amit1rrr · amit1rrr · Jul 23, 2018 · Sep 4, 2018 · Sep 5, 2018 · Sep 5, 2018
diff --git a/README.md b/README.md
@@ -2,7 +2,7 @@

 [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/jakevdp/PythonDataScienceHandbook/master?filepath=notebooks%2FIndex.ipynb)

-This repository contains the entire [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do), in the form of (free!) Jupyter notebooks.
+This is where I say goodbye repository contnaoins the entire [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do), in the form of (free!) Jupyter notebooks.

 ![cover image](notebooks/figures/PDSH-cover.png)


diff --git a/notebooks/03.07-Merge-and-Join.ipynb → nb2/03.07-Merge-and-Join.ipynb b/notebooks/03.07-Merge-and-Join.ipynb → nb2/03.07-Merge-and-Join.ipynb
diff --git a/...ooks/05.02-Introducing-Scikit-Learn.ipynb → nb2/05.02-V2-Introducing-Scikit-Learn.ipynb b/...ooks/05.02-Introducing-Scikit-Learn.ipynb → nb2/05.02-V2-Introducing-Scikit-Learn.ipynb
diff --git a/notebooks/05.04-Feature-Engineering.ipynb → nb2/05.04-V2-Feature-Engineering.ipynb b/notebooks/05.04-Feature-Engineering.ipynb → nb2/05.04-V2-Feature-Engineering.ipynb
diff --git a/nb2/05.08-V2-Random-Forests.ipynb b/nb2/05.08-V2-Random-Forests.ipynb
diff --git a/notebooks/00.00-Preface.ipynb b/notebooks/00.00-Preface.ipynb
diff --git a/notebooks/01.06-Errors-and-Debugging.ipynb b/notebooks/01.06-Errors-and-Debugging.ipynb
@@ -49,42 +49,38 @@
  {
   "cell_type": "code",
   "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
   "outputs": [],
   "source": [
+    "# Checkout the errors\n",
    "def func1(a, b):\n",
    "    return a / b\n",
    "\n",
-    "def func2(x):\n",
-    "    a = x\n",
-    "    b = x - 1\n",
+    "def func2(y):\n",
+    "    a = y\n",
+    "    b = y - 2\n",
    "    return func1(a, b)"
   ]
  },
  {
   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "collapsed": false
-   },
+   "execution_count": 1,
+   "metadata": {},
   "outputs": [
    {
-     "ename": "ZeroDivisionError",
-     "evalue": "division by zero",
+     "ename": "NameError",
+     "evalue": "name 'func2' is not defined",
     "output_type": "error",
     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mZeroDivisionError\u001b[0m                         Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-2-b2e110f6fc8f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfunc2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m<ipython-input-1-d849e34d61fb>\u001b[0m in \u001b[0;36mfunc2\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0mb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mfunc1\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
-      "\u001b[0;32m<ipython-input-1-d849e34d61fb>\u001b[0m in \u001b[0;36mfunc1\u001b[0;34m(a, b)\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfunc1\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0ma\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfunc2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mZeroDivisionError\u001b[0m: division by zero"
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-1-2b973486dac4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfunc2\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m: name 'func2' is not defined"
     ]
    }
   ],
   "source": [
-    "func2(1)"
+    "func2(2)"
   ]
  },
  {
@@ -103,9 +99,7 @@
  {
   "cell_type": "code",
   "execution_count": 3,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
@@ -122,9 +116,7 @@
  {
   "cell_type": "code",
   "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
   "outputs": [
    {
     "ename": "ZeroDivisionError",
@@ -153,9 +145,7 @@
  {
   "cell_type": "code",
   "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
@@ -172,9 +162,7 @@
  {
   "cell_type": "code",
   "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
   "outputs": [
    {
     "ename": "ZeroDivisionError",
@@ -226,9 +214,7 @@
  {
   "cell_type": "code",
   "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
@@ -261,9 +247,7 @@
  {
   "cell_type": "code",
   "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
@@ -312,9 +296,7 @@
  {
   "cell_type": "code",
   "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
@@ -413,9 +395,9 @@
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.6.4"
  }
 },
 "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }