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typo and formatting fixes
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‎tutorials/python_data_entry_point.ipynb‎

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{
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"metadata": {
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"name": "",
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"signature": "sha256:11c7df5b48317dee4e78f1592431823f89b38ea262acb74b420b17dca4440d63"
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"signature": "sha256:b7a43c691f0f722f1924e6a62b540eb713077a2506223698ab1699c92608edbc"
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"nbformat": 3,
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"nbformat_minor": 0,
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"\n",
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"- [Reading in a dataset from a CSV file](#Reading-in-a-dataset-from-a-CSV-file)\n",
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"\n",
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"- [Visualizating of a data](#Visualizating-of-a-data)\n",
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"- [Visualizating of a dataset](#Visualizating-of-a-data)\n",
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"\n",
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" - [Histograms](#Histograms)\n",
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"\n",
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"level": 2,
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"metadata": {},
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"source": [
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"Visualizating of a data"
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"Visualizating of a dataset"
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]
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},
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" label='class {:}, R={:.2f}'.format(label, R[0]) # label for the legend\n",
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" )\n",
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" \n",
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"\n",
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"plt.title('Wine Dataset')\n",
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"plt.xlabel('alcohol by volume in percent')\n",
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"plt.ylabel('malic acid in g/l')\n",
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"for label,marker,color in zip(\n",
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" range(1,4),('x', 'o', '^'),('blue', 'red', 'green')):\n",
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"\n",
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"\n",
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" plt.scatter(x=sklearn_transf[:,0][y_train == label],\n",
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" y=sklearn_transf[:,1][y_train == label], \n",
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" marker=marker, \n",
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"level": 2,
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"metadata": {},
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"source": [
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"Linear Transformation: Multiple Discrciminant Analysis (MDA)"
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"Linear Transformation: Multiple Discriminant Analysis (MDA)"
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]
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},
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{
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"**Confusion Matrix** \n",
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"As we can see above, there was a very low misclassification rate when we'd apply the classifier on the test data set. A confusion matrix can tell us in more detail which particular classes could not classified correctly.\n",
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"\n",
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"| | | | **predicted class** | |\n",
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"|--------------|---------|----------------|-----------------|---------------|\n",
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"| | | class 1 | class 2 | class 3 |\n",
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"| | class 1 | True positives | | |\n",
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"| **actual class** | class 2 | | True positives | |\n",
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"| | class 3 | | | True positive |"
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"<table cellspacing=\"0\" border=\"0\">\n",
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"\t<colgroup width=\"60\"></colgroup>\n",
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"\t<colgroup span=\"4\" width=\"82\"></colgroup>\n",
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"\t<tr>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" colspan=2 rowspan=2 height=\"44\" align=\"center\" bgcolor=\"#FFFFFF\"><b><font face=\"Helvetica\" size=4><br></font></b></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" colspan=3 align=\"center\" bgcolor=\"#FFFFFF\"><b><font face=\"Helvetica\" size=4>predicted class</font></b></td>\n",
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"\t\t</tr>\n",
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"\t<tr>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#EEEEEE\"><font face=\"Helvetica\" size=4>class 1</font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#EEEEEE\"><font face=\"Helvetica\" size=4>class 2</font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#EEEEEE\"><font face=\"Helvetica\" size=4>class 3</font></td>\n",
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"\t</tr>\n",
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"\t<tr>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" rowspan=3 height=\"116\" align=\"center\" bgcolor=\"#F6F6F6\"><b><font face=\"Helvetica\" size=4>actual class</font></b></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#EEEEEE\"><font face=\"Helvetica\" size=4>class 1</font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#99FFCC\"><font face=\"Helvetica\" size=4>True positives</font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#F6F6F6\"><font face=\"Helvetica\" size=4><br></font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#F6F6F6\"><font face=\"Helvetica\" size=4><br></font></td>\n",
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"\t</tr>\n",
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"\t<tr>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#EEEEEE\"><font face=\"Helvetica\" size=4>class 2</font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#FFFFFF\"><font face=\"Helvetica\" size=4><br></font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#99FFCC\"><font face=\"Helvetica\" size=4>True positives</font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#FFFFFF\"><font face=\"Helvetica\" size=4><br></font></td>\n",
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"\t</tr>\n",
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"\t<tr>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#EEEEEE\"><font face=\"Helvetica\" size=4>class 3</font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#F6F6F6\"><font face=\"Helvetica\" size=4><br></font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#F6F6F6\"><font face=\"Helvetica\" size=4><br></font></td>\n",
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"\t\t<td style=\"border-top: 1px solid #c1c1c1; border-bottom: 1px solid #c1c1c1; border-left: 1px solid #c1c1c1; border-right: 1px solid #c1c1c1\" align=\"left\" bgcolor=\"#99FFCC\"><font face=\"Helvetica\" size=4>True positives</font></td>\n",
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"\t</tr>\n",
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"</table>"
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]
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},
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{

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