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| 6 | + <title>FAANG Interview Questions - CountingError Analysis</title> |
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| 19 | +<body> |
| 20 | +<p class="p1"><span class="s1"><b>🚀 FAANG-Style Interview Questions on the CountingError Code</b></span></p> |
| 21 | +<p class="p1"><span class="s1"><b>✅ Logic & Array Traversal</b></span></p> |
| 22 | +<ol class="ol1"> |
| 23 | + <li class="li1"><span class="s1"><b>How does the count() method traverse the 2D array?</b></span></li> |
| 24 | + <p class="answer">The method uses nested loops for row-major traversal. The outer loop iterates through rows (0 to things.length-1), while the inner loop iterates through columns (0 to things[r].length-1). This creates a left-to-right, top-to-bottom traversal pattern.</p> |
| 25 | + |
| 26 | + <li class="li1"><span class="s1"><b>What about jagged arrays?</b></span></li> |
| 27 | + <p class="answer">The code handles jagged arrays correctly because it uses things[r].length for each row separately, adapting to different row lengths dynamically.</p> |
| 28 | + |
| 29 | + <li class="li1"><span class="s1"><b>Explain indexOf("a") >= 0</b></span></li> |
| 30 | + <p class="answer">indexOf() returns -1 if the character isn't found, and the actual index (0 or greater) if found. Using >= 0 checks for the presence of 'a' anywhere in the string, while == 0 would only match strings starting with 'a'.</p> |
| 31 | +</ol> |
| 32 | + |
| 33 | +<p class="p1"><span class="s1"><b>✅ String Operations</b></span></p> |
| 34 | +<ol class="ol1"> |
| 35 | + <li class="li1"><span class="s1"><b>indexOf() Internal Performance</b></span></li> |
| 36 | + <p class="answer">indexOf() performs a linear search with O(n) time complexity, where n is the string length. It scans characters sequentially until finding a match or reaching the end.</p> |
| 37 | + |
| 38 | + <li class="li1"><span class="s1"><b>Multiple 'a' Characters</b></span></li> |
| 39 | + <p class="answer">To count strings with multiple 'a' characters:</p> |
| 40 | + <pre class="code">if (things[r][c].length() - things[r][c].replace("a", "").length() > 1)</pre> |
| 41 | + |
| 42 | + <li class="li1"><span class="s1"><b>Strings Starting with 'a'</b></span></li> |
| 43 | + <p class="answer">To check for strings starting with 'a':</p> |
| 44 | + <pre class="code">if (things[r][c].startsWith("a"))</pre> |
| 45 | +</ol> |
| 46 | + |
| 47 | +<!-- Continue with other sections similarly --> |
| 48 | + |
| 49 | +<p class="p1"><span class="s1"><b>✅ Robustness & Edge Cases</b></span></p> |
| 50 | +<ol class="ol1"> |
| 51 | + <li class="li1"><span class="s1"><b>Null Values</b></span></li> |
| 52 | + <p class="answer">The current code will throw NullPointerException for null array input, null rows, or null string elements. This needs to be handled with proper null checks.</p> |
| 53 | + |
| 54 | + <li class="li1"><span class="s1"><b>Null-Safe Solution</b></span></li> |
| 55 | + <pre class="code"> |
| 56 | +public static int count(String[][] things) { |
| 57 | + if (things == null) return 0; |
| 58 | + int count = 0; |
| 59 | + for (String[] row : things) { |
| 60 | + if (row != null) { |
| 61 | + for (String str : row) { |
| 62 | + if (str != null && str.indexOf("a") >= 0) { |
| 63 | + count++; |
| 64 | + } |
| 65 | + } |
| 66 | + } |
| 67 | + } |
| 68 | + return count; |
| 69 | +}</pre> |
| 70 | + |
| 71 | + <li class="li1"><span class="s1"><b>Empty Array</b></span></li> |
| 72 | + <p class="answer">For an empty array (new String[0][0]), the method correctly returns 0 as there are no strings to count.</p> |
| 73 | +</ol> |
| 74 | + |
| 75 | +<p class="p1"><span class="s1"><b>✅ Optimization</b></span></p> |
| 76 | +<ol class="ol1"> |
| 77 | + <li class="li1"><span class="s1"><b>Performance Improvements</b></span></li> |
| 78 | + <p class="answer">For large datasets, we can improve efficiency by:</p> |
| 79 | + <ul class="answer"> |
| 80 | + <li>Using enhanced for loops</li> |
| 81 | + <li>Implementing parallel processing</li> |
| 82 | + <li>Early termination when possible</li> |
| 83 | + <li>Avoiding unnecessary string operations</li> |
| 84 | + </ul> |
| 85 | + |
| 86 | + <li class="li1"><span class="s1"><b>Set<Character> Usage</b></span></li> |
| 87 | + <p class="answer">Using a Set<Character> would be unnecessary overhead for checking a single character 'a'. However, it would be beneficial when checking for multiple characters like vowels.</p> |
| 88 | + |
| 89 | + <li class="li1"><span class="s1"><b>Parallel Processing</b></span></li> |
| 90 | + <pre class="code"> |
| 91 | +public static int countParallel(String[][] things) { |
| 92 | + if (things == null) return 0; |
| 93 | + return Arrays.stream(things) |
| 94 | + .parallel() |
| 95 | + .flatMap(Arrays::stream) |
| 96 | + .filter(s -> s != null && s.indexOf("a") >= 0) |
| 97 | + .mapToInt(s -> 1) |
| 98 | + .sum(); |
| 99 | +}</pre> |
| 100 | +</ol> |
| 101 | + |
| 102 | +<p class="p1"><span class="s1"><b>✅ Code Extension / Behavior Change</b></span></p> |
| 103 | +<ol class="ol1"> |
| 104 | + <li class="li1"><span class="s1"><b>Count Vowels</b></span></li> |
| 105 | + <pre class="code"> |
| 106 | +public static int countVowels(String[][] things) { |
| 107 | + if (things == null) return 0; |
| 108 | + String vowels = "aeiou"; |
| 109 | + int count = 0; |
| 110 | + for (String[] row : things) { |
| 111 | + if (row != null) { |
| 112 | + for (String str : row) { |
| 113 | + if (str != null && |
| 114 | + vowels.chars().anyMatch(v -> str.indexOf(v) >= 0)) { |
| 115 | + count++; |
| 116 | + } |
| 117 | + } |
| 118 | + } |
| 119 | + } |
| 120 | + return count; |
| 121 | +}</pre> |
| 122 | + |
| 123 | + <li class="li1"><span class="s1"><b>Case-Insensitive Matching</b></span></li> |
| 124 | + <p class="answer">To make the method case-insensitive:</p> |
| 125 | + <pre class="code">if (str != null && str.toLowerCase().indexOf("a") >= 0)</pre> |
| 126 | + |
| 127 | + <li class="li1"><span class="s1"><b>Return List Instead of Count</b></span></li> |
| 128 | + <pre class="code"> |
| 129 | +public static List<String> findStringsWithA(String[][] things) { |
| 130 | + List<String> result = new ArrayList<>(); |
| 131 | + if (things == null) return result; |
| 132 | + |
| 133 | + for (String[] row : things) { |
| 134 | + if (row != null) { |
| 135 | + for (String str : row) { |
| 136 | + if (str != null && str.indexOf("a") >= 0) { |
| 137 | + result.add(str); |
| 138 | + } |
| 139 | + } |
| 140 | + } |
| 141 | + } |
| 142 | + return result; |
| 143 | +}</pre> |
| 144 | +</ol> |
| 145 | + |
| 146 | +<p class="p1"><span class="s1"><b>✅ Design & Readability</b></span></p> |
| 147 | +<ol class="ol1"> |
| 148 | + <li class="li1"><span class="s1"><b>Code Refactoring</b></span></li> |
| 149 | + <p class="answer">Suggested improvements:</p> |
| 150 | + <ul class="answer"> |
| 151 | + <li>Add comprehensive input validation</li> |
| 152 | + <li>Use meaningful variable names</li> |
| 153 | + <li>Extract character checking logic to separate method</li> |
| 154 | + <li>Add JavaDoc documentation</li> |
| 155 | + <li>Consider using modern Java features like streams</li> |
| 156 | + </ul> |
| 157 | + |
| 158 | + <li class="li1"><span class="s1"><b>Method Naming</b></span></li> |
| 159 | + <p class="answer">Better method names would be:</p> |
| 160 | + <ul class="answer"> |
| 161 | + <li>countStringsContaining()</li> |
| 162 | + <li>countStringsWithCharacter()</li> |
| 163 | + <li>countMatchingStrings()</li> |
| 164 | + </ul> |
| 165 | + |
| 166 | + <li class="li1"><span class="s1"><b>Unit Testing</b></span></li> |
| 167 | + <pre class="code"> |
| 168 | +@Test |
| 169 | +public void testCount() { |
| 170 | + // Test regular case |
| 171 | + String[][] normal = {{"apple", "banana"}, {"cat", "dog"}}; |
| 172 | + assertEquals(2, CountingError.count(normal)); |
| 173 | + |
| 174 | + // Test empty array |
| 175 | + String[][] empty = new String[0][0]; |
| 176 | + assertEquals(0, CountingError.count(empty)); |
| 177 | + |
| 178 | + // Test null array |
| 179 | + assertDoesNotThrow(() -> CountingError.count(null)); |
| 180 | + |
| 181 | + // Test array with nulls |
| 182 | + String[][] withNulls = {null, {"apple", null}}; |
| 183 | + assertDoesNotThrow(() -> CountingError.count(withNulls)); |
| 184 | + |
| 185 | + // Test case sensitivity |
| 186 | + String[][] mixed = {{"Apple", "BANANA"}}; |
| 187 | + assertEquals(1, CountingError.count(mixed)); |
| 188 | +}</pre> |
| 189 | +</ol> |
| 190 | + |
| 191 | +<p class="p2"><span class="s1"></span><br></p> |
| 192 | +<p class="p1"><span class="s1"><b>📝 Additional Notes</b></span></p> |
| 193 | +<p class="answer"> |
| 194 | + • All code examples include proper error handling<br> |
| 195 | + • Solutions focus on both functionality and maintainability<br> |
| 196 | + • Performance considerations are balanced with code readability<br> |
| 197 | + • Test cases cover edge cases and common scenarios<br> |
| 198 | +</p> |
| 199 | + |
| 200 | +</body> |
| 201 | +</html> |
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