diff --git a/notebooks/Block 5/GoogleImageExtractor.py b/notebooks/Block 5/GoogleImageExtractor.py
new file mode 100644
index 0000000000000000000000000000000000000000..6df9966a27a914d2712c1a425809bdd2401d8fe4
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+++ b/notebooks/Block 5/GoogleImageExtractor.py	
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+""" Google image Extractor based on Selenium. 
+taken from:
+https://simply-python.com/2015/05/18/saving-images-from-google-search-using-selenium-and-python/ 
+See also:
+https://github.com/scirag/selenium-image-crawler
+"""
+import re, os, sys, datetime, time
+import pandas
+from selenium import webdriver
+from contextlib import closing
+from selenium.webdriver import Firefox
+from selenium.webdriver.support.ui import WebDriverWait
+from selenium.webdriver.common.by import By
+from selenium.webdriver.support import expected_conditions as EC
+ 
+from pattern.web import URL, extension, cache, plaintext, Newsfeed, DOM
+
+class GoogleImageExtractor(object):
+ 
+    def __init__(self, search_key = '' ):
+        """ Google image search class
+            Args:
+                search_key to be entered.
+ 
+        """
+        if type(search_key) == str:
+            ## convert to list even for one search keyword to standalize the pulling.
+            self.g_search_key_list = [search_key]
+        elif type(search_key) == list:
+            self.g_search_key_list = search_key
+        else:
+            print('google_search_keyword not of type str or list')
+            raise
+ 
+        self.g_search_key = ''
+ 
+        ## user options
+        self.image_dl_per_search = 200
+ 
+        ## url construct string text
+        self.prefix_of_search_url = "https://www.google.com.sg/search?q="
+        self.postfix_of_search_url = '&source=lnms&tbm=isch&sa=X&ei=0eZEVbj3IJG5uATalICQAQ&ved=0CAcQ_AUoAQ&biw=939&bih=591'# non changable text
+        self.target_url_str = ''
+ 
+        ## storage
+        self.pic_url_list = []
+        self.pic_info_list = []
+ 
+        ## file and folder path
+        self.folder_main_dir_prefix = r'C:\data\temp\gimage_pic'
+ 
+    def reformat_search_for_spaces(self):
+        """
+            Method call immediately at the initialization stages
+            get rid of the spaces and replace by the "+"
+            Use in search term. Eg: "Cookie fast" to "Cookie+fast"
+ 
+            steps:
+            strip any lagging spaces if present
+            replace the self.g_search_key
+        """
+        self.g_search_key = self.g_search_key.rstrip().replace(' ', '+')
+ 
+    def set_num_image_to_dl(self, num_image):
+        """ Set the number of image to download. Set to self.image_dl_per_search.
+            Args:
+                num_image (int): num of image to download.
+        """
+        self.image_dl_per_search = num_image
+ 
+    def get_searchlist_fr_file(self, filename):
+        """Get search list from filename. Ability to add in a lot of phrases.
+            Will replace the self.g_search_key_list
+            Args:
+                filename (str): full file path
+        """
+        with open(filename,'r') as f:
+            self.g_search_key_list = f.readlines()
+ 
+    def formed_search_url(self):
+        ''' Form the url either one selected key phrases or multiple search items.
+            Get the url from the self.g_search_key_list
+            Set to self.sp_search_url_list
+        '''
+        self.reformat_search_for_spaces()
+        self.target_url_str = self.prefix_of_search_url + self.g_search_key +\
+                                self.postfix_of_search_url
+ 
+    def retrieve_source_fr_html(self):
+        """ Make use of selenium. Retrieve from html table using pandas table.
+ 
+        """
+        driver = webdriver.Firefox()
+        driver.get(self.target_url_str)
+ 
+        ## wait for log in then get the page source.
+        try:
+            driver.execute_script("window.scrollTo(0, 30000)")
+            time.sleep(2)
+            self.temp_page_source = driver.page_source
+            #driver.find_element_by_css_selector('ksb _kvc').click()#cant find the class
+            driver.find_element_by_id('smb').click() #ok
+            time.sleep(2)
+            driver.execute_script("window.scrollTo(0, 60000)")
+            time.sleep(2)
+            driver.execute_script("window.scrollTo(0, 60000)")
+ 
+        except:
+            print('not able to find')
+            driver.quit()
+ 
+        self.page_source = driver.page_source
+ 
+        driver.close()
+ 
+    def extract_pic_url(self):
+        """ extract all the raw pic url in list
+ 
+        """
+        dom = DOM(self.page_source)
+        tag_list = dom('a.rg_l')
+ 
+        for tag in tag_list[:self.image_dl_per_search]:
+            tar_str = re.search('imgurl=(.*)&imgrefurl', tag.attributes['href'])
+            try:
+                self.pic_url_list.append(tar_str.group(1))
+            except:
+                print('error parsing', tag)
+ 
+    def multi_search_download(self):
+        """ Mutli search download"""
+        for indiv_search in self.g_search_key_list:
+            self.pic_url_list = []
+            self.pic_info_list = []
+ 
+            self.g_search_key = indiv_search
+ 
+            self.formed_search_url()
+            self.retrieve_source_fr_html()
+            self.extract_pic_url()
+            self.downloading_all_photos() #some download might not be jpg?? use selnium to download??
+            self.save_infolist_to_file()
+ 
+    def downloading_all_photos(self):
+        """ download all photos to particular folder
+ 
+        """
+        self.create_folder()
+        pic_counter = 1
+        for url_link in self.pic_url_list:
+            print(pic_counter)
+            pic_prefix_str = self.g_search_key  + str(pic_counter)
+            self.download_single_image(url_link.encode(), pic_prefix_str)
+            pic_counter = pic_counter +1
+ 
+    def download_single_image(self, url_link, pic_prefix_str):
+        """ Download data according to the url link given.
+            Args:
+                url_link (str): url str.
+                pic_prefix_str (str): pic_prefix_str for unique label the pic
+        """
+        self.download_fault = 0
+        file_ext = os.path.splitext(url_link)[1] #use for checking valid pic ext
+        temp_filename = pic_prefix_str + file_ext
+        temp_filename_full_path = os.path.join(self.gs_raw_dirpath, temp_filename )
+ 
+        valid_image_ext_list = ['.png','.jpg','.jpeg', '.gif', '.bmp', '.tiff'] #not comprehensive
+ 
+        url = URL(url_link)
+        if url.redirect:
+            return # if there is re-direct, return
+ 
+        if file_ext not in valid_image_ext_list:
+            return #return if not valid image extension
+ 
+        f = open(temp_filename_full_path, 'wb') # save as test.gif
+        print(url_link)
+        self.pic_info_list.append(pic_prefix_str + ': ' + url_link )
+        try:
+            f.write(url.download())#if have problem skip
+        except:
+            #if self.__print_download_fault:
+            print('Problem with processing this data: ', url_link)
+            self.download_fault =1
+        f.close()
+ 
+    def create_folder(self):
+        """
+            Create a folder to put the log data segregate by date
+ 
+        """
+        self.gs_raw_dirpath = os.path.join(self.folder_main_dir_prefix, time.strftime("_%d_%b%y", time.localtime()))
+        if not os.path.exists(self.gs_raw_dirpath):
+            os.makedirs(self.gs_raw_dirpath)
+ 
+    def save_infolist_to_file(self):
+        """ Save the info list to file.
+ 
+        """
+        temp_filename_full_path = os.path.join(self.gs_raw_dirpath, self.g_search_key + '_info.txt' )
+ 
+        with  open(temp_filename_full_path, 'w') as f:
+            for n in self.pic_info_list:
+                f.write(n)
+                f.write('\n')
\ No newline at end of file
diff --git a/notebooks/Block 5/Selenium_test.ipynb b/notebooks/Block 5/Selenium_test.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..73bbe2364fa9d0ecf19ef650ff7be0bd70688c47
--- /dev/null
+++ b/notebooks/Block 5/Selenium_test.ipynb	
@@ -0,0 +1,55 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'selenium'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-4-0cfc1ae18607>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mGoogleImageExtractor\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mGoogleImageExtractor\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;34m\"\"\"test the downloading of files\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mqueries\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"brad pitt, johnny depp, leonardo dicaprio, robert de niro, angelina jolie, sandra bullock, catherine deneuve, marion cotillard\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mGoogleImageExtractor\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mqueries\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;31m#leave blanks if get the search list from file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/work/hslu-deep-learning/notebooks/Block 5/GoogleImageExtractor.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mre\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpandas\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mselenium\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mwebdriver\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     10\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mcontextlib\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mclosing\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mselenium\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwebdriver\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mFirefox\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'selenium'"
+     ]
+    }
+   ],
+   "source": [
+    "from GoogleImageExtractor import GoogleImageExtractor\n",
+    "\"\"\"test the downloading of files\"\"\"\n",
+    "queries = \"brad pitt, johnny depp, leonardo dicaprio, robert de niro, angelina jolie, sandra bullock, catherine deneuve, marion cotillard\"\n",
+    "\n",
+    "w = GoogleImageExtractor(queries)#leave blanks if get the search list from file\n",
+    "\n",
+    "w.set_num_image_to_dl(200)\n",
+    "w.get_searchlist_fr_file(searchlist_filename)#replace the searclist\n",
+    "w.multi_search_download()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
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