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+%% Cell type:markdown id:0aac5da7-745c-4eda-847a-3d0d07a1bb9b tags:
+
+# This is a markdown cell
+
+This paragraph has
+With
+Many
+Lines. How we will he handle MR notes?
+
+But I can add another paragraph
+
+%% Cell type:raw id:faecea5b-de0a-49fa-9a3a-61c2add652da tags:
+
+This is a raw cell
+With
+Multiple lines
+
+%% Cell type:code id:893ca2c0-ab75-4276-9dad-be1c40e16e8a tags:
+
+``` python
+import pandas as pd
+import numpy as np
+import matplotlib.pyplot as plt
+```
+
+%% Cell type:code id:0d707fb5-226f-46d6-80bd-489ebfb8905c tags:
+
+``` python
+np.random.seed(42)
+```
+
+%% Cell type:code id:35467fcf-28b1-4c7b-bb09-4cb192c35293 tags:senoid
+
+``` python
+x = np.linspace(0, 4*np.pi,50)
+y = np.sin(x)
+
+plt.plot(x, y)
+```
+
+%% Output
+
+    [<matplotlib.lines.Line2D at 0x123e39370>]
+
+    ![](data:image/png;base64,some_invalid_base64_image_here)
+
+%% Cell type:code id:dc1178cd-c46d-4da3-9ab5-08f000699884 tags:
+
+``` python
+df = pd.DataFrame({"x": x, "y": y})
+```
+
+%% Cell type:code id:6e749b4f-b409-4700-870f-f68c39462490 tags:some-table
+
+``` python
+df[:2]
+```
+
+%% Output
+
+              x         y
+    0  0.000000  0.000000
+    1  0.256457  0.253655
+
+%% Cell type:code id:0ddef5ef-94a3-4afd-9c70-ddee9694f512 tags:
+
+``` python
+```