small changes

hands-on/hands-on-tutorial.bkr

@@ -1616,6 +1616,19 @@
             "lineCount": 9,
             "tags": "lambda_cell"
         },
+        {
+            "id": "markdownXXp8Xd",
+            "type": "markdown",
+            "body": [
+                "Hint:",
+                "Compare these results to the L0 results you have obtained before from the same feature space, copied and pasted in here:<br>",
+                "\"Number of total features generated: 99 <br>",
+                " features: 99; 1D  RMSE: 0.296667831742  best features: ['(r_p(A)+r_d(B))'] <br>",
+                " features: 99; 2D  RMSE: 0.194137965466  best features: ['(r_s(B)+r_p(A))', '(r_s(B)+r_p(A))^2'] <br>",
+                " features: 99; 3D  RMSE: 0.170545556349  best features: ['(r_s(B)+r_p(A))', '(r_s(B)+r_p(A))^2', 'exp(r_s(B)+r_p(A))']\""
+            ],
+            "evaluatorReader": false
+        },
         {
             "id": "section0K9XU9",
             "type": "section",
@@ -3924,7 +3937,8 @@
                     "",
                     "Des, D_selected, overlap = sis.get_results()[-1]",
                     "print \"Descriptors: %s \\nNumber of samples in overlap regions: %s\\n\" %(Des, overlap)"
-                ]
+                ],
+                "hidden": true
             },
             "output": {
                 "state": {},
@@ -3935,7 +3949,7 @@
                 "dataresult": "\nprint Des\nc =0\ncolors = ['r','b', 'g', 'm', 'k']\nfor s, stru_class in enumerate(P):\n    color = colors[s]\n    d = []\n    for mat in stru_class:\n        x,y = D[c]\n        d.append([x,y])\n        plt.plot(x,y, '%ss'%color)\n        c+=1    \n    points = np.array(d)\n    if len(points)>2:\n        hull = ConvexHull(points)\n        for simplex in hull.simplices:\n            plt.plot(points[simplex, 0], points[simplex, 1], '%s--' %color)\n        #plt.plot(points[hull.vertices,0], points[hull.vertices,1], '%s--' %color, lw=2)\n    else:\n        plt.plot(points[:,0],points[:,1], '%s--' %color)\nprint overlap\n"
             },
             "evaluatorReader": true,
-            "lineCount": 36,
+            "lineCount": 35,
             "tags": "calc_SIS_cell"
         },
         {