_seen_this_day))
    return sparklines_value

def get_file_icon(estimated_type):
    file_type = estimated_type.split('/')[0]
    # set file icon
    if file_type == 'application':
        file_icon = 'fa-file '
    elif file_type == 'audio':
        file_icon = 'fa-file-audio '
    elif file_type == 'image':
        file_icon = 'fa-file-image'
    elif file_type == 'text':
        file_icon = 'fa-file-alt'
    else:
        file_icon =  'fa-sticky-note'

    return file_icon

def get_file_icon_text(estimated_type):
    file_type = estimated_type.split('/')[0]
    # set file icon
    if file_type == 'application':
        file_icon_text = '\uf15b'
    elif file_type == 'audio':
        file_icon_text = '\uf1c7'
    elif file_type == 'image':
        file_icon_text = '\uf1c5'
    elif file_type == 'text':
        file_icon_text = '\uf15c'
    else:
        file_icon_text = '\uf249'

    return file_icon_text

def get_icon(correlation_type, type_id):
    icon_text =  'fas fa-sticky-note'
    if correlation_type == 'pgpdump':
        # set type_id icon
        if type_id == 'key':
            icon_text = 'fas fa-key'
        elif type_id == 'name':
            icon_text = 'fas fa-user-tag'
        elif type_id == 'mail':
            icon_text = 'fas fa-at'
        else:
            icon_text = 'times'
    elif correlation_type == 'cryptocurrency':
        if type_id == 'bitcoin':
            icon_text = 'fab fa-btc'
        elif type_id == 'monero':
            icon_text = 'fab fa-monero'
        elif type_id == 'ethereum':
            icon_text = 'fab fa-ethereum'
        else:
            icon_text = 'fas fa-coins'
    elif correlation_type == 'username':
        if type_id == 'telegram':
            icon_text = 'fab fa-telegram-plane'
        elif type_id == 'twitter':
            icon_text = 'fab fa-twitter'
    return icon_text

def get_icon_text(correlation_type, type_id):
    icon_text = '\uf249'
    if correlation_type == 'pgpdump':
        if type_id == 'key':
            icon_text = '\uf084'
        elif type_id == 'name':
            icon_text = '\uf507'
        elif type_id == 'mail':
            icon_text = '\uf1fa'
        else:
            icon_text = 'times'
    elif correlation_type == 'cryptocurrency':
        if type_id == 'bitcoin':
            icon_text = '\uf15a'
        elif type_id == 'monero':
            icon_text = '\uf3d0'
        elif type_id == 'ethereum':
            icon_text = '\uf42e'
        else:
            icon_text = '\uf51e'
    elif correlation_type == 'username':
        if type_id == 'telegram':
            icon_text = '\uf2c6'
        elif type_id == 'twitter':
            icon_text = '\uf099'
    return icon_text

def get_all_types_id(correlation_type):
    if correlation_type  == 'pgpdump':
        return all_pgpdump
    elif correlation_type == 'cryptocurrency':
        return all_cryptocurrency
    elif correlation_type == 'username':
        return all_username
    else:
        return []

def is_valid_type_id(correlation_type, type_id):
    all_type_id = get_all_types_id(correlation_type)
    if type_id in all_type_id:
        return True
    else:
        return False

def get_key_id_metadata(correlation_type, type_id, key_id):
    key_id_metadata = {}
    if r_serv_metadata.exists('{}_metadata_{}:{}'.format(correlation_type, type_id, key_id)):
        key_id_metadata['first_seen'] = r_serv_metadata.hget('{}_metadata_{}:{}'.format(correlation_type, type_id, key_id), 'first_seen')
        key_id_metadata['first_seen'] = '{}/{}/{}'.format(key_id_metadata['first_seen'][0:4], key_id_metadata['first_seen'][4:6], key_id_metadata['first_seen'][6:8])
        key_id_metadata['last_seen'] = r_serv_metadata.hget('{}_metadata_{}:{}'.format(correlation_type, type_id, key_id), 'last_seen')
        key_id_metadata['last_seen'] = '{}/{}/{}'.format(key_id_metadata['last_seen'][0:4], key_id_metadata['last_seen'][4:6], key_id_metadata['last_seen'][6:8])
        key_id_metadata['nb_seen'] = r_serv_metadata.scard('set_{}_{}:{}'.format(correlation_type, type_id, key_id))
    return key_id_metadata

def list_sparkline_type_id_values(date_range_sparkline, correlation_type, type_id, key_id):
    sparklines_value = []
    for date_day in date_range_sparkline:
        nb_seen_this_day = r_serv_metadata.hget('{}:{}:{}'.format(correlation_type, type_id, date_day), key_id)
        if nb_seen_this_day is None:
            nb_seen_this_day = 0
        sparklines_value.append(int(nb_seen_this_day))
    return sparklines_value

def get_all_keys_id_from_item(correlation_type, item_path):
    all_keys_id_dump = set()
    if item_path is not None:
        for type_id in get_all_types_id(correlation_type):
            res = r_serv_metadata.smembers('item_{}_{}:{}'.format(correlation_type, type_id, item_path))
            for key_id in res:
                all_keys_id_dump.add( (key_id, type_id) )
    return all_keys_id_dump

def one():
    return 1

'''
def decode_base58(bc, length):
    n = 0
    for char in bc:
        n = n * 58 + digits58.index(char)
    return n.to_bytes(length, 'big')

def check_bc(bc):
    try:
        bcbytes = decode_base58(bc, 25)
        return bcbytes[-4:] == sha256(sha256(bcbytes[:-4]).digest()).digest()[:4]
    except Exception:
        return False
'''

def get_correlation_type_search_endpoint(correlation_type):
    if correlation_type == 'pgpdump':
        endpoint = 'hashDecoded.all_pgpdump_search'
    elif correlation_type == 'cryptocurrency':
        endpoint = 'hashDecoded.all_cryptocurrency_search'
    elif correlation_type == 'username':
        endpoint = 'hashDecoded.all_username_search'
    else:
        endpoint = 'hashDecoded.hashDecoded_page'
    return endpoint

def get_correlation_type_page_endpoint(correlation_type):
    if correlation_type == 'pgpdump':
        endpoint = 'hashDecoded.pgpdump_page'
    elif correlation_type == 'cryptocurrency':
        endpoint = 'hashDecoded.cryptocurrency_page'
    elif correlation_type == 'username':
        endpoint = 'hashDecoded.username_page'
    else:
        endpoint = 'hashDecoded.hashDecoded_page'
    return endpoint

def get_show_key_id_endpoint(correlation_type):
    return 'correlation.show_correlation'

def get_range_type_json_endpoint(correlation_type):
    if correlation_type == 'pgpdump':
        endpoint = 'hashDecoded.pgpdump_range_type_json'
    elif correlation_type == 'cryptocurrency':
        endpoint = 'hashDecoded.cryptocurrency_range_type_json'
    elif correlation_type == 'username':
        endpoint = 'hashDecoded.username_range_type_json'
    else:
        endpoint = 'hashDecoded.hashDecoded_page'
    return endpoint

def get_graph_node_json_endpoint(correlation_type):
    if correlation_type == 'pgpdump':
        endpoint = 'hashDecoded.pgpdump_graph_node_json'
    elif correlation_type == 'cryptocurrency':
        endpoint = 'hashDecoded.cryptocurrency_graph_node_json'
    elif correlation_type == 'username':
        endpoint = 'hashDecoded.username_graph_node_json'
    else:
        endpoint = 'hashDecoded.hashDecoded_page'
    return endpoint

def get_graph_line_json_endpoint(correlation_type):
    if correlation_type == 'pgpdump':
        endpoint = 'hashDecoded.pgpdump_graph_line_json'
    elif correlation_type == 'cryptocurrency':
        endpoint = 'hashDecoded.cryptocurrency_graph_line_json'
    elif correlation_type == 'username':
        endpoint = 'hashDecoded.username_graph_line_json'
    else:
        endpoint = 'hashDecoded.hashDecoded_page'
    return endpoint

def get_font_family(correlation_type):
    if correlation_type == 'pgpdump':
        font = 'fa'
    elif correlation_type == 'cryptocurrency':
        font = 'fab'
    else:
        font = 'fa'
    return font

############ CORE CORRELATION ############

def main_correlation_page(correlation_type, type_id, date_from, date_to, show_decoded_files):

    if type_id == 'All types':
        type_id = None

    # verify type input
    if type_id is not None:
        #retrieve char
        type_id = type_id.replace(' ', '')
        if not is_valid_type_id(correlation_type, type_id):
            type_id = None

    date_range = []
    if date_from is not None and date_to is not None:
        #change format
        try:
            if len(date_from) != 8:
                date_from = date_from[0:4] + date_from[5:7] + date_from[8:10]
                date_to = date_to[0:4] + date_to[5:7] + date_to[8:10]
            date_range = substract_date(date_from, date_to)
        except:
            pass

    if not date_range:
        date_range.append(datetime.date.today().strftime("%Y%m%d"))
        date_from = date_range[0][0:4] + '-' + date_range[0][4:6] + '-' + date_range[0][6:8]
        date_to = date_from

    else:
        date_from = date_from[0:4] + '-' + date_from[4:6] + '-' + date_from[6:8]
        date_to = date_to[0:4] + '-' + date_to[4:6] + '-' + date_to[6:8]

    # display day type bar chart
    if len(date_range) == 1 and type is None:
        daily_type_chart = True
        daily_date = date_range[0]
    else:
        daily_type_chart = False
        daily_date = None

    if type_id is None:
        all_type_id = get_all_types_id(correlation_type)
    else:
        all_type_id = type_id

    l_keys_id_dump = set()
    if show_decoded_files:
        for date in date_range:
            if isinstance(all_type_id, str):
                l_dump = r_serv_metadata.hkeys('{}:{}:{}'.format(correlation_type, all_type_id, date))
                if l_dump:
                    for dump in l_dump:
                        l_keys_id_dump.add( (dump, all_type_id) )
            else:
                for typ_id in all_type_id:
                    l_dump = r_serv_metadata.hkeys('{}:{}:{}'.format(correlation_type, typ_id, date))
                    if l_dump:
                        for dump in l_dump:
                            l_keys_id_dump.add( (dump, typ_id) )


    num_day_sparkline = 6
    date_range_sparkline = get_date_range(num_day_sparkline)

    sparkline_id = 0
    keys_id_metadata = {}
    for dump_res in l_keys_id_dump:
        new_key_id, typ_id = dump_res

        keys_id_metadata[new_key_id] = get_key_id_metadata(correlation_type, typ_id, new_key_id)

        if keys_id_metadata[new_key_id]:
            keys_id_metadata[new_key_id]['type_id'] = typ_id
            keys_id_metadata[new_key_id]['type_icon'] = get_icon(correlation_type, typ_id)

            keys_id_metadata[new_key_id]['sparklines_data'] = list_sparkline_type_id_values(date_range_sparkline, correlation_type, typ_id, new_key_id)
            keys_id_metadata[new_key_id]['sparklines_id'] = sparkline_id
            sparkline_id += 1

    l_type = get_all_types_id(correlation_type)

    correlation_type_n = correlation_type
    if correlation_type_n=='pgpdump':
        correlation_type_n = 'pgp'

    return render_template("DaysCorrelation.html", all_metadata=keys_id_metadata,
                                                correlation_type=correlation_type,
                                                correlation_type_n=correlation_type_n,
                                                correlation_type_endpoint=get_correlation_type_page_endpoint(correlation_type),
                                                correlation_type_search_endpoint=get_correlation_type_search_endpoint(correlation_type),
                                                show_key_id_endpoint=get_show_key_id_endpoint(correlation_type),
                                                range_type_json_endpoint=get_range_type_json_endpoint(correlation_type),
                                                l_type=l_type, type_id=type_id,
                                                daily_type_chart=daily_type_chart, daily_date=daily_date,
                                                date_from=date_from, date_to=date_to,
                                                show_decoded_files=show_decoded_files)

# def show_correlation(correlation_type, type_id, key_id):
#     if is_valid_type_id(correlation_type, type_id):
#         key_id_metadata = get_key_id_metadata(correlation_type, type_id, key_id)
#         if key_id_metadata:
#
#             num_day_sparkline = 6
#             date_range_sparkline = get_date_range(num_day_sparkline)
#
#             sparkline_values = list_sparkline_type_id_values(date_range_sparkline, correlation_type, type_id, key_id)
#             return render_template('showCorrelation.html', key_id=key_id, type_id=type_id,
#                             correlation_type=correlation_type,
#                             graph_node_endpoint=get_graph_node_json_endpoint(correlation_type),
#                             graph_line_endpoint=get_graph_line_json_endpoint(correlation_type),
#                             font_family=get_font_family(correlation_type),
#                             key_id_metadata=key_id_metadata,
#                             type_icon=get_icon(correlation_type, type_id),
#                             sparkline_values=sparkline_values)
#         else:
#             return '404'
#     else:
#         return 'error'

def correlation_type_range_type_json(correlation_type, date_from, date_to):
    date_range = []
    if date_from is not None and date_to is not None:
        #change format
        if len(date_from) != 8:
            date_from = date_from[0:4] + date_from[5:7] + date_from[8:10]
            date_to = date_to[0:4] + date_to[5:7] + date_to[8:10]
        date_range = substract_date(date_from, date_to)

    if not date_range:
        date_range.append(datetime.date.today().strftime("%Y%m%d"))

    range_type = []
    all_types_id = get_all_types_id(correlation_type)

    # one day
    if len(date_range) == 1:
        for type_id in all_types_id:
            day_type = {}
            # init 0
            for typ_id in all_types_id:
                day_type[typ_id] = 0
            day_type['date'] = type_id
            num_day_type_id = 0
            all_keys = r_serv_metadata.hvals('{}:{}:{}'.format(correlation_type, type_id, date_range[0]))
            if all_keys:
                for val in all_keys:
                    num_day_type_id += int(val)
            day_type[type_id]= num_day_type_id

            #if day_type[type_id] != 0:
            range_type.append(day_type)

    else:
        # display type_id
        for date in date_range:
            day_type = {}
            day_type['date']= date[0:4] + '-' + date[4:6] + '-' + date[6:8]
            for type_id in all_types_id:
                num_day_type_id = 0
                all_keys = r_serv_metadata.hvals('{}:{}:{}'.format(correlation_type, type_id, date))
                if all_keys:
                    for val in all_keys:
                        num_day_type_id += int(val)
                day_type[type_id]= num_day_type_id
            range_type.append(day_type)

    return jsonify(range_type)

def correlation_graph_node_json(correlation_type, type_id, key_id):
    if key_id is not None and is_valid_type_id(correlation_type, type_id):

        nodes_set_dump = set()
        nodes_set_paste = set()
        links_set = set()

        key_id_metadata = get_key_id_metadata(correlation_type, type_id, key_id)

        nodes_set_dump.add((key_id, 1, type_id, key_id_metadata['first_seen'], key_id_metadata['last_seen'], key_id_metadata['nb_seen']))

        #get related paste
        l_pastes = r_serv_metadata.smembers('set_{}_{}:{}'.format(correlation_type, type_id, key_id))
        for paste in l_pastes:
            nodes_set_paste.add((paste, 2))
            links_set.add((key_id, paste))

            for key_id_with_type_id in get_all_keys_id_from_item(correlation_type, paste):
                new_key_id, typ_id = key_id_with_type_id
                if new_key_id != key_id:

                    key_id_metadata = get_key_id_metadata(correlation_type, typ_id, new_key_id)

                    nodes_set_dump.add((new_key_id, 3, typ_id, key_id_metadata['first_seen'], key_id_metadata['last_seen'], key_id_metadata['nb_seen']))
                    links_set.add((new_key_id, paste))

        nodes = []
        for node in nodes_set_dump:
            nodes.append({"id": node[0], "group": node[1], "first_seen": node[3], "last_seen": node[4], "nb_seen_in_paste": node[5], 'icon': get_icon_text(correlation_type, node[2]),"url": url_for(get_show_key_id_endpoint(correlation_type), type_id=node[2], key_id=node[0]), 'hash': True})
        for node in nodes_set_paste:
            nodes.append({"id": node[0], "group": node[1],"url": url_for('objects_item.showItem', id=node[0]), 'hash': False})
        links = []
        for link in links_set:
            links.append({"source": link[0], "target": link[1]})
        json = {"nodes": nodes, "links": links}
        return jsonify(json)

    else:
        return jsonify({})

# ============= ROUTES ==============
@hashDecoded.route("/hashDecoded/all_hash_search", methods=['POST'])
@login_required
@login_read_only
def all_hash_search():
    date_from = request.form.get('date_from')
    date_to = request.form.get('date_to')
    type = request.form.get('type')
    encoding = request.form.get('encoding')
    show_decoded_files = request.form.get('show_decoded_files')
    return redirect(url_for('hashDecoded.hashDecoded_page', date_from=date_from, date_to=date_to, type=type, encoding=encoding, show_decoded_files=show_decoded_files))

@hashDecoded.route("/hashDecoded/", methods=['GET'])
@login_required
@login_read_only
def hashDecoded_page():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    type = request.args.get('type')
    encoding = request.args.get('encoding')
    show_decoded_files = request.args.get('show_decoded_files')

    if type == 'All types':
        type = None

    if encoding == 'All encoding':
        encoding = None

    #date_from = '20180628' or date_from = '2018-06-28'
    #date_to = '20180628' or date_to = '2018-06-28'

    # verify file type input
    if type is not None:
        #retrieve + char
        type = type.replace(' ', '+')
        if type not in r_serv_metadata.smembers('hash_all_type'):
            type = None

    all_encoding = r_serv_metadata.smembers('all_decoder')
    # verify encoding input
    if encoding is not None:
        if encoding not in all_encoding:
            encoding = None

    date_range = []
    if date_from is not None and date_to is not None:
        #change format
        try:
            if len(date_from) != 8:
                date_from = date_from[0:4] + date_from[5:7] + date_from[8:10]
                date_to = date_to[0:4] + date_to[5:7] + date_to[8:10]
            date_range = substract_date(date_from, date_to)
        except:
            pass

    if not date_range:
        date_range.append(datetime.date.today().strftime("%Y%m%d"))
        date_from = date_range[0][0:4] + '-' + date_range[0][4:6] + '-' + date_range[0][6:8]
        date_to = date_from

    else:
        date_from = date_from[0:4] + '-' + date_from[4:6] + '-' + date_from[6:8]
        date_to = date_to[0:4] + '-' + date_to[4:6] + '-' + date_to[6:8]

    # display day type bar chart
    if len(date_range) == 1 and type is None:
        daily_type_chart = True
        daily_date = date_range[0]
    else:
        daily_type_chart = False
        daily_date = None

    l_64 = set()
    if show_decoded_files:
        show_decoded_files = True
        for date in date_range:
            if encoding is None:
                l_hash = r_serv_metadata.zrange('hash_date:' +date, 0, -1)
            else:
                l_hash = r_serv_metadata.zrange(encoding+'_date:' +date, 0, -1)
            if l_hash:
                for hash in l_hash:
                    l_64.add(hash)

    num_day_sparkline = 6
    date_range_sparkline = get_date_range(num_day_sparkline)

    b64_metadata = []
    l_64 = list(l_64)
    for hash in l_64:
        # select requested base 64 type
        estimated_type = r_serv_metadata.hget('metadata_hash:'+hash, 'estimated_type')
        if type is not None:
            if estimated_type is not None:
                if estimated_type != type:
                    continue

        first_seen = r_serv_metadata.hget('metadata_hash:'+hash, 'first_seen')
        last_seen = r_serv_metadata.hget('metadata_hash:'+hash, 'last_seen')
        nb_seen_in_paste = r_serv_metadata.hget('metadata_hash:'+hash, 'nb_seen_in_all_pastes')
        size = r_serv_metadata.hget('metadata_hash:'+hash, 'size')

        if hash is not None and first_seen is not None and \
                                last_seen is not None and \
                                nb_seen_in_paste is not None and \
                                size is not None:

            file_icon = get_file_icon(estimated_type)

            if r_serv_metadata.hexists('metadata_hash:'+hash, 'vt_link'):
                b64_vt = True
                b64_vt_link = r_serv_metadata.hget('metadata_hash:'+hash, 'vt_link')
                b64_vt_report = r_serv_metadata.hget('metadata_hash:'+hash, 'vt_report')
            else:
                b64_vt = False
                b64_vt_link = ''
                b64_vt_report = r_serv_metadata.hget('metadata_hash:'+hash, 'vt_report')
                # hash never refreshed
                if b64_vt_report is None:
                    b64_vt_report = ''

            sparklines_value = list_sparkline_values(date_range_sparkline, hash)

            b64_metadata.append( (file_icon, estimated_type, hash, nb_seen_in_paste, size, first_seen, last_seen, b64_vt, b64_vt_link, b64_vt_report, sparklines_value) )

    l_type = sorted(r_serv_metadata.smembers('hash_all_type'))

    return render_template("hashDecoded.html", l_64=b64_metadata, vt_enabled=vt_enabled, l_type=l_type, type=type, daily_type_chart=daily_type_chart, daily_date=daily_date,
                                                encoding=encoding, all_encoding=all_encoding, date_from=date_from, date_to=date_to, show_decoded_files=show_decoded_files)


@hashDecoded.route('/hashDecoded/hash_by_type')
@login_required
@login_read_only
def hash_by_type():
    type = request.args.get('type')
    type = 'text/plain'
    return render_template('hash_type.html',type = type)


@hashDecoded.route('/hashDecoded/hash_hash')
@login_required
@login_read_only
def hash_hash():
    hash = request.args.get('hash')
    return render_template('hash_hash.html')

#
# @hashDecoded.route('/hashDecoded/showHash')
# @login_required
# @login_analyst
# def showHash():
#     hash = request.args.get('hash')
#     #hash = 'e02055d3efaad5d656345f6a8b1b6be4fe8cb5ea'
#
#     # TODO FIXME show error
#     if hash is None:
#         return hashDecoded_page()
#
#     estimated_type = r_serv_metadata.hget('metadata_hash:'+hash, 'estimated_type')
#     # hash not found
#     # TODO FIXME show error
#     if estimated_type is None:
#         return hashDecoded_page()
#
#     else:
#         file_icon = get_file_icon(estimated_type)
#         size = r_serv_metadata.hget('metadata_hash:'+hash, 'size')
#         first_seen = r_serv_metadata.hget('metadata_hash:'+hash, 'first_seen')
#         last_seen = r_serv_metadata.hget('metadata_hash:'+hash, 'last_seen')
#         nb_seen_in_all_pastes = r_serv_metadata.hget('metadata_hash:'+hash, 'nb_seen_in_all_pastes')
#
#         # get all encoding for this hash
#         list_hash_decoder = []
#         list_decoder = r_serv_metadata.smembers('all_decoder')
#         for decoder in list_decoder:
#             encoding = r_serv_metadata.hget('metadata_hash:'+hash, decoder+'_decoder')
#             if encoding is not None:
#                 list_hash_decoder.append({'encoding': decoder, 'nb_seen': encoding})
#
#         num_day_type = 6
#         date_range_sparkline = get_date_range(num_day_type)
#         sparkline_values = list_sparkline_values(date_range_sparkline, hash)
#
#         if r_serv_metadata.hexists('metadata_hash:'+hash, 'vt_link'):
#             b64_vt = True
#             b64_vt_link = r_serv_metadata.hget('metadata_hash:'+hash, 'vt_link')
#             b64_vt_report = r_serv_metadata.hget('metadata_hash:'+hash, 'vt_report')
#         else:
#             b64_vt = False
#             b64_vt_link = ''
#             b64_vt_report = r_serv_metadata.hget('metadata_hash:'+hash, 'vt_report')
#             # hash never refreshed
#             if b64_vt_report is None:
#                 b64_vt_report = ''
#
#         return render_template('showHash.html', hash=hash, vt_enabled=vt_enabled, b64_vt=b64_vt, b64_vt_link=b64_vt_link,
#                                 b64_vt_report=b64_vt_report,
#                                 size=size, estimated_type=estimated_type, file_icon=file_icon,
#                                 first_seen=first_seen, list_hash_decoder=list_hash_decoder,
#                                 last_seen=last_seen, nb_seen_in_all_pastes=nb_seen_in_all_pastes, sparkline_values=sparkline_values)


@hashDecoded.route('/hashDecoded/downloadHash')
@login_required
@login_read_only
def downloadHash():
    hash = request.args.get('hash')
    # sanitize hash
    hash = hash.split('/')[0]

    # hash exist
    if r_serv_metadata.hget('metadata_hash:'+hash, 'estimated_type') is not None:

        b64_full_path = Decoded.get_decoded_filepath(hash)
        hash_content = ''
        try:
            with open(b64_full_path, 'rb') as f:
                hash_content = f.read()

            # zip buffer
            result = BytesIO()
            temp = BytesIO()
            temp.write(hash_content)

            with zipfile.ZipFile(result, "w") as zf:
                #zf.setpassword(b"infected")
                zf.writestr( hash, temp.getvalue())

            filename = hash + '.zip'
            result.seek(0)

            return send_file(result, attachment_filename=filename, as_attachment=True)
        except Exception as e:
            print(e)
            return 'Server Error'
    else:
        return 'hash: ' + hash + " don't exist"


@hashDecoded.route('/hashDecoded/hash_by_type_json')
@login_required
@login_read_only
def hash_by_type_json():
    type = request.args.get('type')

    #retrieve + char
    type = type.replace(' ', '+')

    num_day_type = 30
    date_range = get_date_range(num_day_type)

    #verify input
    if type in r_serv_metadata.smembers('hash_all_type'):
        type_value = []
        all_decoder = r_serv_metadata.smembers('all_decoder')

        range_decoder = []
        for date in date_range:
            day_decoder = {}
            day_decoder['date']= date[0:4] + '-' + date[4:6] + '-' + date[6:8]
            for decoder in all_decoder:
                num_day_decoder = r_serv_metadata.zscore(decoder+'_type:'+type, date)
                if num_day_decoder is None:
                    num_day_decoder = 0
                day_decoder[decoder]= num_day_decoder
            range_decoder.append(day_decoder)



        return jsonify(range_decoder)
    else:
        return jsonify()


@hashDecoded.route('/hashDecoded/decoder_type_json')
@login_required
@login_read_only
def decoder_type_json():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')

    typ = request.args.get('type')

    if typ == 'All types':
        typ = None

    # verify file type input
    if typ is not None:
        #retrieve + char
        typ = typ.replace(' ', '+')
        if typ not in r_serv_metadata.smembers('hash_all_type'):
            typ = None

    all_decoder = r_serv_metadata.smembers('all_decoder')
    # sort DESC decoder for color
    all_decoder = sorted(all_decoder)

    date_range = []
    if date_from is not None and date_to is not None:
        #change format
        try:
            if len(date_from) != 8:
                date_from = date_from[0:4] + date_from[5:7] + date_from[8:10]
                date_to = date_to[0:4] + date_to[5:7] + date_to[8:10]
            date_range = substract_date(date_from, date_to)
        except:
            pass

    if not date_range:
        date_range.append(datetime.date.today().strftime("%Y%m%d"))

    nb_decoded = {}
    for decoder in all_decoder:
        nb_decoded[decoder] = 0

    for date in date_range:
        for decoder in all_decoder:
            if typ is None:
                nb_decod = r_serv_metadata.get(decoder+'_decoded:'+date)
            else:
                nb_decod = r_serv_metadata.zscore(decoder+'_type:'+typ, date)

            if nb_decod is not None:
                nb_decoded[decoder] = nb_decoded[decoder] + int(nb_decod)

    to_json = []
    for decoder in all_decoder:
        to_json.append({'name': decoder, 'value': nb_decoded[decoder]})
    return jsonify(to_json)


@hashDecoded.route('/hashDecoded/top5_type_json')
@login_required
@login_read_only
def top5_type_json():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')

    typ = request.args.get('type')
    decoder = request.args.get('encoding')

    if decoder == 'All encoding' or decoder is None:
        all_decoder = r_serv_metadata.smembers('all_decoder')
    else:
        if not r_serv_metadata.sismember('all_decoder', decoder):
            return jsonify({'Error': 'This decoder do not exist'})
        else:
            all_decoder = [decoder]

    if typ == 'All types' or typ is None or typ=='None':
        all_type = r_serv_metadata.smembers('hash_all_type')
    else:
        typ = typ.replace(' ', '+')
        if not r_serv_metadata.sismember('hash_all_type', typ):
            return jsonify({'Error': 'This type do not exist'})
        else:
            all_type = [typ]

    date_range = []
    if date_from is not None and date_to is not None:
        #change format
        try:
            if len(date_from) != 8:
                date_from = date_from[0:4] + date_from[5:7] + date_from[8:10]
                date_to = date_to[0:4] + date_to[5:7] + date_to[8:10]
            date_range = substract_date(date_from, date_to)
        except:
            pass

    if not date_range:
        date_range.append(datetime.date.today().strftime("%Y%m%d"))

    # TODO replace with ZUNIONSTORE
    nb_types_decoded = {}
    for date in date_range:
        for typ in all_type:
            for decoder in all_decoder:
                nb_decoded = r_serv_metadata.zscore('{}_type:{}'.format(decoder, typ), date)
                if nb_decoded is not None:
                    if typ in nb_types_decoded:
                        nb_types_decoded[typ] = nb_types_decoded[typ] + int(nb_decoded)
                    else:
                        nb_types_decoded[typ] = int(nb_decoded)

    to_json = []
    top5_types = sorted(nb_types_decoded, key=nb_types_decoded.get, reverse=True)[:5]
    for typ in top5_types:
        to_json.append({'name': typ, 'value': nb_types_decoded[typ]})
    return jsonify(to_json)


@hashDecoded.route('/hashDecoded/daily_type_json')
@login_required
@login_read_only
def daily_type_json():
    date = request.args.get('date')

    daily_type = set()
    l_b64 = r_serv_metadata.zrange('hash_date:' +date, 0, -1)
    for hash in l_b64:
        estimated_type = r_serv_metadata.hget('metadata_hash:'+hash, 'estimated_type')
        if estimated_type is not None:
            daily_type.add(estimated_type)

    type_value = []
    for day_type in daily_type:
        num_day_type = r_serv_metadata.zscore('hash_type:'+day_type, date)
        type_value.append({ 'date' : day_type, 'value' : int( num_day_type )})

    return jsonify(type_value)


@hashDecoded.route('/hashDecoded/range_type_json')
@login_required
@login_read_only
def range_type_json():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')

    date_range = []
    if date_from is not None and date_to is not None:
        #change format
        if len(date_from) != 8:
            date_from = date_from[0:4] + date_from[5:7] + date_from[8:10]
            date_to = date_to[0:4] + date_to[5:7] + date_to[8:10]
        date_range = substract_date(date_from, date_to)

    if not date_range:
        date_range.append(datetime.date.today().strftime("%Y%m%d"))

    all_type = set()
    for date in date_range:
        l_hash = r_serv_metadata.zrange('hash_date:' +date, 0, -1)
        if l_hash:
            for hash in l_hash:
                estimated_type = r_serv_metadata.hget('metadata_hash:'+hash, 'estimated_type')
                if estimated_type:
                    all_type.add(estimated_type)

    range_type = []

    list_decoder = r_serv_metadata.smembers('all_decoder')
    for date in date_range:
        if len(date_range) == 1:
            if date==date_from and date==date_to:
                for type in all_type:
                    day_type = {}
                    day_type['date']= type
                    for decoder in list_decoder:
                        num_day_decoder = r_serv_metadata.zscore(decoder+'_type:'+type, date)
                        if num_day_decoder is None:
                            num_day_decoder = 0
                        day_type[decoder]= num_day_decoder
                    range_type.append(day_type)
            else:
                range_type = ''
        else:
            day_type = {}
            day_type['date']= date[0:4] + '-' + date[4:6] + '-' + date[6:8]
            for type in all_type:
                num_day_type = 0
                for decoder in list_decoder:
                    num_day_type_decoder = r_serv_metadata.zscore(decoder+'_type:'+type, date)
                    if num_day_type_decoder is not None:
                        num_day_type += num_day_type_decoder
                day_type[type]= num_day_type
            range_type.append(day_type)

    return jsonify(range_type)


@hashDecoded.route('/hashDecoded/hash_graph_line_json')
@login_required
@login_read_only
def hash_graph_line_json():
    hash = request.args.get('hash')
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')

    if date_from is None or date_to is None:
        nb_days_seen_in_pastes = 30
    else:
        # # TODO: # FIXME:
        nb_days_seen_in_pastes = 30

    date_range_seen_in_pastes = get_date_range(nb_days_seen_in_pastes)

    # verify input
    if r_serv_metadata.hget('metadata_hash:'+hash, 'estimated_type') is not None:
        json_seen_in_paste = []
        for date in date_range_seen_in_pastes:
            nb_seen_this_day = r_serv_metadata.zscore('hash_date:'+date, hash)
            if nb_seen_this_day is None:
                nb_seen_this_day = 0
            date = date[0:4] + '-' + date[4:6] + '-' + date[6:8]
            json_seen_in_paste.append({'date': date, 'value': int(nb_seen_this_day)})

        return jsonify(json_seen_in_paste)
    else:
        return jsonify()


@hashDecoded.route('/hashDecoded/hash_graph_node_json')
@login_required
@login_read_only
def hash_graph_node_json():
    hash = request.args.get('hash')

    estimated_type = r_serv_metadata.hget('metadata_hash:'+hash, 'estimated_type')

    if hash is not None and estimated_type is not None:

        nodes_set_hash = set()
        nodes_set_paste = set()
        links_set = set()

        url = hash
        first_seen = r_serv_metadata.hget('metadata_hash:'+hash, 'first_seen')
        last_seen = r_serv_metadata.hget('metadata_hash:'+hash, 'last_seen')
        nb_seen_in_paste = r_serv_metadata.hget('metadata_hash:'+hash, 'nb_seen_in_all_pastes')
        size = r_serv_metadata.hget('metadata_hash:'+hash, 'size')

        nodes_set_hash.add((hash, 1, first_seen, last_seen, estimated_type, nb_seen_in_paste, size, url))

        #get related paste
        l_pastes = r_serv_metadata.zrange('nb_seen_hash:'+hash, 0, -1)
        for paste in l_pastes:
            # dynamic update
            if PASTES_FOLDER in paste:
                score = r_serv_metadata.zscore('nb_seen_hash:{}'.format(hash), paste)
                r_serv_metadata.zrem('nb_seen_hash:{}'.format(hash), paste)
                paste = paste.replace(PASTES_FOLDER, '', 1)
                r_serv_metadata.zadd('nb_seen_hash:{}'.format(hash), score, paste)
            url = paste
            #nb_seen_in_this_paste = nb_in_file = int(r_serv_metadata.zscore('nb_seen_hash:'+hash, paste))
            nb_hash_in_paste = r_serv_metadata.scard('hash_paste:'+paste)

            nodes_set_paste.add((paste, 2,nb_hash_in_paste,url))
            links_set.add((hash, paste))

            l_hash = r_serv_metadata.smembers('hash_paste:'+paste)
            for child_hash in l_hash:
                if child_hash != hash:
                    url = child_hash
                    first_seen = r_serv_metadata.hget('metadata_hash:'+child_hash, 'first_seen')
                    last_seen = r_serv_metadata.hget('metadata_hash:'+child_hash, 'last_seen')
                    nb_seen_in_paste = r_serv_metadata.hget('metadata_hash:'+child_hash, 'nb_seen_in_all_pastes')
                    size = r_serv_metadata.hget('metadata_hash:'+child_hash, 'size')
                    estimated_type = r_serv_metadata.hget('metadata_hash:'+child_hash, 'estimated_type')

                    nodes_set_hash.add((child_hash, 3, first_seen, last_seen, estimated_type, nb_seen_in_paste, size, url))
                    links_set.add((child_hash, paste))

                    #l_pastes_child = r_serv_metadata.zrange('nb_seen_hash:'+child_hash, 0, -1)
                    #for child_paste in l_pastes_child:

        nodes = []
        for node in nodes_set_hash:
            nodes.append({"id": node[0], "group": node[1], "first_seen": node[2], "last_seen": node[3], 'estimated_type': node[4], "nb_seen_in_paste": node[5], "size": node[6], 'icon': get_file_icon_text(node[4]),"url": url_for('hashDecoded.showHash', hash=node[7]), 'hash': True})
        for node in nodes_set_paste:
            nodes.append({"id": node[0], "group": node[1], "nb_seen_in_paste": node[2],"url": url_for('objects_item.showItem', id=node[3]), 'hash': False})
        links = []
        for link in links_set:
            links.append({"source": link[0], "target": link[1]})
        json = {"nodes": nodes, "links": links}
        return jsonify(json)

    else:
        return jsonify({})


@hashDecoded.route('/hashDecoded/hash_types')
@login_required
@login_read_only
def hash_types():
    date_from = 20180701
    date_to = 20180706
    return render_template('hash_types.html', date_from=date_from, date_to=date_to)


@hashDecoded.route('/hashDecoded/send_file_to_vt_js')
@login_required
@login_analyst
def send_file_to_vt_js():
    hash = request.args.get('hash')

    b64_full_path = Decoded.get_decoded_filepath(hash)
    b64_content = ''
    with open(b64_full_path, 'rb') as f:
        b64_content = f.read()

    files = {'file': (hash, b64_content)}
    response = requests.post('https://www.virustotal.com/vtapi/v2/file/scan', files=files, params= {'apikey': vt_auth})
    json_response = response.json()
    #print(json_response)

    vt_link = json_response['permalink'].split('analysis')[0] + 'analysis/'
    r_serv_metadata.hset('metadata_hash:'+hash, 'vt_link', vt_link)
    vt_report = 'Please Refresh'
    r_serv_metadata.hset('metadata_hash:'+hash, 'vt_report', vt_report)

    return jsonify({'vt_link': vt_link, 'vt_report': vt_report})


@hashDecoded.route('/hashDecoded/update_vt_result')
@login_required
@login_analyst
def update_vt_result():
    hash = request.args.get('hash')

    params = {'apikey': vt_auth, 'resource': hash}
    response = requests.get('https://www.virustotal.com/vtapi/v2/file/report', params=params)
    if response.status_code == 200:
        json_response = response.json()
        response_code = json_response['response_code']
        # report exist
        if response_code == 1:
            total = json_response['total']
            positive = json_response['positives']

            b64_vt_report = 'Detection {}/{}'.format(positive, total)
        # no report found
        elif response_code == 0:
            b64_vt_report = 'No report found'
            pass
        # file in queue
        elif response_code == -2:
            b64_vt_report = 'File in queue'
            pass

        r_serv_metadata.hset('metadata_hash:'+hash, 'vt_report', b64_vt_report)
        return jsonify(hash=hash, report_vt=b64_vt_report)
    elif response.status_code == 403:
        Flask_config.vt_enabled = False
        print('Virustotal key is incorrect (e.g. for public API not for virustotal intelligence), authentication failed or reaching limits.')
        return jsonify()
    else:
        # TODO FIXME make json response
        return jsonify()

############################ PGPDump ############################

@hashDecoded.route('/decoded/pgp_by_type_json') ## TODO: REFRACTOR
@login_required
@login_read_only
def pgp_by_type_json():
    type_id = request.args.get('type_id')
    date_from = request.args.get('date_from')

    if date_from is None:
        date_from = datetime.date.today().strftime("%Y%m%d")

    #retrieve + char
    type_id = type_id.replace(' ', '+')
    default = False

    if type_id is None:
        default = True
        all_type = ['key', 'name', 'mail']
    else:
        all_type = [ type_id ]

    num_day_type = 30
    date_range = get_date_range(num_day_type)

    #verify input
    if verify_pgp_type_id(type_id) or default:

        type_value = []

        range_decoder = []
        for date in date_range:
            day_type_id = {}
            day_type_id['date']= date[0:4] + '-' + date[4:6] + '-' + date[6:8]
            for type_pgp in all_type:
                all_vals_key = r_serv_metadata.hvals('pgp:{}:date'.format(type_id, date))
                num_day_type_id = 0
                if all_vals_key is not None:
                    for val_key in all_vals_key:
                        num_day_type_id += int(val_key)
                day_type_id[type_pgp]= num_day_type_id
            range_decoder.append(day_type_id)

        return jsonify(range_decoder)
    else:
        return jsonify()

############################ Correlation ############################
@hashDecoded.route("/correlation/pgpdump", methods=['GET'])
@login_required
@login_read_only
def pgpdump_page():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    type_id = request.args.get('type_id')

    show_decoded_files = request.args.get('show_decoded_files')
    res = main_correlation_page('pgpdump', type_id, date_from, date_to, show_decoded_files)
    return res

@hashDecoded.route("/correlation/cryptocurrency", methods=['GET'])
@login_required
@login_read_only
def cryptocurrency_page():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    type_id = request.args.get('type_id')

    show_decoded_files = request.args.get('show_decoded_files')
    res = main_correlation_page('cryptocurrency', type_id, date_from, date_to, show_decoded_files)
    return res

@hashDecoded.route("/correlation/username", methods=['GET'])
@login_required
@login_read_only
def username_page():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    type_id = request.args.get('type_id')

    show_decoded_files = request.args.get('show_decoded_files')
    res = main_correlation_page('username', type_id, date_from, date_to, show_decoded_files)
    return res

@hashDecoded.route("/correlation/all_pgpdump_search", methods=['POST'])
@login_required
@login_read_only
def all_pgpdump_search():
    date_from = request.form.get('date_from')
    date_to = request.form.get('date_to')
    type_id = request.form.get('type')
    show_decoded_files = request.form.get('show_decoded_files')
    return redirect(url_for('hashDecoded.pgpdump_page', date_from=date_from, date_to=date_to, type_id=type_id, show_decoded_files=show_decoded_files))

@hashDecoded.route("/correlation/all_cryptocurrency_search", methods=['POST'])
@login_required
@login_read_only
def all_cryptocurrency_search():
    date_from = request.form.get('date_from')
    date_to = request.form.get('date_to')
    type_id = request.form.get('type')
    show_decoded_files = request.form.get('show_decoded_files')
    return redirect(url_for('hashDecoded.cryptocurrency_page', date_from=date_from, date_to=date_to, type_id=type_id, show_decoded_files=show_decoded_files))

@hashDecoded.route("/correlation/all_username_search", methods=['POST'])
@login_required
@login_read_only
def all_username_search():
    date_from = request.form.get('date_from')
    date_to = request.form.get('date_to')
    type_id = request.form.get('type')
    show_decoded_files = request.form.get('show_decoded_files')
    return redirect(url_for('hashDecoded.username_page', date_from=date_from, date_to=date_to, type_id=type_id, show_decoded_files=show_decoded_files))

# @hashDecoded.route('/correlation/show_pgpdump')
# @login_required
# @login_analyst
# def show_pgpdump():
#     type_id = request.args.get('type_id')
#     key_id = request.args.get('key_id')
#     return show_correlation('pgpdump', type_id, key_id)
#
#
# @hashDecoded.route('/correlation/show_cryptocurrency')
# @login_required
# @login_analyst
# def show_cryptocurrency():
#     type_id = request.args.get('type_id')
#     key_id = request.args.get('key_id')
#     return show_correlation('cryptocurrency', type_id, key_id)

@hashDecoded.route('/correlation/cryptocurrency_range_type_json')
@login_required
@login_read_only
def cryptocurrency_range_type_json():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    return correlation_type_range_type_json('cryptocurrency', date_from, date_to)

@hashDecoded.route('/correlation/pgpdump_range_type_json')
@login_required
@login_read_only
def pgpdump_range_type_json():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    return correlation_type_range_type_json('pgpdump', date_from, date_to)

@hashDecoded.route('/correlation/username_range_type_json')
@login_required
@login_read_only
def username_range_type_json():
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    return correlation_type_range_type_json('username', date_from, date_to)

@hashDecoded.route('/correlation/pgpdump_graph_node_json')
@login_required
@login_read_only
def pgpdump_graph_node_json():
    type_id = request.args.get('type_id')
    key_id = request.args.get('key_id')
    return correlation_graph_node_json('pgpdump', type_id, key_id)

# # TODO: REFRACTOR
@hashDecoded.route('/correlation/cryptocurrency_graph_node_json')
@login_required
@login_read_only
def cryptocurrency_graph_node_json():
    type_id = request.args.get('type_id')
    key_id = request.args.get('key_id')
    return correlation_graph_node_json('cryptocurrency', type_id, key_id)

@hashDecoded.route('/correlation/username_graph_node_json')
@login_required
@login_read_only
def username_graph_node_json():
    type_id = request.args.get('type_id')
    key_id = request.args.get('key_id')
    return correlation_graph_node_json('username', type_id, key_id)

# # TODO: REFRACTOR
@hashDecoded.route('/correlation/pgpdump_graph_line_json')
@login_required
@login_read_only
def pgpdump_graph_line_json():
    type_id = request.args.get('type_id')
    key_id = request.args.get('key_id')
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    return correlation_graph_line_json('pgpdump', type_id, key_id, date_from, date_to)

def correlation_graph_line_json(correlation_type, type_id, key_id, date_from, date_to):
    # verify input
    if key_id is not None and is_valid_type_id(correlation_type, type_id) and r_serv_metadata.exists('{}_metadata_{}:{}'.format(correlation_type, type_id, key_id)):

        if date_from is None or date_to is None:
            nb_days_seen_in_pastes = 30
        else:
            # # TODO: # FIXME:
            nb_days_seen_in_pastes = 30

        date_range_seen_in_pastes = get_date_range(nb_days_seen_in_pastes)

        json_seen_in_paste = []
        for date in date_range_seen_in_pastes:
            nb_seen_this_day = r_serv_metadata.hget('{}:{}:{}'.format(correlation_type, type_id, date), key_id)
            if nb_seen_this_day is None:
                nb_seen_this_day = 0
            date = date[0:4] + '-' + date[4:6] + '-' + date[6:8]
            json_seen_in_paste.append({'date': date, 'value': int(nb_seen_this_day)})

        return jsonify(json_seen_in_paste)
    else:
        return jsonify()

@hashDecoded.route('/correlation/cryptocurrency_graph_line_json')
@login_required
@login_read_only
def cryptocurrency_graph_line_json():
    type_id = request.args.get('type_id')
    key_id = request.args.get('key_id')
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    return correlation_graph_line_json('cryptocurrency', type_id, key_id, date_from, date_to)

@hashDecoded.route('/correlation/username_graph_line_json')
@login_required
@login_read_only
def username_graph_line_json():
    type_id = request.args.get('type_id')
    key_id = request.args.get('key_id')
    date_from = request.args.get('date_from')
    date_to = request.args.get('date_to')
    return correlation_graph_line_json('username', type_id, key_id, date_from, date_to)

# ========= REGISTRATION =========
app.register_blueprint(hashDecoded, url_prefix=baseUrl)