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└── 📁PySnippets
    └── 📁pysnippets
        └── 📁algorithms
            └── 📁Encryption algorithm
                └── advanced_encryption_standard.py
                └── asymmetric_encryption_algorithm.py
                └── elliptic_curve_cryptography.py
                └── hashing.py
                └── symmetric_encryption_algorithm.py
            └── __init__.py
            └── algorithms.md
            └── astar.py
            └── bellman_ford.py
            └── bfs.py
            └── binary_search.py
            └── breadth_first_search.py
            └── depth_first_search.py
            └── dfs.py
            └── dijkstra.py
            └── dijkstras.py
            └── fibonacci.py
            └── floyds.py
            └── kruskals.py
            └── prim.py
            └── prims.py
            └── topological_ordering.py
            └── warshalls.py
        └── 📁analysis
            └── __init__.py
            └── analysis.md
            └── datautils.py
            └── modelutils.py
        └── 📁communication
            └── __init__.py
            └── communication.md
            └── send_email.py
        └── 📁database
            └── 📁mongodb
                └── __init__.py
                └── mongo_connection_manager.py
                └── mongo_document_insertion.py
                └── mongo_document_query.py
                └── mongo_document_update.py
                └── mongo_index_management.py
            └── 📁mysql
                └── __init__.py
                └── sql_connection_manager.py
                └── sql_data_insertion.py
                └── sql_execute_query.py
                └── sql_schema_creation.py
                └── sql_transaction_handling.py
            └── __init__.py
            └── database.md
        └── 📁date_utils
            └── __init__.py
            └── date_utils.md
            └── date_utils.py
        └── 📁Dynamic Programming
            └── approaches.md
            └── coin_change.py
            └── dynamic-programming-optimizations.md
            └── edit_distance.py
            └── how-to-identify.md
            └── longest_common_subsequence.md
            └── longest_common_subsequence.py
            └── maximum_subarray_sum.py
            └── practice-problems-different-patterns.md
            └── two_city_scheduling.py
            └── Two-City-Scheduling-3D-DP.md
            └── unique_paths.py
        └── 📁encryption
            └── __init__.py
            └── encryption.md
            └── encryption.py
        └── 📁files
            └── __init__.py
            └── file_organizer.py
            └── file_reader.py
            └── files.md
        └── 📁graphing
            └── __init__.py
            └── advanced_graphing.py
            └── graphing-example.py
            └── graphing.md
        └── 📁hashing
            └── __init__.py
            └── hashing.md
            └── hashing.py
        └── 📁IDT_library
            └── __init__.py
            └── interactive_decision_tree.py
            └── README.md
            └── sankey_template.html
            └── test.ipynb
            └── test.py
            └── titanic-sankey.html
            └── titanic-tree.html
            └── tree_template.html
        └── 📁Image_Processing
            └── __init__.py
            └── image_augmentation_module.py
            └── ImageAugmentation.md
            └── test_image.webp
            └── usage.py
        └── 📁list
            └── __init__.py
            └── list_manipulation.md
            └── list_manipulation.py
        └── 📁math
            └── __init__.py
            └── complex_number_operations.py
            └── determinant.py
            └── math.md
            └── matrix_operations.py
            └── polar_rectangular_conversion.py
            └── vector_operations.py
        └── 📁Memoisation
            └── __init__.py
            └── fibonacci.py
            └── Importance-of-memoisation copy.md
            └── knapsack.py
            └── lcs.py
            └── Memoisation.md
        └── 📁models
            └── __init__.py
            └── Catboost.py
            └── CV_means.py
            └── Ensemble.py
            └── Grid_search.py
            └── KMeans.py
            └── LightGBM.py
            └── Linear_regression.py
            └── Logistic_regression.py
            └── XGB.py
        └── 📁numbers
            └── __init__.py
            └── format_to_2_decimal.py
            └── number_formatting.py
            └── numbers.md
            └── pad_with_zeros.py
            └── percentage_format.py
            └── prime_factorization.py
        └── 📁Performance
            └── __init__.py
            └── memoize.py
            └── performance.md
            └── timer.py
        └── 📁qrcode
            └── __init__.py
            └── generate_qr_code.py
            └── qrcode.md
            └── scan_qr_code.py
        └── 📁Searching
            └── __init__.py
            └── iterative binary search.py
            └── Linear Search.py
            └── recursive binary search.py
            └── searching.md
        └── 📁sorting
            └── __init__.py
            └── bubble_sort.py
            └── insertion_sort.py
            └── merge_sort.py
            └── quick_sort.py
            └── sort_dict_list.py
            └── sorting.md
        └── 📁stats
            └── __init__.py
            └── coeffecient_variation.py
            └── correlation.py
            └── iqr.py
            └── kurtosis.py
            └── mean_median_mode.py
            └── quantile.py
            └── skewness.py
            └── standard_deviation.py
            └── stats.md
            └── variance.py
            └── z_score_normalization.py
        └── 📁strings
            └── 📁String Matching Algorithms
                └── Algorithms.md
                └── Algoritms.py
            └── __init__.py
            └── list_to_comma_string.py
            └── string_manipulation.py
            └── Strings.md
        └── 📁system
            └── __init__.py
            └── disk_space_checker.py
            └── environment_variable_manager.py
            └── process_manager.py
            └── system_resource_monitor.py
            └── system.md
            └── temporary_file_handler.py
        └── 📁utilities
            └── __init__.py
            └── caching.md
            └── caching.py
            └── deep_copy.md
            └── deep_copy.py
            └── flatten.py
            └── retry.py
            └── timer.py
            └── utilities.md
        └── 📁Web
            └── __init__.py
            └── get_html.py
            └── get_image.py
            └── get_text.py
            └── web.md
        └── 📁webscrape
            └── __init__.py
            └── scraper.py
            └── webscrape.md
        └── __init__.py
        └── documentation.md
    └── 📁Tests
        └── 📁algorithms
            └── test_advanced_encryption_standard.py
            └── test_astar.py
            └── test_asymmetric_encryption_algorithm.py
            └── test_bellman_ford.py
            └── test_bfs.py
            └── test_binary_search.py
            └── test_breadth_first_search.py
            └── test_depth_first_search.py
            └── test_dfs.py
            └── test_dijkstra.py
            └── test_dijkstras.py
            └── test_elliptic_curve_cryptography.py
            └── test_fibonacci.py
            └── test_floyds.py
            └── test_hashing.py
            └── test_kruskals.py
            └── test_prim.py
            └── test_prims.py
            └── test_symmetric_encryption_algorithm.py
            └── test_topological_ordering.py
            └── test_warshalls.py
        └── 📁analysis
            └── test_analysis.py
        └── 📁Communication
            └── test_send_email.py
        └── 📁database
            └── test_mongo.py
            └── test_sql.py
        └── 📁date_utils
            └── __init__.py
            └── test_date_utils.py
        └── 📁encryption
            └── test_encryption.py
        └── 📁files
            └── test_file_organizer.py
            └── test_file_reader.py
        └── 📁graphing
            └── __init__.py
            └── test_advanced_graphing.py
        └── 📁IDT_library
            └── interactive_decision_tree.py
            └── sankey_template.html
            └── test_IDT.py
            └── titanic_sankey.html
            └── titanic_tree.html
            └── tree_template.html
        └── 📁image_processing
            └── __intit.py
            └── test_image_augmentation.py
            └── test_image.webp
        └── 📁lists
            └── test_list_manipulation.py
        └── 📁machine-learning-test
            └── __init__.py
            └── test_Catboost.py
            └── test_CV_means.py
            └── test_Ensemble.py
            └── test_Grid_search.py
            └── test_KMeans.py
            └── test_LightGBM.py
            └── test_Linear.py
            └── test_Logistic.py
            └── test_XGB.py
        └── 📁maths
            └── test_complex_number.py
            └── test_conversions.py
            └── test_matrix_operations.py
            └── test_vector_operations.py
        └── 📁numbers
            └── test_format_to_2_decimal.py
            └── test_number_formatting.py
            └── test_pad_with_zeros.py
            └── test_percentage_format.py
            └── test_prime_factorization.py
        └── 📁Performance
            └── test_memoize.py
            └── test_timer.py
        └── 📁qrcode
            └── test_generate_qr_code.py
            └── test_scan_qr_code.py
        └── 📁Sorting
            └── test_bubble_sort.py
            └── test_insertion_sort.py
            └── test_merge_sort.py
            └── test_quick_sort.py
            └── test_sort_dict_list.py
        └── 📁stats
            └── test_data_distribution.py
            └── test_quantile.py
            └── test_statistics.py
        └── 📁strings
            └── test_list_to_comma_string.py
            └── test_string_manipulation_added.py
            └── test_string_manipulation.py
        └── 📁system
            └── test_disk_space_checker.py
            └── test_environment_variable_manager.py
            └── test_process_manager.py
            └── test_resource_manager.py
            └── test_temporary_file_handler.py
        └── 📁utilities
            └── test_caching.py
            └── test_deep_copy.py
            └── test_flatten.py
            └── test_retry.py
            └── test_time_execution.py
        └── 📁Web
            └── test_get_html.py
            └── test_get_image.py
            └── test_get_text.py
        └── 📁webscrape
            └── test_scrape.py
    └── .gitignore
    └── CODE_OF_CONDUCT.md
    └── CONTRIBUTING.md
    └── LICENSE
    └── README.md
    └── setup.py
    └── Structure.md