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removed the contradicting points
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_posts/python/statistics/normality-test/2015-06-30-python-Normality-Test.html

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@@ -621,8 +621,6 @@ <h4 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</
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<li>Investigate why your data is not normal and perhaps use data preparation techniques to normalize the data.</li>
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<li>Start looking into the use of nonparametric statistical methods instead of the parametric methods.</li>
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<li>If some of the methods suggest that the sample is Gaussian and some not, then perhaps take this as an indication that your data is Gaussian-like.</li>
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<li>In many situations, you can treat your data as though it is Gaussian and proceed with your chosen parametric statistical methods.</li>
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<li>A failure of one normality test means that your data is not normal. As simple as that.</li>
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</ul>
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<p><em>This tuorial is inspired from <a href="https://machinelearningmastery.com/a-gentle-introduction-to-normality-tests-in-python/">"A Gentle Introduction to Normality Tests"</a></em></p>
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_posts/python/statistics/normality-test/python-Normality-Test.ipynb

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" - Investigate why your data is not normal and perhaps use data preparation techniques to normalize the data.\n",
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" - Start looking into the use of nonparametric statistical methods instead of the parametric methods.\n",
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" - If some of the methods suggest that the sample is Gaussian and some not, then perhaps take this as an indication that your data is Gaussian-like.\n",
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" - In many situations, you can treat your data as though it is Gaussian and proceed with your chosen parametric statistical methods.\n",
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" - A failure of one normality test means that your data is not normal. As simple as that.\n",
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" \n",
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"_This tuorial is inspired from [\"A Gentle Introduction to Normality Tests\"](https://machinelearningmastery.com/a-gentle-introduction-to-normality-tests-in-python/)_"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"execution_count": 10,
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"metadata": {},
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"outputs": [
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{
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"output_type": "stream",
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"text": [
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"Collecting git+https://github.com/plotly/publisher.git\n",
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" Cloning https://github.com/plotly/publisher.git to c:\\users\\priyat~1\\appdata\\local\\temp\\pip-req-build-z7imf2x6\n",
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" Cloning https://github.com/plotly/publisher.git to c:\\users\\priyat~1\\appdata\\local\\temp\\pip-req-build-w9y_giaw\n",
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"Building wheels for collected packages: publisher\n",
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" Running setup.py bdist_wheel for publisher: started\n",
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" Running setup.py bdist_wheel for publisher: finished with status 'done'\n",
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" Stored in directory: C:\\Users\\PRIYAT~1\\AppData\\Local\\Temp\\pip-ephem-wheel-cache-s6q9h6yd\\wheels\\99\\3e\\a0\\fbd22ba24cca72bdbaba53dbc23c1768755fb17b3af0f33966\n",
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" Stored in directory: C:\\Users\\PRIYAT~1\\AppData\\Local\\Temp\\pip-ephem-wheel-cache-q_rnxevg\\wheels\\99\\3e\\a0\\fbd22ba24cca72bdbaba53dbc23c1768755fb17b3af0f33966\n",
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"Successfully built publisher\n",
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"Installing collected packages: publisher\n",
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" Found existing installation: publisher 0.13\n",
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"C:\\Anaconda\\Anaconda3\\lib\\site-packages\\IPython\\nbconvert.py:13: ShimWarning:\n",
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"\n",
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"The `IPython.nbconvert` package has been deprecated since IPython 4.0. You should import from nbconvert instead.\n",
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"\n",
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"C:\\Anaconda\\Anaconda3\\lib\\site-packages\\publisher\\publisher.py:53: UserWarning:\n",
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"\n",
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"Did you \"Save\" this notebook before running this command? Remember to save, always save.\n",

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