diff --git a/jupyter_english/topic09_time_series/topic9_part2_facebook_prophet.ipynb b/jupyter_english/topic09_time_series/topic9_part2_facebook_prophet.ipynb index 0cc9382050..aab9f78f30 100644 --- a/jupyter_english/topic09_time_series/topic9_part2_facebook_prophet.ipynb +++ b/jupyter_english/topic09_time_series/topic9_part2_facebook_prophet.ipynb @@ -168,15 +168,10 @@ ] }, { - "attachments": { - "image.png": { - "image/png": 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" - } - }, "cell_type": "markdown", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "" ] }, {