diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml
new file mode 100644
index 0000000..a40b6ba
--- /dev/null
+++ b/.github/FUNDING.yml
@@ -0,0 +1,12 @@
+# These are supported funding model platforms
+
+github: vangj
+patreon: vangj
+open_collective: # Replace with a single Open Collective username
+ko_fi: # Replace with a single Ko-fi username
+tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel
+community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry
+liberapay: # Replace with a single Liberapay username
+issuehunt: # Replace with a single IssueHunt username
+otechie: # Replace with a single Otechie username
+custom: https://oneoffcoder.com/
diff --git a/.gitignore b/.gitignore
index 860f418..96d1a7d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 .DS_Store
-.vscode/
\ No newline at end of file
+.vscode/
+.ipynb_checkpoints/
\ No newline at end of file
diff --git a/README.md b/README.md
index 97b3ea9..a80641e 100644
--- a/README.md
+++ b/README.md
@@ -7,13 +7,9 @@ effective coding projects for children to learn and improve their coding skills.
 If you have any questions, please do not hesistate to contact us at 
 info@oneoffcoder.com.
 
-# HTML
-
-* [Guessing Game](guessing-game): Can you guess the number that the computer is thinking?
-* [Slot Machine](slot-machine-game): Will you hit the jackpot?
-* [Rock, Paper, Scissor](rps-game): Can you beat the computer at Rock, Paper, Scissor?
-* [Colors](colors): Colors, colors and more colors!
-* [Tic-Tac-Toe](tic-tac-toe): Can you beat the computer at Tic-Tac-Toe?
+* [HTML, CSS, JavaScript](html): Games based on HTML, CSS and JavaScript
+* [Java, Greenfoot](java/greenfoot): Games based on Java and Greenfoot
+* [Python, Pygame](python/pygame): Games based on Python and Pygame
 
 # Citation
 
diff --git a/html/README.md b/html/README.md
index 290adec..2c7f949 100644
--- a/html/README.md
+++ b/html/README.md
@@ -1,5 +1,15 @@
+![One-Off Coder Logo](../logo.png "One-Off Coder")
+
 # Project Description
 
 * [guessing-game](guessing-game): Have fun coding a game that asks users to guess which number the computer will generate.
 * [slot-machine-game](slot-machine-game): Learn about random number generators through coding a slot machine simulator.
-* [rps-game](rps-game): A challenging project to code the classic Rock, Paper, Scissor game.
\ No newline at end of file
+* [rps-game](rps-game): A challenging project to code the classic Rock, Paper, Scissor game.
+* [tic-tac-toe](tic-tack-toe): Classic tic tac toe.
+* [colors](colors): Colors!
+* [checkers](checkers): Classic checkers.
+* [solar-system](solar-system): A simulation of the planetary orbits in our solar system.
+* [game-of-life](game-of-life): Conway's Game of Life.
+* [morse-code](morse-code): Morse code.
+* [sign-language](sign-language): Learn sign language alphabets.
+* [rps++](rps++): Rock, Paper, Scissor re-invented with a double dose of artificial intelligence; hand pose recognition with deep learning and hand pose prediction with logistic regression.
\ No newline at end of file
diff --git a/html/checkers/.gitignore b/html/checkers/.gitignore
new file mode 100644
index 0000000..252089d
--- /dev/null
+++ b/html/checkers/.gitignore
@@ -0,0 +1,2 @@
+node_modules/
+out/
\ No newline at end of file
diff --git a/html/checkers/images/black-queen.png b/html/checkers/images/black-queen.png
new file mode 100644
index 0000000..2146659
Binary files /dev/null and b/html/checkers/images/black-queen.png differ
diff --git a/html/checkers/images/black.png b/html/checkers/images/black.png
index b7a854e..2c7fdf2 100644
Binary files a/html/checkers/images/black.png and b/html/checkers/images/black.png differ
diff --git a/python/pygame/images/logo.png b/html/checkers/images/logo.png
similarity index 100%
rename from python/pygame/images/logo.png
rename to html/checkers/images/logo.png
diff --git a/html/checkers/images/red-queen.png b/html/checkers/images/red-queen.png
new file mode 100644
index 0000000..60f89f6
Binary files /dev/null and b/html/checkers/images/red-queen.png differ
diff --git a/html/checkers/images/red.png b/html/checkers/images/red.png
index 08c1d64..7a6dd76 100644
Binary files a/html/checkers/images/red.png and b/html/checkers/images/red.png differ
diff --git a/html/checkers/index.html b/html/checkers/index.html
index 6667f2e..0a2262e 100644
--- a/html/checkers/index.html
+++ b/html/checkers/index.html
@@ -1,326 +1,764 @@
 <html>
-    <head>
-        <title>Checkers</title>
-        <style>
-            * {
-                font-family: monospace;
-            }
-            .checker-board {
-                border-collapse:collapse;
-                border:1px solid #000000; 
-            }
-            .checker-cell {
-                border:1px solid #000000;
-                width: 75px;
-                height: 75px;
-                text-align: center;
-            }
-            .checker-cell.over-legal {
-                border: 2px dashed #00FF00;
-            }
-            .checker-cell.over-illegal {
-                border: 2px dashed #FF0000;
-            }
-            .brown-cell {
-                background: brown;
-            }
-            .red-cell {
-                background: lightgray;
-            }
-            .piece {
-                width: 50px;
-                height: 50px;
-            }
-        </style>
-    </head>
-    <body onload="init()">
-        <h1>Checkers</h1>
-        <table id="board" class="checker-board">
-            
-        </table>
-
-        <script>
-            const nRows = 8;
-            const nCols = 8;
-            let board;
-            let movingPiece = undefined;
-            let pieces;
-            let pMap;
-
-            function init() {
-                board = initBoard();
-                pieces = initPieces();
-                pMap = toMap(pieces);
-
-                initTable(board);
-                initCell(pieces);
-
-                console.log(board);
-                console.log(pieces);
-            }
-
-            function toMap(pieces) {
-                const m = {};
-                for (const piece of pieces) {
-                    const row = piece.row;
-                    const col = piece.col;
-
-                    if (!m.hasOwnProperty(row)) {
-                        m[row] = {}
-                    }
-                    if (!m[row].hasOwnProperty(col)) {
-                        m[row][col] = piece;
-                    }
+
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Checkers game">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Checkers">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Checkers</title>
+    <!-- https://electronjs.org/docs/tutorial/security#csp-meta-tag -->
+    <meta http-equiv="Content-Security-Policy" content="script-src 'self' 'unsafe-inline';" />
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        .center {
+            text-align: center;
+        }
+
+        .checker-board {
+            border-collapse: collapse;
+            border: 1px solid #000000;
+            margin: auto;
+        }
+
+        .checker-cell {
+            border: 1px solid #000000;
+            width: 75px;
+            height: 75px;
+            text-align: center;
+        }
+
+        .checker-cell.over-legal {
+            border: 2px dashed #00FF00;
+        }
+
+        .checker-cell.over-illegal {
+            border: 2px dashed #FF0000;
+        }
+
+        .brown-cell {
+            background: brown;
+        }
+
+        .red-cell {
+            background: lightgray;
+        }
+
+        .piece {
+            width: 50px;
+            height: 50px;
+        }
+
+        .meta-table {
+            margin: auto;
+            width: 800px;
+        }
+
+        .meta-cell {
+            text-align: center;
+            width: 33%;
+        }
+
+        .score {
+            font-size: 30px;
+        }
+
+        .score.red {
+            color: red;
+        }
+
+        .score.black {
+            color: black;
+        }
+
+        .turn {
+            font-size: 30px;
+        }
+
+        h1.title {
+            font-size: 50px;
+        }
+    </style>
+</head>
+
+<body onload="init()">
+    <div class="center">
+        <h1 class="title">Checkers</h1>
+    </div>
+    <table id="board" class="checker-board">
+
+    </table>
+    <table id="meta-table" class="meta-table">
+        <tbody>
+            <tr>
+                <td class="meta-cell">
+                    Red Score
+                    <br />
+                    <span id="red-score" class="score red">0</span>
+                </td>
+                <td class="meta-cell">
+                    <a href="https://www.oneoffcoder.com" target="_blank">
+                        <img src="images/logo.png" alt="One-Off Coder">
+                    </a>
+                    <br />
+                    <span id="turn" class="turn">Red's Turn</span>
+                </td>
+                <td class="meta-cell">
+                    Black Score
+                    <br />
+                    <span id="black-score" class="score black">0</span>
+                </td>
+            </tr>
+        </tbody>
+    </table>
+
+    <script>
+        const nRows = 8;
+        const nCols = 8;
+        let board;
+        let movingPiece = undefined;
+        let dragOverTd = undefined;
+        let cellSource = undefined;
+        let playerTurn = 'red';
+        let redScore = 0;
+        let blackScore = 0;
+        let pieces;
+        let pMap;
+
+        function init() {
+            board = initBoard();
+            pieces = initPieces();
+            pMap = toMap(pieces);
+
+            initTable(board);
+            initCell(pieces);
+        }
+
+        function toMap(pieces) {
+            const m = {};
+            for (const piece of pieces) {
+                const row = piece.row;
+                const col = piece.col;
+
+                if (!m.hasOwnProperty(row)) {
+                    m[row] = {}
                 }
-                return m;
+                if (!m[row].hasOwnProperty(col)) {
+                    m[row][col] = piece;
+                }
+            }
+            return m;
+        }
+
+        function getCoordinate(id) {
+            const tokens = id.split('-');
+            const r = +tokens[1];
+            const c = +tokens[2];
+            return [r, c];
+        }
+
+        function getImageCell(imageId) {
+            const coord = getCoordinate(imageId);
+            const r = coord[0];
+            const c = coord[1];
+            const cellId = `cell-${r}-${c}`
+            const td = document.getElementById(cellId);
+            return td;
+        }
+
+        function handlePieceDragStart(e) {
+            const img = e.srcElement;
+            img.style.opacity = '0.1';
+
+            const tokens = img.id.split('-');
+            const r = +tokens[1];
+            const c = +tokens[2];
+            if (r < nRows && c < nCols) {
+                movingPiece = pMap[r][c];
             }
 
-            function getImageCell(imageId) {
-                const tokens = imageId.split('-');
+            const td = getImageCell(img.id);
+            const data = td.innerHTML;
+            e.dataTransfer.setData('text/html', data);
+            cellSource = td;
+            // console.log(`handlePieceDragStart ${td.id} ${img.id}`);
+        }
+
+        function handlePieceDragEnter(e) {
+            const img = e.srcElement;
+            const td = getImageCell(img.id);
+            if (movingPiece) {
+                const tokens = td.id.split('-');
                 const r = +tokens[1];
                 const c = +tokens[2];
-                const cellId = `cell-${r}-${c}`
-                const td = document.getElementById(cellId);
-                return td;
-            }
 
-            function handlePieceDragStart(e) {
-                const img = e.srcElement;
-                img.style.opacity = '0.1';
-
-                const tokens = img.id.split('-');
+                const isLegalMove = movingPiece.isLegalMove(r, c);
+                const clazz = isLegalMove ? 'over-legal' : 'over-illegal';
+                td.classList.add(clazz);
+                dragOverTd = td;
+            }
+            // console.log(`handlePieceDragEnter ${td.id}`);
+        }
+
+        function handlePieceDragOver(e) {
+            const img = e.srcElement;
+            const td = getImageCell(img.id);
+            if (movingPiece) {
+                const tokens = td.id.split('-');
                 const r = +tokens[1];
                 const c = +tokens[2];
-                if (r < nRows && c < nCols) {
-                    movingPiece = pMap[r][c];
-                }
 
-                const td = getImageCell(img.id);
-                const data = td.innerHTML;
-                e.dataTransfer.setData('text/html', data);
-                console.log('START handlePieceDragStart');
-                console.log(e);
-                console.log(data);
-                console.log(e.dataTransfer.getData('text/html'));
-                console.log('STOP handlePieceDragStart');
+                td.classList.add(movingPiece.isLegalMove(r, c) ? 'over-legal' : 'over-illegal');
+                dragOverTd = td;
             }
+            // console.log(`handlePieceDragOver ${td.id}`);
+        }
+
+        function handlePieceDragLeave(e) {
+            const img = e.srcElement;
+            const td = getImageCell(img.id);
+            td.classList.remove('over-illegal');
+            // console.log('handlePieceDragLeave');
+        }
+
+        function handlePieceDragDrop(e) {
+            const img = e.srcElement;
+            const td = getImageCell(img.id);
+            handleDrop(td);
+        }
+
+        function handlePieceDragEnd(e) {
+            const img = e.srcElement;
+            img.style.opacity = '1.0';
+            movingPiece = undefined;
+            cellSource = undefined;
+            // console.log('handlePieceDragEnd');
+        }
+
+        function initCell(pieces) {
+            for (const piece of pieces) {
+                const id = `img-${piece.row}-${piece.col}`
+                const img = document.createElement('img');
+                img.id = id;
+                img.src = piece.image;
+                img.className = 'piece';
+                img.setAttribute('draggable', 'true');
+                img.addEventListener('dragstart', handlePieceDragStart, false);
+                img.addEventListener('dragenter', handlePieceDragEnter, false);
+                img.addEventListener('dragover', handlePieceDragOver, false);
+                img.addEventListener('dragleave', handlePieceDragLeave, false);
+                img.addEventListener('drop', handlePieceDragDrop, false);
+                img.addEventListener('dragend', handlePieceDragEnd, false);
+
+                const cellId = `cell-${piece.row}-${piece.col}`;
+                const cell = document.getElementById(cellId);
+                cell.appendChild(img);
+            }
+        }
 
-            function handlePieceDragEnter(e) {
-                // if (e.preventDefault) {
-                //     e.preventDefault();
-                // }
+        function handleCellDragStart(e) {
+            const td = e.srcElement;
+            if (!td.id.startsWith('cell')) {
+                return;
+            }
+        }
 
-                // e.dataTransfer.dropEffect = 'move';
+        function handleCellDragEnter(e) {
+            const td = e.srcElement;
+            if (!td.id.startsWith('cell')) {
+                return;
+            }
+            // console.log(`handleCellDragEnter ${td.id}`);
+        }
 
-                // return false;
+        function handleCellDragOver(e) {
+            if (e.preventDefault) {
+                e.preventDefault();
             }
 
-            function handlePieceDragOver(e) {
-                const img = e.srcElement;
-                const td = getImageCell(img.id);
-                td.classList.add('over-illegal');
+            e.dataTransfer.dropEffect = 'move';
+
+            const td = e.srcElement;
+            if (!td.id.startsWith('cell')) {
+                return;
             }
 
-            function handlePieceDragLeave(e) {
-                const img = e.srcElement;
-                const td = getImageCell(img.id);
-                td.classList.remove('over-illegal');
+            const coordinates = getCoordinate(td.id);
+            const r = coordinates[0];
+            const c = coordinates[1];
+            if (movingPiece) {
+                td.classList.add(movingPiece.isLegalMove(r, c) ? 'over-legal' : 'over-illegal');
+                dragOverTd = td;
             }
+            // console.log(`handleCellDragOver ${td.id}`);
+        }
 
-            function handlePieceDragEnd(e) {
-                const img = e.srcElement;
-                img.style.opacity = '1.0';
-                movingPiece = undefined;
+        function handleDrop(cellTarget) {
+            if (!(movingPiece && cellSource && cellTarget)) {
+                return;
             }
 
-            function initCell(pieces) {
-                for (const piece of pieces) {
-                    const id = `img-${piece.row}-${piece.col}`
-                    const img = document.createElement('img');
-                    img.id = id;
-                    img.src = piece.image;
-                    img.className = 'piece';
-                    img.setAttribute('draggable', 'true');
-                    img.addEventListener('dragstart', handlePieceDragStart, false);
-                    img.addEventListener('dragenter', handlePieceDragEnter, false);
-                    img.addEventListener('dragover', handlePieceDragOver, false);
-                    img.addEventListener('dragleave', handlePieceDragLeave, false);
-                    img.addEventListener('dragend', handlePieceDragEnd, false);
+            const sourceCoord = getCoordinate(cellSource.id);
+            const targetCoord = getCoordinate(cellTarget.id);
 
-                    const cellId = `cell-${piece.row}-${piece.col}`;
-                    const cell = document.getElementById(cellId);
-                    cell.appendChild(img);
-                }
-            }
+            const sR = sourceCoord[0];
+            const tR = targetCoord[0];
 
-            function handleCellDragEnter(e) {
-                // if (e.preventDefault) {
-                //     e.preventDefault();
-                // }
+            const sC = sourceCoord[1];
+            const tC = targetCoord[1];
 
-                // e.dataTransfer.dropEffect = 'move';
+            if (sR === tR && sC === tC) {
+                // source and target are the same
+                return;
+            }
 
-                // return false;
+            if (!movingPiece.isLegalMove(tR, tC)) {
+                // illegal move
+                return;
             }
 
-            function handleCellDragOver(e) {
-                if (e.preventDefault) {
-                    e.preventDefault();
+            cellTarget.innerHTML = cellSource.innerHTML;
+            cellTarget.classList.remove('over-legal');
+            cellSource.innerHTML = '';
+
+            const img = document.getElementById(`img-${sR}-${sC}`);
+            img.style.opacity = '1.0';
+            img.id = `img-${tR}-${tC}`;
+            img.addEventListener('dragstart', handlePieceDragStart, false);
+            img.addEventListener('dragenter', handlePieceDragEnter, false);
+            img.addEventListener('dragover', handlePieceDragOver, false);
+            img.addEventListener('dragleave', handlePieceDragLeave, false);
+            img.addEventListener('drop', handlePieceDragDrop, false);
+            img.addEventListener('dragend', handlePieceDragEnd, false);
+
+            const piece = pMap[sR][sC];
+
+            let coordinate = undefined;
+            if (piece.isCrowned === false) {
+                if (isLeftCapture(piece.color, sR, sC, tR, tC)) {
+                    coordinate = getLeftCaptureCoordinate(piece.color, sR, sC);
+                } else if (isRightCapture(piece.color, sR, sC, tR, tC)) {
+                    coordinate = getRightCaptureCoordinate(piece.color, sR, sC);
                 }
+            } else {
+                let coords = getQueenCaptureCoordinates(sR, sC);
+                Object.keys(coords).forEach((k) => {
+                    if (coords[k].coord.r === tR && coords[k].coord.c === tC) {
+                        coordinate = [coords[k].capture.r, coords[k].capture.c];
+                    }
+                });
+            }
 
-                e.dataTransfer.dropEffect = 'move';
+            if (coordinate) {
+                const r = coordinate[0];
+                const c = coordinate[1];
+                if (pMap.hasOwnProperty(r) && pMap[r].hasOwnProperty(c)) {
+                    pieces.splice(pMap[r][c].index, 1);
+                    delete pMap[r][c];
+                }
+                const cellCapture = document.getElementById(`cell-${r}-${c}`);
+                cellCapture.innerHTML = '';
 
-                const td = e.srcElement;
-                const id = td.id;
-                if (id.startsWith('cell')) {
-                    const tokens = id.split('-');
-                    const r = +tokens[1];
-                    const c = +tokens[2];
-                    if (movingPiece) {
-                        td.classList.add(movingPiece.isLegalMove(r, c) ? 'over-legal' : 'over-illegal');
-                    }
+                if (piece.color === 'red') {
+                    redScore++;
+                } else {
+                    blackScore++;
                 }
             }
 
-            function handleCellDragLeave(e) {
-                const td = e.srcElement;
-                td.classList.remove('over-legal');
-                td.classList.remove('over-illegal');
+            piece.row = tR;
+            piece.col = tC;
+
+            delete pMap[sR][sC];
+            if (!pMap.hasOwnProperty(tR)) {
+                pMap[tR] = {};
             }
+            pMap[tR][tC] = piece;
+
+            handleCrowning(piece);
 
-            function handleCellDrop(e) {
-                if (e.stopPropagation) {
-                    e.stopPropagation();
+            playerTurn = 'red' === playerTurn ? 'black' : 'red';
+            movingPiece = undefined;
+            dragOverTd = undefined;
+            cellSource = undefined;
+
+            document.getElementById('turn').innerText = playerTurn === 'red' ? 'Red\'s Turn' : 'Black\'s Turn';
+            document.getElementById('red-score').innerText = `${redScore}`;
+            document.getElementById('black-score').innerText = `${blackScore}`;
+        }
+
+        function handleCrowning(piece) {
+            // already crowned
+            if (piece.isCrowned === true) {
+                return;
+            }
+
+            if (piece.color === 'red') {
+                if (piece.row === 0) {
+                    piece.isCrowned = true;
+                }
+            } else if (piece.color === 'black') {
+                if (piece.row === nRows - 1) {
+                    piece.isCrowned = true;
                 }
+            }
 
-                const td = e.srcElement;
-                console.log('START handleCellDrop');
-                console.log(td);
-                console.log(e.dataTransfer.getData('text/html'))
-                console.log('STOP handleCellDrop');
+            if (piece.isCrowned === true) {
+                const id = `img-${piece.row}-${piece.col}`;
+                document.getElementById(id).src = piece.queenImage;
+            }
+        }
 
-                return false;
+        function handleCellDragLeave(e) {
+            const td = e.srcElement;
+            if (!td.id.startsWith('cell')) {
+                return;
+            }
+            td.classList.remove('over-legal');
+            td.classList.remove('over-illegal');
+            // console.log(`handleCellDragLeave ${td.id}`);
+        }
+
+        function handleCellDrop(e) {
+            if (e.stopPropagation) {
+                e.stopPropagation();
+            }
+
+            const td = e.srcElement;
+            if (!td.id.startsWith('cell')) {
+                return;
             }
 
-            function handleCellDragEnd(e) {
-                console.log('START handleCellDragEnd');
-                const td = getImageCell(e.srcElement.id);
-                console.log(td.id);
-                console.log(td.classList);
-                td.classList.remove('over-legal');
-                td.classList.remove('over-illegal');
-                console.log(td.classList);
-                console.log('STOP handleCellDragEnd');
-            }
-
-            function initTable(board) {
-                const table = document.getElementById('board');
-                for (let r = 0; r < nRows; r++) {
-                    const row = table.insertRow(r);
-                    for (let c = 0; c < nCols; c++) {
-                        const cell = row.insertCell(c);
-                        cell.id = `cell-${r}-${c}`;
-                        cell.classList.add('checker-cell');
-                        cell.classList.add(board[r][c].color === 'brown' ? 'brown-cell' : 'red-cell');
+            handleDrop(td);
+
+            return false;
+        }
+
+        function handleCellDragEnd(e) {
+            if (dragOverTd) {
+                dragOverTd.classList.remove('over-legal');
+                dragOverTd.classList.remove('over-illegal');
+                dragOverTd = undefined;
+            }
+
+            const td = getImageCell(e.srcElement.id);
+            if (!td.id.startsWith('cell')) {
+                return;
+            }
+            // console.log(`handlePieceDragEnd ${td.id}`);
+        }
+
+        function initTable(board) {
+            const table = document.getElementById('board');
+            for (let r = 0; r < nRows; r++) {
+                const row = table.insertRow(r);
+                for (let c = 0; c < nCols; c++) {
+                    const cell = row.insertCell(c);
+                    cell.id = `cell-${r}-${c}`;
+                    cell.classList.add('checker-cell');
+                    cell.classList.add(board[r][c].color === 'brown' ? 'brown-cell' : 'red-cell');
+                    if (board[r][c].color !== 'brown') {
+                        cell.addEventListener('dragstart', handleCellDragStart, false);
                         cell.addEventListener('dragenter', handleCellDragEnter, false);
                         cell.addEventListener('dragover', handleCellDragOver, false);
                         cell.addEventListener('dragleave', handleCellDragLeave, false);
                         cell.addEventListener('drop', handleCellDrop, false);
                         cell.addEventListener('dragend', handleCellDragEnd, false);
+                    } else {
+                        cell.addEventListener('dragstart', (e) => { e.preventDefault(); }, false);
+                        cell.addEventListener('dragenter', (e) => {
+                            e.preventDefault();
+                            if (e.srcElement.id.startsWith('cell'))
+                                e.srcElement.classList.add('over-illegal');
+                        }, false);
+                        cell.addEventListener('dragover', (e) => {
+                            e.preventDefault();
+                            if (e.srcElement.id.startsWith('cell'))
+                                e.srcElement.classList.add('over-illegal');
+                        }, false);
+                        cell.addEventListener('dragleave', (e) => {
+                            e.preventDefault();
+                            if (e.srcElement.id.startsWith('cell'))
+                                e.srcElement.classList.remove('over-illegal');
+                        }, false);
+                        cell.addEventListener('drop', (e) => {
+                            e.preventDefault();
+                            if (e.srcElement.id.startsWith('cell'))
+                                e.srcElement.classList.remove('over-illegal');
+                        }, false);
+                        cell.addEventListener('dragend', (e) => {
+                            e.preventDefault();
+                            if (e.srcElement.id.startsWith('cell'))
+                                e.srcElement.classList.remove('over-illegal');
+                        }, false);
                     }
+
                 }
             }
-
-            function initPieces() {
-                const pieces = new Array();
-                for (let r = 0; r < nRows; r++) {
-                    for (let c = 0; c < nCols; c++) {
-                        const piece = getPiece(r, c);
-                        if (piece) {
-                            pieces.push(piece);
-                        }
+        }
+
+        function initPieces() {
+            const pieces = new Array();
+            let i = 0;
+            for (let r = 0; r < nRows; r++) {
+                for (let c = 0; c < nCols; c++) {
+                    const piece = getPiece(i, r, c);
+                    if (piece) {
+                        pieces.push(piece);
                     }
                 }
-                return pieces;
             }
+            return pieces;
+        }
+
+        function initBoard() {
+            const board = getBoard();
+            return board;
+        }
+
+        function getBoard() {
+            const board = Array(nRows);
+            for (let r = 0; r < nRows; r++) {
+                board[r] = new Array(nCols);
+                for (let c = 0; c < nCols; c++) {
+                    board[r][c] = getCell(r, c);
+                }
+            }
+            return board;
+        }
+
+        function getCell(r, c) {
+            return {
+                row: r,
+                col: c,
+                color: getCellColor(r, c)
+            }
+        }
+
+        function getCellColor(r, c) {
+            if (r % 2 === 0 && c % 2 === 0) {
+                return 'white';
+            } else if (r % 2 === 0 && c % 2 !== 0) {
+                return 'brown';
+            } else if (r % 2 !== 0 && c % 2 === 0) {
+                return 'brown';
+            } else {
+                return 'white';
+            }
+        }
 
-            function initBoard() {
-                const board = getBoard();
-                return board;
+        function isCellOccupied(r, c) {
+            if (pMap.hasOwnProperty(r) && pMap[r].hasOwnProperty(c)) {
+                return true;
+            }
+            return false;
+        }
+
+        function getLeftCaptureMoveCoordinate(color, sR, sC) {
+            const dR = color === 'black' ? 2 : -2;
+            const r = sR + dR;
+            const c = sC - 2;
+            return [r, c];
+        }
+
+        function getRightCaptureMoveCoordinate(color, sR, sC) {
+            const dR = color === 'black' ? 2 : -2;
+            const r = sR + dR;
+            const c = sC + 2;
+            return [r, c];
+        }
+
+        function getLeftCaptureCoordinate(color, sR, sC) {
+            const dR = color === 'black' ? 1 : -1;
+            const r = sR + dR;
+            const c = sC - 1;
+            return [r, c];
+        }
+
+        function getRightCaptureCoordinate(color, sR, sC) {
+            const dR = color === 'black' ? 1 : -1;
+            const r = sR + dR;
+            const c = sC + 1;
+            return [r, c];
+        }
+
+        function isLeftCapture(color, sR, sC, tR, tC) {
+            let coordinate = getLeftCaptureMoveCoordinate(color, sR, sC);
+            let r = coordinate[0];
+            let c = coordinate[1];
+
+            const isValidMove = tR === r && tC === c && 0 <= tR && tR < nRows && 0 <= tC && tC < nCols;
+
+            if (!isValidMove) {
+                return false;
             }
 
-            function getBoard() {
-                const board = Array(nRows);
-                for (let r = 0; r < nRows; r++) {
-                    board[r] = new Array(nCols);
-                    for (let c = 0; c < nCols; c++) {
-                        board[r][c] = getCell(r, c);
-                    }
-                }
-                return board;
+            coordinate = getLeftCaptureCoordinate(color, sR, sC);
+            r = coordinate[0];
+            c = coordinate[1];
+
+            if (isCellOccupied(r, c)) {
+                return true;
+            }
+
+            return false;
+        }
+
+        function isRightCapture(color, sR, sC, tR, tC) {
+            let coordinate = getRightCaptureMoveCoordinate(color, sR, sC);
+            let r = coordinate[0];
+            let c = coordinate[1];
+
+            const isValidMove = tR === r && tC === c && 0 <= tR && tR < nRows && 0 <= tC && tC < nCols;
+
+            if (!isValidMove) {
+                return false;
+            }
+
+            coordinate = getRightCaptureCoordinate(color, sR, sC);
+            r = coordinate[0];
+            c = coordinate[1];
+
+            if (isCellOccupied(r, c)) {
+                return true;
             }
 
-            function getCell(r, c) {
+            return false;
+        }
+
+        function isCaptureMove(color, sR, sC, tR, tC) {
+            if (isLeftCapture(color, sR, sC, tR, tC) || isRightCapture(color, sR, sC, tR, tC)) {
+                return true;
+            }
+            return false;
+        }
+
+        function getQueenLegalMoveCoordinates(qR, qC) {
+            const delta = 1;
+            const tlR = qR - delta; const tlC = qC - delta;
+            const trR = qR - delta; const trC = qC + delta;
+            const blR = qR + delta; const blC = qC - delta;
+            const brR = qR + delta; const brC = qC + delta;
+            return {
+                topL: { r: tlR, c: tlC },
+                topR: { r: trR, c: trC },
+                botL: { r: blR, c: blC },
+                botR: { r: brR, c: brC }
+            };
+        }
+
+        function getQueenCaptureCoordinates(qR, qC) {
+            const delta = 2;
+            const tlR = qR - delta; const tlC = qC - delta;
+            const trR = qR - delta; const trC = qC + delta;
+            const blR = qR + delta; const blC = qC - delta;
+            const brR = qR + delta; const brC = qC + delta;
+            return {
+                topL: { coord: { r: tlR, c: tlC }, capture: { r: qR - 1, c: qC - 1 } },
+                topR: { coord: { r: trR, c: trC }, capture: { r: qR - 1, c: qC + 1 } },
+                botL: { coord: { r: blR, c: blC }, capture: { r: qR + 1, c: qC - 1 } },
+                botR: { coord: { r: brR, c: brC }, capture: { r: qR + 1, c: qC + 1 } }
+            }
+        }
+
+        function getPiece(i, r, c) {
+            const cellColor = getCellColor(r, c);
+            let color = undefined;
+            let image = undefined;
+            let queenImage = undefined;
+
+            if (r < 2 && cellColor === 'white') {
+                color = 'black';
+                image = 'images/black.png';
+                queenImage = 'images/black-queen.png';
+            } else if (r > 5 && cellColor === 'white') {
+                color = 'red';
+                image = 'images/red.png';
+                queenImage = 'images/red-queen.png';
+            }
+
+            if (color && image) {
                 return {
+                    index: i,
                     row: r,
                     col: c,
-                    color: getCellColor(r, c)
-                }
-            }
+                    isCrowned: false,
+                    color: color,
+                    image: image,
+                    queenImage: queenImage,
+                    isLegalMove: function (r, c) {
+                        // wait your turn
+                        if (this.color !== playerTurn) {
+                            return false;
+                        }
 
-            function getCellColor(r, c) {
-                if (r % 2 === 0 && c % 2 === 0) {
-                    return 'white';
-                } else if (r % 2 === 0 && c % 2 !== 0) {
-                    return 'brown';
-                } else if (r % 2 !== 0 && c % 2 === 0) {
-                    return 'brown';
-                } else {
-                    return 'white';
-                }
-            }
+                        // there can be no pieces on the brown squares
+                        const cellColor = getCellColor(r, c);
+                        if (cellColor === 'brown') {
+                            return false;
+                        }
 
-            function getPiece(r, c) {
-                const cellColor = getCellColor(r, c);
-                let color = undefined;
-                let image = undefined;
+                        // cannot move to an occupied space
+                        if (isCellOccupied(r, c)) {
+                            return false;
+                        }
 
-                if (r < 2 && cellColor === 'white') {
-                    color = 'black';
-                    image = 'images/black.png';
-                } else if (r > 5 && cellColor === 'white') {
-                    color = 'red';
-                    image = 'images/red.png';
-                }
-                
-                if (color && image) {
-                    return {
-                        row: r,
-                        col: c,
-                        isCrowned: false,
-                        color: color,
-                        image: image,
-                        isLegalMove: function(r, c) {
-                            const cellColor = getCellColor(r, c);
-                            if (cellColor === 'brown') {
-                                return false;
+                        if (this.isCrowned === false) {
+                            if (this.color === 'black' && this.row + 1 === r && (this.col - 1 === c || this.col + 1 === c)) {
+                                // black can move down
+                                return true;
+                            } else if (this.color === 'red' && this.row - 1 === r && (this.col - 1 === c || this.col + 1 === c)) {
+                                // red can move up
+                                return true;
+                            } else if (isCaptureMove(this.color, this.row, this.col, r, c)) {
+                                // can capture
+                                return true;
                             }
-                            if (pMap.hasOwnProperty(r)) {
-                                if (pMap[r].hasOwnProperty(c)) {
-                                    return false;
+                        } else {
+                            // check to see if a legal move was made
+                            let coords = getQueenLegalMoveCoordinates(this.row, this.col);
+                            let legalMove = false;
+                            Object.keys(coords).forEach((k) => {
+                                if (0 <= coords[k].r && coords[k].r < nRows && 0 <= coords[k].c && coords[k].c < nCols) {
+                                    if (coords[k].r === r && coords[k].c === c) {
+                                        legalMove = true;
+                                    }
                                 }
-                            }
-                            if (this.color === 'black' && this.row + 1 === r) {
+                            });
+
+                            if (legalMove === true) {
                                 return true;
-                            } else if(this.color === 'red' && this.row - 1 === r) {
+                            }
+
+                            // check to see if a capture move was made
+                            coords = getQueenCaptureCoordinates(this.row, this.col);
+                            Object.keys(coords).forEach((k) => {
+                                if (0 <= coords[k].coord.r && coords[k].coord.r < nRows && 0 <= coords[k].coord.c && coords[k].coord.c < nCols) {
+                                    if (coords[k].coord.r === r && coords[k].coord.c === c) {
+                                        if (isCellOccupied(coords[k].capture.r, coords[k].capture.c)) {
+                                            legalMove = true;
+                                        } else {
+                                            legalMove = false;
+                                        }
+                                    }
+                                }
+                            });
+
+                            if (legalMove === true) {
                                 return true;
                             }
-                            return false;
                         }
+
+                        return false;
                     }
                 }
-                return undefined;
             }
-        </script>
-    </body>
+            return undefined;
+        }
+    </script>
+</body>
+
 </html>
\ No newline at end of file
diff --git a/html/checkers/main.js b/html/checkers/main.js
new file mode 100644
index 0000000..46a36b0
--- /dev/null
+++ b/html/checkers/main.js
@@ -0,0 +1,40 @@
+const { app, BrowserWindow } = require('electron')
+
+function createWindow () {
+  // Create the browser window.
+  const win = new BrowserWindow({
+    width: 1000,
+    height: 1000,
+    webPreferences: {
+      nodeIntegration: true
+    }
+  })
+
+  // and load the index.html of the app.
+  win.loadFile('index.html')
+}
+
+// This method will be called when Electron has finished
+// initialization and is ready to create browser windows.
+// Some APIs can only be used after this event occurs.
+app.whenReady().then(createWindow)
+
+// Quit when all windows are closed, except on macOS. There, it's common
+// for applications and their menu bar to stay active until the user quits
+// explicitly with Cmd + Q.
+app.on('window-all-closed', () => {
+  if (process.platform !== 'darwin') {
+    app.quit()
+  }
+})
+
+app.on('activate', () => {
+  // On macOS it's common to re-create a window in the app when the
+  // dock icon is clicked and there are no other windows open.
+  if (BrowserWindow.getAllWindows().length === 0) {
+    createWindow()
+  }
+})
+
+// In this file you can include the rest of your app's specific main process
+// code. You can also put them in separate files and require them here.
\ No newline at end of file
diff --git a/html/checkers/package-lock.json b/html/checkers/package-lock.json
new file mode 100644
index 0000000..12f93a4
--- /dev/null
+++ b/html/checkers/package-lock.json
@@ -0,0 +1,4670 @@
+{
+  "name": "checkers",
+  "version": "1.0.0",
+  "lockfileVersion": 1,
+  "requires": true,
+  "dependencies": {
+    "@electron-forge/async-ora": {
+      "version": "6.0.0-beta.51",
+      "resolved": "https://registry.npmjs.org/@electron-forge/async-ora/-/async-ora-6.0.0-beta.51.tgz",
+      "integrity": "sha512-t29LvNM5CTWOoNSVa5TXSQ/MlPEO5SIfpETmkXx3wdENj0QywrmFmypASp5QDf7ahGe+XR0zuR1T/0Lw8oLnLg==",
+      "dev": true,
+      "requires": {
+        "colors": "^1.4.0",
+        "debug": "^4.1.0",
+        "log-symbols": "^4.0.0",
+        "ora": "^4.0.3",
+        "pretty-ms": "^6.0.1"
+      }
+    },
+    "@electron-forge/cli": {
+      "version": "6.0.0-beta.51",
+      "resolved": "https://registry.npmjs.org/@electron-forge/cli/-/cli-6.0.0-beta.51.tgz",
+      "integrity": "sha512-SDslti1kY0gb+zxAJpOEl+rAGP/wroiUTH3cWyrOFhDQXxzL/XgX3IpU33ASUCRcoOKNgnrnkc13/yaecFAZuw==",
+      "dev": true,
+      "requires": {
+        "@electron-forge/async-ora": "6.0.0-beta.51",
+        "@electron-forge/core": "6.0.0-beta.51",
+        "@electron-forge/shared-types": "6.0.0-beta.51",
+        "@electron/get": "^1.9.0",
+        "colors": "^1.4.0",
+        "commander": "^4.1.1",
+        "debug": "^4.1.0",
+        "fs-extra": "^9.0.0",
+        "inquirer": "^7.0.6",
+        "semver": "^7.2.1"
+      }
+    },
+    "@electron-forge/core": {
+      "version": "6.0.0-beta.51",
+      "resolved": "https://registry.npmjs.org/@electron-forge/core/-/core-6.0.0-beta.51.tgz",
+      "integrity": "sha512-EUQ1ynWsPdwBtt3RDLiXf9zN4qPf5Fxnqdn9/86BNhpRkGRJ2d3yy5SlpMj8DIMpqwekSsGIutTjlfQKY/4HIQ==",
+      "dev": true,
+      "requires": {
+        "@electron-forge/async-ora": "6.0.0-beta.51",
+        "@electron-forge/installer-base": "6.0.0-beta.51",
+        "@electron-forge/installer-deb": "6.0.0-beta.51",
+        "@electron-forge/installer-dmg": "6.0.0-beta.51",
+        "@electron-forge/installer-exe": "6.0.0-beta.51",
+        "@electron-forge/installer-rpm": "6.0.0-beta.51",
+        "@electron-forge/installer-zip": "6.0.0-beta.51",
+        "@electron-forge/maker-base": "6.0.0-beta.51",
+        "@electron-forge/plugin-base": "6.0.0-beta.51",
+        "@electron-forge/publisher-base": "6.0.0-beta.51",
+        "@electron-forge/shared-types": "6.0.0-beta.51",
+        "@electron-forge/template-base": "6.0.0-beta.51",
+        "@electron-forge/template-typescript": "6.0.0-beta.51",
+        "@electron-forge/template-typescript-webpack": "6.0.0-beta.51",
+        "@electron-forge/template-webpack": "6.0.0-beta.51",
+        "@electron/get": "^1.9.0",
+        "@malept/cross-spawn-promise": "^1.1.0",
+        "colors": "^1.4.0",
+        "debug": "^4.1.0",
+        "electron-packager": "^14.2.0",
+        "electron-rebuild": "^1.8.6",
+        "find-up": "^4.1.0",
+        "fs-extra": "^9.0.0",
+        "glob": "^7.1.5",
+        "lodash": "^4.17.15",
+        "log-symbols": "^4.0.0",
+        "node-fetch": "^2.6.0",
+        "nugget": "^2.0.1",
+        "resolve-package": "^1.0.1",
+        "semver": "^7.2.1",
+        "source-map-support": "^0.5.13",
+        "sudo-prompt": "^9.1.1",
+        "username": "^5.1.0",
+        "yarn-or-npm": "^3.0.1"
+      }
+    },
+    "@electron-forge/installer-base": {
+      "version": "6.0.0-beta.51",
+      "resolved": "https://registry.npmjs.org/@electron-forge/installer-base/-/installer-base-6.0.0-beta.51.tgz",
+      "integrity": "sha512-9zvTp9igmPzVjlqniuO6UbrKbaJbiVKc9C5KBNc+6smiPERXP2iBr+THJ/Snq9MJXOZ6R4G5Uf7w0P6RCSpZeA==",
+      "dev": true,
+      "requires": {
+        "@electron-forge/async-ora": "6.0.0-beta.51"
+      }
+    },
+    "@electron-forge/installer-darwin": {
+      "version": "6.0.0-beta.51",
+      "resolved": "https://registry.npmjs.org/@electron-forge/installer-darwin/-/installer-darwin-6.0.0-beta.51.tgz",
+      "integrity": "sha512-+JG4WzP5IfXNhepumaNaSc6BZ1UpOqp8wuTYNg3DN+YkhzOlBHxxBTDfLg1SMOVgBoerWh6tNsgjqe1pZdqYZA==",
+      "dev": true,
+      "requires": {
+        "@electron-forge/async-ora": "6.0.0-beta.51",
+        "@electron-forge/installer-base": "6.0.0-beta.51",
+        "fs-extra": "^9.0.0",
+        "sudo-prompt": "^9.1.1"
+      }
+    },
+    "@electron-forge/installer-deb": {
+      "version": "6.0.0-beta.51",
+      "resolved": "https://registry.npmjs.org/@electron-forge/installer-deb/-/installer-deb-6.0.0-beta.51.tgz",
+      "integrity": "sha512-uY1z3yohxGktU3OLoffkuI+37gph0z6npgqY+5QQy8V7tYaHzDjfTFXyVjS/itCCanG9p2wlvb1XrIolJpVqVg==",
+      "dev": true,
+      "requires": {
+        "@electron-forge/installer-linux": "6.0.0-beta.51"
+      }
+    },
+    "@electron-forge/installer-dmg": {
+      "version": "6.0.0-beta.51",
+      "resolved": "https://registry.npmjs.org/@electron-forge/installer-dmg/-/installer-dmg-6.0.0-beta.51.tgz",
+      "integrity": "sha512-KMA8vIE2v7IsSIaMgw80VZbo7ktAHuQPKhcZhOdPVCVzX9xj0BwIrEDyBKy2YHyZpOKl4iBkr0Ya+dEpVPOeww==",
+      "dev": true,
+      "requires": {
+        "@electron-forge/installer-darwin": "6.0.0-beta.51",
+        "@malept/cross-spawn-promise": "^1.1.0",
+        "debug": "^4.1.0",
+        "fs-extra": "^9.0.0"
+      }
+    },
+    "@electron-forge/installer-exe": {
+      "version": "6.0.0-beta.51",
+      "resolved": "https://registry.npmjs.org/@electron-forge/installer-exe/-/installer-exe-6.0.0-beta.51.tgz",
+      "integrity": "sha512-jIrn5ZRmQbFc+rj6PXX86/1aRUcZUVYFshF4M0XazjVb9J8vmELXYsUixHsXQ6IvsytH3jkXBu/3af3G6XhehQ==",
+      "dev": true,
+      "requires": {
+        "@electron-forge/installer-base": "6.0.0-beta.51",
+        "open": "^7.0.3"
+      }
+    },
+    "@electron-forge/installer-linux": {
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+            "color-name": "1.1.3"
+          }
+        },
+        "color-name": {
+          "version": "1.1.3",
+          "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.3.tgz",
+          "integrity": "sha1-p9BVi9icQveV3UIyj3QIMcpTvCU=",
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+        "is-fullwidth-code-point": {
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+        "string-width": {
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+          "dev": true,
+          "requires": {
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+            "is-fullwidth-code-point": "^2.0.0",
+            "strip-ansi": "^5.1.0"
+          }
+        },
+        "strip-ansi": {
+          "version": "5.2.0",
+          "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-5.2.0.tgz",
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+          "dev": true,
+          "requires": {
+            "ansi-regex": "^4.1.0"
+          }
+        }
+      }
+    },
+    "wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha1-tSQ9jz7BqjXxNkYFvA0QNuMKtp8=",
+      "dev": true
+    },
+    "xmlbuilder": {
+      "version": "9.0.7",
+      "resolved": "https://registry.npmjs.org/xmlbuilder/-/xmlbuilder-9.0.7.tgz",
+      "integrity": "sha1-Ey7mPS7FVlxVfiD0wi35rKaGsQ0=",
+      "dev": true
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+    "xmldom": {
+      "version": "0.1.31",
+      "resolved": "https://registry.npmjs.org/xmldom/-/xmldom-0.1.31.tgz",
+      "integrity": "sha512-yS2uJflVQs6n+CyjHoaBmVSqIDevTAWrzMmjG1Gc7h1qQ7uVozNhEPJAwZXWyGQ/Gafo3fCwrcaokezLPupVyQ==",
+      "dev": true
+    },
+    "xtend": {
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+      "resolved": "https://registry.npmjs.org/xtend/-/xtend-2.1.2.tgz",
+      "integrity": "sha1-bv7MKk2tjmlixJAbM3znuoe10os=",
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+          "dev": true
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+      }
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+      "version": "4.0.0",
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+      "integrity": "sha512-r9S/ZyXu/Xu9q1tYlpsLIsa3EeLXXk0VwlxqTcFRfg9EhMW+17kbt9G0NrgCmhGb5vT2hyhJZLfDGx+7+5Uj/w==",
+      "dev": true
+    },
+    "yallist": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
+      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
+      "dev": true
+    },
+    "yargs": {
+      "version": "14.2.3",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-14.2.3.tgz",
+      "integrity": "sha512-ZbotRWhF+lkjijC/VhmOT9wSgyBQ7+zr13+YLkhfsSiTriYsMzkTUFP18pFhWwBeMa5gUc1MzbhrO6/VB7c9Xg==",
+      "dev": true,
+      "requires": {
+        "cliui": "^5.0.0",
+        "decamelize": "^1.2.0",
+        "find-up": "^3.0.0",
+        "get-caller-file": "^2.0.1",
+        "require-directory": "^2.1.1",
+        "require-main-filename": "^2.0.0",
+        "set-blocking": "^2.0.0",
+        "string-width": "^3.0.0",
+        "which-module": "^2.0.0",
+        "y18n": "^4.0.0",
+        "yargs-parser": "^15.0.1"
+      },
+      "dependencies": {
+        "ansi-regex": {
+          "version": "4.1.0",
+          "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-4.1.0.tgz",
+          "integrity": "sha512-1apePfXM1UOSqw0o9IiFAovVz9M5S1Dg+4TrDwfMewQ6p/rmMueb7tWZjQ1rx4Loy1ArBggoqGpfqqdI4rondg==",
+          "dev": true
+        },
+        "find-up": {
+          "version": "3.0.0",
+          "resolved": "https://registry.npmjs.org/find-up/-/find-up-3.0.0.tgz",
+          "integrity": "sha512-1yD6RmLI1XBfxugvORwlck6f75tYL+iR0jqwsOrOxMZyGYqUuDhJ0l4AXdO1iX/FTs9cBAMEk1gWSEx1kSbylg==",
+          "dev": true,
+          "requires": {
+            "locate-path": "^3.0.0"
+          }
+        },
+        "is-fullwidth-code-point": {
+          "version": "2.0.0",
+          "resolved": "https://registry.npmjs.org/is-fullwidth-code-point/-/is-fullwidth-code-point-2.0.0.tgz",
+          "integrity": "sha1-o7MKXE8ZkYMWeqq5O+764937ZU8=",
+          "dev": true
+        },
+        "string-width": {
+          "version": "3.1.0",
+          "resolved": "https://registry.npmjs.org/string-width/-/string-width-3.1.0.tgz",
+          "integrity": "sha512-vafcv6KjVZKSgz06oM/H6GDBrAtz8vdhQakGjFIvNrHA6y3HCF1CInLy+QLq8dTJPQ1b+KDUqDFctkdRW44e1w==",
+          "dev": true,
+          "requires": {
+            "emoji-regex": "^7.0.1",
+            "is-fullwidth-code-point": "^2.0.0",
+            "strip-ansi": "^5.1.0"
+          }
+        },
+        "strip-ansi": {
+          "version": "5.2.0",
+          "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-5.2.0.tgz",
+          "integrity": "sha512-DuRs1gKbBqsMKIZlrffwlug8MHkcnpjs5VPmL1PAh+mA30U0DTotfDZ0d2UUsXpPmPmMMJ6W773MaA3J+lbiWA==",
+          "dev": true,
+          "requires": {
+            "ansi-regex": "^4.1.0"
+          }
+        }
+      }
+    },
+    "yargs-parser": {
+      "version": "15.0.1",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-15.0.1.tgz",
+      "integrity": "sha512-0OAMV2mAZQrs3FkNpDQcBk1x5HXb8X4twADss4S0Iuk+2dGnLOE/fRHrsYm542GduMveyA77OF4wrNJuanRCWw==",
+      "dev": true,
+      "requires": {
+        "camelcase": "^5.0.0",
+        "decamelize": "^1.2.0"
+      }
+    },
+    "yarn-or-npm": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/yarn-or-npm/-/yarn-or-npm-3.0.1.tgz",
+      "integrity": "sha512-fTiQP6WbDAh5QZAVdbMQkecZoahnbOjClTQhzv74WX5h2Uaidj1isf9FDes11TKtsZ0/ZVfZsqZ+O3x6aLERHQ==",
+      "dev": true,
+      "requires": {
+        "cross-spawn": "^6.0.5",
+        "pkg-dir": "^4.2.0"
+      },
+      "dependencies": {
+        "cross-spawn": {
+          "version": "6.0.5",
+          "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-6.0.5.tgz",
+          "integrity": "sha512-eTVLrBSt7fjbDygz805pMnstIs2VTBNkRm0qxZd+M7A5XDdxVRWO5MxGBXZhjY4cqLYLdtrGqRf8mBPmzwSpWQ==",
+          "dev": true,
+          "requires": {
+            "nice-try": "^1.0.4",
+            "path-key": "^2.0.1",
+            "semver": "^5.5.0",
+            "shebang-command": "^1.2.0",
+            "which": "^1.2.9"
+          }
+        },
+        "path-key": {
+          "version": "2.0.1",
+          "resolved": "https://registry.npmjs.org/path-key/-/path-key-2.0.1.tgz",
+          "integrity": "sha1-QRyttXTFoUDTpLGRDUDYDMn0C0A=",
+          "dev": true
+        },
+        "semver": {
+          "version": "5.7.1",
+          "resolved": "https://registry.npmjs.org/semver/-/semver-5.7.1.tgz",
+          "integrity": "sha512-sauaDf/PZdVgrLTNYHRtpXa1iRiKcaebiKQ1BJdpQlWH2lCvexQdX55snPFyK7QzpudqbCI0qXFfOasHdyNDGQ==",
+          "dev": true
+        },
+        "shebang-command": {
+          "version": "1.2.0",
+          "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-1.2.0.tgz",
+          "integrity": "sha1-RKrGW2lbAzmJaMOfNj/uXer98eo=",
+          "dev": true,
+          "requires": {
+            "shebang-regex": "^1.0.0"
+          }
+        },
+        "shebang-regex": {
+          "version": "1.0.0",
+          "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-1.0.0.tgz",
+          "integrity": "sha1-2kL0l0DAtC2yypcoVxyxkMmO/qM=",
+          "dev": true
+        },
+        "which": {
+          "version": "1.3.1",
+          "resolved": "https://registry.npmjs.org/which/-/which-1.3.1.tgz",
+          "integrity": "sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ==",
+          "dev": true,
+          "requires": {
+            "isexe": "^2.0.0"
+          }
+        }
+      }
+    },
+    "yauzl": {
+      "version": "2.10.0",
+      "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
+      "integrity": "sha1-x+sXyT4RLLEIb6bY5R+wZnt5pfk=",
+      "dev": true,
+      "requires": {
+        "buffer-crc32": "~0.2.3",
+        "fd-slicer": "~1.1.0"
+      }
+    }
+  }
+}
diff --git a/html/checkers/package.json b/html/checkers/package.json
new file mode 100644
index 0000000..142f1c5
--- /dev/null
+++ b/html/checkers/package.json
@@ -0,0 +1,67 @@
+{
+  "name": "checkers",
+  "version": "1.0.0",
+  "description": "Checkers",
+  "main": "main.js",
+  "dependencies": {
+    "electron-squirrel-startup": "^1.0.0"
+  },
+  "devDependencies": {
+    "@electron-forge/cli": "^6.0.0-beta.51",
+    "@electron-forge/maker-deb": "^6.0.0-beta.51",
+    "@electron-forge/maker-rpm": "^6.0.0-beta.51",
+    "@electron-forge/maker-squirrel": "^6.0.0-beta.51",
+    "@electron-forge/maker-zip": "^6.0.0-beta.51",
+    "electron": "^9.0.4"
+  },
+  "scripts": {
+    "start": "electron-forge start",
+    "package": "electron-forge package",
+    "make": "electron-forge make"
+  },
+  "repository": {
+    "type": "git",
+    "url": "git+https://github.com/oneoffcoder/lightning-projects.git"
+  },
+  "keywords": [
+    "html",
+    "css",
+    "javascript",
+    "checkers",
+    "games"
+  ],
+  "author": "One-Off Coder",
+  "license": "Apache-2.0",
+  "bugs": {
+    "url": "https://github.com/oneoffcoder/lightning-projects/issues"
+  },
+  "homepage": "https://github.com/oneoffcoder/lightning-projects#readme",
+  "config": {
+    "forge": {
+      "packagerConfig": {},
+      "makers": [
+        {
+          "name": "@electron-forge/maker-squirrel",
+          "config": {
+            "name": "checkers"
+          }
+        },
+        {
+          "name": "@electron-forge/maker-zip",
+          "platforms": [
+            "darwin",
+            "linux"
+          ]
+        },
+        {
+          "name": "@electron-forge/maker-deb",
+          "config": {}
+        },
+        {
+          "name": "@electron-forge/maker-rpm",
+          "config": {}
+        }
+      ]
+    }
+  }
+}
diff --git a/html/colors/index.html b/html/colors/index.html
index 2094171..af45613 100644
--- a/html/colors/index.html
+++ b/html/colors/index.html
@@ -1,109 +1,144 @@
 <html>
-    <head>
-        <title>Colors</title>
-        <style>
-            * {
-                font-family: monospace;
-            }
-            .center {
-                text-align: center;
-            }
-            .color-table {
-                margin: auto;
-                width: 80%;
-                border-collapse: collapse;
-            }
-            .color-cell {
-                width: 40px;
-                height: 80px;
-            }
-        </style>
-    </head>
-    <body onload="init()">
-        <div class="center">
-            <h1>Colors!</h1>
-        </div>
-        <div class="center">
-            <button onclick="scramble()">Scramble!</button>
-        </div>
-        <div>
-            &nbsp;
+
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Generate random colors">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Colors">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Colors</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        body {
+        }
+
+        .center {
+            text-align: center;
+        }
+
+        .color-table {
+            margin: auto;
+            width: calc(100vw - 17px);
+        }
+
+        .color-cell {
+            width: calc((100vw / 25) - 9px);
+            height: calc((100vw / 25) - 9px);
+            border-radius: 9%;
+            padding: 3px;
+            margin-left: auto;
+            margin-right: auto;
+            margin-bottom: 4px;
+            transform: scale(1, 1);
+            transition-duration: .3s;
+        }
+        .color-cell:hover {
+            transform: scale(1.15, 1.15);
+        }
+    </style>
+</head>
+
+<body onload="init()">
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Colors!</h1>
+            <p class="lead">
+                Color generator
+            </p>
+            <hr class="my-4">
+            <p>
+                Hit scramble to generate new colors
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/colors" target="_blank">
+                    Source Code
+                </a>
+            </p>
+            <button type="button" class="btn btn-primary" onclick="scramble()">Scramble!</button>
         </div>
-        <table class="color-table">
-            <tbody>
-                <tr>
-                    <td id="c00" class="color-cell">&nbsp;</td>
-                    <td id="c01" class="color-cell">&nbsp;</td>
-                    <td id="c02" class="color-cell">&nbsp;</td>
-                </tr>
-                <tr>
-                    <td id="c10" class="color-cell">&nbsp;</td>
-                    <td id="c11" class="color-cell">&nbsp;</td>
-                    <td id="c12" class="color-cell">&nbsp;</td>
-                </tr>
-                <tr>
-                    <td id="c20" class="color-cell">&nbsp;</td>
-                    <td id="c21" class="color-cell">&nbsp;</td>
-                    <td id="c22" class="color-cell">&nbsp;</td>
-                </tr>
-            </tbody>
-        </table>
-
-        <audio id="finished">
-            <source src="audio/fairy.mp3" type="audio/mp3">
-        </audio>
-
-        <script>
-            const ids = ['c00', 'c01', 'c02', 'c11', 'c10', 'c11', 'c12', 'c20', 'c21', 'c22'];
-            const colors = [
-                '#F5B7B1', '#D2B4DE', '#AED6F1',
-                '#A9DFBF', '#FAD7A0', '#CCD1D1',
-                '#B03A2E', '#884EA0', '#17A589'
-            ];
-            const cells = [];
-            let isPlayingSound = false;
-
-            function init() {
-                for (const id of ids) {
-                    const e = document.getElementById(id);
-                    cells.push(e);
-                }
+    </div>
+    <table id="grid" class="color-table">
+    </table>
 
-                const sound = document.getElementById('finished');
-                sound.addEventListener('ended', () => {
-                    sound.currentTime = 0;
-                    isPlayingSound = false;
-                });
+    <audio id="finished">
+        <source src="audio/fairy.mp3" type="audio/mp3">
+    </audio>
 
-                updateColors();
-            }
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/howler/2.2.0/howler.min.js" crossorigin="anonymous"></script>
+    <script>
+        const nRows = 25;
+        const nCols = 25;
+        const cells = [];
+        let isPlayingSound = false;
 
-            function updateColors() {
-                cells.forEach((e, i) => {
-                    e.style.background = getRandomColor();
-                });
+        function init() {
+            const table = document.getElementById('grid');
+            for (let r = 0; r < nRows; r++) {
+                const tr = table.insertRow(r);
+                for (let c = 0; c < nCols; c++) {
+                    const td = tr.insertCell(c);
+                    const node = document.createElement('div');
+                    node.id = `${r}-${c}`;
+                    node.classList.add('color-cell');
+                    node.style.background = getRandomColor();
+                    td.appendChild(node);
+                    cells.push(node);
+                }
             }
 
-            function getRandomColor() {
-                const randomIndex = Math.floor(Math.random() * colors.length)
-                const color = colors[randomIndex];
-                return color;
-            }
+            const sound = document.getElementById('finished');
+            sound.addEventListener('ended', () => {
+                sound.currentTime = 0;
+                isPlayingSound = false;
+            });
 
-            function playSound() {
-                const sound = document.getElementById('finished');
-                sound.play();
+            updateColors();
+        }
+
+        function updateColors() {
+            cells.forEach((e, i) => {
+                e.style.background = getRandomColor();
+            });
+        }
+
+        function getRandomColor() {
+            var letters = '0123456789ABCDEF';
+            var color = '#';
+            for (var i = 0; i < 6; i++) {
+                color += letters[Math.floor(Math.random() * 16)];
             }
+            return color;
+        }
 
-            function scramble() {
-                if (isPlayingSound) {
-                    return;
-                }
+        function playSound() {
+            const sound = document.getElementById('finished');
+            sound.play();
+        }
 
-                isPlayingSound = true;
-                playSound();
-                updateColors();
+        function scramble() {
+            if (isPlayingSound) {
+                return;
             }
-        </script>
-    </body>
+
+            isPlayingSound = true;
+            playSound();
+            updateColors();
+        }
+    </script>
+</body>
+
 </html>
\ No newline at end of file
diff --git a/html/game-of-life/index.html b/html/game-of-life/index.html
new file mode 100644
index 0000000..b0923c8
--- /dev/null
+++ b/html/game-of-life/index.html
@@ -0,0 +1,400 @@
+<html>
+
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Conway's Game of Live">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Game, Life">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Game of Life</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        body {
+        }
+
+        .center {
+            text-align: center;
+        }
+
+        .bottom-margin {
+            margin-bottom: 10px;
+        }
+
+        .grid {
+            border-collapse: collapse;
+            border: 1px solid #000000;
+            margin: auto;
+        }
+
+        .grid-cell {
+            border: 1px solid #000000;
+            width: 20px;
+            height: 20px;
+            text-align: center;
+        }
+
+        .grid-cell-alive {
+            background-color: red;
+        }
+
+        .grid-cell-dead {
+            background-color: white;
+        }
+    </style>
+</head>
+
+<body onload="init()">
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Game of Life</h1>
+            <p class="lead">
+                <a href="https://en.wikipedia.org/wiki/Conway%27s_Game_of_Life" target="_blank">Wikipedia</a>
+            </p>
+            <hr class="my-4">
+            <p>
+                Select a pattern. Hit Initialize to create the pattern. Hit Start Simulation to begin.
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/game-of-life" target="_blank">
+                    Source Code
+                </a>
+            </p>
+        </div>
+    </div>
+
+    <div class="container">
+        <div class="row">
+            <div class="col-4">
+                <div class="input-group mb-3">
+                    <div class="input-group-prepend">
+                        <label class="input-group-text" for="inputGroupSelect01">Pattern</label>
+                    </div>
+                    <select class="custom-select" id="pattern" name="pattern">
+                    </select>
+                </div>
+            </div>
+            <div class="col-8">
+                <button id="initButton" onclick="initSimulation()" type="button"
+                    class="btn btn-primary">Initialize</button>
+                <button id="startButton" onclick="startSimulation()" type="button" class="btn btn-primary">Start
+                    Simulation</button>
+                <span id="generation">0</span>
+            </div>
+        </div>
+    </div>
+
+    <table id="grid" class="grid">
+
+    </table>
+
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+    <script>
+        const nRows = 50;
+        const nCols = 50;
+        let grid;
+        let timer;
+        let initialized = false;
+        let gen = 0;
+
+        function init() {
+            initTable();
+            initSelect();
+
+            grid = initGrid();
+        }
+
+        function startSimulation() {
+            if (!initialized) {
+                console.log('game not initialized');
+                return;
+            }
+            if (timer) {
+                console.log('simulation in progress');
+                return;
+            }
+            timer = setInterval(doSimulation, 100);
+            // doSimulation();
+        }
+
+        function doSimulation() {
+            if (!grid) {
+                return;
+            }
+
+            const cells = Array();
+            for (let [k, cell] of grid) {
+                const trId = `cell-${k}`;
+                const tr = document.getElementById(trId);
+
+                if (cell.isAliveNext() === true) {
+                    cells.push({ id: k, dead: false });
+                    if (tr.classList.contains('grid-cell-dead')) {
+                        tr.classList.remove('grid-cell-dead');
+                    }
+                    if (!tr.classList.contains('grid-cell-alive')) {
+                        tr.classList.add('grid-cell-alive');
+                    }
+                } else {
+                    cells.push({ id: k, dead: true });
+                    if (tr.classList.contains('grid-cell-alive')) {
+                        tr.classList.remove('grid-cell-alive');
+                    }
+                    if (!tr.classList.contains('grid-cell-dead')) {
+                        tr.classList.add('grid-cell-dead');
+                    }
+                }
+            }
+
+            cells.forEach(c => {
+                const cell = grid.get(c.id);
+                cell.dead = c.dead;
+            });
+
+            gen++;
+            updateGeneration();
+        }
+
+        function updateGeneration() {
+            const span = document.getElementById('generation');
+            span.innerHTML = `${gen}`;
+        }
+
+        function clearGridColor() {
+            for (let r = 0; r < nRows; r++) {
+                for (let c = 0; c < nCols; c++) {
+                    const k = `cell-${r}-${c}`;
+                    const tr = document.getElementById(k);
+                    tr.classList.remove('grid-cell-alive');
+                    tr.classList.remove('grid-cell-dead');
+
+                    tr.classList.add('grid-cell-dead');
+
+                    grid.get(`${r}-${c}`).dead = true;
+                }
+            }
+        }
+
+        function updateGridColor() {
+            if (!grid) {
+                return;
+            }
+
+            for (let [k, cell] of grid) {
+                if (cell.dead === false) {
+                    const tr = document.getElementById(`cell-${k}`);
+                    tr.classList.remove('grid-cell-dead');
+                    tr.classList.add('grid-cell-alive');
+                }
+            }
+        }
+
+        function initSimulation() {
+            if (timer) {
+                clearInterval(timer);
+                timer = undefined;
+                console.log('cleared timer');
+            }
+
+            clearGridColor();
+
+            const select = document.getElementById('pattern');
+            const pattern = select.options[select.selectedIndex].value;
+            const patterns = getPatterns();
+            if (patterns.has(pattern)) {
+                const coords = patterns.get(pattern);
+                coords.forEach(coord => {
+                    const i = coord[0];
+                    const j = coord[1];
+                    const k = `${i}-${j}`;
+                    if (grid.has(k)) {
+                        const cell = grid.get(k);
+                        cell.dead = false;
+                    }
+                })
+            }
+
+            updateGridColor();
+
+            initialized = true;
+            gen = 0;
+            updateGeneration();
+        }
+
+        function initSelect() {
+            const pattern = document.getElementById('pattern');
+            for (let [name, indices] of getPatterns()) {
+                const option = document.createElement('option');
+                option.text = name;
+                option.value = name;
+                pattern.add(option);
+            }
+        }
+
+        function initTable() {
+            const table = document.getElementById('grid');
+            for (let r = 0; r < nRows; r++) {
+                const tr = table.insertRow(r);
+                for (let c = 0; c < nCols; c++) {
+                    const td = tr.insertCell(c);
+                    td.id = `cell-${r}-${c}`;
+                    td.classList.add('grid-cell');
+                    td.classList.add('grid-cell-dead');
+                }
+            }
+        }
+
+        function initGrid() {
+            const grid = new Map();
+            for (let r = 0; r < nRows; r++) {
+                for (let c = 0; c < nCols; c++) {
+                    const k = `${r}-${c}`;
+                    grid.set(k, getCell(r, c));
+                }
+            }
+            return grid;
+        }
+
+        function getCell(r, c) {
+            const neighbors = Array();
+            let rows;
+            let cols;
+
+            if (0 < r && r < nRows - 1 && 0 < c && c < nCols - 1) {
+                // middle cells
+                rows = [r - 1, r, r + 1];
+                cols = [c - 1, c, c + 1];
+            } else if (r === 0 && 0 < c && c < nCols - 1) {
+                // top row
+                rows = [r, r + 1, nRows - 1];
+                cols = [c - 1, c, c + 1];
+            } else if (r === nRows - 1 && 0 < c && c < nCols - 1) {
+                // bottom row
+                rows = [r - 1, r, 0];
+                cols = [c - 1, c, c + 1];
+            } else if (c === 0 && 0 < r && r < nRows - 1) {
+                // left col
+                rows = [r - 1, r, r + 1];
+                cols = [c, c + 1, nCols - 1];
+            } else if (c == nCols - 1 && 0 < r && r < nRows - 1) {
+                // right col
+                rows = [r - 1, r, r + 1];
+                cols = [c - 1, c, 0];
+            } else if (r === 0 && c === 0) {
+                // top left corner
+                neighbors.push({ i: r + 1, j: c });
+                neighbors.push({ i: r + 1, j: c + 1 });
+                neighbors.push({ i: r, j: c + 1 });
+                neighbors.push({ i: nRows - 1, j: c });
+                neighbors.push({ i: nRows - 1, j: c + 1 });
+                neighbors.push({ i: nRows - 1, j: nCols - 1 });
+                neighbors.push({ i: 0, j: nCols - 1 });
+                neighbors.push({ i: r + 1, j: nCols - 1 });
+            } else if (r === 0 && c === nCols - 1) {
+                // top right corner
+                neighbors.push({ i: r, j: c - 1 });
+                neighbors.push({ i: r + 1, j: c - 1 });
+                neighbors.push({ i: r + 1, j: c });
+                neighbors.push({ i: r + 1, j: 0 });
+                neighbors.push({ i: r, j: 0 });
+                neighbors.push({ i: nRows - 1, j: 0 });
+                neighbors.push({ i: nRows - 1, j: c });
+                neighbors.push({ i: nRows - 1, j: c - 1 });
+            } else if (r === nRows - 1 && c === 0) {
+                // bottom left corner
+                neighbors.push({ i: r - 1, j: c });
+                neighbors.push({ i: r - 1, j: c + 1 });
+                neighbors.push({ i: r, j: c + 1 });
+                neighbors.push({ i: 0, j: c + 1 });
+                neighbors.push({ i: 0, j: c });
+                neighbors.push({ i: 0, j: nCols - 1 });
+                neighbors.push({ i: r, j: nCols - 1 });
+                neighbors.push({ i: r - 1, j: nCols - 1 });
+            } else {
+                // bottom right corner
+                neighbors.push({ i: r - 1, j: c });
+                neighbors.push({ i: r - 1, j: c - 1 });
+                neighbors.push({ i: r, j: c - 1 });
+                neighbors.push({ i: 0, j: c - 1 });
+                neighbors.push({ i: 0, j: c });
+                neighbors.push({ i: 0, j: 0 });
+                neighbors.push({ i: r, j: 0 });
+                neighbors.push({ i: r - 1, j: 0 });
+            }
+
+            if (rows && cols) {
+                rows.forEach(i => {
+                    cols.forEach(j => {
+                        if (i === r && j === c) {
+                            // do nothing
+                        } else {
+                            neighbors.push({ i: i, j: j });
+                        }
+                    });
+                });
+            }
+
+            return {
+                i: r,
+                j: c,
+                dead: true,
+                neighbors: neighbors,
+                isAliveNext: function () {
+                    if (this.dead === false) {
+                        const neighbors = this.neighbors
+                            .map(n => `${n.i}-${n.j}`)
+                            .map(id => grid.get(id));
+                        const nAlive = neighbors
+                            .filter(n => n.dead === false)
+                            .length;
+                        return nAlive === 2 || nAlive === 3;
+                    }
+                    if (this.dead === true) {
+                        const neighbors = this.neighbors
+                            .map(n => `${n.i}-${n.j}`)
+                            .map(id => grid.get(id));
+                        const nAlive = neighbors
+                            .filter(n => n.dead === false)
+                            .length;
+                        return nAlive === 3 ? true : false;
+                    }
+                    return false;
+                }
+            }
+        }
+
+        function getPatterns() {
+            const patterns = new Map();
+            patterns.set('gosper glider gun', [
+                [5, 1], [5, 2], [6, 1], [6, 2],
+                [3, 35], [3, 36], [4, 35], [4, 36],
+                [5, 11], [6, 11], [7, 11], [4, 12], [8, 12], [3, 13], [3, 14], [9, 13], [9, 14],
+                [6, 15], [4, 16], [8, 16], [5, 17], [6, 17], [7, 17], [6, 18],
+                [3, 21], [4, 21], [5, 21], [3, 22], [4, 22], [5, 22],
+                [2, 23], [6, 23],
+                [1, 25], [2, 25], [6, 25], [7, 25]
+            ]);
+            patterns.set('acorn', [[1, 2], [2, 4], [3, 1], [3, 2], [3, 5], [3, 6], [3, 7]]);
+            patterns.set('glider', [[3, 1], [4, 2], [4, 3], [3, 3], [2, 3]]);
+            patterns.set('beacon', [[1, 1], [1, 2], [2, 1], [2, 2], [3, 3], [3, 4], [4, 3], [4, 4]]);
+            patterns.set('toad', [[2, 2], [2, 3], [2, 4], [3, 1], [3, 2], [3, 3]]);
+            patterns.set('blinker', [[1, 2], [2, 2], [3, 2]]);
+            patterns.set('r-pentomino', [[2, 1], [1, 2], [2, 2], [3, 2], [1, 3]]);
+            return patterns;
+        }
+    </script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/html/guessing-game/index.html b/html/guessing-game/index.html
index 452c5c4..4b55aa7 100644
--- a/html/guessing-game/index.html
+++ b/html/guessing-game/index.html
@@ -1,81 +1,135 @@
 <html>
-    <head>
-        <title>Guessing Game</title>
-        <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/animate.css/3.7.2/animate.min.css">
-        <script>
-            let score = 0;
-            let total = 0;
-            let previousIndex = -1;
-
-            function getRandomNumber() {
-                return Math.floor(Math.random() * 10) + 1;
-            }
 
-            function getRandomEffect() {
-                const effects = ['bounce', 'flash', 'pulse', 'rubberBand', 'shake', 'swing'];
-                while (true) {
-                    const index = Math.floor(Math.random() * effects.length);
-                    if (index != previousIndex) {
-                        previousIndex = index;
-                        return effects[index];
-                    }
-                }
-            }
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Guessing Game">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Guessing, Game">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Guessing Game</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/animate.css/3.7.2/animate.min.css"
+        crossorigin="anonymous">
+    <style>
+        * {
+            font-family: monospace;
+        }
 
-            function checkGuess() {
-                const guess = document.getElementById('guess').value;
-                if (guess.length == 0) {
-                    return;
-                }
-                const number = parseInt(guess);
-                const randomNumber = getRandomNumber();
-
-                let message = '';
-                if (number === randomNumber) {
-                    message = `Correct!`;
-                    score += 1;
-                } else {
-                    message = `Incorrect! Computer generated ${randomNumber}. You guessed ${number}.`;
-                }
+        body {
+            margin: 10px;
+        }
+    </style>
+</head>
+
+<body>
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Guessing Game</h1>
+            <p class="lead">
+                Are you able to guess which numbers the computer will generate?
+            </p>
+            <hr class="my-4">
+            <p>
+                Try entering the numbers: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/guessing-game" target="_blank">
+                    Source Code
+                </a>
+            </p>
+        </div>
+    </div>
+    <div class="container">
+        <div class="row">
+            <div class="col-2">
+                <div class="input-group mb-3">
+                    <div class="input-group-prepend">
+                        <span class="input-group-text">Guess</span>
+                    </div>
+                    <input id="guess" type="number" min="1" max="10" type="text" class="form-control">
+                </div>
+            </div>
+            <div class="col-2">
+                <button type="button" class="btn btn-primary" onclick="checkGuess()">
+                    Submit
+                </button>
+            </div>
+        </div>
+        <div class="row">
+            <div class="col-sm">
+                <div id="answer-div" class="alert alert-primary" style="display: none;" role="alert"></div>
+                <div id="score-div" class="alert alert-info" style="display: none;" role="alert"></div>
+            </div>
+        </div>
+    </div>
+    <br />
+    <br />
 
-                total += 1;
+    <audio id="boing">
+        <source src="boing.mp3" type="audio/mpeg">
+    </audio>
 
-                const answerDiv = document.getElementById('answer-div');
-                answerDiv.innerHTML = message;
+    <script>
+        let score = 0;
+        let total = 0;
+        let previousIndex = -1;
 
-                const scoreDiv = document.getElementById('score-div');
-                scoreDiv.innerHTML = `Score = ${score} of ${total}`;
+        function getRandomNumber() {
+            return Math.floor(Math.random() * 10) + 1;
+        }
 
-                if (number === randomNumber) {
-                    const effect = getRandomEffect();
-                    playBoing();
-                    console.log(`effect = ${effect}`);
-                    scoreDiv.className = '';
-                    scoreDiv.classList.add('animated', effect)
+        function getRandomEffect() {
+            const effects = ['bounce', 'flash', 'pulse', 'rubberBand', 'shake', 'swing'];
+            while (true) {
+                const index = Math.floor(Math.random() * effects.length);
+                if (index != previousIndex) {
+                    previousIndex = index;
+                    return effects[index];
                 }
             }
+        }
+
+        function checkGuess() {
+            const guess = document.getElementById('guess').value;
+            if (guess.length == 0) {
+                return;
+            }
+            const number = parseInt(guess);
+            const randomNumber = getRandomNumber();
 
-            function playBoing() {
-                const boing = document.getElementById("boing");
-                boing.play();
+            let message = '';
+            if (number === randomNumber) {
+                message = `Correct!`;
+                score += 1;
+            } else {
+                message = `Incorrect! Computer generated ${randomNumber}. You guessed ${number}.`;
             }
-        </script>
-    </head>
-    <body>
-        <h1>Guessing Game!</h1>
-        <p>
-            Are you able to guess which numbers the computer will generate?
-        </p>
-        <p>
-            Try entering the numbers: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
-        </p>
-        <input id="guess" type="number" min="1" max="10">
-        <button type="button" onclick="checkGuess()">Guess!</button>
-        <div id="answer-div"></div>
-        <div id="score-div"></div>
-
-        <audio id="boing">
-            <source src="boing.mp3" type="audio/mpeg">
-        </audio>
-    </body>
+
+            total += 1;
+
+            const answerDiv = document.getElementById('answer-div');
+            answerDiv.innerHTML = message;
+            answerDiv.style.display = 'block';
+
+            const scoreDiv = document.getElementById('score-div');
+            scoreDiv.innerHTML = `Score = ${score} of ${total}`;
+            scoreDiv.style.display = 'block';
+
+            if (number === randomNumber) {
+                const effect = getRandomEffect();
+                playBoing();
+
+                scoreDiv.className = '';
+                scoreDiv.classList.add('alert', 'alert-info', 'animated', effect)
+            }
+        }
+
+        function playBoing() {
+            const boing = document.getElementById('boing');
+            boing.play();
+        }
+    </script>
+</body>
+
 </html>
\ No newline at end of file
diff --git a/html/index.html b/html/index.html
new file mode 100644
index 0000000..afa4223
--- /dev/null
+++ b/html/index.html
@@ -0,0 +1,138 @@
+<html>
+
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Generate random colors">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Colors">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Web Programming Demos</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        body {
+            margin: 10px;
+        }
+
+        .center {
+            text-align: center;
+        }
+
+        .color-table {
+            margin: auto;
+            width: calc(100vw - 17px);
+        }
+    </style>
+</head>
+
+<body onload="init()">
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Web Programming Demos</h1>
+            <h4>
+                <a href="https://www.oneoffcoder.com" target="_blank">
+                    One-Off Coder
+                </a>
+            </h4>
+            <p>
+                <b><i>"The best way to predict the future is to create it," President Abraham Lincoln.</i></b>
+            </p>
+            <hr class="my-4">
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/" target="_blank">
+                    Source Code on GitHub
+                </a>
+            </p>
+            <img src="logo.png" />
+        </div>
+    </div>
+
+    <div class="alert alert-primary" role="alert">
+        The following are fun coding projects to learn. They test your skills from begginer, intermediate to
+        advanced. Some of the projects involve artificial intelligence and access to your multimedia devices
+        (e.g. web camera and speakers).
+    </div>
+
+    <div>
+        <ul class="list-group">
+            <li class="list-group-item">
+                <a href="checkers/index.html">Checkers</a>: Learn how to code checkers with HTML 5's drag and drop features.
+            </li>
+            <li class="list-group-item">
+                <a href="colors/index.html">Colors</a>: Have fun making colors out of tables.
+            </li>
+            <li class="list-group-item">
+                <a href="game-of-life/index.html">Game of Life</a>: Create artificial life according to Conway's Game of Life.
+            </li>
+            <li class="list-group-item">
+                <a href="guessing-game/index.html">Guessing Game</a>: Test your guessing skills by guessing numbers generated by
+                the computer.
+            </li>
+            <li class="list-group-item">
+                <a href="morse-code/index.html">Morse Code</a>: Master sound manipulation with web technologies and learn about
+                morse code.
+            </li>
+            <li class="list-group-item">
+                <a href="rps-game/index.html">Rock, Paper, Scissor</a>: Code the classic Rock, Paper, Scissor game.
+            </li>
+            <li class="list-group-item">
+                <a href="rps++/index.html">Rock, Paper, Scissor (Re-imagined)</a>: Use a double-dose of artificial intelligence to
+                challenge
+                the computer in an interactive game of Rock, Paper, Scissor.
+            </li>
+            <li class="list-group-item">
+                <a href="sign-language/index.html">Sign Language</a>: A fun and neat program to test your knowledge of sign
+                language
+                alphabets.
+            </li>
+            <li class="list-group-item">
+                <a href="slot-machine-game/index.html">Slot Machine</a>: Emulate a slot machine game.
+            </li>
+            <li class="list-group-item">
+                <a href="solar-system/index.html">Solar System</a>: Bring the solar system to life by coding it!
+            </li>
+            <li class="list-group-item">
+                <a href="tic-tac-toe/index.html">Tic-Tac-Toe</a>: Play tic-tac-toe against the computer.
+            </li>
+        </ul>
+    </div>
+
+    <br />
+    <div class="alert alert-success" role="alert">
+        Let One-Off Coder help you achieve a life-long journey of continous success in computer science and
+        coding.
+
+        <ul>
+            <li>
+                <a href="https://www.oneoffcoder.com">Website</a>
+            </li>
+            <li>
+                <a href="https://twitter.com/oneoffcoder">Twitter</a>
+            </li>
+            <li>
+                <a href="https://www.facebook.com/oneoffcoder">Facebook</a>
+            </li>
+            <li>
+                <a href="https://www.youtube.com/channel/UCCCv8Glpb2dq2mhUj5mcHCQ">YouTube</a>
+            </li>
+        </ul>
+
+        <b><i>"The best way to create the future is to code it," One-Off Coder.</i></b>
+    </div>
+
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+</body>
+
+</html>
\ No newline at end of file
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diff --git a/html/morse-code/index.html b/html/morse-code/index.html
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--- /dev/null
+++ b/html/morse-code/index.html
@@ -0,0 +1,339 @@
+<html>
+
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Morse code generator">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Morse, Code">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Morse Code</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        body {
+            margin: 10px;
+        }
+
+        .letter {
+            font-size: large;
+            cursor: pointer;
+        }
+
+        .dihdah {
+            font-size: xx-large;
+            font-weight: bolder;
+            cursor: pointer;
+        }
+    </style>
+</head>
+
+<body>
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Morse Code</h1>
+            <p class="lead">
+                <a href="https://en.wikipedia.org/wiki/Morse_code" target="_blank">Morse code</a> audio generator
+            </p>
+            <hr class="my-4">
+            <p>
+                Dih-dah sounds generated using
+                <a href="https://github.com/delimitry/morse-code-wav" target="_blank">
+                    morse-code-wav
+                </a>
+            </p>
+            <p>
+                Awesome <a href="https://www.youtube.com/watch?v=xsDk5_bktFo" target="_blank">video on Morse code</a>
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/morse-code" target="_blank">
+                    Source Code
+                </a>
+            </p>
+        </div>
+    </div>
+    <div class="form-group">
+        <label for="text">Type your text below</label>
+        <textarea class="form-control" id="text"
+            rows="3">A B C D E F G H I J K L M N O P Q R S T U V W X Y Z 1 2 3 4 5 6 7 8 9 0</textarea>
+    </div>
+    <button type="button" class="btn btn-primary" onclick="generate()">Generate</button>
+
+    <br />
+    <br />
+
+    <div id="letterOutputHint" style="display: none;">Hover over words to play sound</div>
+    <div id="letterOutput" class="alert alert-primary" role="alert" style="display: none;">&nbsp;</div>
+
+    <div id="dihDahOutputHint" style="display: none;">Hover over letters to play sound</div>
+    <div id="dihDahOutput" class="alert alert-secondary" role="alert" style="display: none;">&nbsp;</div>
+
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/howler/2.2.0/howler.min.js" crossorigin="anonymous"></script>
+    <script>
+        const l2d = getL2D();
+        const d2l = getD2L();
+        let isPlaying = false;
+
+        function generate() {
+            if (isPlaying === true) {
+                return;
+            }
+
+            const text = getTextInput();
+            if (!text) {
+                return;
+            }
+
+            clearOutputs();
+
+            const morseCode = getMorseCode(text, modifyOutputs);
+            isPlaying = true;
+            showOutputs();
+            morseCode.play();
+        }
+
+        function showOutputs() {
+            document.getElementById('letterOutput').style.display = 'block';
+            document.getElementById('dihDahOutput').style.display = 'block';
+
+            document.getElementById('letterOutputHint').style.display = 'block';
+            document.getElementById('dihDahOutputHint').style.display = 'block';
+        }
+
+        function clearOutputs() {
+            document.getElementById('letterOutput').innerHTML = '';
+            document.getElementById('dihDahOutput').innerHTML = '';
+        }
+
+        function modifyOutputs(index, size, letter, dihDah) {
+            function modifyLetter() {
+                let normLetter = letter === '_BT_WORD_SPACE' ? ' ' : letter;
+                document.getElementById('letterOutput').innerHTML += normLetter;
+            }
+
+            function postProcessWords() {
+                if (index === size - 1) {
+                    const words = document.getElementById('letterOutput').innerHTML
+                        .split(' ')
+                        .map(word => `<span class="letter" onmouseover="playWord('${word}')">${word}</span>`)
+                        .join(' ');
+
+                    document.getElementById('letterOutput').innerHTML = words;
+                }
+            }
+
+            function modifyDihDah() {
+                const lt = letter === '_BT_WORD_SPACE' ? ' ' : `<span class="letter" onmouseover="playLetter('${letter}')">${letter}</span>`;
+                const dd = dihDah === '_BT_WORD_SPACE' ? ' ' : `<span class="dihdah" onmouseover="playDihDah('${dihDah}')">${dihDah}</span>`;
+                const odd = document.getElementById('dihDahOutput').innerHTML;
+
+                if (lt === ' ') {
+                    document.getElementById('dihDahOutput').innerHTML = `<br/> ${odd}`;
+                } else {
+                    document.getElementById('dihDahOutput').innerHTML = `${lt} : ${dd} <br/> ${odd}`;
+                }
+            }
+
+            modifyLetter();
+            modifyDihDah();
+            postProcessWords();
+        }
+
+        function playWord(word) {
+            if (isPlaying) {
+                return;
+            }
+
+            isPlaying = true;
+            const morseCode = getMorseCode(word, undefined);
+            morseCode.play();
+        }
+
+        function playLetter(letter) {
+            if (isPlaying) {
+                return;
+            }
+
+            const howl = new Howl({
+                src: [`audios/${letter}.wav`],
+                onend: () => isPlaying = false
+            });
+
+            isPlaying = true;
+            howl.play();
+        }
+
+        function playDihDah(dihDah) {
+            playLetter(d2l.get(dihDah));
+        }
+
+        function getMorseCode(text, letterHandler) {
+            function getCode(c) {
+                function getSrc(dd) {
+                    const audioPattern = [...dd].join(' ');
+                    const audios = [...audioPattern]
+                        .map(c => c === '.' ? 'audios/dih.wav' : c === '-' ? 'audios/dah.wav' : 'audios/space.wav');
+                    return audios;
+                }
+
+                const dd = l2d.get(c);
+                const src = getSrc(dd);
+
+                return {
+                    letter: c,
+                    dd: dd,
+                    src: src
+                }
+            }
+
+            const normText = text
+                .split(' ')
+                .map(t => t.toUpperCase().trim())
+                .filter(t => t.length > 0)
+                .map(t => [...t].filter(l => l2d.has(l)).join(''))
+                .join(' ');
+
+            const words = [...normText];
+            const tokens = Array();
+            for (let i = 0; i < words.length; i++) {
+                const word = words[i];
+                if (word === ' ') {
+                    tokens.push({
+                        letter: '_BT_WORD_SPACE',
+                        dd: '_BT_WORD_SPACE',
+                        src: [...'       '].map(c => 'audios/space.wav')
+                    });
+                } else {
+                    const letters = [...word];
+                    for (let j = 0; j < letters.length; j++) {
+                        tokens.push(getCode(letters[j]));
+                        if (j < letters.length - 1) {
+                            tokens.push({
+                                letter: '_BT_LETTER_SPACE',
+                                dd: '_BT_LETTER_SPACE',
+                                src: [...'   '].map(c => 'audios/space.wav')
+                            })
+                        }
+                    }
+                }
+            }
+
+            function getLetterPlayable(letter, callback) {
+                return {
+                    index: 0,
+                    letter: letter.letter,
+                    dd: letter.dd,
+                    audios: letter.src,
+                    callback: callback,
+                    play: function () {
+                        const audio = this.audios[this.index];
+
+                        const howl = new Howl({
+                            src: [audio],
+                            onend: () => {
+                                this.index += 1;
+
+                                if (this.index <= this.audios.length - 1) {
+                                    this.play();
+                                } else {
+                                    callback.play();
+                                }
+                            }
+                        });
+                        howl.play();
+                    }
+                };
+            }
+
+            return {
+                letterIndex: 0,
+                letters: tokens,
+                play: function () {
+                    if (this.letterIndex >= this.letters.length) {
+                        isPlaying = false;
+                        return;
+                    }
+
+                    const letter = this.letters[this.letterIndex];
+
+                    if (letterHandler) {
+                        letterHandler(this.letterIndex, this.letters.length, letter.letter, letter.dd);
+                    }
+
+                    this.letterIndex += 1;
+                    const playable = getLetterPlayable(letter, this);
+                    playable.play();
+                }
+            }
+        }
+
+        function getTextInput() {
+            const textArea = document.getElementById('text');
+            return textArea.value;
+        }
+
+        function getD2L() {
+            const l2d = getL2D();
+            const d2l = new Map();
+            for (const [l, d] of l2d) {
+                d2l.set(d, l);
+            }
+            return d2l;
+        }
+
+        function getL2D() {
+            const l2d = new Map();
+            l2d.set('A', '.-');
+            l2d.set('B', '-...');
+            l2d.set('C', '-.-.');
+            l2d.set('D', '-..');
+            l2d.set('E', '.');
+            l2d.set('F', '..-.');
+            l2d.set('G', '--.');
+            l2d.set('H', '....');
+            l2d.set('I', '..');
+            l2d.set('J', '.---');
+            l2d.set('K', '-.-');
+            l2d.set('L', '.-..');
+            l2d.set('M', '--');
+            l2d.set('N', '-.');
+            l2d.set('O', '---');
+            l2d.set('P', '.--.');
+            l2d.set('Q', '--.-');
+            l2d.set('R', '.-.');
+            l2d.set('S', '...');
+            l2d.set('T', '-');
+            l2d.set('U', '..-');
+            l2d.set('V', '...-');
+            l2d.set('W', '.--');
+            l2d.set('X', '-..-');
+            l2d.set('Y', '-.--');
+            l2d.set('Z', '--..');
+            l2d.set('1', '.----');
+            l2d.set('2', '..---');
+            l2d.set('3', '...--');
+            l2d.set('4', '....-');
+            l2d.set('5', '.....');
+            l2d.set('6', '-....');
+            l2d.set('7', '--...');
+            l2d.set('8', '---..');
+            l2d.set('9', '----.');
+            l2d.set('0', '-----');
+            return l2d;
+        }
+    </script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/html/racing/index.html b/html/racing/index.html
new file mode 100644
index 0000000..f0b446c
--- /dev/null
+++ b/html/racing/index.html
@@ -0,0 +1,59 @@
+<html>
+
+<head>
+    <title>Racing</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <style>
+        body {
+            margin: 10px;
+        }
+        .progress {
+            height: 1.5em;
+        }
+        .img-responsive {
+            width: auto;
+            height: 1.5em;
+        }
+    </style>
+
+</head>
+
+<body onload="init()">
+    <div class="progress">
+        <div id="rabbitBar" class="progress-bar bg-warning" role="progressbar" style="width: 0%" aria-valuenow="0"
+            aria-valuemin="0" aria-valuemax="100"></div>
+            <img src="tennis-ball.png" alt="tennis ball progress bar" class="img img-responsive">
+    </div>
+
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+    <script>
+        let rabbitTimer;
+        let rabbitProgress = 0;
+
+        function init() {
+            rabbitTimer = setInterval(go, 500);
+        }
+
+        function go() {
+            const bar = document.getElementById('rabbitBar');
+            rabbitProgress += 10;
+            bar.style.width = `${rabbitProgress}%`;
+
+            if (rabbitProgress >= 100) {
+                clearInterval(rabbitTimer);
+                console.log('done');
+            }
+        }
+    </script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/html/racing/tennis-ball.png b/html/racing/tennis-ball.png
new file mode 100644
index 0000000..d6e6a8a
Binary files /dev/null and b/html/racing/tennis-ball.png differ
diff --git a/html/rps++/data-capture/README.md b/html/rps++/data-capture/README.md
new file mode 100644
index 0000000..62141ee
--- /dev/null
+++ b/html/rps++/data-capture/README.md
@@ -0,0 +1,5 @@
+# Info
+
+Use this application to acquire training data for learning rock, paper, scissor and shoot hand poses.
+The [Python](python) code is a [Jupyter](https://jupyter.org/) notebook that uses the training data to learn a logistic
+regression model to make predictions about the meaning of the hand poses.
\ No newline at end of file
diff --git a/html/rps++/data-capture/index.html b/html/rps++/data-capture/index.html
new file mode 100644
index 0000000..9fcef56
--- /dev/null
+++ b/html/rps++/data-capture/index.html
@@ -0,0 +1,50 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1,maximum-scale=1.0, user-scalable=no">
+    <title>Display Webcam Stream</title>
+
+    <style>
+        #canvas-wrapper {
+            position: relative;
+        }
+
+        #canvas-wrapper {
+            display: inline-block;
+            vertical-align: top;
+        }
+    </style>
+</head>
+
+<body>
+    <div id="info" style='display:none'></div>
+    <div id="predictions"></div>
+    <div id="canvas-wrapper">
+        <canvas id="output"></canvas>
+        <video id="video" playsinline style="
+            -webkit-transform: scaleX(-1);
+            transform: scaleX(-1);
+            visibility: hidden;
+            width: auto;
+            height: auto;
+            position: absolute;
+            ">
+        </video>
+    </div>
+    <div>
+        <button onclick="capture('rock')">rock</button>
+        <button onclick="capture('paper')">paper</button>
+        <button onclick="capture('scissor')">scissor</button>
+        <button onclick="capture('shoot')">shoot</button>
+        <button onclick="undo()">undo</button>
+        <button onclick="download()">download</button>
+    </div>
+    <a id="dlAnchor" style="display:none"></a>
+    <script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs"></script>
+    <script src="https://cdn.jsdelivr.net/npm/@tensorflow-models/handpose"></script>
+    <script src="./index.js"></script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/html/rps++/data-capture/index.js b/html/rps++/data-capture/index.js
new file mode 100644
index 0000000..e700581
--- /dev/null
+++ b/html/rps++/data-capture/index.js
@@ -0,0 +1,210 @@
+let videoWidth, videoHeight,
+    scatterGLHasInitialized = false, scatterGL, fingerLookupIndices = {
+        thumb: [0, 1, 2, 3, 4],
+        indexFinger: [0, 5, 6, 7, 8],
+        middleFinger: [0, 9, 10, 11, 12],
+        ringFinger: [0, 13, 14, 15, 16],
+        pinky: [0, 17, 18, 19, 20]
+    };
+let model;
+const VIDEO_WIDTH = 640;
+const VIDEO_HEIGHT = 500;
+const mobile = false;
+let lastSymbol = undefined;
+let symbol = undefined;
+const data = {
+    'rock': [],
+    'paper': [],
+    'scissor': [],
+    'shoot': []
+}
+
+function drawKeypoints(ctx, keypoints) {
+    function drawPoint(ctx, y, x, r) {
+        ctx.beginPath();
+        ctx.arc(x, y, r, 0, 2 * Math.PI);
+        ctx.fill();
+    }
+
+    function drawPath(ctx, points, closePath) {
+        const region = new Path2D();
+        region.moveTo(points[0][0], points[0][1]);
+        for (let i = 1; i < points.length; i++) {
+            const point = points[i];
+            region.lineTo(point[0], point[1]);
+        }
+
+        if (closePath) {
+            region.closePath();
+        }
+        ctx.stroke(region);
+    }
+
+    const keypointsArray = keypoints;
+
+    for (let i = 0; i < keypointsArray.length; i++) {
+        const y = keypointsArray[i][0];
+        const x = keypointsArray[i][1];
+        drawPoint(ctx, x - 2, y - 2, 3);
+    }
+
+    const fingers = Object.keys(fingerLookupIndices);
+    for (let i = 0; i < fingers.length; i++) {
+        const finger = fingers[i];
+        const points = fingerLookupIndices[finger].map(idx => keypoints[idx]);
+        drawPath(ctx, points, false);
+    }
+}
+
+async function setupCamera() {
+    if (!navigator.mediaDevices || !navigator.mediaDevices.getUserMedia) {
+        throw new Error(
+            'Browser API navigator.mediaDevices.getUserMedia not available');
+    }
+
+    const video = document.getElementById('video');
+    const stream = await navigator.mediaDevices.getUserMedia({
+        'audio': false,
+        'video': {
+            facingMode: 'user',
+            width: mobile ? undefined : VIDEO_WIDTH,
+            height: mobile ? undefined : VIDEO_HEIGHT
+        },
+    });
+    video.srcObject = stream;
+
+    return new Promise((resolve) => {
+        video.onloadedmetadata = () => {
+            resolve(video);
+        };
+    });
+}
+
+async function loadVideo() {
+    const video = await setupCamera();
+    video.play();
+    return video;
+}
+
+const main =
+    async () => {
+        model = await handpose.load();
+        let video;
+
+        try {
+            video = await loadVideo();
+        } catch (e) {
+            let info = document.getElementById('info');
+            info.textContent = e.message;
+            info.style.display = 'block';
+            throw e;
+        }
+
+        landmarksRealTime(video);
+    }
+
+const landmarksRealTime = async (video) => {
+    videoWidth = video.videoWidth;
+    videoHeight = video.videoHeight;
+
+    const canvas = document.getElementById('output');
+
+    canvas.width = videoWidth;
+    canvas.height = videoHeight;
+
+    const ctx = canvas.getContext('2d');
+
+    ctx.clearRect(0, 0, videoWidth, videoHeight);
+    ctx.strokeStyle = 'red';
+    ctx.fillStyle = 'red';
+
+    ctx.translate(canvas.width, 0);
+    ctx.scale(-1, 1);
+
+    // These anchor points allow the hand pointcloud to resize according to its
+    // position in the input.
+    const ANCHOR_POINTS = [
+        [0, 0, 0], [0, -VIDEO_HEIGHT, 0], [-VIDEO_WIDTH, 0, 0],
+        [-VIDEO_WIDTH, -VIDEO_HEIGHT, 0]
+    ];
+
+    async function frameLandmarks() {
+        ctx.drawImage(
+            video, 0, 0, videoWidth, videoHeight, 0, 0, canvas.width,
+            canvas.height);
+        const predictions = await model.estimateHands(video);
+        if (predictions.length > 0) {
+            const result = predictions[0].landmarks;
+            const annots = predictions[0].annotations;
+
+            if (symbol) {
+                const d = captureData(annots);
+                data[symbol].push(d);
+
+                console.log(d);
+                uncapture();
+            }
+
+            drawKeypoints(ctx, result, annots);
+        }
+        requestAnimationFrame(frameLandmarks);
+    };
+
+    frameLandmarks();
+};
+
+function captureData(annots) {
+    function getPoints(k, prefix, data) {
+        for (let i = 0; i < annots[k].length; i++) {
+            const colPrefix = `${prefix}${i}`;
+            const suf = ['x', 'y', 'z'];
+            const arr = annots[k][i];
+            for (let j = 0; j < arr.length; j++) {
+                const col = `${colPrefix}${suf[j]}`;
+                const val = arr[j];
+                data[col] = val;
+            }
+        }
+    }
+
+    const data = {};
+    getPoints('indexFinger', 'index', data);
+    getPoints('middleFinger', 'middle', data);
+    getPoints('ringFinger', 'ring', data);
+    getPoints('pinky', 'pinky', data);
+    getPoints('thumb', 'thumb', data);
+    getPoints('palmBase', 'palm', data)
+    return data;
+}
+
+function capture(s) {
+    symbol = s;
+}
+
+function uncapture() {
+    lastSymbol = symbol;
+    symbol = undefined;
+}
+
+function undo() {
+    data[lastSymbol].pop();
+}
+
+function download() {
+    function getMsPastEpoch() {
+        const now = new Date()  
+        const ms = now.getTime()
+        return ms;
+    }
+
+    const dataStr = "data:text/json;charset=utf-8," + encodeURIComponent(JSON.stringify(data));
+    const a = document.getElementById('dlAnchor');
+    a.setAttribute('href', dataStr);
+    a.setAttribute('download', `data-${getMsPastEpoch()}.json`);
+    a.click();
+}
+
+navigator.getUserMedia = navigator.getUserMedia ||
+    navigator.webkitGetUserMedia || navigator.mozGetUserMedia;
+
+tf.setBackend('webgl').then(() => main());
diff --git a/html/rps++/data-capture/python/README.md b/html/rps++/data-capture/python/README.md
new file mode 100644
index 0000000..8aa4904
--- /dev/null
+++ b/html/rps++/data-capture/python/README.md
@@ -0,0 +1,6 @@
+# Info
+
+[model.ipynb](model.ipynb) uses a Logistic regression model to learn the patterns
+of rock, paper, scissor and shoot hand poses. The input data are [data-adult.json](data-adult.json) and [data-kid.json](data-kid.json), which are predefined hand poses captured
+from an adult and child. The output is [models.json](models.json) which is a JSON
+file of the parameters of the predictive models for the hand poses.
\ No newline at end of file
diff --git a/html/rps++/data-capture/python/data-adult.json b/html/rps++/data-capture/python/data-adult.json
new file mode 100644
index 0000000..f869e07
--- /dev/null
+++ b/html/rps++/data-capture/python/data-adult.json
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--- /dev/null
+++ b/html/rps++/data-capture/python/model.ipynb
@@ -0,0 +1,456 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "df.shape=(61, 64)\n",
+      "i2k={0: 'rock', 1: 'paper', 2: 'scissor', 3: 'shoot'}\n",
+      "k2i={'rock': 0, 'paper': 1, 'scissor': 2, 'shoot': 3}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import json\n",
+    "import pandas as pd\n",
+    "\n",
+    "def merge(adata, kdata):\n",
+    "    i2k = {i: k for i, k in enumerate(adata.keys())}\n",
+    "    k2i = {k: i for i, k in i2k.items()}\n",
+    "    \n",
+    "    data = []\n",
+    "    \n",
+    "    for k, arr in adata.items():\n",
+    "        y = k2i[k]\n",
+    "        for d in arr:\n",
+    "            d['y'] = y\n",
+    "            data.append(d)\n",
+    "        \n",
+    "    for k, arr in kdata.items():\n",
+    "        y = k2i[k]\n",
+    "        for d in arr:\n",
+    "            d['y'] = y\n",
+    "            data.append(d)\n",
+    "            \n",
+    "    data = sorted(data, key=lambda d: d['y'])\n",
+    "    \n",
+    "    return i2k, k2i, pd.DataFrame(data)\n",
+    "\n",
+    "with open('data-adult.json', 'r') as f:\n",
+    "    adata = json.load(f)\n",
+    "    \n",
+    "with open('data-kid.json', 'r') as f:\n",
+    "    kdata = json.load(f)\n",
+    "    \n",
+    "i2k, k2i, df = merge(adata, kdata)\n",
+    "\n",
+    "print(f'df.shape={df.shape}')\n",
+    "print(f'i2k={i2k}')\n",
+    "print(f'k2i={k2i}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    18\n",
+       "1    16\n",
+       "2    14\n",
+       "3    13\n",
+       "Name: y, dtype: int64"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.y.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['index0x', 'index0y', 'index0z', 'index1x', 'index1y', 'index1z',\n",
+       "       'index2x', 'index2y', 'index2z', 'index3x', 'index3y', 'index3z',\n",
+       "       'middle0x', 'middle0y', 'middle0z', 'middle1x', 'middle1y', 'middle1z',\n",
+       "       'middle2x', 'middle2y', 'middle2z', 'middle3x', 'middle3y', 'middle3z',\n",
+       "       'ring0x', 'ring0y', 'ring0z', 'ring1x', 'ring1y', 'ring1z', 'ring2x',\n",
+       "       'ring2y', 'ring2z', 'ring3x', 'ring3y', 'ring3z', 'pinky0x', 'pinky0y',\n",
+       "       'pinky0z', 'pinky1x', 'pinky1y', 'pinky1z', 'pinky2x', 'pinky2y',\n",
+       "       'pinky2z', 'pinky3x', 'pinky3y', 'pinky3z', 'thumb0x', 'thumb0y',\n",
+       "       'thumb0z', 'thumb1x', 'thumb1y', 'thumb1z', 'thumb2x', 'thumb2y',\n",
+       "       'thumb2z', 'thumb3x', 'thumb3y', 'thumb3z', 'palm0x', 'palm0y',\n",
+       "       'palm0z', 'y'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Plot poses"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def to_points(idx):\n",
+    "    s = df[[c for c in df.columns if c != 'y']].iloc[idx]\n",
+    "    pose = pd.DataFrame(list(zip(*(iter(s),) * 3)), columns=['x', 'y', 'z'])\n",
+    "    return {\n",
+    "        'thumb': pose.iloc[[0, 1, 2, 3, 4],:],\n",
+    "        'index': pose.iloc[[0, 5, 6, 7, 8],:],\n",
+    "        'middle': pose.iloc[[0, 9, 10, 11, 12],:],\n",
+    "        'ring': pose.iloc[[0, 13, 14, 15, 16],:],\n",
+    "        'pinky': pose.iloc[[0, 17, 18, 19, 20],:]\n",
+    "    }\n",
+    "\n",
+    "poses = {i2k[c]: to_points(df[df.y == c].index[0]) for c in range(4)}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "\n",
+    "plt.style.use('seaborn')\n",
+    "\n",
+    "fig, axes = plt.subplots(2, 2, figsize=(10, 10))\n",
+    "axes = np.ravel(axes)\n",
+    "\n",
+    "colors = sns.color_palette('hls', 5)\n",
+    "\n",
+    "for c, ax in zip(poses.keys(), axes):\n",
+    "    pose = poses[c]\n",
+    "    for i, finger in enumerate(['thumb', 'index', 'middle', 'ring', 'pinky']):\n",
+    "        pose[finger].plot.scatter(x='x', y='y', ax=ax, color=colors[i], label=f'{finger}')\n",
+    "    ax.set_title(c)\n",
+    "        \n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# K-fold cross-validation"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>macro</th>\n",
+       "      <th>micro</th>\n",
+       "      <th>weighted</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.82500</td>\n",
+       "      <td>0.805556</td>\n",
+       "      <td>0.800000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.85625</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.841667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>0.990741</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.96875</td>\n",
+       "      <td>0.962963</td>\n",
+       "      <td>0.958333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>1.00000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     macro     micro  weighted\n",
+       "0  1.00000  1.000000  1.000000\n",
+       "1  1.00000  1.000000  1.000000\n",
+       "2  0.82500  0.805556  0.800000\n",
+       "3  0.85625  0.833333  0.841667\n",
+       "4  1.00000  1.000000  1.000000\n",
+       "5  1.00000  1.000000  1.000000\n",
+       "6  1.00000  0.990741  1.000000\n",
+       "7  1.00000  1.000000  1.000000\n",
+       "8  0.96875  0.962963  0.958333\n",
+       "9  1.00000  1.000000  1.000000"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import StratifiedKFold\n",
+    "from sklearn.metrics import roc_auc_score, average_precision_score, accuracy_score\n",
+    "from sklearn.preprocessing import label_binarize\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "\n",
+    "X = df[[c for c in df.columns if c != 'y']]\n",
+    "y = df.y\n",
+    "\n",
+    "skf = StratifiedKFold(n_splits=10)\n",
+    "\n",
+    "results = []\n",
+    "for train_index, test_index in skf.split(X, y):\n",
+    "    X_train, y_train = X.iloc[train_index], y[train_index]\n",
+    "    X_test, y_test = X.iloc[test_index], y[test_index]\n",
+    "    \n",
+    "    y_test = label_binarize(y_test, classes=[0.0, 1.0, 2.0, 3.0])\n",
+    "    \n",
+    "    clf = LogisticRegression(random_state=37, max_iter=1000).fit(X_train, y_train)\n",
+    "    y_prob = clf.predict_proba(X_test)\n",
+    "    \n",
+    "    roc_macro = roc_auc_score(y_test, y_prob, average='macro')\n",
+    "    roc_micro = roc_auc_score(y_test, y_prob, average='micro')\n",
+    "    roc_weighted = roc_auc_score(y_test, y_prob, average='weighted')\n",
+    "    results.append({\n",
+    "        'macro': roc_macro,\n",
+    "        'micro': roc_micro,\n",
+    "        'weighted': roc_weighted\n",
+    "    })\n",
+    "    \n",
+    "results = pd.DataFrame(results)\n",
+    "results"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "macro       0.965000\n",
+       "micro       0.959259\n",
+       "weighted    0.960000\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results.mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Learn model on full data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.linear_model import LogisticRegression\n",
+    "\n",
+    "X = df[[c for c in df.columns if c != 'y']]\n",
+    "y = df.y\n",
+    "\n",
+    "clf = LogisticRegression(random_state=37, max_iter=1000).fit(X, y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Test the model on a sample."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 : 0.99983\n",
+      "1 : 0.29206\n",
+      "2 : 0.00103\n",
+      "3 : 0.28947\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(4):\n",
+    "    e = np.exp(clf.intercept_[i] + X.iloc[0].dot(clf.coef_[i]))\n",
+    "    p = e / (1 + e)\n",
+    "    print(f'{i} : {p:.5f}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "models = {}\n",
+    "\n",
+    "for clazz, i, c in zip(['rock', 'paper', 'scissor', 'shoot'], clf.intercept_, clf.coef_):\n",
+    "    models[clazz] = {\n",
+    "        'intercept': float(i),\n",
+    "        'coefs': [float(w) for w in c]\n",
+    "    }"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "\n",
+    "with open('models.json', 'w') as f:\n",
+    "    json.dump(models, f, indent=1)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/html/rps++/data-capture/python/models.json b/html/rps++/data-capture/python/models.json
new file mode 100644
index 0000000..1629b50
--- /dev/null
+++ b/html/rps++/data-capture/python/models.json
@@ -0,0 +1,274 @@
+{
+ "rock": {
+  "intercept": 0.00016663445532947161,
+  "coefs": [
+   0.004493594066278487,
+   -0.0181734867175551,
+   0.005816454286539876,
+   0.007395881203186832,
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+   0.004911851710132168,
+   0.01592353320779108,
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+   0.0412232920550652,
+   -0.010656181936082443,
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+   -0.014773240760272222,
+   0.007374035871422153,
+   0.0024225614798120804,
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+   -0.0003057471332293967,
+   0.039026941393299465,
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+   0.06281924690685216,
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+   -0.01037020844725474,
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+   0.008726930655722803,
+   0.01289767965992764,
+   -1.900009082527232e-06
+  ]
+ },
+ "paper": {
+  "intercept": 5.835654613844104e-05,
+  "coefs": [
+   -0.009139454197085665,
+   0.008565854879610004,
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+   0.018623261216544076,
+   -0.023804949855688966,
+   6.967241066564688e-07
+  ]
+ },
+ "scissor": {
+  "intercept": 0.0004732872275962553,
+  "coefs": [
+   -0.0022927351464847407,
+   -0.008291005042016403,
+   0.013063651569532497,
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+   -0.013542072920946235,
+   0.020731893133612605,
+   -1.8836892663767876e-07
+  ]
+ },
+ "shoot": {
+  "intercept": -0.0006982782290691921,
+  "coefs": [
+   0.006938595276950665,
+   0.01789863687963746,
+   -0.009659881542736722,
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+   0.01762982854302785,
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+   0.026564649633328347,
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+   0.008952744340975578,
+   0.004399085835395952,
+   -0.024349076796996005,
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+   0.006105765196142563,
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+   0.008038484276033462,
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+   0.04339203434612915,
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+   0.005759439024160596,
+   0.03135348410528389,
+   0.02398935714751267,
+   -0.009318178475024568,
+   -0.004446252649437305,
+   0.002823598074363506,
+   0.007530224825156777,
+   0.007312067132532629,
+   -0.00034048081567744545,
+   0.017880824584760594,
+   0.02164782483405883,
+   -0.0142899437814946,
+   0.031038282280424583,
+   0.04636006259415263,
+   -0.02777646392056524,
+   0.03882061807413296,
+   -0.013808118951585874,
+   -0.009824622938341668,
+   1.3916539025098639e-06
+  ]
+ }
+}
\ No newline at end of file
diff --git a/html/rps++/index.html b/html/rps++/index.html
new file mode 100644
index 0000000..7b394b6
--- /dev/null
+++ b/html/rps++/index.html
@@ -0,0 +1,174 @@
+<!DOCTYPE html>
+<html>
+
+<head>
+    <meta charset="utf-8">
+    <meta name="description" content="Rock Paper Scissor with hand pose recognition">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Deep Learning, Rock Paper Scissor">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <meta name="viewport" content="width=device-width,initial-scale=1,maximum-scale=1.0, user-scalable=no">
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/animate.css/4.0.0/animate.min.css"/>
+    <title>Rock, Paper, Scissor++</title>
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        .score {
+            font-size: 3.5em;
+        }
+
+        .last-symbol {
+            color: red;
+            font-size: 15px;
+        }
+
+        #output {
+            width: 100%;
+            height: auto;
+            border-radius: 10px;
+        }
+
+        .scard-border {
+            border-right: 3px solid #dc3545;
+        }
+
+        .scard {
+            border-radius: 10px;
+        }
+
+        .scard .bi {
+            width: 8em;
+            height: 8em;
+        }
+
+        .null-spinner {
+            color: #e9ecef !important;
+        }
+
+        .position-offscreen {
+            position: fixed;
+            top:-9999px;
+            left: -9999px;
+            visibility: hidden;
+        }
+        #app {
+            padding-bottom: 10px;
+        }
+
+        .animate__animated {
+            display: inline-block;
+            font-weight: bold;
+            animation-duration: .85s; /* don't forget to set a duration! */
+        }
+    </style>
+</head>
+
+<body>
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Rock Paper Scissor++</h1>
+            <p class="lead">
+                Use your right hand to play Rock Paper Scissor (RPS)!
+            </p>
+            <hr class="my-4">
+            <p>
+                Using artificial intelligence (deep learning) to recognize your hand pose to play RPS
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/rps++" target="_blank">
+                    Source Code
+                </a>
+            </p>
+            <div class="progress bg-light">
+                <div id="pBar" class="progress-bar bg-info" role="progressbar" style="width: 0%;" aria-valuenow="25" aria-valuemin="0" aria-valuemax="100">
+                </div>
+            </div>
+        </div>
+    </div>
+    <div id="info" class="d-none"></div>
+    <div id="app" class="container position-offscreen">
+        <div class="row">
+            <div class="col-sm">
+                <div id="canvas-wrapper">
+                    <canvas id="output"></canvas>
+                    <video id="video" playsinline style="
+                        -webkit-transform: scaleX(-1);
+                        transform: scaleX(-1);
+                        visibility: hidden;
+                        display: none;
+                        width: auto;
+                        height: auto;
+                        position: absolute;
+                        ">
+                    </video>
+                </div>
+            </div>
+            <div id="gameInfo" class="col-sm align-self-center d-none">
+                <div class="row">
+                    <div class="col-sm scard-border">
+                        <div class="scard text-center">
+                            <div class="card-img-top">
+                                <svg viewBox="0 0 16 16" class="bi bi-person-badge" fill="currentColor"
+                                    xmlns="http://www.w3.org/2000/svg">
+                                    <path fill-rule="evenodd"
+                                        d="M12 1H4a1 1 0 0 0-1 1v11.755S4 12 8 12s5 1.755 5 1.755V2a1 1 0 0 0-1-1zM4 0a2 2 0 0 0-2 2v12a2 2 0 0 0 2 2h8a2 2 0 0 0 2-2V2a2 2 0 0 0-2-2H4z" />
+                                    <path fill-rule="evenodd"
+                                        d="M8 11a3 3 0 1 0 0-6 3 3 0 0 0 0 6zM6 2.5a.5.5 0 0 1 .5-.5h3a.5.5 0 0 1 0 1h-3a.5.5 0 0 1-.5-.5z" />
+                                </svg>
+                            </div>
+                            <div class="card-body">
+                                <h5 class="card-title">Your Score</h5>
+                                <p class="card-text">
+                                    <span id="youScore" class="score text-danger">0</span>
+                                    <br>
+                                    <span id="youLastSymbol" class="last-symbol"></span>
+                                    </p>
+                                <div id="youSymbol">ready <span class="text-danger">...</span></div>
+                            </div>
+                        </div>
+                    </div>
+                    <div class="col-sm">
+                        <div class="scard text-center">
+                            <div class="card-img-top">
+                                <svg viewBox="0 0 16 16" class="bi bi-cpu-fill" fill="currentColor"
+                                    xmlns="http://www.w3.org/2000/svg">
+                                    <path fill-rule="evenodd"
+                                        d="M5.5.5a.5.5 0 0 0-1 0V2A2.5 2.5 0 0 0 2 4.5H.5a.5.5 0 0 0 0 1H2v1H.5a.5.5 0 0 0 0 1H2v1H.5a.5.5 0 0 0 0 1H2v1H.5a.5.5 0 0 0 0 1H2A2.5 2.5 0 0 0 4.5 14v1.5a.5.5 0 0 0 1 0V14h1v1.5a.5.5 0 0 0 1 0V14h1v1.5a.5.5 0 0 0 1 0V14h1v1.5a.5.5 0 0 0 1 0V14a2.5 2.5 0 0 0 2.5-2.5h1.5a.5.5 0 0 0 0-1H14v-1h1.5a.5.5 0 0 0 0-1H14v-1h1.5a.5.5 0 0 0 0-1H14v-1h1.5a.5.5 0 0 0 0-1H14A2.5 2.5 0 0 0 11.5 2V.5a.5.5 0 0 0-1 0V2h-1V.5a.5.5 0 0 0-1 0V2h-1V.5a.5.5 0 0 0-1 0V2h-1V.5zm1 4.5A1.5 1.5 0 0 0 5 6.5v3A1.5 1.5 0 0 0 6.5 11h3A1.5 1.5 0 0 0 11 9.5v-3A1.5 1.5 0 0 0 9.5 5h-3zm0 1a.5.5 0 0 0-.5.5v3a.5.5 0 0 0 .5.5h3a.5.5 0 0 0 .5-.5v-3a.5.5 0 0 0-.5-.5h-3z" />
+                                </svg>
+                            </div>
+                            <div class="card-body">
+                                <h5 class="card-title">CPU Score</h5>
+                                <p class="card-text">
+                                    <span id="computerScore" class="score text-danger">0</span>
+                                    <br>
+                                    <span id="computerLastSymbol" class="last-symbol"></span>
+                                    </p>
+                                <div id="computerSymbol">ready <span class="text-danger">...</span></div>
+                            </div>
+                        </div>
+                    </div>
+                </div>
+            </div>
+        </div>
+    </div>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/underscore.js/1.10.2/underscore-min.js"
+        crossorigin="anonymous"></script>
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/@tensorflow/tfjs"></script>
+    <script src="https://cdn.jsdelivr.net/npm/@tensorflow-models/handpose"></script>
+    <script src="./index.js"></script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/html/rps++/index.js b/html/rps++/index.js
new file mode 100644
index 0000000..e8de2a7
--- /dev/null
+++ b/html/rps++/index.js
@@ -0,0 +1,601 @@
+let videoWidth, videoHeight,
+    scatterGLHasInitialized = false, scatterGL, fingerLookupIndices = {
+        thumb: [0, 1, 2, 3, 4],
+        indexFinger: [0, 5, 6, 7, 8],
+        middleFinger: [0, 9, 10, 11, 12],
+        ringFinger: [0, 13, 14, 15, 16],
+        pinky: [0, 17, 18, 19, 20]
+    };
+let model;
+const models = getModels();
+const VIDEO_WIDTH = document.getElementById('output').clientWidth;
+const VIDEO_HEIGHT = document.getElementById('output').clientHeight;
+const mobile = false;
+const predictionThreshold = 0.999;
+const shootThreshold = 5;
+let youScore = 0;
+let comScore = 0;
+let youSymbol = undefined;
+let comSymbol = undefined;
+let shootCount = 0;
+let loaded = false;
+let timer = undefined;
+let pBarWidth = 0;
+
+function drawKeypoints(ctx, keypoints) {
+    function drawPoint(ctx, y, x, r) {
+        ctx.beginPath();
+        ctx.arc(x, y, r, 0, 2 * Math.PI);
+        ctx.fill();
+    }
+
+    function drawPath(ctx, points, closePath) {
+        const region = new Path2D();
+        region.moveTo(points[0][0], points[0][1]);
+        for (let i = 1; i < points.length; i++) {
+            const point = points[i];
+            region.lineTo(point[0], point[1]);
+        }
+
+        if (closePath) {
+            region.closePath();
+        }
+        ctx.stroke(region);
+    }
+
+    const keypointsArray = keypoints;
+
+    for (let i = 0; i < keypointsArray.length; i++) {
+        const y = keypointsArray[i][0];
+        const x = keypointsArray[i][1];
+        drawPoint(ctx, x - 2, y - 2, 3);
+    }
+
+    const fingers = Object.keys(fingerLookupIndices);
+    for (let i = 0; i < fingers.length; i++) {
+        const finger = fingers[i];
+        const points = fingerLookupIndices[finger].map(idx => keypoints[idx]);
+        drawPath(ctx, points, false);
+    }
+}
+
+async function setupCamera() {
+    if (!navigator.mediaDevices || !navigator.mediaDevices.getUserMedia) {
+        throw new Error(
+            'Browser API navigator.mediaDevices.getUserMedia not available');
+    }
+
+    const video = document.getElementById('video');
+    video.onloadeddata = (event) => {
+        loaded = true;
+        document.getElementById('gameInfo').classList.remove('d-none');
+    };
+    const stream = await navigator.mediaDevices.getUserMedia({
+        'audio': false,
+        'video': {
+            facingMode: 'user',
+            width: mobile ? undefined : VIDEO_WIDTH,
+            height: mobile ? undefined : VIDEO_HEIGHT
+        },
+    });
+    video.srcObject = stream;
+
+    return new Promise((resolve) => {
+        video.onloadedmetadata = () => {
+            resolve(video);
+        };
+    });
+}
+
+async function loadVideo() {
+    const video = await setupCamera();
+    video.play();
+    return video;
+}
+
+const main =
+    async () => {
+        model = await handpose.load();
+        let video;
+
+        try {
+            video = await loadVideo();
+        } catch (e) {
+            loaded = true;
+            let info = document.getElementById('info');
+            info.textContent = e.message;
+            info.style.display = 'block';
+            throw e;
+        }
+
+        landmarksRealTime(video);
+    }
+
+const landmarksRealTime = async (video) => {
+    videoWidth = video.videoWidth;
+    videoHeight = video.videoHeight;
+
+    const canvas = document.getElementById('output');
+
+    canvas.width = videoWidth;
+    canvas.height = videoHeight;
+
+    const ctx = canvas.getContext('2d');
+
+    ctx.clearRect(0, 0, videoWidth, videoHeight);
+    ctx.strokeStyle = '#dc3545';
+    ctx.fillStyle = '#dc3545';
+
+    ctx.translate(canvas.width, 0);
+    ctx.scale(-1, 1);
+
+    // These anchor points allow the hand pointcloud to resize according to its
+    // position in the input.
+    const ANCHOR_POINTS = [
+        [0, 0, 0], [0, -VIDEO_HEIGHT, 0], [-VIDEO_WIDTH, 0, 0],
+        [-VIDEO_WIDTH, -VIDEO_HEIGHT, 0]
+    ];
+
+    async function frameLandmarks() {
+        ctx.drawImage(
+            video, 0, 0, videoWidth, videoHeight, 0, 0, canvas.width,
+            canvas.height);
+        const predictions = await model.estimateHands(video);
+        if (predictions.length > 0) {
+            const result = predictions[0].landmarks;
+            const annots = predictions[0].annotations;
+            const d = captureData(annots);
+            const r = predict(d);
+            if (r.prob >= predictionThreshold) {
+                if (r.symbol === 'shoot') {
+                    shootCount++;
+                }
+
+                if (r.symbol === 'shoot' && shootCount >= shootThreshold && youSymbol) {
+                    comSymbol = getComputerSymbol();
+                    const winner = getWinner(youSymbol, comSymbol);
+                    if (winner === 'user') {
+                        youScore += 1;
+                    } else if (winner === 'computer') {
+                        comScore += 1;
+                    }
+
+                    console.log(`${youSymbol} vs ${comSymbol}, winner = ${winner}, u = ${youScore}, c = ${comScore}`);
+
+                    updateLastSymbols();
+                    youSymbol = undefined;
+                    comSymbol = undefined;
+                    shootCount = 0;
+                } else if (r.symbol === 'rock' || r.symbol === 'paper' || r.symbol === 'scissor') {
+                    youSymbol = r.symbol;
+                }
+
+                updateScores();
+                updateSymbols();
+            }
+
+            drawKeypoints(ctx, result, annots);
+        }
+        requestAnimationFrame(frameLandmarks);
+    };
+
+    frameLandmarks();
+};
+
+function predict(x) {
+    function predictProb(model) {
+        let e = model.intercept;
+        for (let i = 0; i < x.length; i++) {
+            e += x[i] * model.coefs[i];
+        }
+        e = Math.exp(e);
+        const p = e / (1.0 + e);
+        return p;
+    }
+
+    const symbols = ['rock', 'paper', 'scissor', 'shoot'];
+    let p = undefined;
+    let c = undefined;
+    for (let i = 0; i < symbols.length; i++) {
+        const symbol = symbols[i];
+        const prob = predictProb(models[symbol]);
+        if (!p || prob > p) {
+            p = prob;
+            c = symbol;
+        }
+    }
+
+    return { prob: p, symbol: c };
+}
+
+function captureData(annots) {
+    function getPoints(k, data) {
+        for (let i = 0; i < annots[k].length; i++) {
+            const arr = annots[k][i];
+            for (let j = 0; j < arr.length; j++) {
+                const val = arr[j];
+                data.push(val);
+            }
+        }
+    }
+
+    const data = [];
+    ['indexFinger', 'middleFinger', 'ringFinger', 'pinky', 'thumb', 'palmBase'].forEach(k => {
+        getPoints(k, data);
+    });
+    return data;
+}
+
+function getModels() {
+    return {
+        "rock": {
+            "intercept": 0.00016663445532947161,
+            "coefs": [
+                0.004493594066278487,
+                -0.0181734867175551,
+                0.005816454286539876,
+                0.007395881203186832,
+                -0.021052713127063166,
+                -0.01500798715307004,
+                0.004911851710132168,
+                0.01592353320779108,
+                -0.020577159228584666,
+                -0.0011558048197663723,
+                0.0412232920550652,
+                -0.010656181936082443,
+                -0.003855122627525821,
+                -0.014773240760272222,
+                0.007374035871422153,
+                0.0024225614798120804,
+                -0.009702062079755555,
+                -0.014249427590112267,
+                -0.0003057471332293967,
+                0.039026941393299465,
+                -0.01541200884855696,
+                -0.012065863356455556,
+                0.06281924690685216,
+                -0.0014091253058344682,
+                -0.01037020844725474,
+                -0.013303465539355274,
+                0.006422522757763716,
+                9.113270214539499e-05,
+                -0.016522594930717473,
+                -0.0076775055261058805,
+                0.005339043404761528,
+                0.00037986560511112685,
+                -0.004796379758956194,
+                -0.0013055819655805173,
+                0.00036789860342919357,
+                0.0060919296953114216,
+                -0.016697270688938552,
+                -0.012629480479088316,
+                0.005103006990909591,
+                -0.0057108164913697215,
+                -0.01781500837990077,
+                -0.002764011794977438,
+                0.000993638686474716,
+                -0.006822513530989345,
+                0.002355145862881284,
+                -0.004494793169187664,
+                -0.004395227676391269,
+                0.013420881218017792,
+                0.01696347056031915,
+                0.005574588046618272,
+                -0.006677588763661525,
+                0.019614195257619278,
+                -0.009642013148219714,
+                -0.008204249974550038,
+                0.006696780136807361,
+                -0.02058544268438159,
+                -0.009153931317764789,
+                -0.016746868102120522,
+                -0.01361350016233158,
+                -0.009211409400370168,
+                0.008726930655722803,
+                0.01289767965992764,
+                -1.900009082527232e-06
+            ]
+        },
+        "paper": {
+            "intercept": 5.835654613844104e-05,
+            "coefs": [
+                -0.009139454197085665,
+                0.008565854879610004,
+                -0.009220224313312328,
+                -0.0061087763642032845,
+                0.020272390829743737,
+                -0.003113458455537707,
+                -0.0010165469320500434,
+                0.0153752347350819,
+                -0.005444796133333202,
+                0.004895262228446878,
+                0.0150373670809992,
+                -0.011385191741365612,
+                0.002277442850461132,
+                0.013999083467625375,
+                -0.008377951690502696,
+                0.0002909320432572904,
+                0.021338669154711803,
+                0.0075584635430500785,
+                -0.0028628258163235086,
+                0.019912440133490538,
+                0.0092146553243537,
+                -0.004982543788312038,
+                0.02047433676724552,
+                0.009105113657712478,
+                0.01612396792331375,
+                0.017502672063936586,
+                -0.008879149875499452,
+                0.0034397324261617,
+                0.02993888816065672,
+                0.01002364254607002,
+                -0.0192768672707338,
+                -0.028357666778241034,
+                0.00908904965885131,
+                -0.03745124838371773,
+                -0.08011167692339737,
+                0.004034240150638302,
+                0.0357015518471651,
+                0.01882968995998238,
+                -0.012186470212627228,
+                0.007317792487834422,
+                0.024292966056803138,
+                0.002029382963444806,
+                -0.029642505831290692,
+                -0.01992560501590033,
+                0.00026012646555537405,
+                -0.06269194140352884,
+                -0.0697427236285067,
+                -0.002148014770746275,
+                0.004291594768267101,
+                -0.019145512232655405,
+                -0.007843496625722585,
+                -0.0023416961603515613,
+                -0.007879927891031702,
+                -0.012084825739039223,
+                0.021840304252015195,
+                0.009127455787217301,
+                -0.016890576048913638,
+                0.06518071828045109,
+                0.020193290271455274,
+                -0.02236403004439325,
+                0.018623261216544076,
+                -0.023804949855688966,
+                6.967241066564688e-07
+            ]
+        },
+        "scissor": {
+            "intercept": 0.0004732872275962553,
+            "coefs": [
+                -0.0022927351464847407,
+                -0.008291005042016403,
+                0.013063651569532497,
+                0.008306041163775686,
+                -0.0168495062459517,
+                0.015355057324314591,
+                0.016632688833974545,
+                -0.02721764285188774,
+                0.019764708150699563,
+                0.025465050630419154,
+                -0.03201631053989809,
+                0.025126840770415684,
+                -0.002140330433519718,
+                -0.015510554983485615,
+                0.00592426548203055,
+                -0.007788995147753785,
+                -0.03278973394550188,
+                0.014790324595070884,
+                -0.006494150432250139,
+                -0.0390125559824367,
+                0.023216987984591,
+                -0.009516242488853837,
+                -0.042355379867691056,
+                0.030910460382777526,
+                -0.0002314933915167194,
+                -0.013151950865890716,
+                -0.0019424587176279974,
+                0.020818211668454926,
+                -0.0037853385338370085,
+                -0.00845190221605843,
+                0.016618268048852573,
+                0.019939316896806752,
+                -0.0014599576811318647,
+                -0.0015251292134849778,
+                0.03635174397354812,
+                0.0065296516414917365,
+                0.014765491710761568,
+                -0.011932269808963412,
+                -0.007788393562453929,
+                0.041753228684391124,
+                0.007682776739393862,
+                -0.01463858388201525,
+                0.044816020016839854,
+                0.029092915818816435,
+                -0.008374711352544906,
+                0.03583325046722424,
+                0.050148594157042044,
+                -0.0019546879721942245,
+                -0.016808812679485002,
+                0.010747326111204476,
+                0.006990860564231347,
+                -0.024584566230194588,
+                0.017862421854510074,
+                0.0024082511288380476,
+                -0.05018490922331198,
+                0.02574793067828618,
+                -0.004993774913726719,
+                -0.0947939127729616,
+                0.02119667381109406,
+                -0.007245178629343176,
+                -0.013542072920946235,
+                0.020731893133612605,
+                -1.8836892663767876e-07
+            ]
+        },
+        "shoot": {
+            "intercept": -0.0006982782290691921,
+            "coefs": [
+                0.006938595276950665,
+                0.01789863687963746,
+                -0.009659881542736722,
+                -0.009593146003105917,
+                0.01762982854302785,
+                0.002766388284322471,
+                -0.020527993612413968,
+                -0.00408112509116473,
+                0.006257247211252607,
+                -0.02920450803946343,
+                -0.02424434859629662,
+                -0.0030854670929253607,
+                0.003718010210293204,
+                0.0162847122758126,
+                -0.004920349662920951,
+                0.005075501624398148,
+                0.021153126870311477,
+                -0.008099360547971076,
+                0.009662723381514434,
+                -0.019926825544509613,
+                -0.017019634460342235,
+                0.026564649633328347,
+                -0.04093820380650239,
+                -0.03860644873460304,
+                -0.005522266084787265,
+                0.008952744340975578,
+                0.004399085835395952,
+                -0.024349076796996005,
+                -0.009630954696388897,
+                0.006105765196142563,
+                -0.0026804441831190435,
+                0.008038484276033462,
+                -0.002832712218712842,
+                0.040281959562536676,
+                0.04339203434612915,
+                -0.016655821487390313,
+                -0.03376977286919372,
+                0.005732060327706987,
+                0.01487185678420943,
+                -0.04336020468104305,
+                -0.014160734416633292,
+                0.015373212713596218,
+                -0.01616715287221629,
+                -0.002344797272268752,
+                0.005759439024160596,
+                0.03135348410528389,
+                0.02398935714751267,
+                -0.009318178475024568,
+                -0.004446252649437305,
+                0.002823598074363506,
+                0.007530224825156777,
+                0.007312067132532629,
+                -0.00034048081567744545,
+                0.017880824584760594,
+                0.02164782483405883,
+                -0.0142899437814946,
+                0.031038282280424583,
+                0.04636006259415263,
+                -0.02777646392056524,
+                0.03882061807413296,
+                -0.013808118951585874,
+                -0.009824622938341668,
+                1.3916539025098639e-06
+            ]
+        }
+    };
+}
+
+function getComputerSymbol() {
+    return _.sample(['rock', 'paper', 'scissor']);
+}
+
+function getWinner(u, c) {
+    if (u === 'rock' && c === 'paper') {
+        return 'computer';
+    } else if (u === 'rock' && c === 'scissor') {
+        return 'user';
+    } else if (u === 'rock' && c === 'rock') {
+        return 'tie';
+    } else if (u === 'paper' && c === 'paper') {
+        return 'tie';
+    } else if (u === 'paper' && c === 'scissor') {
+        return 'computer';
+    } else if (u === 'paper' && c === 'rock') {
+        return 'user';
+    } else if (u === 'scissor' && c === 'paper') {
+        return 'user';
+    } else if (u === 'scissor' && c === 'scissor') {
+        return 'tie';
+    } else {
+        return 'computer';
+    }
+}
+
+function updateScores() {
+    const you = document.getElementById('youScore');
+    const com = document.getElementById('computerScore');
+
+    you.innerHTML = `<span class="animate__animated animate__heartBeat">${youScore}</span>`;
+    com.innerHTML = `<span class="animate__animated animate__heartBeat">${comScore}</span>`;
+}
+
+function updateSymbols() {
+    const you = document.getElementById('youSymbol');
+    const com = document.getElementById('computerSymbol');
+
+    if (youSymbol) {
+        you.innerHTML = youSymbol;
+    } else {
+        you.innerHTML = 'ready ...';
+    }
+
+    if (comSymbol) {
+        com.innerHTML = comSymbol;
+    } else {
+        com.innerHTML = 'waiting ...';
+    }
+}
+
+function updateLastSymbols() {
+    const you = document.getElementById('youLastSymbol');
+    const com = document.getElementById('computerLastSymbol');
+
+    if (youSymbol) {
+        you.innerHTML = `You choose: <span class="text-danger animate__animated animate__rubberBand">${youSymbol}</span>`;
+    } else {
+        you.innerHTML = '';
+    }
+
+    if (comSymbol) {
+        com.innerHTML = `CPU choose: <span class="text-danger animate__animated animate__rubberBand">${comSymbol}</span>`;
+    } else {
+        com.innerHTML = '';
+    }
+}
+
+function startProgressBar() {
+    function doCheck() {
+        const pbar = document.getElementById('pBar');
+        const app = document.getElementById('app');
+
+        if (loaded) {
+            clearInterval(timer);
+            pbar.style = `width: 100%`;
+            pbar.classList.remove('bg-info');
+            pbar.classList.add('bg-danger');
+            app.classList.remove('position-offscreen');
+        } else {
+            pBarWidth += 10;
+            if (pBarWidth > 100) {
+                pBarWidth = 0;
+            }
+            pbar.style = `width: ${pBarWidth}%`;
+        }
+    }
+    timer = setInterval(doCheck, 100);
+}
+
+startProgressBar();
+
+navigator.getUserMedia = navigator.getUserMedia ||
+    navigator.webkitGetUserMedia || navigator.mozGetUserMedia;
+
+tf.setBackend('webgl').then(() => main());
\ No newline at end of file
diff --git a/html/rps-game/index.html b/html/rps-game/index.html
index da8913e..cf265a0 100644
--- a/html/rps-game/index.html
+++ b/html/rps-game/index.html
@@ -1,243 +1,295 @@
 <html>
-    <head>
-        <title>
-            Rock, Paper, Scissor!
-        </title>
-        <style>
-            * {
-                font-family: monospace;
-            }
-            .title {
-                text-align: center;
-            }
-            .game-div {
-                text-align: center;
-            }
-            .rps-image {
-                text-align: center;
-            }
-            .game-table {
-                margin: auto;
-                border: 1px solid black;
-                width: 80%;
-                border-collapse: collapse;
-            }
-            .game-td {
-                border: 1px solid black;
-                width: 50%;
-                text-align: center;
-            }
-            .timer {
-                font-weight: bold;
-                font-size: xx-large;
-            }
-            .score {
-                font-weight: bold;
-                color: blueviolet;
-                font-size: 25px;
-            }
-        </style>
-        <script>
-            const maxSeconds = 15; // timer, max time for countdown
-            let curSeconds = 0; // the current time in the countdown
-            let timer; // the timer
-            let uScore = 0; // user's score
-            let cScore = 0; // computer's score
-
-            // initializes the game
-            function init() {
-                console.log('initializing');
-                updateScores();
-                countDown();
-            }
 
-            // starts the countdown 
-            function countDown() {
-                curSeconds = maxSeconds;
-                document.getElementById('timer').innerHTML = `${curSeconds}`;
-
-                function doTimer() {
-                    curSeconds = curSeconds - 1;
-                    if (curSeconds >= 0) {
-                        document.getElementById('timer').innerHTML = `${curSeconds}`;
-                    } else {
-                        playSound('lose');
-                        clearInterval(timer);
-
-                        cScore = cScore + 1;
-                        updateScores();
-
-                        const uImage = document.getElementById('player-image')                    
-                        const cImage = document.getElementById('computer-image');
-                        
-                        uImage.src = getImageSrc('');
-                        cImage.src = getImageSrc('');
-
-                        countDown();
-                    }
-                };
-
-                timer = setInterval(doTimer, 1000);
-            }
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Rock, paper, scissor game">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Game, Rock, Paper, Scissor">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>
+        Rock, Paper, Scissor!
+    </title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <style>
+        * {
+            font-family: monospace;
+        }
 
-            // updates the scores
-            function updateScores() {
-                const cElement = document.getElementById('computer-score');
-                const uElement = document.getElementById('player-score');
+        body {
+            margin: 10px;
+        }
 
-                cElement.innerHTML = `${cScore}`
-                uElement.innerHTML = `${uScore}`
-            }
+        .title {
+            text-align: center;
+        }
 
-            // clears all options the user selected
-            function clearOptions() {
-                const elements = document.getElementsByName('option');
-                for(var i=0; i < elements.length; i++) {
-                    elements[i].checked = false;
-                }
-            }
+        .game-div {
+            text-align: center;
+        }
 
-            // triggers when the user clicks the "shoot" button
-            function optionSelected() {
-                const uOption = getUserOption();
-                const cOption = getComputerOption();
+        .rps-image {
+            text-align: center;
+        }
 
-                if (null === uOption) {
-                    return;
-                }
+        .game-table {
+            margin: auto;
+            border: 1px solid black;
+            width: 80%;
+            border-collapse: collapse;
+        }
+
+        .game-td {
+            border: 1px solid black;
+            width: 50%;
+            text-align: center;
+        }
+
+        .timer {
+            font-weight: bold;
+            font-size: xx-large;
+        }
+
+        .score {
+            font-weight: bold;
+            color: blueviolet;
+            font-size: 25px;
+        }
+    </style>
+
+</head>
 
-                clearInterval(timer);
-                
-                console.log(`user ${uOption}, computer ${cOption}`);
-                
-                const uImage = document.getElementById('player-image')                    
-                const cImage = document.getElementById('computer-image');
-                
-                uImage.src = getImageSrc(uOption);
-                cImage.src = getImageSrc(cOption);
-
-                const winner = getWinner(uOption, cOption);
-                if (winner === 'user') {
-                    playSound('win');
-                    uScore = uScore + 1;
-                } else if (winner === 'computer') {
+<body onload="init()">
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Rock, Paper, Scissor Shoot!</h1>
+            <p class="lead">
+                Play against the computer
+            </p>
+            <hr class="my-4">
+            <p>
+                You will have 15 seconds to make a decision, or the computer wins by default
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/rps-game" target="_blank">
+                    Source Code
+                </a>
+            </p>
+        </div>
+    </div>
+    <table class="game-table">
+        <tbody>
+            <tr>
+                <td class="game-td score">
+                    Player Score: <span id="player-score"></span>
+                </td>
+                <td class="game-td score">
+                    Computer Score: <span id="computer-score"></span>
+                </td>
+            </tr>
+            <tr>
+                <td class="game-td">
+                    <div class="rps-image">
+                        <img id="player-image" src="images/start.png">
+                    </div>
+                </td>
+                <td class="game-td">
+                    <div class="rps-image">
+                        <img id="computer-image" src="images/start.png">
+                    </div>
+                </td>
+            </tr>
+            <tr>
+                <td class="game-td">
+                    <input id="rock_option" type="radio" name="option" value="rock"> <label
+                        for="rock_option">Rock</label>
+                    <input id="paper_option" type="radio" name="option" value="paper"> <label
+                        for="paper_option">Paper</label>
+                    <input id="scissor_option" type="radio" name="option" value="scissor"> <label
+                        for="scissor_option">Scissor</label>
+                    <button type="button" class="btn btn-primary btn-sm" onclick="optionSelected()">Shoot</button>
+                </td>
+                <td class="game-td">
+                    <div id="timer" class="timer"></div>
+                </td>
+            </tr>
+        </tbody>
+    </table>
+
+    <audio id="win">
+        <source src="audio/win.mp3" type="audio/mp3">
+    </audio>
+    <audio id="tie">
+        <source src="audio/tie.mp3" type="audio/mp3">
+    </audio>
+    <audio id="lose">
+        <source src="audio/lose.mp3" type="audio/mp3">
+    </audio>
+
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/howler/2.2.0/howler.min.js" crossorigin="anonymous"></script>
+    <script>
+        const maxSeconds = 15; // timer, max time for countdown
+        let curSeconds = 0; // the current time in the countdown
+        let timer; // the timer
+        let uScore = 0; // user's score
+        let cScore = 0; // computer's score
+
+        // initializes the game
+        function init() {
+            console.log('initializing');
+            updateScores();
+            countDown();
+        }
+
+        // starts the countdown 
+        function countDown() {
+            curSeconds = maxSeconds;
+            document.getElementById('timer').innerHTML = `${curSeconds}`;
+
+            function doTimer() {
+                curSeconds = curSeconds - 1;
+                if (curSeconds >= 0) {
+                    document.getElementById('timer').innerHTML = `${curSeconds}`;
+                } else {
                     playSound('lose');
+                    clearInterval(timer);
+
                     cScore = cScore + 1;
-                } else {
-                    playSound('tie');
+                    updateScores();
+
+                    const uImage = document.getElementById('player-image')
+                    const cImage = document.getElementById('computer-image');
+
+                    uImage.src = getImageSrc('');
+                    cImage.src = getImageSrc('');
+
+                    countDown();
                 }
+            };
+
+            timer = setInterval(doTimer, 1000);
+        }
 
-                clearOptions();
-                updateScores();
-                countDown();
+        // updates the scores
+        function updateScores() {
+            const cElement = document.getElementById('computer-score');
+            const uElement = document.getElementById('player-score');
+
+            cElement.innerHTML = `${cScore}`
+            uElement.innerHTML = `${uScore}`
+        }
+
+        // clears all options the user selected
+        function clearOptions() {
+            const elements = document.getElementsByName('option');
+            for (var i = 0; i < elements.length; i++) {
+                elements[i].checked = false;
             }
+        }
 
-            // gets the winner, user or computer or tie
-            function getWinner(u, c) {
-                if (u === 'rock' && c === 'paper') {
-                    return 'computer';
-                } else if (u === 'rock' && c === 'scissor') {
-                    return 'user';
-                } else if (u === 'rock' && c === 'rock') {
-                    return 'tie';
-                } else if (u === 'paper' && c === 'paper') {
-                    return 'tie';
-                } else if (u === 'paper' && c === 'scissor') {
-                    return 'computer';
-                } else if (u === 'paper' && c === 'rock') {
-                    return 'user';
-                } else if (u === 'scissor' && c === 'paper') {
-                    return 'user';
-                } else if (u === 'scissor' && c === 'scissor') {
-                    return 'tie';
-                } else {
-                    return 'computer';
-                }
+        // triggers when the user clicks the "shoot" button
+        function optionSelected() {
+            const uOption = getUserOption();
+            const cOption = getComputerOption();
+
+            if (null === uOption) {
+                return;
             }
 
-            // gets the corresponding image based on what the user or computer selected
-            function getImageSrc(option) {
-                if (option == 'rock') {
-                    return 'images/rock.png';
-                } else if (option === 'paper') {
-                    return 'images/paper.png';
-                } else if (option == 'scissor') {
-                    return 'images/scissor.png';
-                } else {
-                    return 'images/start.png';
-                }
+            clearInterval(timer);
+
+            console.log(`user ${uOption}, computer ${cOption}`);
+
+            const uImage = document.getElementById('player-image')
+            const cImage = document.getElementById('computer-image');
+
+            uImage.src = getImageSrc(uOption);
+            cImage.src = getImageSrc(cOption);
+
+            const winner = getWinner(uOption, cOption);
+            if (winner === 'user') {
+                playSound('win');
+                uScore = uScore + 1;
+            } else if (winner === 'computer') {
+                playSound('lose');
+                cScore = cScore + 1;
+            } else {
+                playSound('tie');
             }
 
-            // plays a sound
-            function playSound(id) {
-                const sound = document.getElementById(id);
-                sound.play();
+            clearOptions();
+            updateScores();
+            countDown();
+        }
+
+        // gets the winner, user or computer or tie
+        function getWinner(u, c) {
+            if (u === 'rock' && c === 'paper') {
+                return 'computer';
+            } else if (u === 'rock' && c === 'scissor') {
+                return 'user';
+            } else if (u === 'rock' && c === 'rock') {
+                return 'tie';
+            } else if (u === 'paper' && c === 'paper') {
+                return 'tie';
+            } else if (u === 'paper' && c === 'scissor') {
+                return 'computer';
+            } else if (u === 'paper' && c === 'rock') {
+                return 'user';
+            } else if (u === 'scissor' && c === 'paper') {
+                return 'user';
+            } else if (u === 'scissor' && c === 'scissor') {
+                return 'tie';
+            } else {
+                return 'computer';
             }
+        }
 
-            // gets what the user selected
-            function getUserOption() {
-                const element = document.querySelector('input[name="option"]:checked');
-                if (element === null) {
-                    return null;
-                } else {
-                    return element.value;
-                }
+        // gets the corresponding image based on what the user or computer selected
+        function getImageSrc(option) {
+            if (option == 'rock') {
+                return 'images/rock.png';
+            } else if (option === 'paper') {
+                return 'images/paper.png';
+            } else if (option == 'scissor') {
+                return 'images/scissor.png';
+            } else {
+                return 'images/start.png';
             }
+        }
+
+        // plays a sound
+        function playSound(id) {
+            const sound = document.getElementById(id);
+            sound.play();
+        }
 
-            // gets what the computer selected
-            function getComputerOption() {
-                const options = ['rock', 'paper', 'scissor'];
-                const option = options[Math.floor(Math.random() * options.length)];
-                return option;
+        // gets what the user selected
+        function getUserOption() {
+            const element = document.querySelector('input[name="option"]:checked');
+            if (element === null) {
+                return null;
+            } else {
+                return element.value;
             }
-        </script>
-    </head>
-    <body onload="init()">
-        <h1 class="title">Rock, Paper, Scissor SHOOT!</h1>
-        <table class="game-table">
-            <tbody>
-                <tr>
-                    <td class="game-td score">
-                        Player Score: <span id="player-score"></span>
-                    </td>
-                    <td class="game-td score">
-                        Computer Score: <span id="computer-score"></span>
-                    </td>
-                </tr>
-                <tr>
-                    <td class="game-td">
-                        <div class="rps-image">
-                            <img id="player-image" src="images/start.png">
-                        </div>
-                    </td>
-                    <td class="game-td">
-                        <div class="rps-image">
-                            <img id="computer-image" src="images/start.png">
-                        </div>
-                    </td>
-                </tr>
-                <tr>
-                    <td class="game-td">
-                        <input id="rock_option" type="radio" name="option" value="rock"> <label for="rock_option">Rock</label>
-                        <input id="paper_option" type="radio" name="option" value="paper"> <label for="paper_option">Paper</label>
-                        <input id="scissor_option" type="radio" name="option" value="scissor"> <label for="scissor_option">Scissor</label>
-                        <button onclick="optionSelected()">Shoot</button>
-                    </td>
-                    <td class="game-td">
-                        <div id="timer" class="timer"></div>
-                    </td>
-                </tr>
-            </tbody>
-        </table>
-
-        <audio id="win">
-            <source src="audio/win.mp3" type="audio/mp3">
-        </audio>
-        <audio id="tie">
-            <source src="audio/tie.mp3" type="audio/mp3">
-        </audio>
-        <audio id="lose">
-            <source src="audio/lose.mp3" type="audio/mp3">
-        </audio>
-    </body>
+        }
+
+        // gets what the computer selected
+        function getComputerOption() {
+            const options = ['rock', 'paper', 'scissor'];
+            const option = options[Math.floor(Math.random() * options.length)];
+            return option;
+        }
+    </script>
+</body>
+
 </html>
\ No newline at end of file
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diff --git a/html/sign-language/index.html b/html/sign-language/index.html
new file mode 100644
index 0000000..90c7813
--- /dev/null
+++ b/html/sign-language/index.html
@@ -0,0 +1,418 @@
+<html>
+
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Learn sign language alphabets">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Sign Language">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Sign Language</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        body {
+            margin: 10px;
+        }
+
+        .img-max-height {
+            display: block;
+            width: auto;
+            margin-left: auto;
+            margin-right: auto;
+            max-height: 100px;
+
+        }
+
+        .img-max-height.img-lg {
+            max-height: 400px;
+            min-height: 200px;
+        }
+    </style>
+</head>
+
+<body onload="init()">
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">American Manual Alphabet</h1>
+            <p class="lead">
+                <a href="https://en.wikipedia.org/wiki/American_manual_alphabet" target="_blank">Wikipedia</a>
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/sign-language" target="_blank">
+                    Source Code
+                </a>
+            </p>
+            <hr class="my-4">
+            <button type="button" class="btn btn-primary" data-toggle="modal" data-target="#chartModal">
+                View Chart
+            </button>
+        </div>
+    </div>
+    <div class="container">
+        <div class="row">
+            <div class="col">
+                <div class="text-center">
+                    <img id="alphabet" src="images/a.png" class="img-fluid img-max-height img-lg mx-auto d-block" />
+                </div>
+            </div>
+            <div class="col">
+                <div>
+                    Which letter is represented by the picture?
+                </div>
+                <br />
+                <div class="btn-group" data-toggle="buttons">
+                    <label class="btn btn-info">
+                        <input type="radio" name="options" id="option1" onclick="optionClicked(1)"> <span
+                            id="answer1">A</span>
+                    </label>
+                    <label class="btn btn-secondary">
+                        <input type="radio" name="options" id="option2" onclick="optionClicked(2)"> <span
+                            id="answer2">B</span>
+                    </label>
+                </div>
+
+                <div>
+                    <button type="button" class="btn btn-primary" onclick="next()">Next</button>
+                </div>
+
+                <br />
+                <div id="result" class="result" role="alert">
+
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <!-- Modal -->
+    <div class="modal fade bd-example-modal-lg" id="chartModal" tabindex="-1" role="dialog"
+        aria-labelledby="myLargeModalLabel" aria-hidden="true">
+        <div class="modal-dialog modal-lg">
+            <div class="modal-content">
+                <div class="modal-header">
+                    <h5 class="modal-title" id="exampleModalLabel">AMA Chart</h5>
+                    <button type="button" class="close" data-dismiss="modal" aria-label="Close">
+                        <span aria-hidden="true">&times;</span>
+                    </button>
+                </div>
+                <div class="modal-body">
+                    <div id="alphabetChart" class="">
+                        <div class="row">
+                            <div class="col-3">
+                                <img src="images/a.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>a</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/b.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>b</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/c.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>c</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/d.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>d</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/e.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>e</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/f.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>f</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/g.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>g</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/h.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>h</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/i.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>i</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/j.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>j</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/k.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>k</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/l.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>l</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/m.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>m</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/n.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>n</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/o.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>o</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/p.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>p</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/q.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>q</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/r.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>r</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/s.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>s</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/t.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>t</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/u.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>u</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/v.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>v</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/w.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>w</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/x.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>x</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/y.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>y</span>
+                                    </div>
+                                </div>
+                            </div>
+                            <div class="col-3">
+                                <img src="images/z.png" alt="" class="img-fluid img-max-height">
+                                <div class="row">
+                                    <div class="col-12 text-center">
+                                        <span>z</span>
+                                    </div>
+                                </div>
+                            </div>
+                        </div>
+                    </div>
+                </div>
+                <div class="modal-footer">
+                    <button type="button" class="btn btn-secondary" data-dismiss="modal">Close</button>
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/underscore.js/1.10.2/underscore-min.js"
+        crossorigin="anonymous"></script>
+    <script>
+        const data = getData();
+        let answer;
+
+        function init() {
+            next();
+        }
+
+        function optionClicked(option) {
+            console.log(option);
+            const id = `answer${option}`;
+            const choice = document.getElementById(id).innerHTML;
+            console.log(answer === choice);
+
+            const div = document.getElementById('result');
+            div.style.display = 'block';
+
+            if (answer === choice) {
+                div.setAttribute('class', 'alert alert-success');
+                div.innerHTML = 'correct!';
+            } else {
+                div.setAttribute('class', 'alert alert-danger');
+                div.innerHTML = 'incorrect!';
+            }
+        }
+
+        function clearRadios() {
+            const options = document.getElementsByName('options');
+            for (let i = 0; i < options.length; i++) {
+                options[i].checked = false;
+            }
+        }
+
+        function next() {
+            clearRadios();
+            const item1 = getRandomChar();
+            let item2 = getRandomChar();
+            while (item2.data === item1.data) {
+                item2 = getRandomChar();
+            }
+
+            document.getElementById('alphabet').src = item1.src;
+            answer = item1.data;
+            console.log(answer);
+
+            const options = _.shuffle([item1.data, item2.data]);
+            document.getElementById('answer1').innerHTML = options[0];
+            document.getElementById('answer2').innerHTML = options[1];
+
+            const div = document.getElementById('result');
+            div.style.display = 'none';
+        }
+
+        function getDims(srcW, srcH, maxW, maxH) {
+            const ratio = Math.min(maxW / srcW, maxH / srcH);
+
+            return { width: srcW * ratio, height: srcH * ratio };
+        }
+
+        function getRandomChar() {
+            return _.sample(data);
+        }
+
+        function getImg(item) {
+            const img = document.createElement('img');
+            img.id = item.id;
+            img.src = item.src;
+            img.data = item.data;
+
+            return img;
+        }
+
+        function getData() {
+            function toJson(c) {
+                return {
+                    id: `img-${c}`,
+                    data: c,
+                    src: `images/${c}.png`
+                };
+            }
+            return [...'abcdefghijklmnopqrstuvwxyz'].map(c => toJson(c));
+        }
+    </script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/html/slot-machine-game/index.html b/html/slot-machine-game/index.html
index a959c48..910047e 100644
--- a/html/slot-machine-game/index.html
+++ b/html/slot-machine-game/index.html
@@ -1,106 +1,149 @@
 <html>
-    <head>
-        <title>Slot Machine!</title>
-        <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/animate.css/3.7.2/animate.min.css">
-        <script>
-            function getRandomNumber() {
-                return Math.floor(Math.random() * 2) + 1;
-            }
 
-            function getElement(id) {
-                return document.getElementById(id);
-            }
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Slot machine game">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Slot Machine, Game">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Slot Machine!</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/animate.css/3.7.2/animate.min.css">
+    <style>
+        * {
+            font-family: monospace;
+        }
 
-            function spin() {
-                const item1 = getElement('item1');
-                const item2 = getElement('item2');
-                const item3 = getElement('item3');
-
-                const num1 = getRandomNumber();
-                const num2 = getRandomNumber();
-                const num3 = getRandomNumber();
-
-                item1.innerHTML = `${num1}`;
-                item2.innerHTML = `${num2}`;
-                item3.innerHTML = `${num3}`;
-
-                if (num1 === num2 && num1 === num3) {
-                    playBoing();
-                    showMessage();
-                } else {
-                    hideMessage();
-                }
-            } 
-
-            function playBoing() {
-                const boing = document.getElementById("boing");
-                boing.play();
-            }
+        body {
+            margin: 10px;
+        }
 
-            function showMessage() {
-                const msg = document.getElementById("message");
-                msg.style.display = "block";
-                msg.classList.add('animated', 'pulse')
-            }
+        .slot-number {
+            font-size: 100px;
+        }
 
-            function hideMessage() {
-                const msg = document.getElementById("message");
-                msg.style.display = "none";
-            }
-        </script>
-        <style>
-            * {
-                font-family: monospace;
-            }
-            body {
-                background-color: lightblue;
-            }
-            .slot-number {
-                font-size: 100px;
-            }
-            .message {
-                text-align: center;
-                display: none;
-                font-size: xx-large;
-                color: red;
-            }
-            .center {
-                text-align: center;
-            }
-            .lever {
-                margin-top: 5px;
-            }
-            table.center {
-                margin-left: auto;
-                margin-right: auto;
-            }
-        </style>
-    </head>
-    <body>
-        <h1 class="center">Play Slot!</h1>
-        <div class="center lever">
-            <button onclick="spin()">Lever</button>
-        </div>
-        <table class="center">
-            <tbody>
-                <tr>
-                    <td>
-                        <span id="item1" class="slot-number">-</span>
-                    </td>
-                    <td>
-                        <span id="item2" class="slot-number">-</span>
-                    </td>
-                    <td>
-                        <span id="item3" class="slot-number">-</span>
-                    </td>
-                </tr>
-            </tbody>
-        </table>
-        <div id="message" class="center message">
-            You Won!
+        .message {
+            text-align: center;
+            display: none;
+            font-size: xx-large;
+            color: red;
+        }
+
+        .center {
+            text-align: center;
+        }
+
+        .lever {
+            margin-top: 5px;
+        }
+
+        table.center {
+            margin-left: auto;
+            margin-right: auto;
+        }
+    </style>
+</head>
+
+<body>
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Play Slot!</h1>
+            <p class="lead">
+                Slot machine simulator
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/slot-machine-game" target="_blank">
+                    Source Code
+                </a>
+            </p>
+            <hr class="my-4">
+            <p>
+                Hit lever button to start
+            </p>
         </div>
-        <audio id="boing">
-            <source src="boing.mp3" type="audio/mpeg">
-        </audio>
-    </body>
+    </div>
+    <div class="center lever">
+        <button type="button" class="btn btn-primary" onclick="spin()">Lever</button>
+    </div>
+    <table class="center">
+        <tbody>
+            <tr>
+                <td>
+                    <span id="item1" class="slot-number">-</span>
+                </td>
+                <td>
+                    <span id="item2" class="slot-number">-</span>
+                </td>
+                <td>
+                    <span id="item3" class="slot-number">-</span>
+                </td>
+            </tr>
+        </tbody>
+    </table>
+    <div id="message" class="center message">
+        You Won!
+    </div>
+    <audio id="boing">
+        <source src="boing.mp3" type="audio/mpeg">
+    </audio>
+
+    <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"
+        integrity="sha384-DfXdz2htPH0lsSSs5nCTpuj/zy4C+OGpamoFVy38MVBnE+IbbVYUew+OrCXaRkfj"
+        crossorigin="anonymous"></script>
+    <script src="https://cdn.jsdelivr.net/npm/popper.js@1.16.0/dist/umd/popper.min.js"
+        integrity="sha384-Q6E9RHvbIyZFJoft+2mJbHaEWldlvI9IOYy5n3zV9zzTtmI3UksdQRVvoxMfooAo"
+        crossorigin="anonymous"></script>
+    <script src="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/js/bootstrap.min.js"
+        integrity="sha384-OgVRvuATP1z7JjHLkuOU7Xw704+h835Lr+6QL9UvYjZE3Ipu6Tp75j7Bh/kR0JKI"
+        crossorigin="anonymous"></script>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/howler/2.2.0/howler.min.js" crossorigin="anonymous"></script>
+    <script>
+        function getRandomNumber() {
+            return Math.floor(Math.random() * 2) + 1;
+        }
+
+        function getElement(id) {
+            return document.getElementById(id);
+        }
+
+        function spin() {
+            const item1 = getElement('item1');
+            const item2 = getElement('item2');
+            const item3 = getElement('item3');
+
+            const num1 = getRandomNumber();
+            const num2 = getRandomNumber();
+            const num3 = getRandomNumber();
+
+            item1.innerHTML = `${num1}`;
+            item2.innerHTML = `${num2}`;
+            item3.innerHTML = `${num3}`;
+
+            if (num1 === num2 && num1 === num3) {
+                playBoing();
+                showMessage();
+            } else {
+                hideMessage();
+            }
+        }
+
+        function playBoing() {
+            const boing = document.getElementById("boing");
+            boing.play();
+        }
+
+        function showMessage() {
+            const msg = document.getElementById("message");
+            msg.style.display = "block";
+            msg.classList.add('animated', 'pulse')
+        }
+
+        function hideMessage() {
+            const msg = document.getElementById("message");
+            msg.style.display = "none";
+        }
+    </script>
+</body>
+
 </html>
\ No newline at end of file
diff --git a/html/solar-system/index.html b/html/solar-system/index.html
new file mode 100644
index 0000000..df056c2
--- /dev/null
+++ b/html/solar-system/index.html
@@ -0,0 +1,293 @@
+<html>
+
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Solar system, planetary orbits">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Solar System, Planets, Orbits">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Solar System</title>
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        .center {
+            text-align: center;
+        }
+
+        .solar-system {
+            width: calc(100vw - 30px);
+            height: calc(100vw - 30px);
+            margin-left: auto;
+            margin-right: auto;
+        }
+
+        svg.solar-system {
+            background-color: transparent;
+            width: 100%;
+            height: 100%;
+        }
+
+        svg>g>text {
+            fill: white !important;
+        }
+
+        svg>g[id$="path"] {
+            transform: translate(calc((100vw - 30px) / 2), calc((100vw - 30px) / 2)) !important;
+        }
+
+        body {
+            color: white;
+            background: black;
+        }
+
+        #custom-bg {
+            background-position: center center;
+            background-repeat: no-repeat;
+            background-size: cover;
+            height: 100%;
+            left: 0;
+            margin: 0;
+            opacity: 0.0;
+            padding: 0;
+            position: fixed;
+            top: 0;
+            transition: opacity 700ms;
+            width: 100%;
+            z-index: -1;
+        }
+    </style>
+</head>
+
+<body onload="init()" onresize="reinit()">
+    <!-- <div id="custom-bg" style="background-image: linear-gradient(rgba(0, 0, 0, 0), rgba(0, 0, 0, 0.3)), url('space.jpg'); opacity: 1;"></div> -->
+    <div class="center">
+        <h1>Solar System</h1>
+    </div>
+    <div class="solar-system">
+        <svg id="solar-system" class="solar-system" transform="scale(-1, 1)">
+            <g id="sun" transform="translate(500, 500)">
+                <circle id="sun-circle" r="50" fill="#fcca03" />
+                <text transform="scale(-1, 1)" y="60" dominant-baseline="middle" text-anchor="middle">Sun</text>
+            </g>
+            <!-- planets -->
+            <g id="mercury" transform="translate(500, 600)">
+                <circle id="mercury-circle" r="10.09" fill="silver" />
+                <text transform="scale(-1, 1)" y="20" dominant-baseline="middle" text-anchor="middle">Mercury</text>
+            </g>
+            <g id="venus" transform="translate(500, 654)">
+                <circle id="venus-circle" r="16.5" fill="silver" />
+                <text transform="scale(-1, 1)" y="30" dominant-baseline="middle" text-anchor="middle">Venus</text>
+            </g>
+            <g id="earth" transform="translate(500, 682)">
+                <circle id="earth-circle" r="16.9" fill="silver" />
+                <text transform="scale(-1, 1)" y="40" dominant-baseline="middle" text-anchor="middle">earth</text>
+            </g>
+            <g id="mars" transform="translate(500, 718.5)">
+                <circle id="mars-circle" r="12.4" fill="silver" />
+                <text transform="scale(-1, 1)" y="30" dominant-baseline="middle" text-anchor="middle">Mars</text>
+            </g>
+            <g id="jupiter" transform="translate(500, 824.75)">
+                <circle id="jupiter-circle" r="33.9" fill="silver" />
+                <text transform="scale(-1, 1)" y="50" dominant-baseline="middle" text-anchor="middle">Jupiter</text>
+            </g>
+            <g id="saturn" transform="translate(500, 877.8)">
+                <circle id="saturn-circle" r="32.731" fill="silver" />
+                <text transform="scale(-1, 1)" y="50" dominant-baseline="middle" text-anchor="middle">Saturn</text>
+            </g>
+            <g id="uranus" transform="translate(500, 937.8)">
+                <circle id="uranus-circle" r="26.677" fill="silver" />
+                <text transform="scale(-1, 1)" y="40" dominant-baseline="middle" text-anchor="middle">Uranus</text>
+            </g>
+            <g id="neptune" transform="translate(500, 976.8)">
+                <circle id="neptune-circle" r="26.4" fill="silver" />
+                <text transform="scale(-1, 1)" y="40" dominant-baseline="middle" text-anchor="middle">Neptune</text>
+            </g>
+            <g id="pluto" transform="translate(500, 1000)">
+                <circle id="pluto-circle" r="5.0" fill="brown" />
+                <text transform="scale(-1, 1)" y="-20" dominant-baseline="middle" text-anchor="middle">Pluto</text>
+            </g>
+            <!-- orbital paths -->
+            <g id="mercury-path">
+                <circle id="mercury-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+            <g id="venus-path">
+                <circle id="venus-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+            <g id="earth-path">
+                <circle id="earth-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+            <g id="mars-path">
+                <circle id="mars-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+            <g id="jupiter-path">
+                <circle id="jupiter-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+            <g id="saturn-path">
+                <circle id="saturn-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+            <g id="uranus-path">
+                <circle id="uranus-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+            <g id="neptune-path">
+                <circle id="neptune-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+            <g id="pluto-path">
+                <circle id="pluto-path-circle" r="75" fill="none" opacity="0.3" stroke="black" stroke-width="2"
+                    stroke-dasharray="15.7, 15.7" />
+            </g>
+        </svg>
+    </div>
+    <script>
+        let time = 1.0;
+        let solarSystem;
+        let timer;
+
+        function init() {
+            solarSystem = initSolarSystem();
+            timer = setInterval(orbit, 100);
+        }
+
+        function reinit() {
+            clearInterval(timer);
+            init();
+        }
+
+        function orbit() {
+            const center = solarSystem.center;
+            solarSystem.planets.forEach(p => {
+                const c = p.tick(time);
+                const x = c.get('x');
+                const y = c.get('y');
+
+                const gId = `${p.name}`;
+                const g = document.getElementById(gId);
+                g.setAttribute('transform', `translate(${x}, ${y})`);
+            });
+            time += 50.0;
+        }
+
+        function initSolarSystem() {
+            const width = document.getElementById('solar-system').clientWidth;
+            const height = document.getElementById('solar-system').clientHeight;
+            const cx = width / 2.0;
+            const cy = height / 2.0;
+
+            document.getElementById('sun').setAttribute('transform', `translate(${cx}, ${cy})`)
+
+            const planets = getPlanets();
+
+            const pDiam = getDiamScalingParams();
+            const pDist = getDistScalingParams(a = 75, b = cx - 30);
+
+            planets.forEach(p => {
+                p.normDiam = rescale(Math.log(p.diameter), pDiam.a, pDiam.b, pDiam.min, pDiam.max);
+                p.x = rescale(Math.log(p.distance), pDist.a, pDist.b, pDist.min, pDist.max) + cx;
+                p.y = cy;
+                p.normDist = Math.sqrt(Math.pow(p.x - cx, 2.0) + Math.pow(p.y - cy, 2.0));
+                p.delta = 360.0 / p.orbitalPeriod;
+                p.cx = cx;
+                p.cy = cy;
+
+                const gId = `${p.name}`;
+                const g = document.getElementById(gId);
+                g.setAttribute('transform', `translate(${p.x}, ${p.y})`);
+
+                const circleId = `${p.name}-circle`;
+                const circle = document.getElementById(circleId);
+                circle.setAttribute('r', `${p.normDiam}`);
+                circle.setAttribute('fill', `${p.color}`);
+
+                const cId = `${p.name}-path-circle`;
+                const c = document.getElementById(cId);
+                c.setAttribute('r', `${p.normDist}`);
+                c.setAttribute('stroke', `${p.color}`);
+            });
+
+            console.table(planets);
+
+            return {
+                planets: planets,
+                center: { x: cx, y: cy }
+            };
+        }
+
+        function getDiamScalingParams(a = 5, b = 50) {
+            const planets = getPlanets();
+
+            const diams = planets.map(p => Math.log(p.diameter));
+            diams.push(Math.log(1391982.78));
+
+            let min = Math.min(...diams);
+            let max = Math.max(...diams);
+            return { a: a, b: b, min: min, max: max };
+        }
+
+        function getDistScalingParams(a = 75, b = 750) {
+            const planets = getPlanets();
+
+            const dists = planets.map(p => Math.log(p.distance));
+            const min = Math.min(...dists);
+            const max = Math.max(...dists);
+            return { a: a, b: b, min: min, max: max };
+        }
+
+        function rescale(x, a, b, min, max) {
+            return (b - a) * (x - min) / (max - min) + a;
+        }
+
+        function getPlanets() {
+            const sunDiameter = 1391982.78;
+            const planets = [
+                getPlanet('mercury', 4879.0, 57.9, 1407.6, 88.0, '#9ea5b0'),
+                getPlanet('venus', 12104.0, 108.2, -5832.5, 224.7, '#3db536'),
+                getPlanet('earth', 12756.0, 149.6, 23.9, 365.2, '#0b56e0'),
+                getPlanet('mars', 6792.0, 227.9, 24.6, 687.0, '#ff6b4a'),
+                getPlanet('jupiter', 142984.0, 778.6, 9.9, 4331.0, '#e6a009'),
+                getPlanet('saturn', 120536.0, 1433.5, 10.7, 10747.0, '#dfe374'),
+                getPlanet('uranus', 51118.0, 2872.5, -17.2, 30589.0, '#63db8f'),
+                getPlanet('neptune', 49528.0, 4495.1, 16.1, 59800.0, '#63a1db'),
+                getPlanet('pluto', 2370.0, 5906.4, -153.3, 90560.0, '#ad935a'),
+            ];
+
+            return planets;
+        }
+
+        function getPlanet(name, diameter, distance, rotationPeriod, orbitalPeriod, color) {
+            return {
+                name: name,
+                diameter: diameter,
+                distance: distance,
+                rotationPeriod: rotationPeriod,
+                orbitalPeriod: orbitalPeriod,
+                color: color,
+                tick: function (time) {
+                    const delta = 360.0 / this.orbitalPeriod;
+                    const theta = time * delta;
+                    const r = this.normDist;
+                    const cx = this.cx;
+                    const cy = this.cy;
+
+                    const x = cx + Math.cos(2.0 * Math.PI / 3600.0 * theta) * r;
+                    const y = cy + Math.sin(2.0 * Math.PI / 3600.0 * theta) * r;
+
+                    const m = new Map();
+                    m.set('x', x);
+                    m.set('y', y);
+                    return m;
+                }
+            };
+        }
+    </script>
+</body>
+
+</html>
\ No newline at end of file
diff --git a/html/tic-tac-toe/index.html b/html/tic-tac-toe/index.html
index 447e3c7..8553576 100644
--- a/html/tic-tac-toe/index.html
+++ b/html/tic-tac-toe/index.html
@@ -1,228 +1,265 @@
 <html>
-    <head>
-        <title>Tic-Tac-Toe</title>
-        <style>
-            * {
-                font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
-            }
-            .center {
-                text-align: center;
-            }
-            .ttt-table {
-                margin: auto;
-                width: 80%;
-            }
-            .ttt-cell {
-                text-align: center;
-                font-size: x-large;
-                background: lightblue;
-                width: 80px;
-                height: 80px;
-                padding: 15px;
-            }
-        </style>
-    </head>
-    <body onload="init()">
-        <div class="center">
-            <h1>Tic-Tac-Toe!</h1>
-        </div>
-        <div class="center">
-            <button onclick="restart()">restart</button>
-        </div>
-        <table class="ttt-table">
-            <tbody>
-                <tr>
-                    <td id="c00" class="ttt-cell" onclick="clicked(0, 0)">&nbsp;</td>
-                    <td id="c01" class="ttt-cell" onclick="clicked(0, 1)">&nbsp;</td>
-                    <td id="c02" class="ttt-cell" onclick="clicked(0, 2)">&nbsp;</td>
-                </tr>
-                <tr>
-                    <td id="c10" class="ttt-cell" onclick="clicked(1, 0)">&nbsp;</td>
-                    <td id="c11" class="ttt-cell" onclick="clicked(1, 1)">&nbsp;</td>
-                    <td id="c12" class="ttt-cell" onclick="clicked(1, 2)">&nbsp;</td>
-                </tr>
-                <tr>
-                    <td id="c20" class="ttt-cell" onclick="clicked(2, 0)">&nbsp;</td>
-                    <td id="c21" class="ttt-cell" onclick="clicked(2, 1)">&nbsp;</td>
-                    <td id="c22" class="ttt-cell" onclick="clicked(2, 2)">&nbsp;</td>
-                </tr>
-            </tbody>
-        </table>
-        <div id="result" class="center">
 
+<head>
+    <meta charset="UTF-8">
+    <meta name="description" content="Tic-tac-toe game">
+    <meta name="keywords" content="HTML, CSS, JavaScript, Tic-tac-toe, Game">
+    <meta name="author" content="Jee Vang, Ph.D.">
+    <meta name="organization" content="One-Off Coder">
+    <title>Tic-Tac-Toe</title>
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.5.0/css/bootstrap.min.css"
+        integrity="sha384-9aIt2nRpC12Uk9gS9baDl411NQApFmC26EwAOH8WgZl5MYYxFfc+NcPb1dKGj7Sk" crossorigin="anonymous">
+    <style>
+        * {
+            font-family: monospace;
+        }
+
+        body {
+            margin: 10px;
+        }
+
+        .center {
+            text-align: center;
+        }
+
+        .ttt-table {
+            margin: auto;
+            width: 300px;
+        }
+
+        .ttt-cell {
+            text-align: center;
+            font-size: x-large;
+            background: lightblue;
+            width: 100px;
+            height: 100px;
+            padding: 15px;
+            border: 1px solid black;
+        }
+
+        .restart-button {
+            margin-bottom: 5px;
+        }
+    </style>
+</head>
+
+<body onload="init()">
+    <div class="jumbotron jumbotron-fluid">
+        <div class="container">
+            <h1 class="display-4">Tic-Tac-Toe!</h1>
+            <p class="lead">
+                Classic Tic-Tac-Toe game; play against the computer
+            </p>
+            <p>
+                <a href="https://github.com/oneoffcoder/lightning-projects/tree/master/html/tic-tac-toe" target="_blank">
+                    Source Code
+                </a>
+            </p>
+            <hr class="my-4">
+            <p>
+                Hit restart at any time to start over
+            </p>
+            <button id="restart-button" type="button" class="btn btn-primary" onclick="restart()">restart</button>
         </div>
+    </div>
+    <table class="ttt-table">
+        <tbody>
+            <tr>
+                <td id="c00" class="ttt-cell" onclick="clicked(0, 0)">&nbsp;</td>
+                <td id="c01" class="ttt-cell" onclick="clicked(0, 1)">&nbsp;</td>
+                <td id="c02" class="ttt-cell" onclick="clicked(0, 2)">&nbsp;</td>
+            </tr>
+            <tr>
+                <td id="c10" class="ttt-cell" onclick="clicked(1, 0)">&nbsp;</td>
+                <td id="c11" class="ttt-cell" onclick="clicked(1, 1)">&nbsp;</td>
+                <td id="c12" class="ttt-cell" onclick="clicked(1, 2)">&nbsp;</td>
+            </tr>
+            <tr>
+                <td id="c20" class="ttt-cell" onclick="clicked(2, 0)">&nbsp;</td>
+                <td id="c21" class="ttt-cell" onclick="clicked(2, 1)">&nbsp;</td>
+                <td id="c22" class="ttt-cell" onclick="clicked(2, 2)">&nbsp;</td>
+            </tr>
+        </tbody>
+    </table>
+    <br />
+    <div id="result" class="alert alert-primary" role="alert" style="display: none;"></div>
+
+    <audio id="clicked">
+        <source src="audio/fairy.mp3" type="audio/mp3">
+    </audio>
+
+    <script>
+        const uSymbol = 'X';
+        const cSymbol = 'O';
+        const grid = [
+            ['', '', ''],
+            ['', '', ''],
+            ['', '', '']
+        ];
+        const nRows = 3;
+        const nCols = 3;
+        const winPaths = [
+            [[0, 0], [0, 1], [0, 2]], // horizontals
+            [[1, 0], [1, 1], [1, 2]],
+            [[2, 0], [2, 1], [2, 2]],
+            [[0, 0], [1, 0], [2, 0]], // verticals
+            [[0, 1], [1, 1], [2, 1]],
+            [[0, 2], [1, 2], [2, 2]],
+            [[0, 0], [1, 1], [2, 2]], // diagonals
+            [[0, 2], [1, 1], [2, 0]]
+        ];
+        let gameOver = false;
+        let timer;
+        let isThinking = false;
+        let isPlayingSound = false;
 
-        <audio id="clicked">
-            <source src="audio/fairy.mp3" type="audio/mp3">
-        </audio>
-
-        <script>
-            const uSymbol = 'X';
-            const cSymbol = 'O';
-            const grid = [
-                ['', '', ''],
-                ['', '', ''],
-                ['', '', '']
-            ];
-            const nRows = 3;
-            const nCols = 3;
-            const winPaths = [
-                [[0, 0], [0, 1], [0, 2]], // horizontals
-                [[1, 0], [1, 1], [1, 2]],
-                [[2, 0], [2, 1], [2, 2]],
-                [[0, 0], [1, 0], [2, 0]], // verticals
-                [[0, 1], [1, 1], [2, 1]],
-                [[0, 2], [1, 2], [2, 2]],
-                [[0, 0], [1, 1], [2, 2]], // diagonals
-                [[0, 2], [1, 1], [2, 0]]
-            ];
-            let gameOver = false;
-            let timer;
-            let isThinking = false;
-            let isPlayingSound = false;
-
-            function init() {
-                const sound = document.getElementById('clicked');
-                sound.addEventListener('ended', () => {
-                    sound.currentTime = 0;
-                    isPlayingSound = false;
-                });
+        function init() {
+            const sound = document.getElementById('clicked');
+            sound.addEventListener('ended', () => {
+                sound.currentTime = 0;
+                isPlayingSound = false;
+            });
+
+            updateTable();
+        }
+
+        function clicked(row, col) {
+            if (gameOver || isThinking || isPlayingSound) {
+                return;
+            }
 
+            if (grid[row][col] === '') {
+                grid[row][col] = uSymbol;
+                playSound();
                 updateTable();
+            } else {
+                return;
             }
 
-            function clicked(row, col) {
-                if (gameOver || isThinking || isPlayingSound) {
-                    return;
-                }
+            let winner = getWinner();
+            const result = document.getElementById('result');
 
-                if (grid[row][col] === '') {
-                    grid[row][col] = uSymbol;
-                    playSound();
-                    updateTable();
+            if (winner === 'none') {
+                if (isGridFull()) {
+                    gameOver = true;
+                    result.innerHTML = `Draw!`;
+                    result.style.display = 'block';
                 } else {
-                    return;
-                }
-
-                let winner = getWinner();
-                const result = document.getElementById('result');
-
-                if (winner === 'none') {
-                    if (isGridFull()) {
-                        gameOver = true;
-                        result.innerHTML = `Draw!`;
-                    } else {
-                        function doTimer() {
-                            const position = getComputerPosition();
-                            const row = position.row;
-                            const col = position.col;
-                            grid[row][col] = cSymbol;
+                    function doTimer() {
+                        const position = getComputerPosition();
+                        const row = position.row;
+                        const col = position.col;
+                        grid[row][col] = cSymbol;
 
-                            updateTable();
+                        updateTable();
 
-                            winner = getWinner();
+                        winner = getWinner();
 
-                            if (winner !== 'none') {
-                                gameOver = true;
-                                result.innerHTML = `${winner} Win!`;
-                            }
+                        if (winner !== 'none') {
+                            gameOver = true;
+                            result.innerHTML = `${winner} Win!`;
+                            result.style.display = 'block';
+                        }
 
-                            clearInterval(timer);
-                            isThinking = false;
-                        };
+                        clearInterval(timer);
+                        isThinking = false;
+                    };
 
-                        isThinking = true;
-                        timer = setInterval(doTimer, 1000);
-                    }
-                } else {
-                    gameOver = true;
-                    result.innerHTML = `${winner} Win!`;
+                    isThinking = true;
+                    timer = setInterval(doTimer, 1000);
                 }
+            } else {
+                gameOver = true;
+                result.innerHTML = `${winner} Win!`;
+                result.style.display = 'block';
             }
+        }
 
-            function playSound() {
-                isPlayingSound = true;
-                const sound = document.getElementById('clicked');
-                sound.play();
-            }
+        function playSound() {
+            isPlayingSound = true;
+            const sound = document.getElementById('clicked');
+            sound.play();
+        }
 
-            function updateTable() {
-                for (let row = 0; row < nRows; row++) {
-                    for (let col = 0; col < nCols; col++) {
-                        const cellId = `c${row}${col}`;
-                        const cell = document.getElementById(cellId);
-                        cell.innerHTML = grid[row][col];
-                    }
+        function updateTable() {
+            for (let row = 0; row < nRows; row++) {
+                for (let col = 0; col < nCols; col++) {
+                    const cellId = `c${row}${col}`;
+                    const cell = document.getElementById(cellId);
+                    cell.innerHTML = grid[row][col];
                 }
             }
+        }
 
-            function restart() {
-                const result = document.getElementById('result');
-                result.innerHTML = '';
+        function restart() {
+            const result = document.getElementById('result');
+            result.innerHTML = '';
+            result.style.display = 'none';
 
-                gameOver = false;
-                clearTable();
-            }
+            gameOver = false;
+            clearTable();
+        }
 
-            function clearTable() {
-                for (let row = 0; row < nRows; row++) {
-                    for (let col = 0; col < nCols; col++) {
-                        grid[row][col] = '';
-                    }
+        function clearTable() {
+            for (let row = 0; row < nRows; row++) {
+                for (let col = 0; col < nCols; col++) {
+                    grid[row][col] = '';
                 }
-
-                updateTable();
             }
 
-            function getComputerPosition() {
-                while (true) {
-                    const r = Math.floor(Math.random() * nRows);
-                    const c = Math.floor(Math.random() * nCols);
-                    if (grid[r][c] === '') {
-                        return {
-                            row: r,
-                            col: c
-                        }
+            updateTable();
+        }
+
+        function getComputerPosition() {
+            while (true) {
+                const r = Math.floor(Math.random() * nRows);
+                const c = Math.floor(Math.random() * nCols);
+                if (grid[r][c] === '') {
+                    return {
+                        row: r,
+                        col: c
                     }
                 }
             }
+        }
 
-            function getWinner() {
-                for (const path of winPaths) {
-                    const r0 = path[0][0];
-                    const r1 = path[1][0];
-                    const r2 = path[2][0];
-
-                    const c0 = path[0][1];
-                    const c1 = path[1][1];
-                    const c2 = path[2][1];
-
-                    const v1 = grid[r0][c0];
-                    const v2 = grid[r1][c1];
-                    const v3 = grid[r2][c2];
-
-                    if (v1 === v2 && v1 === v3 && v1 !== '') {
-                        if (v1 === uSymbol) {
-                            return 'You';
-                        } else {
-                            return 'Computer';
-                        }
+        function getWinner() {
+            for (const path of winPaths) {
+                const r0 = path[0][0];
+                const r1 = path[1][0];
+                const r2 = path[2][0];
+
+                const c0 = path[0][1];
+                const c1 = path[1][1];
+                const c2 = path[2][1];
+
+                const v1 = grid[r0][c0];
+                const v2 = grid[r1][c1];
+                const v3 = grid[r2][c2];
+
+                if (v1 === v2 && v1 === v3 && v1 !== '') {
+                    if (v1 === uSymbol) {
+                        return 'You';
+                    } else {
+                        return 'Computer';
                     }
                 }
-
-                return 'none';
             }
 
-            function isGridFull() {
-                for (let row = 0; row < nRows; row++) {
-                    for (let col = 0; col < nCols; col++) {
-                        if (grid[row][col] === '') {
-                            return false;
-                        }
+            return 'none';
+        }
+
+        function isGridFull() {
+            for (let row = 0; row < nRows; row++) {
+                for (let col = 0; col < nCols; col++) {
+                    if (grid[row][col] === '') {
+                        return false;
                     }
                 }
-                return true;
             }
-        </script>
-    </body>
+            return true;
+        }
+    </script>
+</body>
+
 </html>
\ No newline at end of file
diff --git a/java/greenfoot/.gitignore b/java/greenfoot/.gitignore
new file mode 100644
index 0000000..718d5c3
--- /dev/null
+++ b/java/greenfoot/.gitignore
@@ -0,0 +1,2 @@
+*.class
+doc/
\ No newline at end of file
diff --git a/java/greenfoot/README.md b/java/greenfoot/README.md
new file mode 100644
index 0000000..562f5ef
--- /dev/null
+++ b/java/greenfoot/README.md
@@ -0,0 +1,7 @@
+![One-Off Coder Logo](../logo.png "One-Off Coder")
+
+# Projects
+
+* [bump-babies](bump-babies): fish eating baby snacks
+* [bee-vs-bug](bee-vs-bug): get away from the ladybug
+* [race-car](race-car): avoid oncoming traffic
\ No newline at end of file
diff --git a/java/greenfoot/bee-vs-bug/Bee.ctxt b/java/greenfoot/bee-vs-bug/Bee.ctxt
new file mode 100644
index 0000000..2a43262
--- /dev/null
+++ b/java/greenfoot/bee-vs-bug/Bee.ctxt
@@ -0,0 +1,7 @@
+#BlueJ class context
+comment0.target=Bee
+comment0.text=\n\ Write\ a\ description\ of\ class\ Bee\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=
+comment1.target=void\ act()
+comment1.text=\n\ Act\ -\ do\ whatever\ the\ Bee\ wants\ to\ do.\ This\ method\ is\ called\ whenever\n\ the\ 'Act'\ or\ 'Run'\ button\ gets\ pressed\ in\ the\ environment.\n
+numComments=2
diff --git a/java/greenfoot/bee-vs-bug/Bee.java b/java/greenfoot/bee-vs-bug/Bee.java
new file mode 100644
index 0000000..ca66e94
--- /dev/null
+++ b/java/greenfoot/bee-vs-bug/Bee.java
@@ -0,0 +1,35 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+
+/**
+ * Write a description of class Bee here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class Bee extends Actor
+{
+    static int x, y;
+    /**
+     * Act - do whatever the Bee wants to do. This method is called whenever
+     * the 'Act' or 'Run' button gets pressed in the environment.
+     */
+    public void act() 
+    {
+        // Add your action code here.
+        if (Greenfoot.isKeyDown("w") || Greenfoot.isKeyDown("up")) {
+            setRotation(-90);
+            move(5);
+        } else if (Greenfoot.isKeyDown("s") || Greenfoot.isKeyDown("down")) {
+            setRotation(90);
+            move(5);
+        } else if (Greenfoot.isKeyDown("a") || Greenfoot.isKeyDown("left")) {
+            setRotation(180);
+            move(5);
+        } else if (Greenfoot.isKeyDown("d") || Greenfoot.isKeyDown("right")) {
+            setRotation(0);
+            move(5);
+        }
+        this.x = getX();
+        this.y = getY();
+    }    
+}
diff --git a/java/greenfoot/bee-vs-bug/Bug.ctxt b/java/greenfoot/bee-vs-bug/Bug.ctxt
new file mode 100644
index 0000000..2075eb6
--- /dev/null
+++ b/java/greenfoot/bee-vs-bug/Bug.ctxt
@@ -0,0 +1,9 @@
+#BlueJ class context
+comment0.target=Bug
+comment0.text=\n\ Write\ a\ description\ of\ class\ Bug\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=
+comment1.target=void\ act()
+comment1.text=\n\ Act\ -\ do\ whatever\ the\ Bug\ wants\ to\ do.\ This\ method\ is\ called\ whenever\n\ the\ 'Act'\ or\ 'Run'\ button\ gets\ pressed\ in\ the\ environment.\n
+comment2.params=
+comment2.target=void\ movement()
+numComments=3
diff --git a/java/greenfoot/bee-vs-bug/Bug.java b/java/greenfoot/bee-vs-bug/Bug.java
new file mode 100644
index 0000000..f8bb1a7
--- /dev/null
+++ b/java/greenfoot/bee-vs-bug/Bug.java
@@ -0,0 +1,46 @@
+ import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+
+/**
+ * Write a description of class Bug here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class Bug extends Actor
+{
+    GreenfootSound sound = new GreenfootSound("ahhh.wav");
+    /**
+     * Act - do whatever the Bug wants to do. This method is called whenever
+     * the 'Act' or 'Run' button gets pressed in the environment.
+     */
+    public void act() 
+    {
+        // Add your action code here.
+        movement();
+        if (isTouching(Bee.class)) {
+            sound.play();
+            removeTouching(Bee.class);
+            Greenfoot.stop();
+        }
+    }    
+     
+    public void movement() {
+        int dx = 2;
+        int dy = 2;
+        
+        if (getX() < Bee.x) {
+            setRotation(0);
+            move((int)(Math.random() * dx) + 1);
+        } else if (getX() > Bee.x) {
+            setRotation(180);
+            move((int)(Math.random() * dx) + 1);
+        } 
+        if (getY() < Bee.y) {
+            setRotation(90);
+            move((int)(Math.random() * dy) + 1);
+        } else if (getY() > Bee.y) {
+            setRotation(270);
+            move((int)(Math.random() * dy) + 1);
+        }
+    }
+}
diff --git a/java/greenfoot/bee-vs-bug/MyWorld.ctxt b/java/greenfoot/bee-vs-bug/MyWorld.ctxt
new file mode 100644
index 0000000..6cd6349
--- /dev/null
+++ b/java/greenfoot/bee-vs-bug/MyWorld.ctxt
@@ -0,0 +1,10 @@
+#BlueJ class context
+comment0.target=MyWorld
+comment0.text=\n\ Write\ a\ description\ of\ class\ MyWorld\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=
+comment1.target=MyWorld()
+comment1.text=\n\ Constructor\ for\ objects\ of\ class\ MyWorld.\n\ \n
+comment2.params=
+comment2.target=void\ prepare()
+comment2.text=\n\ Prepare\ the\ world\ for\ the\ start\ of\ the\ program.\n\ That\ is\:\ create\ the\ initial\ objects\ and\ add\ them\ to\ the\ world.\n
+numComments=3
diff --git a/java/greenfoot/bee-vs-bug/MyWorld.java b/java/greenfoot/bee-vs-bug/MyWorld.java
new file mode 100644
index 0000000..2de20c4
--- /dev/null
+++ b/java/greenfoot/bee-vs-bug/MyWorld.java
@@ -0,0 +1,36 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+
+/**
+ * Write a description of class MyWorld here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class MyWorld extends World
+{
+    Bee bee;
+    Bug bug;
+    /**
+     * Constructor for objects of class MyWorld.
+     * 
+     */
+    public MyWorld()
+    {    
+        // Create a new world with 600x400 cells with a cell size of 1x1 pixels.
+        super(600, 400, 1); 
+        bee = new Bee();
+        bug = new Bug();
+
+        addObject(bee, 15, 15);
+        addObject(bug, getWidth() / 2, getHeight() / 2);
+        prepare();
+    }
+
+    /**
+     * Prepare the world for the start of the program.
+     * That is: create the initial objects and add them to the world.
+     */
+    private void prepare()
+    {
+    }
+}
diff --git a/java/greenfoot/bee-vs-bug/README.TXT b/java/greenfoot/bee-vs-bug/README.TXT
new file mode 100644
index 0000000..2bea2dd
--- /dev/null
+++ b/java/greenfoot/bee-vs-bug/README.TXT
@@ -0,0 +1,12 @@
+------------------------------------------------------------------------
+This is the project README file. Here, you should describe your project.
+Tell the reader (someone who does not know anything about this project)
+all he/she needs to know. The comments should usually include at least:
+------------------------------------------------------------------------
+
+PROJECT TITLE:
+PURPOSE OF PROJECT:
+VERSION or DATE:
+HOW TO START THIS PROJECT:
+AUTHORS:
+USER INSTRUCTIONS:
diff --git a/java/greenfoot/bee-vs-bug/images/bee.png b/java/greenfoot/bee-vs-bug/images/bee.png
new file mode 100644
index 0000000..3721979
Binary files /dev/null and b/java/greenfoot/bee-vs-bug/images/bee.png differ
diff --git a/java/greenfoot/bee-vs-bug/images/fingerprint.jpg b/java/greenfoot/bee-vs-bug/images/fingerprint.jpg
new file mode 100644
index 0000000..eb2ba21
Binary files /dev/null and b/java/greenfoot/bee-vs-bug/images/fingerprint.jpg differ
diff --git a/java/greenfoot/bee-vs-bug/images/ladybug_02.png b/java/greenfoot/bee-vs-bug/images/ladybug_02.png
new file mode 100644
index 0000000..4068fdf
Binary files /dev/null and b/java/greenfoot/bee-vs-bug/images/ladybug_02.png differ
diff --git a/java/greenfoot/bee-vs-bug/project.greenfoot b/java/greenfoot/bee-vs-bug/project.greenfoot
new file mode 100644
index 0000000..0614047
--- /dev/null
+++ b/java/greenfoot/bee-vs-bug/project.greenfoot
@@ -0,0 +1,60 @@
+#Greenfoot project file
+class.Bee.image=bee.png
+class.Bug.image=ladybug_02.png
+class.MyWorld.image=fingerprint.jpg
+dependency1.from=MyWorld
+dependency1.to=Bee
+dependency1.type=UsesDependency
+dependency2.from=MyWorld
+dependency2.to=Bug
+dependency2.type=UsesDependency
+dependency3.from=Bug
+dependency3.to=Bee
+dependency3.type=UsesDependency
+editor.fx.0.height=0
+editor.fx.0.width=0
+editor.fx.0.x=0
+editor.fx.0.y=0
+height=878
+package.numDependencies=3
+package.numTargets=3
+project.charset=UTF-8
+publish.hasSource=false
+publish.locked=true
+publish.longDesc=
+publish.shortDesc=
+publish.tags=
+publish.title=
+publish.url=
+readme.height=58
+readme.name=@README
+readme.width=47
+readme.x=10
+readme.y=10
+simulation.speed=50
+target1.height=50
+target1.name=Bee
+target1.showInterface=false
+target1.type=ClassTarget
+target1.width=80
+target1.x=0
+target1.y=0
+target2.height=50
+target2.name=Bug
+target2.showInterface=false
+target2.type=ClassTarget
+target2.width=80
+target2.x=0
+target2.y=0
+target3.height=50
+target3.name=MyWorld
+target3.showInterface=false
+target3.type=ClassTarget
+target3.width=80
+target3.x=0
+target3.y=0
+version=3.0.0
+width=1064
+world.lastInstantiated=MyWorld
+xPosition=1169
+yPosition=441
diff --git a/java/greenfoot/bee-vs-bug/sounds/ahhh.wav b/java/greenfoot/bee-vs-bug/sounds/ahhh.wav
new file mode 100644
index 0000000..4da4ec0
Binary files /dev/null and b/java/greenfoot/bee-vs-bug/sounds/ahhh.wav differ
diff --git a/java/greenfoot/bump-babies/Baby.ctxt b/java/greenfoot/bump-babies/Baby.ctxt
new file mode 100644
index 0000000..96bd395
--- /dev/null
+++ b/java/greenfoot/bump-babies/Baby.ctxt
@@ -0,0 +1,15 @@
+#BlueJ class context
+comment0.target=Baby
+comment0.text=\n\ Write\ a\ description\ of\ class\ Baby\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=id\ x\ y
+comment1.target=Baby(int,\ int,\ int)
+comment2.params=
+comment2.target=int\ getId()
+comment3.params=
+comment3.target=int\ getX()
+comment4.params=
+comment4.target=int\ getY()
+comment5.params=
+comment5.target=void\ act()
+comment5.text=\n\ Act\ -\ do\ whatever\ the\ Baby\ wants\ to\ do.\ This\ method\ is\ called\ whenever\n\ the\ 'Act'\ or\ 'Run'\ button\ gets\ pressed\ in\ the\ environment.\n
+numComments=6
diff --git a/java/greenfoot/bump-babies/Baby.java b/java/greenfoot/bump-babies/Baby.java
new file mode 100644
index 0000000..da7366c
--- /dev/null
+++ b/java/greenfoot/bump-babies/Baby.java
@@ -0,0 +1,47 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+import java.util.Random;
+
+/**
+ * Write a description of class Baby here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class Baby extends Actor
+{
+    private static final Random _rand = new Random(37L);
+    private int id;
+    private int x;
+    private int y;
+    private int xDelta;
+    private int yDelta;
+    
+    public Baby(int id, int x, int y) {
+        this.id = id;
+        this.x = x;
+        this.y = y;
+        this.xDelta = _rand.nextDouble() < 0.5d ? -1 : 1;
+        this.yDelta = _rand.nextDouble() < 0.5d ? -1 : 1;
+    }
+    
+    public int getId() { return id; }
+    public int getX() { return x; }
+    public int getY() { return y; }
+    /**
+     * Act - do whatever the Baby wants to do. This method is called whenever
+     * the 'Act' or 'Run' button gets pressed in the environment.
+     */
+    public void act() {
+        x = x + xDelta;
+        y = y + yDelta;
+        
+        setLocation(x, y);
+        
+        if (x == 0 || x == getWorld().getWidth()) {
+            xDelta = xDelta * -1;
+        }
+        if (y == 0 || y == getWorld().getHeight()) {
+            yDelta = yDelta * -1;
+        }
+    }    
+}
diff --git a/java/greenfoot/bump-babies/Fish.ctxt b/java/greenfoot/bump-babies/Fish.ctxt
new file mode 100644
index 0000000..9992da2
--- /dev/null
+++ b/java/greenfoot/bump-babies/Fish.ctxt
@@ -0,0 +1,9 @@
+#BlueJ class context
+comment0.target=Fish
+comment0.text=\n\ Write\ a\ description\ of\ class\ Fish\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=
+comment1.target=void\ act()
+comment1.text=\n\ Act\ -\ do\ whatever\ the\ Fish\ wants\ to\ do.\ This\ method\ is\ called\ whenever\n\ the\ 'Act'\ or\ 'Run'\ button\ gets\ pressed\ in\ the\ environment.\n
+comment2.params=
+comment2.target=void\ babyHitDetection()
+numComments=3
diff --git a/java/greenfoot/bump-babies/Fish.java b/java/greenfoot/bump-babies/Fish.java
new file mode 100644
index 0000000..22441af
--- /dev/null
+++ b/java/greenfoot/bump-babies/Fish.java
@@ -0,0 +1,36 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+
+/**
+ * Write a description of class Fish here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class Fish extends Actor
+{
+    /**
+     * Act - do whatever the Fish wants to do. This method is called whenever
+     * the 'Act' or 'Run' button gets pressed in the environment.
+     */
+    public void act() 
+    {
+        try {
+            MouseInfo mouseInfo = Greenfoot.getMouseInfo();
+            if (null != mouseInfo) {
+                setLocation(mouseInfo.getX(), mouseInfo.getY());
+            }
+        } catch (Exception e) {
+            // swallow exception
+        }
+        
+        babyHitDetection();
+    }    
+    
+    public void babyHitDetection() {
+        Actor actor = getOneIntersectingObject(Baby.class);
+        if (actor != null) {
+            Baby baby = (Baby) actor;
+            ((MyWorld)getWorld()).remove(actor);
+        }
+    }
+}
diff --git a/java/greenfoot/bump-babies/MyWorld.ctxt b/java/greenfoot/bump-babies/MyWorld.ctxt
new file mode 100644
index 0000000..a0b4b22
--- /dev/null
+++ b/java/greenfoot/bump-babies/MyWorld.ctxt
@@ -0,0 +1,11 @@
+#BlueJ class context
+comment0.target=MyWorld
+comment0.text=\n\ Write\ a\ description\ of\ class\ MyWorld\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=
+comment1.target=MyWorld()
+comment1.text=\n\ Constructor\ for\ objects\ of\ class\ MyWorld.\n\ \n
+comment2.params=
+comment2.target=Baby\ nextBaby()
+comment3.params=actor
+comment3.target=void\ remove(greenfoot.Actor)
+numComments=4
diff --git a/java/greenfoot/bump-babies/MyWorld.java b/java/greenfoot/bump-babies/MyWorld.java
new file mode 100644
index 0000000..87c87dd
--- /dev/null
+++ b/java/greenfoot/bump-babies/MyWorld.java
@@ -0,0 +1,64 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+import java.util.List;
+import java.util.ArrayList;
+import java.util.Random;
+import java.util.concurrent.atomic.AtomicInteger;
+
+/**
+ * Write a description of class MyWorld here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class MyWorld extends World
+{
+    private static final Random _rand = new Random(37L);
+    private static final AtomicInteger _babyCounter = new AtomicInteger(0);
+    
+    Fish fish;
+    List<Baby> babies;
+    final int numBabies = 20;
+    /**
+     * Constructor for objects of class MyWorld.
+     * 
+     */
+    public MyWorld()
+    {    
+        // Create a new world with 600x400 cells with a cell size of 1x1 pixels.
+        super(600, 400, 1); 
+        
+        fish = new Fish();
+        addObject(fish, getWidth() / 2, getHeight() / 2);
+        
+        babies = new ArrayList();
+        for (int i = 0; i < numBabies; i++) {
+            Baby baby = nextBaby();
+            babies.add(baby);
+            addObject(baby, baby.getX(), baby.getY());
+        }
+        
+    }
+    
+    private Baby nextBaby() {
+        int x = _rand.nextInt(getWidth());
+        int y = _rand.nextInt(getHeight());
+        Baby baby = new Baby(_babyCounter.getAndIncrement(), x, y);
+        System.out.println(baby.getId());
+        return baby;
+    }
+    
+    public void remove(Actor actor) {
+        babies.remove(actor);
+        removeObject(actor);
+        
+        int threshold = _rand.nextInt(100) + 1;
+        if (babies.size() <= threshold) {
+            int numToAdd = _rand.nextInt(5) + 1;
+            for (int i = 0; i < numToAdd; i++) {
+                Baby baby = nextBaby();
+                babies.add(baby);
+                addObject(baby, baby.getX(), baby.getY());
+            }
+        }
+    }
+}
diff --git a/java/greenfoot/bump-babies/README.TXT b/java/greenfoot/bump-babies/README.TXT
new file mode 100644
index 0000000..2bea2dd
--- /dev/null
+++ b/java/greenfoot/bump-babies/README.TXT
@@ -0,0 +1,12 @@
+------------------------------------------------------------------------
+This is the project README file. Here, you should describe your project.
+Tell the reader (someone who does not know anything about this project)
+all he/she needs to know. The comments should usually include at least:
+------------------------------------------------------------------------
+
+PROJECT TITLE:
+PURPOSE OF PROJECT:
+VERSION or DATE:
+HOW TO START THIS PROJECT:
+AUTHORS:
+USER INSTRUCTIONS:
diff --git a/java/greenfoot/bump-babies/images/baby2.png b/java/greenfoot/bump-babies/images/baby2.png
new file mode 100644
index 0000000..6f95ce8
Binary files /dev/null and b/java/greenfoot/bump-babies/images/baby2.png differ
diff --git a/java/greenfoot/bump-babies/images/bluerock.jpg b/java/greenfoot/bump-babies/images/bluerock.jpg
new file mode 100644
index 0000000..24e88ce
Binary files /dev/null and b/java/greenfoot/bump-babies/images/bluerock.jpg differ
diff --git a/java/greenfoot/bump-babies/images/fish3.png b/java/greenfoot/bump-babies/images/fish3.png
new file mode 100644
index 0000000..00a017a
Binary files /dev/null and b/java/greenfoot/bump-babies/images/fish3.png differ
diff --git a/java/greenfoot/bump-babies/project.greenfoot b/java/greenfoot/bump-babies/project.greenfoot
new file mode 100644
index 0000000..c7ae533
--- /dev/null
+++ b/java/greenfoot/bump-babies/project.greenfoot
@@ -0,0 +1,63 @@
+#Greenfoot project file
+class.Baby.image=baby2.png
+class.Fish.image=fish3.png
+class.MyWorld.image=bluerock.jpg
+dependency1.from=MyWorld
+dependency1.to=Fish
+dependency1.type=UsesDependency
+dependency2.from=MyWorld
+dependency2.to=Baby
+dependency2.type=UsesDependency
+dependency3.from=Fish
+dependency3.to=Baby
+dependency3.type=UsesDependency
+dependency4.from=Fish
+dependency4.to=MyWorld
+dependency4.type=UsesDependency
+editor.fx.0.height=0
+editor.fx.0.width=0
+editor.fx.0.x=0
+editor.fx.0.y=0
+height=847
+package.numDependencies=4
+package.numTargets=3
+project.charset=UTF-8
+publish.hasSource=false
+publish.locked=true
+publish.longDesc=
+publish.shortDesc=
+publish.tags=
+publish.title=
+publish.url=
+readme.height=58
+readme.name=@README
+readme.width=47
+readme.x=10
+readme.y=10
+simulation.speed=58
+target1.height=50
+target1.name=Baby
+target1.showInterface=false
+target1.type=ClassTarget
+target1.width=80
+target1.x=0
+target1.y=0
+target2.height=50
+target2.name=Fish
+target2.showInterface=false
+target2.type=ClassTarget
+target2.width=80
+target2.x=0
+target2.y=0
+target3.height=50
+target3.name=MyWorld
+target3.showInterface=false
+target3.type=ClassTarget
+target3.width=80
+target3.x=0
+target3.y=0
+version=3.0.0
+width=1142
+world.lastInstantiated=MyWorld
+xPosition=1385
+yPosition=610
diff --git a/java/greenfoot/race-car/GreenCar.ctxt b/java/greenfoot/race-car/GreenCar.ctxt
new file mode 100644
index 0000000..7a206ef
--- /dev/null
+++ b/java/greenfoot/race-car/GreenCar.ctxt
@@ -0,0 +1,15 @@
+#BlueJ class context
+comment0.target=GreenCar
+comment0.text=\n\ Write\ a\ description\ of\ class\ GreenCar\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=world
+comment1.target=GreenCar(greenfoot.World)
+comment2.params=
+comment2.target=void\ act()
+comment2.text=\n\ Act\ -\ do\ whatever\ the\ GreenCar\ wants\ to\ do.\ This\ method\ is\ called\ whenever\n\ the\ 'Act'\ or\ 'Run'\ button\ gets\ pressed\ in\ the\ environment.\n
+comment3.params=
+comment3.target=void\ checkCollision()
+comment4.params=
+comment4.target=int\ getX()
+comment5.params=
+comment5.target=int\ getY()
+numComments=6
diff --git a/java/greenfoot/race-car/GreenCar.java b/java/greenfoot/race-car/GreenCar.java
new file mode 100644
index 0000000..117ccf3
--- /dev/null
+++ b/java/greenfoot/race-car/GreenCar.java
@@ -0,0 +1,51 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+
+/**
+ * Write a description of class GreenCar here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class GreenCar extends Actor
+{
+    private int x;
+    private int y;
+    
+    public GreenCar(World world) {
+        int wWidth = world.getWidth();
+        int wHeight = world.getHeight();
+        int iWidth = getImage().getWidth();
+        int iHeight = getImage().getHeight();
+        
+        x = (wWidth / 2) - (iWidth / 2);
+        y = wHeight - (iHeight / 2);
+    }
+    /**
+     * Act - do whatever the GreenCar wants to do. This method is called whenever
+     * the 'Act' or 'Run' button gets pressed in the environment.
+     */
+    public void act() 
+    {
+        if (Greenfoot.isKeyDown("left")) {
+            x = x - 1;
+        } else if (Greenfoot.isKeyDown("right")) {
+            x = x + 1;
+        } else if (Greenfoot.isKeyDown("up")) {
+            y = y - 1;
+        } else if (Greenfoot.isKeyDown("down")) {
+            y = y + 1;
+        }
+        setLocation(x, y);
+        checkCollision();
+    }    
+    
+    public void checkCollision() {
+        RedCar redCar = (RedCar) getOneIntersectingObject(RedCar.class);
+        if (null != redCar) {
+            Greenfoot.stop();
+        }
+    }
+    
+    public int getX() { return x; }
+    public int getY() { return y; }
+}
diff --git a/java/greenfoot/race-car/MyWorld.ctxt b/java/greenfoot/race-car/MyWorld.ctxt
new file mode 100644
index 0000000..3694aee
--- /dev/null
+++ b/java/greenfoot/race-car/MyWorld.ctxt
@@ -0,0 +1,21 @@
+#BlueJ class context
+comment0.target=MyWorld
+comment0.text=\n\ Write\ a\ description\ of\ class\ MyWorld\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=
+comment1.target=MyWorld()
+comment1.text=\n\ Constructor\ for\ objects\ of\ class\ MyWorld.\n\ \n
+comment2.params=
+comment2.target=void\ act()
+comment3.params=
+comment3.target=void\ addRedCar()
+comment4.params=redCar
+comment4.target=void\ removeRedCar(RedCar)
+comment5.params=
+comment5.target=long\ getScore()
+comment6.params=
+comment6.target=int\ getLevel()
+comment7.params=
+comment7.target=int\ getRandomXPosition()
+comment8.params=
+comment8.target=java.util.List\ getXPositions()
+numComments=9
diff --git a/java/greenfoot/race-car/MyWorld.java b/java/greenfoot/race-car/MyWorld.java
new file mode 100644
index 0000000..bde1877
--- /dev/null
+++ b/java/greenfoot/race-car/MyWorld.java
@@ -0,0 +1,100 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+import java.util.List;
+import java.util.ArrayList;
+import java.util.Random;
+
+/**
+ * Write a description of class MyWorld here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class MyWorld extends World
+{
+    private static final Random _rand = new Random(37L);
+    GreenCar greenCar;
+    List<RedCar> redCars;
+    List<Integer> xPositions;
+    List<Integer> xHistory;
+    long numRedCarsAdded = 0L;
+    int maxRedCars = 5;
+    /**
+     * Constructor for objects of class MyWorld.
+     * 
+     */
+    public MyWorld()
+    {    
+        // Create a new world with 600x400 cells with a cell size of 1x1 pixels.
+        super(600, 600, 1); 
+        Greenfoot.setSpeed(65);
+        
+        xHistory = new ArrayList<>();
+        xPositions = getXPositions();
+        
+        greenCar = new GreenCar(this);
+        redCars = new ArrayList<>();
+        
+        addObject(greenCar, greenCar.getX(), greenCar.getY());
+        addObject(new Score(this), 85, 10);
+        addRedCar();
+    }
+    
+    public void act() {
+        super.act();
+        if (redCars.size() < maxRedCars) {
+            double p = _rand.nextDouble();
+            double t = (numRedCarsAdded < 5) ? 0.995d : 0.99d;
+            if (p > t) {
+                addRedCar();
+            }
+        }
+    }
+    
+    private void addRedCar() {
+        RedCar redCar = new RedCar(getRandomXPosition());
+        redCars.add(redCar);
+        addObject(redCar, redCar.getX(), redCar.getY());
+        numRedCarsAdded += 1L;
+        if (numRedCarsAdded % 50 == 0) {
+            maxRedCars += 1;
+        }
+    }
+    
+    public void removeRedCar(RedCar redCar) {
+        redCars.remove(redCar);
+        removeObject(redCar);
+    }
+    
+    public long getScore() { return numRedCarsAdded; }
+    
+    public int getLevel() { return maxRedCars - 5 + 1; }
+    
+    private int getRandomXPosition() {
+        int numPositions = xPositions.size();
+        int index = -1;
+        while (true) {
+            index = _rand.nextInt(numPositions);
+            
+            if (!xHistory.contains(index)) {
+                xHistory.add(index);
+                break;
+            }
+        }
+        
+        if (xHistory.size() > 5) {
+            xHistory.remove(0);
+        }
+        
+        return xPositions.get(index);
+    }
+    
+    private List<Integer> getXPositions() {
+        int carWidth = (new RedCar()).getWidth();
+        int gameWidth = getWidth();
+        List<Integer> positions = new ArrayList<>();
+        for (int i = 5; i < gameWidth; i += carWidth) {
+            positions.add(i);
+        }
+        return positions;
+    }
+}
diff --git a/java/greenfoot/race-car/README.TXT b/java/greenfoot/race-car/README.TXT
new file mode 100644
index 0000000..2bea2dd
--- /dev/null
+++ b/java/greenfoot/race-car/README.TXT
@@ -0,0 +1,12 @@
+------------------------------------------------------------------------
+This is the project README file. Here, you should describe your project.
+Tell the reader (someone who does not know anything about this project)
+all he/she needs to know. The comments should usually include at least:
+------------------------------------------------------------------------
+
+PROJECT TITLE:
+PURPOSE OF PROJECT:
+VERSION or DATE:
+HOW TO START THIS PROJECT:
+AUTHORS:
+USER INSTRUCTIONS:
diff --git a/java/greenfoot/race-car/RedCar.ctxt b/java/greenfoot/race-car/RedCar.ctxt
new file mode 100644
index 0000000..7a3af63
--- /dev/null
+++ b/java/greenfoot/race-car/RedCar.ctxt
@@ -0,0 +1,21 @@
+#BlueJ class context
+comment0.target=RedCar
+comment0.text=\n\ Write\ a\ description\ of\ class\ RedCar\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=
+comment1.target=RedCar()
+comment2.params=x
+comment2.target=RedCar(int)
+comment3.params=world
+comment3.target=RedCar(greenfoot.World)
+comment4.params=
+comment4.target=void\ act()
+comment4.text=\n\ Act\ -\ do\ whatever\ the\ RedCar\ wants\ to\ do.\ This\ method\ is\ called\ whenever\n\ the\ 'Act'\ or\ 'Run'\ button\ gets\ pressed\ in\ the\ environment.\n
+comment5.params=
+comment5.target=int\ getX()
+comment6.params=
+comment6.target=int\ getY()
+comment7.params=
+comment7.target=int\ getWidth()
+comment8.params=
+comment8.target=int\ getHeight()
+numComments=9
diff --git a/java/greenfoot/race-car/RedCar.java b/java/greenfoot/race-car/RedCar.java
new file mode 100644
index 0000000..d6d3bf2
--- /dev/null
+++ b/java/greenfoot/race-car/RedCar.java
@@ -0,0 +1,52 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+import java.util.Random;
+
+/**
+ * Write a description of class RedCar here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class RedCar extends Actor
+{
+    private static final Random _rand = new Random(37L);
+    
+    private int x;
+    private int y;
+    
+    public RedCar() {
+        x = 0;
+        y = 0;
+    }
+    
+    public RedCar(int x) {
+        this.x = x;
+        this.y = getImage().getHeight() / 2;
+    }
+    
+    public RedCar(World world) {
+        int wWidth = world.getWidth();
+        int wHeight = world.getHeight();
+        int iHeight = getImage().getHeight();
+        
+        x = _rand.nextInt(wWidth);
+        y = iHeight / 2;
+    }
+    /**
+     * Act - do whatever the RedCar wants to do. This method is called whenever
+     * the 'Act' or 'Run' button gets pressed in the environment.
+     */
+    public void act() 
+    {
+        y = y + 1;
+        setLocation(x, y);
+        if (isAtEdge()) {
+            ((MyWorld)getWorld()).removeRedCar(this);
+        }
+    }    
+    
+    public int getX() { return x; }
+    public int getY() { return y; }
+    public int getWidth() { return getImage().getWidth(); }
+    public int getHeight() { return getImage().getHeight(); }
+}
diff --git a/java/greenfoot/race-car/Score.ctxt b/java/greenfoot/race-car/Score.ctxt
new file mode 100644
index 0000000..ca5ab33
--- /dev/null
+++ b/java/greenfoot/race-car/Score.ctxt
@@ -0,0 +1,9 @@
+#BlueJ class context
+comment0.target=Score
+comment0.text=\n\ Write\ a\ description\ of\ class\ Score\ here.\n\ \n\ @author\ (your\ name)\ \n\ @version\ (a\ version\ number\ or\ a\ date)\n
+comment1.params=world
+comment1.target=Score(MyWorld)
+comment2.params=
+comment2.target=void\ act()
+comment2.text=\n\ Act\ -\ do\ whatever\ the\ Score\ wants\ to\ do.\ This\ method\ is\ called\ whenever\n\ the\ 'Act'\ or\ 'Run'\ button\ gets\ pressed\ in\ the\ environment.\n
+numComments=3
diff --git a/java/greenfoot/race-car/Score.java b/java/greenfoot/race-car/Score.java
new file mode 100644
index 0000000..bf12c8e
--- /dev/null
+++ b/java/greenfoot/race-car/Score.java
@@ -0,0 +1,27 @@
+import greenfoot.*;  // (World, Actor, GreenfootImage, Greenfoot and MouseInfo)
+
+/**
+ * Write a description of class Score here.
+ * 
+ * @author (your name) 
+ * @version (a version number or a date)
+ */
+public class Score extends Actor
+{
+    private MyWorld world;
+    
+    public Score(MyWorld world) {
+        this.world = world;
+    }
+    
+    /**
+     * Act - do whatever the Score wants to do. This method is called whenever
+     * the 'Act' or 'Run' button gets pressed in the environment.
+     */
+    public void act() 
+    {
+        String s = "Level " + world.getLevel() + ", Score: " + world.getScore();
+        GreenfootImage img = new GreenfootImage(s, 24, Color.GREEN, Color.BLACK);
+        setImage(img);
+    }    
+}
diff --git a/java/greenfoot/race-car/images/car02-n.png b/java/greenfoot/race-car/images/car02-n.png
new file mode 100644
index 0000000..9e5b97f
Binary files /dev/null and b/java/greenfoot/race-car/images/car02-n.png differ
diff --git a/java/greenfoot/race-car/images/car03-n.png b/java/greenfoot/race-car/images/car03-n.png
new file mode 100644
index 0000000..79fc7a3
Binary files /dev/null and b/java/greenfoot/race-car/images/car03-n.png differ
diff --git a/java/greenfoot/race-car/project.greenfoot b/java/greenfoot/race-car/project.greenfoot
new file mode 100644
index 0000000..c3e0b66
--- /dev/null
+++ b/java/greenfoot/race-car/project.greenfoot
@@ -0,0 +1,75 @@
+#Greenfoot project file
+class.GreenCar.image=car03-n.png
+class.RedCar.image=car02-n.png
+dependency1.from=MyWorld
+dependency1.to=GreenCar
+dependency1.type=UsesDependency
+dependency2.from=MyWorld
+dependency2.to=RedCar
+dependency2.type=UsesDependency
+dependency3.from=MyWorld
+dependency3.to=Score
+dependency3.type=UsesDependency
+dependency4.from=Score
+dependency4.to=MyWorld
+dependency4.type=UsesDependency
+dependency5.from=GreenCar
+dependency5.to=RedCar
+dependency5.type=UsesDependency
+dependency6.from=RedCar
+dependency6.to=MyWorld
+dependency6.type=UsesDependency
+editor.fx.0.height=737
+editor.fx.0.width=800
+editor.fx.0.x=1520
+editor.fx.0.y=492
+height=785
+package.numDependencies=6
+package.numTargets=4
+project.charset=UTF-8
+publish.hasSource=false
+publish.locked=true
+publish.longDesc=
+publish.shortDesc=
+publish.tags=
+publish.title=
+publish.url=
+readme.height=58
+readme.name=@README
+readme.width=47
+readme.x=10
+readme.y=10
+simulation.speed=50
+target1.height=50
+target1.name=Score
+target1.showInterface=false
+target1.type=ClassTarget
+target1.width=80
+target1.x=0
+target1.y=0
+target2.height=50
+target2.name=GreenCar
+target2.showInterface=false
+target2.type=ClassTarget
+target2.width=80
+target2.x=0
+target2.y=0
+target3.height=50
+target3.name=RedCar
+target3.showInterface=false
+target3.type=ClassTarget
+target3.width=80
+target3.x=0
+target3.y=0
+target4.height=50
+target4.name=MyWorld
+target4.showInterface=false
+target4.type=ClassTarget
+target4.width=80
+target4.x=0
+target4.y=0
+version=3.0.0
+width=837
+world.lastInstantiated=MyWorld
+xPosition=1670
+yPosition=469
diff --git a/python/pygame/.gitignore b/python/pygame/.gitignore
index 62c8935..ee40bb3 100644
--- a/python/pygame/.gitignore
+++ b/python/pygame/.gitignore
@@ -1 +1,2 @@
-.idea/
\ No newline at end of file
+.idea/
+*.pyc
\ No newline at end of file
diff --git a/python/pygame/README.md b/python/pygame/README.md
index 0532ca6..e4de47e 100644
--- a/python/pygame/README.md
+++ b/python/pygame/README.md
@@ -1,16 +1,33 @@
+![One-Off Coder Logo](../logo.png "One-Off Coder")
+
 # Pygame
 
 Tutorials in [Pygame](https://www.pygame.org). The API documentation is [available](https://www.pygame.org/docs/). 
-All sound effects taken from [zapsplat](https://www.zapsplat.com/).
-All images take from [craftpix](https://craftpix.net/).
+
+Images
+
+* [Open Game Art](https://opengameart.org/)
+* [craftpix](https://craftpix.net/)
+
+Audio
+
+* [zapsplat](https://www.zapsplat.com/)
 
 # Basic
 
-* [Circles](draw-circles.py): learn how to draw circles
-* [Shapes](draw-shapes.py): learn how to draw shapes
-* [Sprite](draw-sprite.py): learn how to draw sprites
-* [Bouncing Balls](bouncing-balls.py): learn how to animate balls bouncing around
-* [Bouncing Images](bouncing-image.py): learn how to animate images
-* [Image Rotation](image-rotation.py): learn how to rotate an image
-* [Sound](bouncing-image-with-sound.py): learn how to play sound
-* [Key Events](key-movement.py): learn how to listen for key events
\ No newline at end of file
+* [Circles](basic/draw-circles.py): learn how to draw circles
+* [Shapes](basic/draw-shapes.py): learn how to draw shapes
+* [Sprite](basic/draw-sprite.py): learn how to draw sprites
+* [Bouncing Balls](basic/bouncing-balls.py): learn how to animate balls bouncing around
+* [Bouncing Images](basic/bouncing-image.py): learn how to animate images
+* [Image Rotation](basic/image-rotation.py): learn how to rotate an image
+* [Sound](basic/bouncing-image-with-sound.py): learn how to play sound
+* [Key Events](basic/key-movement.py): learn how to listen for key events
+* [Mouse Movement](basic/mouse-movement.py): learn how to move a sprite with the mouse
+* [Collision](basic/collection-detection.py): learn how to detect collision
+* [Sprite Animation](basic/char-animation.py): learn how to animate a sprite
+
+# Games
+
+* [Space Battle](space-battle): learn how to create a space battle program
+* [Yappy Bird](yappy-bird): a Flappy-Bird clone
\ No newline at end of file
diff --git a/python/pygame/audios/fairy.wav b/python/pygame/basic/audios/fairy.wav
similarity index 100%
rename from python/pygame/audios/fairy.wav
rename to python/pygame/basic/audios/fairy.wav
diff --git a/python/pygame/bouncing-balls.py b/python/pygame/basic/bouncing-balls.py
similarity index 94%
rename from python/pygame/bouncing-balls.py
rename to python/pygame/basic/bouncing-balls.py
index 94333ff..ddc479e 100644
--- a/python/pygame/bouncing-balls.py
+++ b/python/pygame/basic/bouncing-balls.py
@@ -1,3 +1,4 @@
+import os
 import random
 import sys
 
@@ -70,10 +71,12 @@ def rand(width, height):
 def start():
     pygame.init()
 
+    FPS = 30
     width = 400
     height = 400
     DISPLAYSURF = pygame.display.set_mode((width, height))
     pygame.display.set_caption('Bouncing Balls')
+    fps_clock = pygame.time.Clock()
 
     balls = [Ball.rand(width, height) for _ in range(10)]
 
@@ -90,7 +93,9 @@ def start():
             ball.update(width, height)
 
         pygame.display.update()
+        fps_clock.tick(FPS)
 
 
 if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
     start()
diff --git a/python/pygame/bouncing-image-with-sound.py b/python/pygame/basic/bouncing-image-with-sound.py
similarity index 95%
rename from python/pygame/bouncing-image-with-sound.py
rename to python/pygame/basic/bouncing-image-with-sound.py
index 6d593cf..5c1c8da 100644
--- a/python/pygame/bouncing-image-with-sound.py
+++ b/python/pygame/basic/bouncing-image-with-sound.py
@@ -1,3 +1,4 @@
+import os
 import random
 import sys
 
@@ -83,10 +84,12 @@ def rand(fpath, apath, width, height, scale=0.25):
 def start():
     pygame.init()
 
+    FPS = 30
     width = 400
     height = 400
     DISPLAYSURF = pygame.display.set_mode((width, height))
     pygame.display.set_caption('Bouncing Image with Sound')
+    fps_clock = pygame.time.Clock()
 
     images = [Image.rand('./images/logo.png', './audios/fairy.wav', width, height, scale=0.5) for _ in range(1)]
 
@@ -106,7 +109,9 @@ def start():
                 image.play()
 
         pygame.display.update()
+        fps_clock.tick(FPS)
 
 
 if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
     start()
diff --git a/python/pygame/bouncing-images.py b/python/pygame/basic/bouncing-images.py
similarity index 94%
rename from python/pygame/bouncing-images.py
rename to python/pygame/basic/bouncing-images.py
index 91fe8e9..50ece58 100644
--- a/python/pygame/bouncing-images.py
+++ b/python/pygame/basic/bouncing-images.py
@@ -1,3 +1,4 @@
+import os
 import random
 import sys
 
@@ -64,10 +65,12 @@ def rand(fpath, width, height, scale=0.25):
 def start():
     pygame.init()
 
+    FPS = 30
     width = 400
     height = 400
     DISPLAYSURF = pygame.display.set_mode((width, height))
     pygame.display.set_caption('Bouncing Images')
+    fps_clock = pygame.time.Clock()
 
     images = [Image.rand('./images/ball.png', width, height) for _ in range(10)]
 
@@ -84,7 +87,9 @@ def start():
             image.update(width, height)
 
         pygame.display.update()
+        fps_clock.tick(FPS)
 
 
 if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
     start()
diff --git a/python/pygame/basic/char-animation.py b/python/pygame/basic/char-animation.py
new file mode 100644
index 0000000..cfcf217
--- /dev/null
+++ b/python/pygame/basic/char-animation.py
@@ -0,0 +1,60 @@
+import os
+import sys
+
+import pygame
+from pygame.locals import *
+
+
+class Bird(pygame.sprite.Sprite):
+    def __init__(self, position, scale=0.5):
+        pygame.sprite.Sprite.__init__(self)
+
+        paths = [f'./images/frame-{i + 1}.png' for i in range(8)]
+        imgs = [pygame.image.load(p) for p in paths]
+        rect = imgs[0].get_rect()
+
+        w, h = rect.size[0], rect.size[1]
+        w, h = int(w * scale), int(h * scale)
+
+        self.imgs = [pygame.transform.scale(img, (w, h)) for img in imgs]
+        self.rect = self.imgs[0].get_rect()
+        self.rect.center = position[0] - w / 2.0, position[1] - h / 2.0
+        self.index = 0
+
+    def draw(self, surface):
+        surface.blit(self.imgs[self.index], self.rect.center)
+        self.index += 1
+        if self.index >= len(self.imgs):
+            self.index = 0
+
+
+def start():
+    pygame.init()
+
+    FPS = 30
+    width = 400
+    height = 400
+    DISPLAYSURF = pygame.display.set_mode((width, height))
+    DISPLAYSURF.fill((255, 255, 255))
+    pygame.display.set_caption('Key Events')
+    fps_clock = pygame.time.Clock()
+
+    bird = Bird((200, 200), 0.10)
+
+    while True:
+        for event in pygame.event.get():
+            if event.type == QUIT:
+                pygame.quit()
+                sys.exit()
+
+        DISPLAYSURF.fill((255, 255, 255, 0))
+
+        bird.draw(DISPLAYSURF)
+
+        pygame.display.update()
+        fps_clock.tick(FPS)
+
+
+if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
+    start()
diff --git a/python/pygame/basic/collison-detection.py b/python/pygame/basic/collison-detection.py
new file mode 100644
index 0000000..f6a7798
--- /dev/null
+++ b/python/pygame/basic/collison-detection.py
@@ -0,0 +1,105 @@
+import os
+import random
+import sys
+
+import pygame
+from pygame.locals import *
+
+
+class Satyr(pygame.sprite.Sprite):
+    def __init__(self, position, ipath, scale=0.5):
+        pygame.sprite.Sprite.__init__(self)
+
+        img = pygame.image.load(ipath)
+        rect = img.get_rect(center=position)
+        w, h = rect.size[0], rect.size[1]
+        w, h = int(w * scale), int(h * scale)
+        img = pygame.transform.scale(img, (w, h))
+
+        rect = img.get_rect(center=position)
+
+        self.image = img
+        self.rect = rect
+        self.rect.center = position
+
+    def draw(self, surface, position):
+        self.rect.center = position
+        surface.blit(self.image, position)
+
+
+class Image(pygame.sprite.Sprite):
+    def __init__(self, position, ipath, scale=1.0):
+        pygame.sprite.Sprite.__init__(self)
+
+        img = pygame.image.load(ipath)
+        w, h = img.get_rect().size[0], img.get_rect().size[1]
+        w, h = int(w * scale), int(h * scale)
+        img = pygame.transform.scale(img, (w, h))
+
+        rect = img.get_rect(center=position)
+
+        self.image = img
+        self.rect = rect
+        self.rect.center = position
+        self.dx = 1 if random.random() < 0.5 else -1
+        self.dy = 1 if random.random() < 0.5 else 1
+
+    def draw(self, surface):
+        surface.blit(self.image, self.rect.center)
+
+    def update(self, width, height):
+        x, y = self.rect.center
+
+        if x + self.image.get_rect().size[0] >= width:
+            self.dx = -1
+        elif x <= 0:
+            self.dx = 1
+
+        if y + self.image.get_rect().size[1] >= height:
+            self.dy = -1
+        elif y <= 0:
+            self.dy = 1
+
+        x, y = x + 1 * self.dx, y + 1 * self.dy
+        self.rect.center = x, y
+
+
+def start():
+    pygame.init()
+
+    FPS = 30
+    width = 400
+    height = 400
+    DISPLAYSURF = pygame.display.set_mode((width, height))
+    DISPLAYSURF.fill((255, 255, 255))
+    pygame.display.set_caption('Key Events')
+    fps_clock = pygame.time.Clock()
+
+    satyr = Satyr((200, 200), './images/Satyr_01_Idle_000.png', scale=0.25)
+
+    ball = Image((random.randint(0, width), random.randint(0, height)), './images/ball.png', scale=0.25)
+    ball_group = pygame.sprite.Group()
+    ball_group.add(ball)
+
+    while True:
+        for event in pygame.event.get():
+            if event.type == QUIT:
+                pygame.quit()
+                sys.exit()
+
+        DISPLAYSURF.fill((255, 255, 255, 0))
+
+        if pygame.sprite.spritecollide(satyr, ball_group, False):
+            print(f'collided {ball.rect.center}')
+
+        satyr.draw(DISPLAYSURF, pygame.mouse.get_pos())
+        ball.draw(DISPLAYSURF)
+        ball.update(width, height)
+
+        pygame.display.update()
+        fps_clock.tick(FPS)
+
+
+if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
+    start()
diff --git a/python/pygame/draw-circles.py b/python/pygame/basic/draw-circles.py
similarity index 90%
rename from python/pygame/draw-circles.py
rename to python/pygame/basic/draw-circles.py
index d73e84a..5d2dc28 100644
--- a/python/pygame/draw-circles.py
+++ b/python/pygame/basic/draw-circles.py
@@ -1,3 +1,4 @@
+import os
 import random
 import sys
 
@@ -26,11 +27,14 @@ def get_rand_radius(min_value=10, max_value=30):
 
 def start():
     pygame.init()
+
+    FPS = 30
     width = 400
     height = 400
 
     DISPLAYSURF = pygame.display.set_mode((width, height))
     pygame.display.set_caption('Circles')
+    fps_clock = pygame.time.Clock()
 
     iters = 0
     while True:
@@ -46,9 +50,11 @@ def start():
         pygame.draw.circle(DISPLAYSURF, get_rand_color(), get_rand_position(width, height), get_rand_radius())
 
         pygame.display.update()
+        fps_clock.tick(FPS)
 
         iters += 1
 
 
 if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
     start()
diff --git a/python/pygame/draw-shapes.py b/python/pygame/basic/draw-shapes.py
similarity index 96%
rename from python/pygame/draw-shapes.py
rename to python/pygame/basic/draw-shapes.py
index c353660..4d9d875 100644
--- a/python/pygame/draw-shapes.py
+++ b/python/pygame/basic/draw-shapes.py
@@ -1,3 +1,4 @@
+import os
 import random
 import sys
 
@@ -97,11 +98,14 @@ def rand(width, height):
 
 def start():
     pygame.init()
+
+    FPS = 30
     width = 400
     height = 400
 
     DISPLAYSURF = pygame.display.set_mode((width, height))
     pygame.display.set_caption('Shapes')
+    fps_clock = pygame.time.Clock()
 
     iters = 0
     while True:
@@ -125,9 +129,11 @@ def start():
         shape.draw(DISPLAYSURF)
 
         pygame.display.update()
+        fps_clock.tick(FPS)
 
         iters += 1
 
 
 if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
     start()
diff --git a/python/pygame/draw-sprite.py b/python/pygame/basic/draw-sprite.py
similarity index 90%
rename from python/pygame/draw-sprite.py
rename to python/pygame/basic/draw-sprite.py
index abe249c..11b5756 100644
--- a/python/pygame/draw-sprite.py
+++ b/python/pygame/basic/draw-sprite.py
@@ -1,3 +1,4 @@
+import os
 import sys
 
 import pygame
@@ -29,11 +30,13 @@ def draw(self, surface):
 def start():
     pygame.init()
 
+    FPS = 30
     width = 400
     height = 400
     DISPLAYSURF = pygame.display.set_mode((width, height))
     DISPLAYSURF.fill((255, 255, 255))
     pygame.display.set_caption('Key Events')
+    fps_clock = pygame.time.Clock()
 
     satyr = Satyr((200, 200), 0.25)
 
@@ -48,7 +51,9 @@ def start():
         satyr.draw(DISPLAYSURF)
 
         pygame.display.update()
+        fps_clock.tick(FPS)
 
 
 if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
     start()
diff --git a/python/pygame/image-rotation.py b/python/pygame/basic/image-rotation.py
similarity index 95%
rename from python/pygame/image-rotation.py
rename to python/pygame/basic/image-rotation.py
index 9a67524..0a48b6b 100644
--- a/python/pygame/image-rotation.py
+++ b/python/pygame/basic/image-rotation.py
@@ -1,3 +1,4 @@
+import os
 import random
 import sys
 
@@ -78,10 +79,12 @@ def rand(fpath, width, height, scale=0.25):
 def start():
     pygame.init()
 
+    FPS = 30
     width = 400
     height = 400
     DISPLAYSURF = pygame.display.set_mode((width, height))
     pygame.display.set_caption('Rotating Image')
+    fps_clock = pygame.time.Clock()
 
     image = Image.rand('./images/ball.png', width, height)
 
@@ -97,7 +100,9 @@ def start():
         image.update(width, height)
 
         pygame.display.update()
+        fps_clock.tick(FPS)
 
 
 if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
     start()
diff --git a/python/pygame/images/Satyr_01_Idle_000.png b/python/pygame/basic/images/Satyr_01_Idle_000.png
similarity index 100%
rename from python/pygame/images/Satyr_01_Idle_000.png
rename to python/pygame/basic/images/Satyr_01_Idle_000.png
diff --git a/python/pygame/images/Satyr_02_Idle_000.png b/python/pygame/basic/images/Satyr_02_Idle_000.png
similarity index 100%
rename from python/pygame/images/Satyr_02_Idle_000.png
rename to python/pygame/basic/images/Satyr_02_Idle_000.png
diff --git a/python/pygame/images/Satyr_03_Idle_000.png b/python/pygame/basic/images/Satyr_03_Idle_000.png
similarity index 100%
rename from python/pygame/images/Satyr_03_Idle_000.png
rename to python/pygame/basic/images/Satyr_03_Idle_000.png
diff --git a/python/pygame/images/ball.png b/python/pygame/basic/images/ball.png
similarity index 100%
rename from python/pygame/images/ball.png
rename to python/pygame/basic/images/ball.png
diff --git a/python/pygame/basic/images/frame-1.png b/python/pygame/basic/images/frame-1.png
new file mode 100644
index 0000000..3364bed
Binary files /dev/null and b/python/pygame/basic/images/frame-1.png differ
diff --git a/python/pygame/basic/images/frame-2.png b/python/pygame/basic/images/frame-2.png
new file mode 100644
index 0000000..a697b82
Binary files /dev/null and b/python/pygame/basic/images/frame-2.png differ
diff --git a/python/pygame/basic/images/frame-3.png b/python/pygame/basic/images/frame-3.png
new file mode 100644
index 0000000..ce44ba7
Binary files /dev/null and b/python/pygame/basic/images/frame-3.png differ
diff --git a/python/pygame/basic/images/frame-4.png b/python/pygame/basic/images/frame-4.png
new file mode 100644
index 0000000..d6f1736
Binary files /dev/null and b/python/pygame/basic/images/frame-4.png differ
diff --git a/python/pygame/basic/images/frame-5.png b/python/pygame/basic/images/frame-5.png
new file mode 100644
index 0000000..6e4e942
Binary files /dev/null and b/python/pygame/basic/images/frame-5.png differ
diff --git a/python/pygame/basic/images/frame-6.png b/python/pygame/basic/images/frame-6.png
new file mode 100644
index 0000000..80cecf1
Binary files /dev/null and b/python/pygame/basic/images/frame-6.png differ
diff --git a/python/pygame/basic/images/frame-7.png b/python/pygame/basic/images/frame-7.png
new file mode 100644
index 0000000..ad726be
Binary files /dev/null and b/python/pygame/basic/images/frame-7.png differ
diff --git a/python/pygame/basic/images/frame-8.png b/python/pygame/basic/images/frame-8.png
new file mode 100644
index 0000000..f7b0d28
Binary files /dev/null and b/python/pygame/basic/images/frame-8.png differ
diff --git a/python/pygame/basic/images/logo.png b/python/pygame/basic/images/logo.png
new file mode 100644
index 0000000..0b76411
Binary files /dev/null and b/python/pygame/basic/images/logo.png differ
diff --git a/python/pygame/key-movement.py b/python/pygame/basic/key-movement.py
similarity index 95%
rename from python/pygame/key-movement.py
rename to python/pygame/basic/key-movement.py
index 9d88909..0d3ef4b 100644
--- a/python/pygame/key-movement.py
+++ b/python/pygame/basic/key-movement.py
@@ -1,3 +1,4 @@
+import os
 import random
 import sys
 
@@ -71,11 +72,13 @@ def rand(fpath, width, height, scale=0.25):
 def start():
     pygame.init()
 
+    FPS = 30
     width = 400
     height = 400
     DISPLAYSURF = pygame.display.set_mode((width, height))
     DISPLAYSURF.fill((255, 255, 255))
     pygame.display.set_caption('Key Events')
+    fps_clock = pygame.time.Clock()
 
     satyr = Image('./images/Satyr_01_Idle_000.png', (200, 200), 0.25)
 
@@ -92,7 +95,9 @@ def start():
         satyr.draw(DISPLAYSURF)
 
         pygame.display.update()
+        fps_clock.tick(FPS)
 
 
 if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
     start()
diff --git a/python/pygame/basic/mouse-movement.py b/python/pygame/basic/mouse-movement.py
new file mode 100644
index 0000000..b054bd2
--- /dev/null
+++ b/python/pygame/basic/mouse-movement.py
@@ -0,0 +1,60 @@
+import os
+import sys
+
+import pygame
+from pygame.locals import *
+
+
+class Satyr(pygame.sprite.Sprite):
+    def __init__(self, position, scale=0.5):
+        pygame.sprite.Sprite.__init__(self)
+
+        img = pygame.image.load('./images/Satyr_01_Idle_000.png')
+        rect = img.get_rect(center=position)
+        w, h = rect.size[0], rect.size[1]
+        w, h = int(w * scale), int(h * scale)
+        img = pygame.transform.scale(img, (w, h))
+
+        rect = img.get_rect(center=position)
+        x = position[0] - int(rect.size[0] / 2.0)
+        y = position[1] - int(rect.size[1] / 2.0)
+
+        self.image = img
+        self.rect = rect
+        self.position = x, y
+
+    def draw(self, surface, position):
+        self.position = position[0] - self.rect.width / 2, position[1] - self.rect.height / 2
+        surface.blit(self.image, self.position)
+
+
+def start():
+    pygame.init()
+
+    FPS = 30
+    width = 400
+    height = 400
+    DISPLAYSURF = pygame.display.set_mode((width, height))
+    DISPLAYSURF.fill((255, 255, 255))
+    pygame.display.set_caption('Key Events')
+    fps_clock = pygame.time.Clock()
+
+    satyr = Satyr((200, 200), 0.25)
+
+    while True:
+        for event in pygame.event.get():
+            if event.type == QUIT:
+                pygame.quit()
+                sys.exit()
+
+        DISPLAYSURF.fill((255, 255, 255, 0))
+
+        satyr.draw(DISPLAYSURF, pygame.mouse.get_pos())
+
+        pygame.display.update()
+        fps_clock.tick(FPS)
+
+
+if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
+    start()
diff --git a/python/pygame/space-battle/audio/bullet.wav b/python/pygame/space-battle/audio/bullet.wav
new file mode 100644
index 0000000..fc6607a
Binary files /dev/null and b/python/pygame/space-battle/audio/bullet.wav differ
diff --git a/python/pygame/space-battle/audio/explosion.wav b/python/pygame/space-battle/audio/explosion.wav
new file mode 100644
index 0000000..2f1ccf6
Binary files /dev/null and b/python/pygame/space-battle/audio/explosion.wav differ
diff --git a/python/pygame/space-battle/audio/game.wav b/python/pygame/space-battle/audio/game.wav
new file mode 100644
index 0000000..83dfe62
Binary files /dev/null and b/python/pygame/space-battle/audio/game.wav differ
diff --git a/python/pygame/space-battle/game.py b/python/pygame/space-battle/game.py
new file mode 100644
index 0000000..33cd0d5
--- /dev/null
+++ b/python/pygame/space-battle/game.py
@@ -0,0 +1,186 @@
+import itertools
+import os
+import sys
+
+import pygame
+from pygame.constants import KEYUP, QUIT, K_SPACE, K_q, K_c
+
+from objects import Ship, Bullet, RockGenerator, GameInfo, GameOverMessage, AudioEffects
+
+
+def get_remaining_objects(bullets, rocks, bullet_group, rock_group):
+    collisions = pygame.sprite.groupcollide(bullet_group, rock_group, True, True)
+    n_collisions = len(collisions)
+    if n_collisions > 0:
+        collided_bullets = set([b.uuid for b in collisions.keys()])
+        bullets = [b for b in bullets if b.uuid not in collided_bullets]
+
+        collided_rocks = set([r.uuid for r in itertools.chain(*collisions.values())])
+        rocks = [r for r in rocks if r.uuid not in collided_rocks]
+    return bullets, rocks, n_collisions
+
+
+def get_remaining_rocks(ship, rocks, rock_group):
+    collisions = pygame.sprite.spritecollide(ship, rock_group, True)
+    n_collisions = len(collisions)
+    if n_collisions > 0:
+        collided_rocks = set([r.uuid for r in collisions])
+        rocks = [r for r in rocks if r.uuid not in collided_rocks]
+    return rocks, -n_collisions
+
+
+def get_params():
+    width = 500
+    height = 400
+
+    DISPLAYSURF = pygame.display.set_mode((width, height))
+    DISPLAYSURF.fill((255, 255, 255))
+
+    score = 0
+    lives = 1
+
+    return {
+        'FPS': 30,
+        'width': width,
+        'height': height,
+        'DISPLAYSURF': DISPLAYSURF,
+        'fps_clock': pygame.time.Clock(),
+        'score': score,
+        'lives': lives,
+        'bullets': [],
+        'rocks': [],
+        'bullet_group': pygame.sprite.Group(),
+        'rock_group': pygame.sprite.Group(),
+        'ship': Ship((width / 2, height - 50), 0.5),
+        'rock_generator': RockGenerator(width, height),
+        'game_info': GameInfo(score, lives),
+        'audio': AudioEffects()
+    }
+
+
+def quit_game():
+    pygame.quit()
+    sys.exit()
+
+
+def start_game(**params):
+    width, height = params['width'], params['height']
+    ship = params['ship']
+    score, lives = params['score'], params['lives']
+    bullets, rocks = params['bullets'], params['rocks']
+    bullet_group, rock_group = params['bullet_group'], params['rock_group']
+    rock_generator = params['rock_generator']
+    game_info = params['game_info']
+    DISPLAYSURF = params['DISPLAYSURF']
+    fps_clock, FPS = params['fps_clock'], params['FPS']
+    audio = params['audio']
+
+    while True:
+        kwargs = {
+            'width': width,
+            'height': height,
+            'keys': pygame.key.get_pressed(),
+            'position': ship.get_center(),
+            'score': score,
+            'lives': lives
+        }
+
+        for event in pygame.event.get():
+            if event.type == QUIT:
+                quit_game()
+            elif event.type == KEYUP and event.key == K_SPACE:
+                bullet = Bullet.instance(**kwargs)
+                bullet_group.add(bullet)
+                bullets.append(bullet)
+                audio.play('bullet')
+
+        if rock_generator.should_generate():
+            rock = rock_generator.next()
+            rocks.append(rock)
+            rock_group.add(rock)
+
+        DISPLAYSURF.fill((255, 255, 255, 0))
+
+        game_info.draw(DISPLAYSURF, **kwargs)
+        ship.draw(DISPLAYSURF, **kwargs)
+
+        for bullet in bullets:
+            bullet.draw(DISPLAYSURF, **kwargs)
+
+        for rock in rocks:
+            rock.draw(DISPLAYSURF, **kwargs)
+
+        bullets, rocks, points = get_remaining_objects(bullets, rocks, bullet_group, rock_group)
+        score += points
+        for _ in range(points):
+            audio.play('explosion')
+
+        rocks, hits = get_remaining_rocks(ship, rocks, rock_group)
+        lives += hits
+
+        pygame.display.update()
+        fps_clock.tick(FPS)
+
+        if lives <= 0:
+            break
+
+    return score, lives
+
+
+def show_game_over(**params):
+    DISPLAYSURF = params['DISPLAYSURF']
+    fps_clock, FPS = params['fps_clock'], params['FPS']
+    width, height = params['width'], params['height']
+    score, lives = params['score'], params['lives']
+
+    message = GameOverMessage(width, height, score, lives)
+    do_continue = False
+
+    while True:
+        for event in pygame.event.get():
+            if event.type == QUIT:
+                quit_game()
+            elif event.type == KEYUP:
+                if event.key == K_q:
+                    quit_game()
+                elif event.key == K_c:
+                    print('continue')
+                    do_continue = True
+                    break
+
+        if do_continue:
+            break
+
+        DISPLAYSURF.fill((255, 255, 255, 0))
+
+        message.draw(DISPLAYSURF)
+
+        pygame.display.update()
+        fps_clock.tick(FPS)
+
+    return do_continue
+
+
+def start():
+    pygame.init()
+    pygame.display.set_caption('Space Battle')
+
+    pygame.mixer.init()
+    pygame.mixer.music.load('./audio/game.wav')
+    pygame.mixer.music.play(loops=-1)
+
+    while True:
+        params = get_params()
+        params['score'], params['lives'] = start_game(**params)
+
+        do_continue = show_game_over(**params)
+        if not do_continue:
+            break
+
+    pygame.mixer.music.stop()
+    quit_game()
+
+
+if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
+    start()
diff --git a/python/pygame/space-battle/images/bullet.png b/python/pygame/space-battle/images/bullet.png
new file mode 100644
index 0000000..c6070ac
Binary files /dev/null and b/python/pygame/space-battle/images/bullet.png differ
diff --git a/python/pygame/space-battle/images/rock.png b/python/pygame/space-battle/images/rock.png
new file mode 100644
index 0000000..335692c
Binary files /dev/null and b/python/pygame/space-battle/images/rock.png differ
diff --git a/python/pygame/space-battle/images/ship.png b/python/pygame/space-battle/images/ship.png
new file mode 100644
index 0000000..fd793a3
Binary files /dev/null and b/python/pygame/space-battle/images/ship.png differ
diff --git a/python/pygame/space-battle/images/upgrade.png b/python/pygame/space-battle/images/upgrade.png
new file mode 100644
index 0000000..71bc218
Binary files /dev/null and b/python/pygame/space-battle/images/upgrade.png differ
diff --git a/python/pygame/space-battle/objects.py b/python/pygame/space-battle/objects.py
new file mode 100644
index 0000000..90a02e6
--- /dev/null
+++ b/python/pygame/space-battle/objects.py
@@ -0,0 +1,196 @@
+import random
+import time
+import uuid
+
+import pygame
+from pygame.constants import K_LEFT, K_a, K_RIGHT, K_d
+
+
+class BaseObject(pygame.sprite.Sprite):
+    def __init__(self, ipath, position, scale=0.5):
+        pygame.sprite.Sprite.__init__(self)
+
+        self.uuid = str(uuid.uuid4())
+        self.image = BaseObject.__scale__(ipath, position, scale)
+        self.rect = self.image.get_rect(center=position)
+
+    def get_center(self):
+        return self.rect.center
+
+    def draw(self, surface, **kwargs):
+        raise NotImplementedError('Not yet implemented')
+
+    @staticmethod
+    def __scale__(ipath, position, scale):
+        img = pygame.image.load(ipath)
+        rect = img.get_rect(center=position)
+        w, h = rect.size[0], rect.size[1]
+        w, h = int(w * scale), int(h * scale)
+        return pygame.transform.scale(img, (w, h))
+
+
+class Bullet(BaseObject):
+    def __init__(self, position, scale=1.0):
+        BaseObject.__init__(self, './images/bullet.png', position, scale)
+
+    def draw(self, surface, **kwargs):
+        x, y = self.rect.center
+        self.rect.center = x, y - 5
+
+        surface.blit(self.image, self.rect.center)
+
+        if y <= 0:
+            self.kill()
+
+    @staticmethod
+    def instance(**kwargs):
+        return Bullet(kwargs['position'])
+
+
+class Rock(BaseObject):
+    def __init__(self, position, scale=1.0):
+        BaseObject.__init__(self, './images/rock.png', position, scale)
+
+    def draw(self, surface, **kwargs):
+        x, y = self.rect.center
+        self.rect.center = x, y + 1
+
+        surface.blit(self.image, self.rect.center)
+
+        if y >= kwargs['height']:
+            self.kill()
+
+
+class Ship(BaseObject):
+    def __init__(self, position, scale=1.0):
+        BaseObject.__init__(self, './images/ship.png', position, scale)
+
+    def draw(self, surface, **kwargs):
+        width, height = kwargs['width'], kwargs['height']
+        x, y = self.rect.center
+        w, h = self.rect.size
+
+        if 'keys' in kwargs:
+            keys = kwargs['keys']
+            if keys[K_LEFT] or keys[K_a]:
+                if x - w / 2.0 >= 0:
+                    x -= 4
+            elif keys[K_RIGHT] or keys[K_d]:
+                if x + w / 2.0 <= width:
+                    x += 4
+
+        self.rect.center = x, y
+
+        surface.blit(self.image, self.rect.center)
+
+
+class RockGenerator(object):
+    def __init__(self, width, height):
+        rock = Rock((width / 2.0, height / 2.0))
+        w, h = rock.rect.size
+        self.x_pos = [x for x in range(0, width, w)]
+        self.prev_x = None
+        self.start_time = None
+
+    def should_generate(self):
+        if self.start_time is None:
+            self.start_time = time.time()
+            return True
+
+        stop_time = time.time()
+        diff = int(stop_time - self.start_time)
+        if diff >= 2:
+            self.start_time = stop_time
+            return True
+        return False
+
+    def next(self):
+        while True:
+            curr_x = random.choice(self.x_pos)
+            if curr_x != self.prev_x:
+                self.prev_x = curr_x
+                return Rock((curr_x, 20))
+
+
+class GameInfo(object):
+    def __init__(self, score, lives):
+        self.font = pygame.font.Font('freesansbold.ttf', 20)
+        self.color = (0, 0, 0)
+        self.position = 10, 10
+        self.score = score
+        self.lives = lives
+
+    def __get_drawing_objects__(self):
+        text_surface = self.font.render(f'Score: {self.score}, Lives: {self.lives}', True, self.color)
+        rect = text_surface.get_rect()
+        rect.x, rect.y = 10, 10
+
+        return text_surface, rect
+
+    def draw(self, surface, **kwargs):
+        self.score = kwargs['score']
+        self.lives = kwargs['lives']
+
+        text_surface, rect = self.__get_drawing_objects__()
+        surface.blit(text_surface, rect)
+
+
+class GameOverMessage(object):
+    def __init__(self, width, height, score, lives):
+        self.game_over_font = pygame.font.Font('freesansbold.ttf', 30)
+        self.game_info_font = pygame.font.Font('freesansbold.ttf', 20)
+        self.game_action_font = pygame.font.Font('freesansbold.ttf', 20)
+
+        self.game_over_color = (255, 0, 0)
+        self.game_info_color = (0, 0, 0)
+        self.game_action_color = (0, 0, 0)
+
+        self.center = width / 2.0, height / 2.0
+        self.score = score
+        self.lives = lives
+
+    def __get_game_over__(self):
+        text = 'Game Over'
+        text_surface = self.game_over_font.render(text, True, self.game_over_color)
+        rect = text_surface.get_rect()
+        rect.center = self.center
+
+        return text_surface, rect
+
+    def __get_game_info__(self):
+        text = f'Score: {self.score}, Lives: {self.lives}'
+        text_surface = self.game_info_font.render(text, True, self.game_info_color)
+        rect = text_surface.get_rect()
+        rect.center = self.center[0], self.center[1] + 30
+
+        return text_surface, rect
+
+    def __get_game_action__(self):
+        text = 'Hit "q" to quit. Hit "c" to continue.'
+        text_surface = self.game_action_font.render(text, True, self.game_action_color)
+        rect = text_surface.get_rect()
+        rect.center = self.center[0], self.center[1] + 60
+
+        return text_surface, rect
+
+    def draw(self, surface):
+        text_surface, rect = self.__get_game_over__()
+        surface.blit(text_surface, rect)
+
+        text_surface, rect = self.__get_game_info__()
+        surface.blit(text_surface, rect)
+
+        text_surface, rect = self.__get_game_action__()
+        surface.blit(text_surface, rect)
+
+
+class AudioEffects(object):
+    def __init__(self):
+        self.effects = {
+            'bullet': pygame.mixer.Sound('./audio/bullet.wav'),
+            'explosion': pygame.mixer.Sound('./audio/explosion.wav')
+        }
+
+    def play(self, effect):
+        if effect in self.effects:
+            self.effects[effect].play()
diff --git a/python/pygame/yappy-bird/game.py b/python/pygame/yappy-bird/game.py
new file mode 100644
index 0000000..1f000d3
--- /dev/null
+++ b/python/pygame/yappy-bird/game.py
@@ -0,0 +1,98 @@
+import os
+import sys
+
+import pygame
+from pygame.constants import QUIT, K_SPACE
+
+from objects import Bird, Pipe, PipeGenerator
+
+
+def quit_game():
+    pygame.quit()
+    sys.exit()
+
+
+def get_params():
+    width = 900
+    height = 600
+
+    DISPLAYSURF = pygame.display.set_mode((width, height))
+    DISPLAYSURF.fill((255, 255, 255))
+
+    score = 0
+
+    return {
+        'FPS': 30,
+        'width': width,
+        'height': height,
+        'DISPLAYSURF': DISPLAYSURF,
+        'fps_clock': pygame.time.Clock(),
+        'score': score,
+        'pipes': [],
+        'pipe_group': pygame.sprite.Group(),
+        'bird': Bird((width / 10.0, height / 2.0))
+    }
+
+
+def start_game(**params):
+    width, height = params['width'], params['height']
+    bird = params['bird']
+    score = params['score']
+    pipes = params['pipes']
+    pipe_group = params['pipe_group']
+    DISPLAYSURF = params['DISPLAYSURF']
+    fps_clock, FPS = params['fps_clock'], params['FPS']
+
+    started = False
+    pipe_gen = PipeGenerator()
+
+    while True:
+        if not started:
+            started = pygame.key.get_pressed()[K_SPACE]
+
+        kwargs = {
+            'width': width,
+            'height': height,
+            'keys': pygame.key.get_pressed(),
+            'score': score,
+            'started': started
+        }
+
+        for event in pygame.event.get():
+            if event.type == QUIT:
+                quit_game()
+
+        DISPLAYSURF.fill((255, 255, 255, 0))
+
+        if pipe_gen.should_generate() and started:
+            t_pipe, b_pipe = pipe_gen.next(**kwargs)
+            pipes.extend([t_pipe, b_pipe])
+            pipe_group.add(t_pipe)
+            pipe_group.add(b_pipe)
+
+        bird.draw(DISPLAYSURF, **kwargs)
+
+        for pipe in pipes:
+            pipe.draw(DISPLAYSURF, **kwargs)
+
+        pygame.display.update()
+        fps_clock.tick(FPS)
+
+        collisions = pygame.sprite.spritecollide(bird, pipes, False)
+        n_collisions = len(collisions)
+        if n_collisions > 0:
+            break
+
+
+def start():
+    pygame.init()
+    pygame.display.set_caption('Yappy Bird')
+
+    params = get_params()
+    start_game(**params)
+
+
+if __name__ == '__main__':
+    os.environ['SDL_VIDEO_CENTERED'] = '1'
+    start()
+
diff --git a/python/pygame/yappy-bird/images/frame-1.png b/python/pygame/yappy-bird/images/frame-1.png
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diff --git a/python/pygame/yappy-bird/images/frame-8.png b/python/pygame/yappy-bird/images/frame-8.png
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diff --git a/python/pygame/yappy-bird/objects.py b/python/pygame/yappy-bird/objects.py
new file mode 100644
index 0000000..aad94c3
--- /dev/null
+++ b/python/pygame/yappy-bird/objects.py
@@ -0,0 +1,113 @@
+import random
+import time
+import uuid
+
+import pygame
+from pygame.constants import K_SPACE
+
+
+class Bird(pygame.sprite.Sprite):
+    def __init__(self, position, scale=0.1):
+        pygame.sprite.Sprite.__init__(self)
+
+        paths = [f'./images/frame-{i + 1}.png' for i in range(8)]
+        imgs = [pygame.image.load(p) for p in paths]
+        rect = imgs[0].get_rect()
+
+        w, h = rect.size[0], rect.size[1]
+        w, h = int(w * scale), int(h * scale)
+
+        self.uuid = str(uuid.uuid4())
+        self.width, self.height = w, h
+        self.imgs = [pygame.transform.scale(img, (w, h)) for img in imgs]
+        self.rect = self.imgs[0].get_rect()
+        self.rect.center = position[0] - w / 2.0, position[1] - h / 2.0
+        self.index = 0
+        self.is_killed = False
+
+    def draw(self, surface, **kwargs):
+        if self.is_killed:
+            return
+
+        if kwargs['started']:
+            if 'keys' in kwargs and kwargs['keys'][K_SPACE]:
+                dy = -10
+            else:
+                dy = 10
+        else:
+            dy = 0
+
+        x, y = self.rect.center[0], self.rect.center[1] + dy
+        y = max(0, y)
+        y = min(kwargs['height'] - self.height, y)
+
+        self.rect.center = x, y
+
+        surface.blit(self.imgs[self.index], self.rect.center)
+        self.index += 1
+        if self.index >= len(self.imgs):
+            self.index = 0
+
+        if y >= kwargs['height'] - self.height:
+            self.is_killed = True
+            self.kill()
+
+
+class Pipe(pygame.sprite.Sprite):
+    def __init__(self, position, width, height):
+        pygame.sprite.Sprite.__init__(self)
+
+        self.uuid = str(uuid.uuid4())
+        self.color = (10, 200, 10, 1)
+        self.position = position
+        self.dimension = width, height
+        self.rect = (self.position, self.dimension)
+        self.is_killed = False
+
+    def draw(self, surface, **kwargs):
+        if self.is_killed:
+            return
+
+        pygame.draw.rect(surface, self.color, (self.position, self.dimension))
+        self.position = self.position[0] - 5, self.position[1]
+        self.rect = (self.position, self.dimension)
+
+        if self.position[0] <= 0:
+            self.is_killed = True
+            self.kill()
+
+    def __repr__(self):
+        return f'pipe: pos={self.position} | dim={self.dimension}'
+
+
+class PipeGenerator(object):
+    def __init__(self, pipe_width=70, tb_spacing=200):
+        self.pipe_width = pipe_width
+        self.tb_spacing = tb_spacing
+        self.start_time = None
+
+    def should_generate(self):
+        if self.start_time is None:
+            self.start_time = time.time()
+            return True
+
+        stop_time = time.time()
+        diff = int(stop_time - self.start_time)
+        if diff >= 2:
+            self.start_time = stop_time
+            return True
+        return False
+
+    def next(self, **kwargs):
+        width, height = kwargs['width'], kwargs['height']
+
+        top_height = random.randint(int(height * 0.25), int(height * 0.50))
+        bot_height = height - (top_height + self.tb_spacing)
+
+        top_x, top_y = width, 0
+        bot_x, bot_y = width, top_height + self.tb_spacing
+
+        top_pipe = Pipe((top_x, top_y), self.pipe_width, top_height)
+        bot_pipe = Pipe((bot_x, bot_y), self.pipe_width, bot_height)
+
+        return top_pipe, bot_pipe