diff --git a/.readthedocs.yml b/.readthedocs.yml
new file mode 100644
index 0000000..d26401f
--- /dev/null
+++ b/.readthedocs.yml
@@ -0,0 +1,10 @@
+# Read the Docs configuration file
+
+version: 2
+sphinx:
+  configuration: docs/conf.py
+formats: all
+python:
+  version: 3.7
+  install:
+    - requirements: docs/requirements.txt
\ No newline at end of file
diff --git a/docs/conf.py b/docs/conf.py
index 229abd2..f69081e 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -11,8 +11,11 @@
 # documentation root, use os.path.abspath to make it absolute, like shown here.
 #
 import os
+import io
+import re
 import sys
-sys.path.insert(0, os.path.abspath('../..'))
+
+sys.path.insert(0, os.path.abspath('..'))
 sys.setrecursionlimit(1500)
 
 # -- Project information -----------------------------------------------------
@@ -21,8 +24,11 @@
 copyright = '2019, Preetham Kamidi'
 author = 'Preetham Kamidi'
 
+with io.open(os.path.join('../', 'verifytweet/__init__.py'), 'rt', encoding='utf8') as f:
+    version = re.search(r'__version__ = "(.*?)"', f.read()).group(1)
+
 # The full version, including alpha/beta/rc tags
-release = 'v0.3'
+release = version
 
 
 # -- General configuration ---------------------------------------------------
diff --git a/docs/index.rst b/docs/index.rst
index 10225b5..e5ef4f0 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -10,9 +10,10 @@ Welcome to verifytweet's documentation!
    :maxdepth: 2
    :caption: Contents:
 
-router
+
+controller
 ===================
-.. automodule:: verifytweet.app
+.. automodule:: verifytweet.services.controller
    :members:
 
 image service
@@ -30,7 +31,7 @@ text service
 .. automodule:: verifytweet.services.text
    :members:
 
-shared module: date checker
+utility module: date checker
 =============================
 .. automodule:: verifytweet.util.date_checker
    :members:
diff --git a/docs/requirements.txt b/docs/requirements.txt
new file mode 100644
index 0000000..8ba2030
--- /dev/null
+++ b/docs/requirements.txt
@@ -0,0 +1,25 @@
+alabaster==0.7.12
+Babel==2.7.0
+certifi==2019.6.16
+chardet==3.0.4
+docutils==0.14
+idna==2.8
+imagesize==1.1.0
+Jinja2==2.10.1
+MarkupSafe==1.1.1
+packaging==19.0
+Pygments==2.4.2
+pyparsing==2.4.0
+pytz==2019.1
+requests==2.22.0
+six==1.12.0
+snowballstemmer==1.9.0
+Sphinx==2.1.2
+sphinx_bootstrap_theme
+sphinxcontrib-applehelp==1.0.1
+sphinxcontrib-devhelp==1.0.1
+sphinxcontrib-htmlhelp==1.0.2
+sphinxcontrib-jsmath==1.0.1
+sphinxcontrib-qthelp==1.0.2
+sphinxcontrib-serializinghtml==1.1.3
+urllib3==1.25.3
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index c873492..05a741d 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -83,7 +83,6 @@ twine==1.13.0
 typing==3.7.4
 typing-extensions==3.7.4
 urllib3==1.25.3
--e git+git@github.com:kamidipreetham/verifytweet.git@251b221ad452a80d54ef165b90b450a4710ac04d#egg=verifytweet
 wcwidth==0.1.7
 webencodings==0.5.1
 Werkzeug==0.15.4
diff --git a/setup.py b/setup.py
index f15bd04..758caec 100644
--- a/setup.py
+++ b/setup.py
@@ -60,13 +60,10 @@
     python_requires=">=3.6.*",
     install_requires=[
         "click>=5.1", "Pillow==6.0.0", "pytesseract==0.2.6",
-        "requests==2.22.0", "scikit-learn==0.21.2","Werkzeug>=0.15",
-        "nltk>=3.4.3", "python-dateutil==2.8.0",
+        "requests==2.22.0", "scikit-learn==0.21.2", "nltk>=3.4.3",
+        "python-dateutil==2.8.0",
         "twint @ git+https://github.com/twintproject/twint.git"
     ],
-    dependency_links=[
-        ""
-    ],
     entry_points={
         "console_scripts": ["verifytweet = verifytweet.cli:run_as_command"]
     },
diff --git a/verifytweet/__init__.py b/verifytweet/__init__.py
index 441ed22..7601049 100644
--- a/verifytweet/__init__.py
+++ b/verifytweet/__init__.py
@@ -16,4 +16,4 @@
 # You should have received a copy of the GNU Affero General Public License
 # along with this program.  If not, see <http://www.gnu.org/licenses/>.
 
-__version__ = "0.4.0"
\ No newline at end of file
+__version__ = "0.4.1"
\ No newline at end of file
diff --git a/verifytweet/app.py b/verifytweet/app.py
index 3693425..40046d9 100644
--- a/verifytweet/app.py
+++ b/verifytweet/app.py
@@ -23,6 +23,7 @@
 
 import verifytweet.services.controller as controller
 import verifytweet.services.image as image_service
+import verifytweet.util.uploader as image_uploader
 
 from verifytweet.util.logging import logger
 from verifytweet.config.settings import app_config
@@ -70,8 +71,7 @@ def verify_tweet():
     if not data_type or not request_image:
         return "Missing form fields", 400
     try:
-        uploader = image_service.Uploader(request_image)
-        file_path = uploader.save_to_disk()
+        file_path = image_uploader.save_to_disk(request_image)
         rest_controller = controller.NonAPIApproach(file_path)
     except Exception as e:
         logger.exception(e)
diff --git a/verifytweet/cli.py b/verifytweet/cli.py
index 9537499..541adef 100644
--- a/verifytweet/cli.py
+++ b/verifytweet/cli.py
@@ -58,7 +58,7 @@ def run_as_command(filepath):
     elif controller_status == ResultStatus.NO_RESULT:
         print(f"Fake Tweet!")
     else:
-        print(f"Verified Tweet!\n")
+        print(f"\nVerified Tweet!")
         print(
             f"**** Username: {tweet_obj.username} ****\n**** Tweet: {tweet_obj.tweet} ****\n**** Likes: {tweet_obj.likes_count} ****\n**** Retweets: {tweet_obj.retweets_count} ****\n**** Link: {tweet_obj.link} ****"
         )
diff --git a/verifytweet/config/settings.py b/verifytweet/config/settings.py
index f4087ba..edb8dbc 100644
--- a/verifytweet/config/settings.py
+++ b/verifytweet/config/settings.py
@@ -19,6 +19,7 @@
 import os
 import multiprocessing
 import tempfile
+import logging
 
 
 def no_of_workers():
@@ -41,6 +42,8 @@ class Config(object):
     UPSCALE_RESOLUTION = "300x300"
     FILE_DIRECTORY = tempfile.mkdtemp()
     TWEET_MAX_STORE = 150
+    RUN_METHOD = "cli"
+    LOG_LEVEL = logging.INFO
 
 
 class TwitterAPIConfig(Config):
@@ -75,6 +78,7 @@ class WebConfig(Config):
 
 
 run_method = "cli" if "VERIFYTWEET_RUN_FROM_CLI" in os.environ else "web"
+Config.RUN_METHOD = run_method
 configurations = {"web": WebConfig, "cli": Config}
 
 app_config = configurations[run_method]
diff --git a/verifytweet/services/controller.py b/verifytweet/services/controller.py
index 9c9830c..6bf96eb 100644
--- a/verifytweet/services/controller.py
+++ b/verifytweet/services/controller.py
@@ -122,7 +122,7 @@ def preprocess(file_path):
     extracted_text, extractor_status = text_extractor.get_text()
     if extractor_status != ResultStatus.ALL_OKAY:
         return (None, extractor_status)
-    logger.info('Processed text: ' + extracted_text)
+    logger.debug('Processed text: ' + extracted_text)
 
     try:
         entity_parser = text_service.DataParser(extracted_text)
@@ -132,5 +132,5 @@ def preprocess(file_path):
     entities, parser_status = entity_parser.get_entities()
     if parser_status != ResultStatus.ALL_OKAY:
         return (None, parser_status)
-    logger.info('Entities: ' + str(entities))
+    logger.debug('Entities: ' + str(entities))
     return (entities, parser_status)
diff --git a/verifytweet/services/image.py b/verifytweet/services/image.py
index c69dc8c..a98311c 100644
--- a/verifytweet/services/image.py
+++ b/verifytweet/services/image.py
@@ -16,57 +16,16 @@
 # You should have received a copy of the GNU Affero General Public License
 # along with this program.  If not, see <http://www.gnu.org/licenses/>.
 
-import os
-import uuid
 import subprocess
 
-import pytesseract
 import PIL
-
-from werkzeug.utils import secure_filename
-from werkzeug.datastructures import FileStorage
+import pytesseract
 
 from verifytweet.util.logging import logger
 from verifytweet.config.settings import app_config
 from verifytweet.util.result import ResultStatus
 
 
-class Uploader(object):
-    """Saves image file received from POST request.
-
-    Saves image file to a temporary location received by
-    Flask after checking valid file types.
-
-    Attributes:
-        file_obj: Image file, type: werkzeug.datastructures.FileStorage.
-    """
-
-    def __init__(self, file_obj: FileStorage):
-        if not isinstance(file_obj, FileStorage):
-            raise TypeError(
-                'file obj must be type werkzeug.datastructures.FileStorage')
-        if not file_obj:
-            raise ValueError('file obj cannot be empty')
-        self.file = file_obj
-
-    def save_to_disk(self):
-        filename = secure_filename(self.file.filename)
-        if self.file and self.allowed_file(filename):
-            saved_file_name = str(uuid.uuid4()) + '.' + \
-                filename.rsplit('.', 1)[1].lower()
-            saved_file_path = os.path.join(app_config.FILE_DIRECTORY,
-                                           saved_file_name)
-            logger.info('Saving file to path: ' + saved_file_path)
-            self.file.save(saved_file_path)
-            return saved_file_path
-        return None
-
-    @staticmethod
-    def allowed_file(filename):
-        return '.' in filename and \
-            filename.rsplit('.', 1)[1].lower() in app_config.ALLOWED_EXTENSIONS
-
-
 class Extractor(object):
     """Extracts text from image
 
@@ -76,7 +35,7 @@ class Extractor(object):
         file_path: A string indicating file path where the image is stored.
     """
 
-    def __init__(self, file_path:str):
+    def __init__(self, file_path: str):
         if not isinstance(file_path, str):
             raise TypeError('File path must be type string')
         if not file_path:
@@ -86,24 +45,25 @@ def __init__(self, file_path:str):
     def get_text(self):
         logger.info('Processing Image...')
         new_file_path = self.rescale(self.file_path)
-        img = PIL.Image.open(new_file_path).convert('L')
-        logger.info('Extracting text from rescaled image..')
+        logger.info('Extracting text from rescaled image...')
         try:
+            img = PIL.Image.open(new_file_path)
             text = pytesseract.image_to_string(image=img)
             if not text:
                 return (None, ResultStatus.NO_RESULT)
             return (text, ResultStatus.ALL_OKAY)
         except Exception as e:
+            logger.exception(e)
             return (None, ResultStatus.MODULE_FAILURE)
 
     @staticmethod
     def rescale(file_path):
-        logger.info('Rescaling Image to 300 dpi')
-        new_file_path = file_path.rsplit('.', 1)[0] + '.jpg'
+        logger.info('Rescaling Image to 300 dpi...')
+        new_file_path = file_path.rsplit('.', 1)[0] + '.png'
         cmd = [
-            'convert', file_path, '-bordercolor', 'White',
-            '-resample', app_config.UPSCALE_RESOLUTION, '-border', '10x10',
-            '-alpha', 'off', new_file_path
+            'convert', file_path, '-resample', app_config.UPSCALE_RESOLUTION,
+            '-alpha', 'off', '-colorspace', 'Gray', '-threshold', '75%',
+            new_file_path
         ]
         subprocess.run(cmd)
         return new_file_path
diff --git a/verifytweet/services/search.py b/verifytweet/services/search.py
index f2550da..1a2caf3 100644
--- a/verifytweet/services/search.py
+++ b/verifytweet/services/search.py
@@ -89,8 +89,8 @@ def aggregate_tweets(self):
             if date_checker.format_for_date(
                     tweet_date) == date_checker.format_for_date(
                         self.date) and date_checker.valid_date(tweet_date):
-                logger.info('Tweet found...: ' +
-                            str(entry[app_config.TWEET_TEXT_KEY]))
+                logger.debug('Tweet found...: ' +
+                             str(entry[app_config.TWEET_TEXT_KEY]))
                 same_day_tweets.append(entry[app_config.TWEET_TEXT_KEY])
         if not same_day_tweets:
             return (same_day_tweets, ResultStatus.NO_RESULT)
@@ -108,7 +108,7 @@ def _call_twitter_api(querystring):
             '/', app_config.TWITTER_CONTEXT)
         r = requests.get(search_url, headers=headers, params=querystring)
         response = r.json()
-        logger.info('Status Code for Twitter API: ' + str(r.status_code))
+        logger.debug('Status Code for Twitter API: ' + str(r.status_code))
         if r.status_code != 200:
             raise RuntimeError('Twitter API returned status:' +
                                str(r.status_code))
@@ -149,5 +149,5 @@ def search(self):
         results = twint.output.tweets_object
         if not results:
             return (results, ResultStatus.NO_RESULT)
-        logger.info(f'Search results: {results}\n')
+        logger.debug(f'Search results: {results}\n')
         return (results, ResultStatus.ALL_OKAY)
diff --git a/verifytweet/services/text.py b/verifytweet/services/text.py
index 31cfd42..094d0a4 100644
--- a/verifytweet/services/text.py
+++ b/verifytweet/services/text.py
@@ -107,7 +107,7 @@ def clean_text(self):
         tweet_snippet = " ".join(picked_words)
         if not tweet_snippet:
             return (tweet_snippet, ResultStatus.NO_RESULT)
-        logger.info(f'Tweet Snippet: {tweet_snippet}')
+        logger.debug(f'Tweet Snippet: {tweet_snippet}')
         return (tweet_snippet, ResultStatus.ALL_OKAY)
 
 
@@ -159,5 +159,5 @@ def get_similarity(self):
         except Exception as e:
             logger.exception(e)
             return (None, ResultStatus.MODULE_FAILURE)
-        logger.info('Similartiy Matrix: ' + str(similarity_matrix))
+        logger.debug('Similartiy Matrix: ' + str(similarity_matrix))
         return (similarity_matrix, ResultStatus.ALL_OKAY)
diff --git a/verifytweet/util/logging.py b/verifytweet/util/logging.py
index 4cb51ca..8fa08b8 100644
--- a/verifytweet/util/logging.py
+++ b/verifytweet/util/logging.py
@@ -19,12 +19,17 @@
 import logging
 import sys
 
+from verifytweet.config.settings import app_config
+
 logger = logging.getLogger()
 logger.setLevel(logging.INFO)
 
 handler = logging.StreamHandler(sys.stdout)
 handler.setLevel(logging.INFO)
 
-formatter = logging.Formatter(u'%(asctime)s -- %(levelname)s -- %(message)s')
+web_formatter = logging.Formatter(u'%(asctime)s -- %(levelname)s -- %(message)s')
+cli_formatter = logging.Formatter(u'%(message)s')
+formatter = cli_formatter if app_config.RUN_METHOD == "cli" else web_formatter
+
 handler.setFormatter(formatter)
 logger.addHandler(handler)
diff --git a/verifytweet/util/uploader.py b/verifytweet/util/uploader.py
new file mode 100644
index 0000000..37a17b8
--- /dev/null
+++ b/verifytweet/util/uploader.py
@@ -0,0 +1,53 @@
+# Verify Tweet verifies tweets of a public user
+# from tweet screenshots: real or generated from
+# tweet generators.
+# Copyright (C) 2019 Preetham Kamidi
+
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU Affero General Public License as
+# published by the Free Software Foundation, either version 3 of the
+# License, or (at your option) any later version.
+
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU Affero General Public License for more details.
+
+# You should have received a copy of the GNU Affero General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+import os
+import uuid
+
+from werkzeug.utils import secure_filename
+from werkzeug.datastructures import FileStorage
+
+from verifytweet.util.logging import logger
+from verifytweet.config.settings import app_config
+from verifytweet.util.result import ResultStatus
+
+
+def save_to_disk(file_obj):
+    """Saves an uploaded file via POST request to disk
+    """
+    if not isinstance(file_obj, FileStorage):
+        raise TypeError(
+            'file obj must be type werkzeug.datastructures.FileStorage')
+    if not file_obj:
+        raise ValueError('file obj cannot be empty')
+    filename = secure_filename(file_obj.filename)
+    if file_obj and allowed_file(filename):
+        saved_file_name = str(uuid.uuid4()) + '.' + \
+            filename.rsplit('.', 1)[1].lower()
+        saved_file_path = os.path.join(app_config.FILE_DIRECTORY,
+                                        saved_file_name)
+        logger.debug('Saving file to path: ' + saved_file_path)
+        file_obj.save(saved_file_path)
+        return saved_file_path
+    return None
+
+def allowed_file(filename):
+    """Checks if uploaded file has valid extenstion
+    """
+    return '.' in filename and \
+        filename.rsplit('.', 1)[1].lower() in app_config.ALLOWED_EXTENSIONS
\ No newline at end of file