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@@ -9,7 +9,7 @@
 first transform it into a feature vector with length 64.
 
 See `here
-<https://archive.ics.uci.edu/ml/datasets/Pen-Based+Recognition+of+Handwritten+Digits>`_
+<https://archive.ics.uci.edu/dataset/81/pen+based+recognition+of+handwritten+digits>`_
 for more information about this dataset.
 
 """
 
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "\n# The Digit Dataset\n\nThis dataset is made up of 1797 8x8 images. Each image,\nlike the one shown below, is of a hand-written digit.\nIn order to utilize an 8x8 figure like this, we'd have to\nfirst transform it into a feature vector with length 64.\n\nSee [here](https://archive.ics.uci.edu/ml/datasets/Pen-Based+Recognition+of+Handwritten+Digits)\nfor more information about this dataset.\n"
+        "\n# The Digit Dataset\n\nThis dataset is made up of 1797 8x8 images. Each image,\nlike the one shown below, is of a hand-written digit.\nIn order to utilize an 8x8 figure like this, we'd have to\nfirst transform it into a feature vector with length 64.\n\nSee [here](https://archive.ics.uci.edu/dataset/81/pen+based+recognition+of+handwritten+digits)\nfor more information about this dataset.\n"
       ]
     },
     {
Original file line number	Diff line number	Diff line change
`@@ -4,7 +4,7 @@`
`4`	`4`	`"cell_type": "markdown",`
`5`	`5`	`"metadata": {},`
`6`	`6`	`"source": [`
`7`		`- "\n# The Digit Dataset\n\nThis dataset is made up of 1797 8x8 images. Each image,\nlike the one shown below, is of a hand-written digit.\nIn order to utilize an 8x8 figure like this, we'd have to\nfirst transform it into a feature vector with length 64.\n\nSee [here](https://archive.ics.uci.edu/ml/datasets/Pen-Based+Recognition+of+Handwritten+Digits)\nfor more information about this dataset.\n"`
	`7`	`+ "\n# The Digit Dataset\n\nThis dataset is made up of 1797 8x8 images. Each image,\nlike the one shown below, is of a hand-written digit.\nIn order to utilize an 8x8 figure like this, we'd have to\nfirst transform it into a feature vector with length 64.\n\nSee [here](https://archive.ics.uci.edu/dataset/81/pen+based+recognition+of+handwritten+digits)\nfor more information about this dataset.\n"`
`8`	`8`	`]`
`9`	`9`	`},`
`10`	`10`	`{`