docs(README): add missing ticks and update link to notebook

README.md

@@ -34,7 +34,7 @@
         <img src="https://img.shields.io/badge/docs-passing-brightgreen.svg" alt="Documentation">
     </a>
     <a href="https://pypi.org/project/anomalytics/">
-        <img src="https://img.shields.io/badge/PyPi-v0.1.9-blue.svg" alt="PyPi">
+        <img src="https://img.shields.io/badge/PyPi-v0.2.1-blue.svg" alt="PyPi">
     </a>
 </p>
 
@@ -151,7 +151,6 @@ Read the walkthrough below, or the concrete examples here:
     pot_detector.exeedance_thresholds.head()
     ```
     ```shell
-
             xandr	      gam	    adobe	           datetime
     0	58.224653	85.177029	60.362306	2023-10-18 09:01:00
     1	58.224653	85.177029	60.362306	2023-10-18 09:02:00
@@ -252,7 +251,6 @@ Read the walkthrough below, or the concrete examples here:
     Name: detected data, Length: 6570, dtype: bool
     ```
 
-
 10. Now we can visualize the anomaly scores from the fitting with the anomaly threshold to get the sense of the extremely large values:
 
     ```python
@@ -340,6 +338,7 @@ You have a project that only needs to be fitted? To be detected? Don't worry! `a
     print(f"T1: {t1}")
     print(f"T2: {t2}")
     ```
+    ```shell
     T0: 65001
     T1: 25001
     T2: 10000
@@ -549,6 +548,9 @@ We have anomaly you said? Don't worry, `anomalytics` has the implementation to s
     # Slack
     slack.send
     ```
+    ```shell
+    'Notification sent successfully.'
+    ```
 
 3. Check your email or slack, this example produces the following notification via Slack:
 

pyproject.toml

@@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta"
 name = "anomalytics"
 description = "The ultimate anomaly detection library."
 readme = "README.md"
-version = "0.2.0"
+version = "0.2.1"
 license = {file = "LICENSE"}
 requires-python = ">=3.10"
 authors = [

src/anomalytics/__init__.py

@@ -1,4 +1,4 @@
-__version__ = "0.2.0"
+__version__ = "0.2.1"
 
 __all__ = [
     "get_anomaly",

src/anomalytics/notifications/email.py

@@ -105,7 +105,7 @@ def send(self):
             server.login(user=self.sender_address, password=self.password)
             server.send_message(msg=msg, from_addr=self.sender_address, to_addrs=self.recipient_addresses)
             server.quit()
-            print("Email sent successfully.")
+            print("Notification sent successfully.")
         except Exception as e:
             print(f"Failed to send email. Error: {e}")
 

tests/test_version.py

@@ -2,4 +2,4 @@
 
 
 def test_pkg_version():
-    assert __version__ == "0.2.0"
+    assert __version__ == "0.2.1"