{
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  {
   "cell_type": "markdown",
   "id": "fdcf04c6",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Binary Search Trees\n",
    "\n",
    "**CS 66: Introduction to Computer Science II**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa72fac7",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## References for this lecture\n",
    "\n",
    "Problem Solving with Algorithms and Data Structures using Python\n",
    "\n",
    "Sections 7.2 - 7.6, 7.11 - 7.14: [https://runestone.academy/runestone/books/published/pythonds/Trees/toctree.html](https://runestone.academy/runestone/books/published/pythonds/Trees/toctree.html)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be1fcc17",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Trees\n",
    "\n",
    "A __tree__ data structure is a collection of nodes that express a hierarchical relationship.\n",
    "\n",
    "You can think of it like a linked list, but each node may be linked to more than one other node."
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "8b03f703",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Example: A tree representing an animal taxonomy\n",
    "\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:biology.png\" width=\"500\"/>\n",
    "</div>\n",
    "</center>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5aae55a7",
   "metadata": {},
   "source": [
    "## Vocabulary\n",
    "\n",
    "__Node:__ the circles - may contain a key and other information\n",
    "\n",
    "__Edge:__ arrow representing relationship between two nodes\n",
    "\n",
    "__Parent/Child:__ the edge goes out from the parent node and into the child node. (Mammal is the parent of Carnivora, Carnivora is the child of Mammal)\n",
    "\n",
    "__Root:__ node with no parent (Animalia)\n",
    "\n",
    "__Leaf:__ nodee with no children (Human, Chimpanzee, etc.)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "dd9b827d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Example: A tree representing the folder structure on a computer\n",
    "\n",
    "\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:directory.png\" width=\"700\"/>\n",
    "</div>\n",
    "</center>\n"
   ]
  },
  {
   "attachments": {
    "nlParse.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "6e19b83a",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Example: Natural langauge parse tree\n",
    "\n",
    "Parse tree for the sentence \"Homer hit Bart\"\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:nlParse.png\" width=\"350\"/>\n",
    "</div>\n",
    "</center>"
   ]
  },
  {
   "attachments": {
    "meParse.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "843d9649",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "## Example: Expression Parse Tree\n",
    "\n",
    "Parse tre for the expression $((7+3)*(5−2))$\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:meParse.png\" width=\"350\"/>\n",
    "</div>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4628f3b2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Binary Search Tree\n",
    "\n",
    "A __Binary Search Tree__ is a tree that allows a search operation to be done similar to a binary search.\n",
    "\n",
    "Like hash tables, they are commonly used to implement the _set_ and _map_ abstract data types.\n",
    "\n",
    "We will work through the implementation of a _set_ - remember that a set is a collection of values with no duplicates and no implied ordering.\n",
    "\n",
    "Set operations: add, search, remove"
   ]
  },
  {
   "attachments": {
    "simpleBST.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "c241e67c",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Binary Search Tree Nodes\n",
    "\n",
    "BST Nodes have at most 2 children, called _left child_ and _right child_\n",
    "\n",
    "Nodes in left subtree have value less than this node\n",
    "\n",
    "Nodes in right subtree have value more than this node\n",
    "\n",
    "This is true for every node!\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:simpleBST.png\" width=\"350\"/>\n",
    "</div>\n",
    "</center>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52822f1d",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Designing the BST Node\n",
    "\n",
    "Here's what our Linked List node looked like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fc336878",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Node:\n",
    "    def __init__(self,initdata):\n",
    "        self.data = initdata\n",
    "        self.next = None\n",
    "\n",
    "    def getData(self):\n",
    "        return self.data\n",
    "\n",
    "    def getNext(self):\n",
    "        return self.next\n",
    "\n",
    "    def setData(self,newdata):\n",
    "        self.data = newdata\n",
    "\n",
    "    def setNext(self,newnext):\n",
    "        self.next = newnext\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fd4fade",
   "metadata": {},
   "source": [
    "## Group Activity Problem 1\n",
    "\n",
    "Design a node for a binary search tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bfc31a61",
   "metadata": {},
   "outputs": [],
   "source": [
    "class BSTNode:\n",
    "    def __init__(self,initdata):\n",
    "        #fill in the rest\n",
    "        \n",
    "    #add any methods that you think will be helpful\n",
    "\n",
    "#we could create a new node like this\n",
    "mynode = BSTNode(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a3011fb",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Adding items to the BST\n",
    "\n",
    "BSTs allow for good use of recursion\n",
    "\n",
    "We can create an `add` method right inside the BST Node class\n",
    "\n",
    "Here's the pseudocode\n",
    "\n",
    "* if the new item is less than this node's value\n",
    "    * if this node doesn't have a left child, create a new BST node and make it this node's left child\n",
    "    * otherwise, recursively add the item to the left subtree\n",
    "* if the new item is greater than this node's value\n",
    "    * if this node doesn't have a right child, create a new BST node and make it this node's right child\n",
    "    * otherwise, recursively add the item to the right subtree\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5008a41",
   "metadata": {},
   "source": [
    "## Group Activity Problem 2\n",
    "\n",
    "Implement the `add` method in the BST Node class using this algorithm.\n",
    "\n",
    "Discuss: Is it possible to create an empty tree with the class we've written?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "715f01f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "    #put this method into BSTNode class\n",
    "    def add(self,new_val):\n",
    "        #implement the code here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0689bb1d",
   "metadata": {},
   "source": [
    "## Group Activity Problem 3\n",
    "\n",
    "Discuss: Is it possible to create an empty tree with the class we've written?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e372a221",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Creating the BSTSet Class\n",
    "\n",
    "Let's now create a class to represent a whole tree made up of BST Nodes\n",
    "* all of the real work is being done by the `BSTNode` class\n",
    "* we need to keep track of the _root_ node\n",
    "* we need to write methods that call the `BSTNode` methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eac12305",
   "metadata": {},
   "outputs": [],
   "source": [
    "class BSTSet:\n",
    "    def __init__(self):\n",
    "        self.__root = None #start with an empty tree!\n",
    "        \n",
    "    def add(self,new_val):\n",
    "        if self.__root == None:\n",
    "            self.__root = BSTNode(new_val)\n",
    "        else:\n",
    "            self.__root.add(new_val)\n",
    "            \n",
    "myset = BSTSet()\n",
    "myset.add(4)\n",
    "myset.add(7)\n",
    "myset.add(2)\n",
    "myset.add(9)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "969d0a37",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Group Activity Problem 4\n",
    "\n",
    "Implement a `search` method in the `BSTNode` class - again use recursion.\n",
    "\n",
    "Write the associated method in `BSTSet` (suggestion: call it `__contains__` in `BSTSet` so that you can use it with the `in` operator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db92e670",
   "metadata": {},
   "outputs": [],
   "source": [
    "myset = BSTSet()\n",
    "myset.add(4)\n",
    "myset.add(7)\n",
    "myset.add(2)\n",
    "myset.add(9)\n",
    "\n",
    "print( 7 in myset ) #should be True\n",
    "print( 1 in myset ) #should be False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85fbdd67",
   "metadata": {},
   "source": [
    "## Group Activity Problem 5\n",
    "\n",
    "What would the tree look like in a worst-case search? So then what is the computational complexity of your search? What about `add`?\n",
    "\n",
    "After you a good guess, check out [https://runestone.academy/ns/books/published/pythonds/Trees/SearchTreeAnalysis.html](https://runestone.academy/ns/books/published/pythonds/Trees/SearchTreeAnalysis.html) to see if you agree with the book."
   ]
  },
  {
   "attachments": {
    "bstdel1.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "d06f6d1f",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Removing Items\n",
    "\n",
    "Removing nodes is the most difficult part.\n",
    "\n",
    "Three cases to consider:\n",
    "1. The node has no children\n",
    "    * set the reference to it from the parent to None\n",
    "\n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:bstdel1.png\" width=\"700\"/>\n",
    "</div>\n",
    "</center>\n"
   ]
  },
  {
   "attachments": {
    "bstdel2.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "b199610c",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "2. The node has 1 child\n",
    "    * set the reference from the parent to the 1 child\n",
    "    \n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:bstdel2.png\" width=\"700\"/>\n",
    "</div>\n",
    "</center>"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "06dc9d42",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "3. The node has 2 children\n",
    "    * replacee this node's value with that of its successor\n",
    "    * delete the node that the successor value came from\n",
    "  \n",
    "<center>\n",
    "<div>\n",
    "<img src=\"attachment:bstdel3.png\" width=\"700\"/>\n",
    "</div>\n",
    "</center>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "007a846d",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "## Other Considerations\n",
    "\n",
    "* the code will look different depending on whether the node being removed is itself a left child, a right child, or the root\n",
    "* we haven't been keeping track of the number of items - how could wee do that\n",
    "* we _might_ be able to make a BST to implement an _ordered list_ ADT (defind here: [https://runestone.academy/ns/books/published/pythonds/BasicDS/TheOrderedListAbstractDataType.html](https://runestone.academy/ns/books/published/pythonds/BasicDS/TheOrderedListAbstractDataType.html) ). \n",
    "    * The main difficulty is implementing an __index__ method - can you find the number of items in the tree that are _less than_ a given item?"
   ]
  }
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