data_processing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import PyPDF2\n",
    "import textract\n",
    "import fitz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Directories\n",
    "notebooks_directory = \"Lesson-Plans\"\n",
    "pdf_slides_directory = \"Slides\"\n",
    "transcripts_directory = \"Transcripts\"\n",
    "output_directory = \"Output\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed: CommonCommands.md into 01-Introduction-to-AI_CommonCommands_combined_content.txt\n",
      "Processed: terminal.md into 01-Introduction-to-AI_terminal_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: dishes_pseudocode.md into 01-Ins_Pseudocoding_dishes_pseudocode_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: laundry_pseudocode_solution.md into 02-Stu_Pseudocoding_Practice_laundry_pseudocode_solution_combined_content.txt\n",
      "Processed: laundry_pseudocode.md into 02-Stu_Pseudocoding_Practice_laundry_pseudocode_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: variables_solution.py into 03-Ins_Python_Intro_variables_solution_combined_content.txt\n",
      "Processed: variables.py into 03-Ins_Python_Intro_variables_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: hello_variable_world_solution.py into 04-Stu_Variables_hello_variable_world_solution_combined_content.txt\n",
      "Processed: hello_variable_world.py into 04-Stu_Variables_hello_variable_world_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: inputs_solution.py into 05-Ins_Prompts_inputs_solution_combined_content.txt\n",
      "Processed: inputs.py into 05-Ins_Prompts_inputs_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: input_order_solution.py into 06-Stu_Input_Order_input_order_solution_combined_content.txt\n",
      "Processed: input_order.py into 06-Stu_Input_Order_input_order_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: calculation_operators_solution.py into 07-Ins_Calculation_Operators_calculation_operators_solution_combined_content.txt\n",
      "Processed: calculation_operators.py into 07-Ins_Calculation_Operators_calculation_operators_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: vacation_calculator_solution.py into 08-Stu_Basic_Calculator_vacation_calculator_solution_combined_content.txt\n",
      "Processed: vacation_calculator.py into 08-Stu_Basic_Calculator_vacation_calculator_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: complex_strings_solution.py into 09-Ins_Complex_Strings_complex_strings_solution_combined_content.txt\n",
      "Processed: complex_strings.py into 09-Ins_Complex_Strings_complex_strings_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: print_presentation_solution.py into 10-Stu_Print_Presentation_print_presentation_solution_combined_content.txt\n",
      "Processed: print_presentation.py into 10-Stu_Print_Presentation_print_presentation_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process lists_tuples_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: lists_tuples_solution.py into 01-Ins_Lists_Tuples_lists_tuples_solution_combined_content.txt\n",
      "Failed to process lists_tuples.ipynb: name 'nbformat' is not defined\n",
      "Processed: lists_tuples.py into 01-Ins_Lists_Tuples_lists_tuples_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process create_a_menu_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: create_a_menu_solution.py into 02-Stu_Create_a_Menu_create_a_menu_solution_combined_content.txt\n",
      "Failed to process create_a_menu.ipynb: name 'nbformat' is not defined\n",
      "Processed: create_a_menu.py into 02-Stu_Create_a_Menu_create_a_menu_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process conditionals_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: conditionals_solution.py into 03-Ins_Conditionals_conditionals_solution_combined_content.txt\n",
      "Failed to process conditionals.ipynb: name 'nbformat' is not defined\n",
      "Processed: conditionals.py into 03-Ins_Conditionals_conditionals_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process conditional_conundrum_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: conditional_conundrum_solution.py into 04-Stu_Conditional_Conundrum_conditional_conundrum_solution_combined_content.txt\n",
      "Failed to process conditional_conundrum.ipynb: name 'nbformat' is not defined\n",
      "Processed: conditional_conundrum.py into 04-Stu_Conditional_Conundrum_conditional_conundrum_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process complex_conditionals_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: complex_conditionals_solution.py into 05-Ins_Complex_Conditionals_complex_conditionals_solution_combined_content.txt\n",
      "Failed to process complex_conditionals.ipynb: name 'nbformat' is not defined\n",
      "Processed: complex_conditionals.py into 05-Ins_Complex_Conditionals_complex_conditionals_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process smooth_operator_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: smooth_operator_solution.py into 06-Stu_Smooth_Operator_smooth_operator_solution_combined_content.txt\n",
      "Failed to process smooth_operator.ipynb: name 'nbformat' is not defined\n",
      "Processed: smooth_operator.py into 06-Stu_Smooth_Operator_smooth_operator_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process loops_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: loops_solution.py into 07-Ins_Loops_loops_solution_combined_content.txt\n",
      "Failed to process loops.ipynb: name 'nbformat' is not defined\n",
      "Processed: loops.py into 07-Ins_Loops_loops_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process travel_loops_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: travel_loops_solution.py into 08-Stu_Travel_Loops_travel_loops_solution_combined_content.txt\n",
      "Failed to process travel_loops.ipynb: name 'nbformat' is not defined\n",
      "Processed: travel_loops.py into 08-Stu_Travel_Loops_travel_loops_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process nested_decisions_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: nested_decisions_solution.py into 09-Ins_Nested_Decisions_nested_decisions_solution_combined_content.txt\n",
      "Failed to process nested_decisions.ipynb: name 'nbformat' is not defined\n",
      "Processed: nested_decisions.py into 09-Ins_Nested_Decisions_nested_decisions_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process loop_de_loop_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: loop_de_loop_solution.py into 10-Stu_Loop_De_Loop_loop_de_loop_solution_combined_content.txt\n",
      "Failed to process loop_de_loop.ipynb: name 'nbformat' is not defined\n",
      "Processed: loop_de_loop.py into 10-Stu_Loop_De_Loop_loop_de_loop_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process rock_paper_scissors_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: rock_paper_scissors_solution.py into 01-Evr_Rock_Paper_Scissors_rock_paper_scissors_solution_combined_content.txt\n",
      "Failed to process rock_paper_scissors.ipynb: name 'nbformat' is not defined\n",
      "Processed: rock_paper_scissors.py into 01-Evr_Rock_Paper_Scissors_rock_paper_scissors_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process match_case_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: match_case_solution.py into 02-Ins_Match_Case_match_case_solution_combined_content.txt\n",
      "Failed to process match_case.ipynb: name 'nbformat' is not defined\n",
      "Processed: match_case.py into 02-Ins_Match_Case_match_case_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process rps_match_case_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: rps_match_case_solution.py into 03-Stu_Refactor_Rock_Paper_Scissors_rps_match_case_solution_combined_content.txt\n",
      "Failed to process rps_match_case.ipynb: name 'nbformat' is not defined\n",
      "Processed: rps_match_case.py into 03-Stu_Refactor_Rock_Paper_Scissors_rps_match_case_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process dictionaries_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: dictionaries_solution.py into 04-Ins_Dictionaries_dictionaries_solution_combined_content.txt\n",
      "Failed to process dictionary_methods_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: dictionary_methods_solution.py into 04-Ins_Dictionaries_dictionary_methods_solution_combined_content.txt\n",
      "Failed to process dictionaries.ipynb: name 'nbformat' is not defined\n",
      "Processed: dictionaries.py into 04-Ins_Dictionaries_dictionaries_combined_content.txt\n",
      "Failed to process dictionary_methods.ipynb: name 'nbformat' is not defined\n",
      "Processed: dictionary_methods.py into 04-Ins_Dictionaries_dictionary_methods_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process hobby_dictionary_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: hobby_dictionary_solution.py into 05-Stu_Dictionaries_hobby_dictionary_solution_combined_content.txt\n",
      "Failed to process hobby_dictionary.ipynb: name 'nbformat' is not defined\n",
      "Processed: hobby_dictionary.py into 05-Stu_Dictionaries_hobby_dictionary_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process nested_data_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: nested_data_solution.py into 06-Ins_Nested_Data_Structures_nested_data_solution_combined_content.txt\n",
      "Failed to process nested_data.ipynb: name 'nbformat' is not defined\n",
      "Processed: nested_data.py into 06-Ins_Nested_Data_Structures_nested_data_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process explore_the_nest_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: explore_the_nest_solution.py into 07-Stu_Exploring_the_Nest_explore_the_nest_solution_combined_content.txt\n",
      "Failed to process explore_the_nest.ipynb: name 'nbformat' is not defined\n",
      "Processed: explore_the_nest.py into 07-Stu_Exploring_the_Nest_explore_the_nest_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process nested_dictionaries_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: nested_dictionaries_solution.py into 08-Ins_Nested_Dictionaries_nested_dictionaries_solution_combined_content.txt\n",
      "Failed to process nested_dictionaries.ipynb: name 'nbformat' is not defined\n",
      "Processed: nested_dictionaries.py into 08-Ins_Nested_Dictionaries_nested_dictionaries_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process print_a_menu_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: print_a_menu_solution.py into 09-Stu_Printing_a_Menu_print_a_menu_solution_combined_content.txt\n",
      "Failed to process print_a_menu.ipynb: name 'nbformat' is not defined\n",
      "Processed: print_a_menu.py into 09-Stu_Printing_a_Menu_print_a_menu_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process comprehensions_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: comprehensions_solution.py into 10-Ins_List_Comprehension_comprehensions_solution_combined_content.txt\n",
      "Failed to process comprehensions.ipynb: name 'nbformat' is not defined\n",
      "Processed: comprehensions.py into 10-Ins_List_Comprehension_comprehensions_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process guest_list_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: guest_list_solution.py into 11-Stu_Guest_List_guest_list_solution_combined_content.txt\n",
      "Failed to process guest_list.ipynb: name 'nbformat' is not defined\n",
      "Processed: guest_list.py into 11-Stu_Guest_List_guest_list_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process basic_functions_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: basic_functions_solution.py into 01-Ins_Functions_basic_functions_solution_combined_content.txt\n",
      "Failed to process basic_functions.ipynb: name 'nbformat' is not defined\n",
      "Processed: basic_functions.py into 01-Ins_Functions_basic_functions_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process a_definitive_buy_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: a_definitive_buy_solution.py into 02-Stu_Definitive_Buy_a_definitive_buy_solution_combined_content.txt\n",
      "Failed to process a_definitive_buy.ipynb: name 'nbformat' is not defined\n",
      "Processed: a_definitive_buy.py into 02-Stu_Definitive_Buy_a_definitive_buy_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process passing_arguments_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: passing_arguments_solution.py into 03-Ins_Variables_Arguments_passing_arguments_solution_combined_content.txt\n",
      "Failed to process variables_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: variables_solution.py into 03-Ins_Variables_Arguments_variables_solution_combined_content.txt\n",
      "Failed to process passing_arguments.ipynb: name 'nbformat' is not defined\n",
      "Processed: passing_arguments.py into 03-Ins_Variables_Arguments_passing_arguments_combined_content.txt\n",
      "Failed to process variables.ipynb: name 'nbformat' is not defined\n",
      "Processed: variables.py into 03-Ins_Variables_Arguments_variables_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process car_loan_calculator_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: car_loan_calculator_solution.py into 04-Stu_Car_Loan_Calculator_car_loan_calculator_solution_combined_content.txt\n",
      "Failed to process car_loan_calculator.ipynb: name 'nbformat' is not defined\n",
      "Processed: car_loan_calculator.py into 04-Stu_Car_Loan_Calculator_car_loan_calculator_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process returning_values_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: returning_values_solution.py into 05-Ins_Returning_Values_returning_values_solution_combined_content.txt\n",
      "Failed to process returning_values.ipynb: name 'nbformat' is not defined\n",
      "Processed: returning_values.py into 05-Ins_Returning_Values_returning_values_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Skipped: returned_goods_unsolved.ipynb\n",
      "Skipped: returned_goods_unsolved.py\n",
      "Failed to process returned_goods.ipynb: name 'nbformat' is not defined\n",
      "Processed: returned_goods.py into 06-Stu_Returned_Goods_returned_goods_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process map_lambda_filter_functions_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: map_lambda_filter_functions_solution.py into 07-Ins_Anonymous_Built-in_Functions_map_lambda_filter_functions_solution_combined_content.txt\n",
      "Failed to process map_lambda_filter_functions.ipynb: name 'nbformat' is not defined\n",
      "Processed: map_lambda_filter_functions.py into 07-Ins_Anonymous_Built-in_Functions_map_lambda_filter_functions_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process anonymous_functions_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: anonymous_functions_solution.py into 08-Stu_Map_Lambda_Filter_Functions_anonymous_functions_solution_combined_content.txt\n",
      "Failed to process anonymous_functions.ipynb: name 'nbformat' is not defined\n",
      "Processed: anonymous_functions.py into 08-Stu_Map_Lambda_Filter_Functions_anonymous_functions_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process documenting_code_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: documenting_code_solution.py into 09-Ins_Documenting_Code_documenting_code_solution_combined_content.txt\n",
      "Failed to process documenting_code.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process pizza_order_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: pizza_order_solution.py into 10-Stu_Pizza_Order_Documentation_pizza_order_solution_combined_content.txt\n",
      "Failed to process pizza_order.ipynb: name 'nbformat' is not defined\n",
      "Processed: pizza_order.py into 10-Stu_Pizza_Order_Documentation_pizza_order_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process import_modules_functions_methods_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: import_modules_functions_methods_solution.py into 01-Ins_Importing_Modules_Functions_Methods_import_modules_functions_methods_solution_combined_content.txt\n",
      "Failed to process import_modules_functions_methods.ipynb: name 'nbformat' is not defined\n",
      "Processed: import_modules_functions_methods.py into 01-Ins_Importing_Modules_Functions_Methods_import_modules_functions_methods_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process CarLoan.ipynb: name 'nbformat' is not defined\n",
      "Processed: CarLoan.py into 02-Stu_Importing_Car_Loan_Function_CarLoan_combined_content.txt\n",
      "Failed to process import_car_loan_function_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: import_car_loan_function_solution.py into 02-Stu_Importing_Car_Loan_Function_import_car_loan_function_solution_combined_content.txt\n",
      "Failed to process CarLoan.ipynb: name 'nbformat' is not defined\n",
      "Processed: CarLoan.py into 02-Stu_Importing_Car_Loan_Function_CarLoan_combined_content.txt\n",
      "Failed to process import_car_loan_function.ipynb: name 'nbformat' is not defined\n",
      "Processed: import_car_loan_function.py into 02-Stu_Importing_Car_Loan_Function_import_car_loan_function_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process refactoring_code_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: refactoring_code_solution.py into 03-Ins_Refactoring_Code_refactoring_code_solution_combined_content.txt\n",
      "Failed to process refactoring_code.ipynb: name 'nbformat' is not defined\n",
      "Processed: refactoring_code.py into 03-Ins_Refactoring_Code_refactoring_code_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process travel_loops.ipynb: name 'nbformat' is not defined\n",
      "Processed: travel_loops.py into 04-Evr_Recfactoring_Travel_Loops_travel_loops_combined_content.txt\n",
      "Failed to process travel_loops_refactoring_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: travel_loops_refactoring_solution.py into 04-Evr_Recfactoring_Travel_Loops_travel_loops_refactoring_solution_combined_content.txt\n",
      "Failed to process travel_loops.ipynb: name 'nbformat' is not defined\n",
      "Processed: travel_loops.py into 04-Evr_Recfactoring_Travel_Loops_travel_loops_combined_content.txt\n",
      "Failed to process travel_loops_refactoring.ipynb: name 'nbformat' is not defined\n",
      "Processed: travel_loops_refactoring.py into 04-Evr_Recfactoring_Travel_Loops_travel_loops_refactoring_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: ATM_User_Stories_solution.md into 06-Grp_ATM_User_Stories_ATM_User_Stories_solution_combined_content.txt\n",
      "Processed: ATM_User_Stories.md into 06-Grp_ATM_User_Stories_ATM_User_Stories_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process atm_login_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: atm_login_solution.py into 07-Ins_ATM_Application_Logic_atm_login_solution_combined_content.txt\n",
      "Failed to process atm_login.ipynb: name 'nbformat' is not defined\n",
      "Processed: atm_login.py into 07-Ins_ATM_Application_Logic_atm_login_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process atm_application_code_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: atm_application_code_solution.py into 08_Stu_ATM_Application_Code_atm_application_code_solution_combined_content.txt\n",
      "Failed to process atm_application_code.ipynb: name 'nbformat' is not defined\n",
      "Processed: atm_application_code.py into 08_Stu_ATM_Application_Code_atm_application_code_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process atm_modular_design_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: atm_modular_design_solution.py into 09-Ins_Modular_ATM_Design_atm_modular_design_solution_combined_content.txt\n",
      "Failed to process modular_atm_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: modular_atm_solution.py into 09-Ins_Modular_ATM_Design_modular_atm_solution_combined_content.txt\n",
      "Failed to process utils.ipynb: name 'nbformat' is not defined\n",
      "Processed: utils.py into 09-Ins_Modular_ATM_Design_utils_combined_content.txt\n",
      "Failed to process make_deposit.ipynb: name 'nbformat' is not defined\n",
      "Processed: make_deposit.py into Solved_make_deposit_combined_content.txt\n",
      "Failed to process make_withdrawal.ipynb: name 'nbformat' is not defined\n",
      "Processed: make_withdrawal.py into Solved_make_withdrawal_combined_content.txt\n",
      "Failed to process atm_modular_design.ipynb: name 'nbformat' is not defined\n",
      "Processed: atm_modular_design.py into 09-Ins_Modular_ATM_Design_atm_modular_design_combined_content.txt\n",
      "Failed to process utils.ipynb: name 'nbformat' is not defined\n",
      "Processed: utils.py into 09-Ins_Modular_ATM_Design_utils_combined_content.txt\n",
      "Failed to process make_deposit.ipynb: name 'nbformat' is not defined\n",
      "Processed: make_deposit.py into Unsolved_make_deposit_combined_content.txt\n",
      "Failed to process make_withdrawal.ipynb: name 'nbformat' is not defined\n",
      "Processed: make_withdrawal.py into Unsolved_make_withdrawal_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process modular_atm_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: modular_atm_solution.py into Solved_modular_atm_solution_combined_content.txt\n",
      "Failed to process utils.ipynb: name 'nbformat' is not defined\n",
      "Processed: utils.py into Solved_utils_combined_content.txt\n",
      "Failed to process make_deposit.ipynb: name 'nbformat' is not defined\n",
      "Processed: make_deposit.py into atm_make_deposit_combined_content.txt\n",
      "Failed to process make_withdrawal.ipynb: name 'nbformat' is not defined\n",
      "Processed: make_withdrawal.py into atm_make_withdrawal_combined_content.txt\n",
      "Failed to process modular_atm.ipynb: name 'nbformat' is not defined\n",
      "Processed: modular_atm.py into Unsolved_modular_atm_combined_content.txt\n",
      "Processed: utils.py into Unsolved_utils_combined_content.txt\n",
      "Processed: make_deposit.py into atm_make_deposit_combined_content.txt\n",
      "Processed: make_withdrawal.py into atm_make_withdrawal_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: oop_basics_solution.py into 01-Ins_OOP_Basics_oop_basics_solution_combined_content.txt\n",
      "Processed: oop_example.py into 01-Ins_OOP_Basics_oop_example_combined_content.txt\n",
      "Processed: oop_basics.py into 01-Ins_OOP_Basics_oop_basics_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: car_class_solution.py into 02-Stu_Modify_Car_Class_car_class_solution_combined_content.txt\n",
      "Processed: car_class.py into 02-Stu_Modify_Car_Class_car_class_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: adding_methods_solution.py into 03-Ins_Adding_Methods_adding_methods_solution_combined_content.txt\n",
      "Processed: adding_methods.py into 03-Ins_Adding_Methods_adding_methods_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: adding_car_class_methods_solution.py into 04-Stu_Add_Methods_Car_Class_adding_car_class_methods_solution_combined_content.txt\n",
      "Processed: adding_car_class_methods.py into 04-Stu_Add_Methods_Car_Class_adding_car_class_methods_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: Car.py into 05-Ins-Creating_Modules_Car_combined_content.txt\n",
      "Processed: car_data_solution.py into 05-Ins-Creating_Modules_car_data_solution_combined_content.txt\n",
      "Processed: Car.py into 05-Ins-Creating_Modules_Car_combined_content.txt\n",
      "Processed: car_data.py into 05-Ins-Creating_Modules_car_data_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: bankaccount.py into 06-Stu_Bank_Account_Class_bankaccount_combined_content.txt\n",
      "Processed: banking_solution.py into 06-Stu_Bank_Account_Class_banking_solution_combined_content.txt\n",
      "Processed: BankAccount.py into 06-Stu_Bank_Account_Class_BankAccount_combined_content.txt\n",
      "Processed: banking.py into 06-Stu_Bank_Account_Class_banking_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: CarData.py into 07-Ins_Inheritance_CarData_combined_content.txt\n",
      "Processed: car_extras_solution.py into 07-Ins_Inheritance_car_extras_solution_combined_content.txt\n",
      "Processed: CarData.py into 07-Ins_Inheritance_CarData_combined_content.txt\n",
      "Processed: car_extras.py into 07-Ins_Inheritance_car_extras_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: Accounts.py into 08-Stu_Account_Inheritance_Accounts_combined_content.txt\n",
      "Processed: account_inheritance_solution.py into 08-Stu_Account_Inheritance_account_inheritance_solution_combined_content.txt\n",
      "Processed: Accounts.py into 08-Stu_Account_Inheritance_Accounts_combined_content.txt\n",
      "Processed: account_inheritance.py into 08-Stu_Account_Inheritance_account_inheritance_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process creating_data_frames_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process creating_data_frames.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process DataFrame_shop_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process DataFrame_shop.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process pandas_reading_files_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process pandas_reading_files.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process column_manipulation_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process column_manipulation.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process columns_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process columns.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process indexing_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process indexing.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process good_movies_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process good_movies.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process comic_books_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process comic_books.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process dataframe_review_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process dataframe_review_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process sorting_data_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process sorting_data.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process exploring_data_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process exploring_data.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process search_for_the_worst_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process search_for_the_worst.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process summary_stats_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process summary_stats.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process outliers_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process outliers.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process summary_stats_solved.ipynb: name 'nbformat' is not defined\n",
      "Failed to process summary_stats_unsovled.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process Pandas_recap_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process Pandas_recap.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process data_functions_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process data_functions.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process training_grounds_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process training_grounds.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process apply_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process apply.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process apply_taxes_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process apply_taxes.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process spring_cleaning.ipynb: name 'nbformat' is not defined\n",
      "Failed to process spring_cleaning.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process answering_abstract_questions_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process answering_abstract_questions_blank.ipynb: name 'nbformat' is not defined\n",
      "Failed to process answering_abstract_questions_starter.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process concatenate_stocks_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process concatenate_stocks.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process concat_country_products_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process concat_country_products.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process joining_data_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process joining_data.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process joining_alternative_energy_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process joining_alternative_energy.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process merging_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process merging.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process census_merging_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process census_merging.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process merging_duplicate_columns_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process merging_duplicate_columns.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process merge_wheat_production_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process merge_wheat_production.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process groupby_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process groupby.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process training_groupby_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process groupby_multiple_columns_aggregation_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process groupby_multiple_column_aggregation_delayed_flights_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process groupby_multiple_column_aggregation_delayed_flights.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process customizing_aggregations_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process delayed_flights_custom_aggregations_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process binning_and_groupby_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process binning_movies_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process pivot_book_sales_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process pivoting_exam_scores_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process pivoting_exam_scores.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process multi_indexing_pivoting_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process multi-indexing_pivoting_car_sales_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process multi-indexing_pivoting_car_sales.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process custom_agg_multi_indexing_pivot_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process custom_agg_multiIndex_pivot_delayed_flights_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process custom_agg_multiIndex_pivot_delayed_flights.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process resample_melt_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process resample_melt.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process resampling_melting_DataFrames_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process resampling_melting_DataFrames.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process extract_html_table_data_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process extract_html_table_data.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process world_cup_stats_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process world_cup_stats.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process python_requests_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process python_requests.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process python_requests_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process python_requests.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process url_parameters_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process url_parameters.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process url_parameters_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process url_parameters.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process iterative_requests_json_to_pandas_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process TV_ratings_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process TV_ratings.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process number_facts_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process number_facts.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process env_variables_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process env_variables.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process env_variables_tmdb_requests_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process env_variables_tmdb_requests.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process nyt_api_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process retrieve_articles_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process retrieve_articles.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process open_weather_dataframe_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process open_weather_dataframe.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process weather_info_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process weather_info.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process exception_example.ipynb: name 'nbformat' is not defined\n",
      "Failed to process exception_handling_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process making_exceptions_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process api_exceptions_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process nyt_movie_review_articles_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process nyt_movie_review_articles.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process census_demo_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process census_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process open_library_example_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: open_library_script_solution.py into 04-Grp_API_Mini_Project_open_library_script_solution_combined_content.txt\n",
      "Failed to process api_exploration.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process ExploreRelationships_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process IntroPyPlotLinePlots_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process MakeLinePlot_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process ConfiguringLinePlots_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process LegendaryTemp_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process CarsBarChart_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process ScatterPlots_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process PlottingPandasData_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process MilesPerGallon-ScatterPlot_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process Temperature-Outliers_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process importing-sp500-data_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process exploring-time-series-data_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process stock_volatility_and_google_trends_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process intro-time-series-forecasting_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process setting-up-google-colab_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process data-prep-time-series_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process time-series-forecasting-prophet_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process interpreting-prophet-forecasting-prophet_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process forecasting-bitcoin-prices_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process analyze_and_predict_sp500_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process clusters_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process services_clustering_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process customer_spending_kmeans_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process elbow_method_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process finding_best_k_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process warm_up_elbow_curve_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process used_car_sales_elbow_curve_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process scaling_customers_shopping_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process cc_preprocessing_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process standardizing_stock_data_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process ins_complex_data_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process cc_segmenting_customers_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process global_carry_trades_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process pca_example_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process segmenting_with_pca_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process energize_your_stock_clustering_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process linear_regression_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process predicting_sales_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process lr_model_evaluation_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process evaluate_predicting_sales_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process predicting_electricity_generation_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process encoding_categorical_data_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process train_test_split_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process multiple_linear_regression_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process predict_liters_per_100km_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process preprocessing_review.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process measuring_bias_and_variance_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process adjusted_R2_and_cross_validation_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process p-values_for_regression_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process feature_selection_with_p-values_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process multicollinearity_and_VIF_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process regularization_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process regularize_housing_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process regression_warm_up_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process ml_pipelines_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: pipeline_utilities.py into 03-Grp_Regression_Mini_Project_pipeline_utilities_combined_content.txt\n",
      "Failed to process regression_mini_project_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process logistic_regression_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process predicting_malware_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process scale_preprocessing_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process preprocessing_lr_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process predict_occupancy_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process predict_malware_svm_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process k_nearest_neighbors_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process malware_nearest_neighbors_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process predict_crowdfunding_success_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process malware_tree_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process first_model_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process data_leakage_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process missing_values_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process hyperparameters_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process resampling_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process telemarketing_resampling_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process fourth_model_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: ml_utils.py into 06-Stu_New_Data_ml_utils_combined_content.txt\n",
      "Failed to process new_data_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: LessonPlan.md into 18-Neural-Networks-Deep-Learning-1_LessonPlan_combined_content.txt\n",
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      "Failed to process work_through_logistics_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process work_through_nn_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process byo_neural_network_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process compare_training_real_data_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process comparison_with_binary_classes_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process over_the_moon_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process back_to_the_moon_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process synaptic_boost_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process auto_optimization_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process tune_up_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: odbl-10.md into Activities_odbl-10_combined_content.txt\n",
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      "Failed to process getting_real_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process detecting_article_objectivity_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process objectivity_supervised_learning_results.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process travel_ratings_rbm_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process rbm_data_preprocessing_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process train_save_movie_recommender_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process test_movie_recommender_utilities_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: utils.py into 04-Evr_RBM_Utilities_utils_combined_content.txt\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process evaluate_movie_recommender_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process generate_recommendations_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process importing_an_image_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process practice_importing_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process pickling_images_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process preprocessing_images_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process preprocessing_fungi_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process image_labels_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process image_labels.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process labeling_images_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process build_a_basic_cnn_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process augmenting_data_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process augmenting_one_image_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process building_cnn_from_scratch_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process branching_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process preparing_faces_for_branching_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process branching_faces_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process branching_faces.ipynb: name 'nbformat' is not defined\n",
      "Processed: LessonPlan.md into 20-NLP_LessonPlan_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process tokenization_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process tokenizing_reuters_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process stopwords_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process crude_oil_stopwords_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process lemmatization_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process stemming_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process stemming_lemmatizing_moby_dick_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process ngram_count_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process word_bigram_corpus_counter_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: LessonPlan.md into 20-NLP_LessonPlan_combined_content.txt\n",
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      "Failed to process terms_relevance_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process money_words_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process sms_text_classification_solution copy.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process movie_review_classification_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process pos_tagging_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process describing_america_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process ner_coffee_solution.ipynb: name 'nbformat' is not defined\n",
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      "Processed: LessonPlan.md into 20-NLP_LessonPlan_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process Latent_Dirichlet_Allocation_solution.ipynb: name 'nbformat' is not defined\n",
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      "Failed to process BBC_news_LDA_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process BBC_news_LDA.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process Non-Negative-Matrix-Factorization_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process Non-Negative-Matrix-Factorization.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process BBC_news_NMF_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process BBC_news_NMF.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process LSTM_Text_Generation_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process LSTM_Text_Generation.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process The_Case_of_the_Vanishing_Gradient_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process The_Case_of_the_Vanishing_Gradient.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process BoW_model_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process BoW_model.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process subword_tokenization_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process subword_tokenization.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process tokens_to_indices_review_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process tokens_to_indices_review.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process sentence_tokenizer_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process similarity_measures_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process sentence_tokenizer.ipynb: name 'nbformat' is not defined\n",
      "Failed to process similarity_measures.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process similarity_search_engine_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process similarity_search_engine.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process sms_ham_spam_similarity_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process sms_ham_spam_similarity.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process text_translation_pipeline_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process text_translation_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process text_translation.ipynb: name 'nbformat' is not defined\n",
      "Failed to process text_translation_pipeline.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process headlines_translation_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process headlines_translation.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process text_generation_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process text_generation.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process testing_text_generators_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process testing_text_generators.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process question_answering_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process question_answering.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process question_answering_testing_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process question_answering.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process text_summarization_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process text_summarization.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process student_text_summarization_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process student_text_summarization.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process gradio_demonstration_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process gradio_demonstration.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process gradio_pizza_order_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process gradio_pizza_order.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process gradio_text_summarization_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process gradio_text_summarization.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process student_gradio_text_summarization_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process student_gradio_text_summarization.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process gradio_other_components_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process gradio_other_components.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process gradio_question_answer_textbox_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: app.py into Solved_app_combined_content.txt\n",
      "Failed to process gradio_question_answer_textbox.ipynb: name 'nbformat' is not defined\n",
      "Failed to process question_answering_solution.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process intro_langchain_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process intro_langchain.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process langchain_practice_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process langchain_practice.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process external_sources_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process external_sources.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process api_chat_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process api_chat.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process conversational_memory_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process conversational_memory.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process event_planner_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process event_planner.ipynb: name 'nbformat' is not defined\n",
      "Processed: chatdoc.py into 22-Emerging-AI-Topics_chatdoc_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process prompt_templates_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process prompt_templates.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process quote_generator_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process quote_generator.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process output_parsers_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process output_parsers.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process recipe_info_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process recipe_info.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process agents_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process agents.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Failed to process activity_planner_solution.ipynb: name 'nbformat' is not defined\n",
      "Failed to process activity_planner.ipynb: name 'nbformat' is not defined\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Processed: README.md into Activities_README_combined_content.txt\n",
      "Total processed files: 534\n",
      "Total skipped files: 2\n"
     ]
    }
   ],
   "source": [
    "# Function to read markdown/code files\n",
    "def extract_notebook_content(notebook_path, delimiter=\"##--CODE--##\\n\"):\n",
    "    with open(notebook_path, 'r', encoding='utf-8') as nb_file:\n",
    "        nb = nbformat.read(nb_file, as_version=4)\n",
    "        combined_content = []\n",
    "        for cell in nb.cells:\n",
    "            if cell.cell_type == 'markdown':\n",
    "                combined_content.append(cell.source)\n",
    "            elif cell.cell_type == 'code':\n",
    "                combined_content.append(delimiter + cell.source)\n",
    "        return \"\\n\\n\".join(combined_content) + \"\\n\\n\"\n",
    "\n",
    "def extract_md_content(md_path):\n",
    "    with open(md_path, 'r', encoding='utf-8') as md_file:\n",
    "        return md_file.read()\n",
    "\n",
    "def extract_py_content(py_path):\n",
    "    with open(py_path, 'r', encoding='utf-8') as py_file:\n",
    "        return py_file.read()\n",
    "\n",
    "def process_directory_and_combine(directory_path, output_directory, delimiter=\"##--CODE--##\\n\"):\n",
    "    processed_files = 0\n",
    "    skipped_files = 0\n",
    "    for root, dirs, files in os.walk(directory_path):\n",
    "        for file in files:\n",
    "            if 'unsolved' in file.lower():  # Skip files with 'unsolved' in the filename (case insensitive)\n",
    "                skipped_files += 1\n",
    "                print(f\"Skipped: {file}\")\n",
    "                continue  # Skip the rest of the loop for this file\n",
    "\n",
    "            try:\n",
    "                content = \"\"\n",
    "                if file.endswith(\".ipynb\"):\n",
    "                    content = extract_notebook_content(os.path.join(root, file), delimiter)\n",
    "                elif file.endswith(\".md\"):\n",
    "                    content = extract_md_content(os.path.join(root, file))\n",
    "                elif file.endswith(\".py\"):\n",
    "                    content = extract_py_content(os.path.join(root, file))\n",
    "                else:\n",
    "                    continue\n",
    "\n",
    "                if content:\n",
    "                    processed_files += 1\n",
    "                    # Derive the subject name from the directory structure\n",
    "                    subject_name = os.path.basename(os.path.dirname(root))\n",
    "                    output_filename = f\"{subject_name}_{file.split('.')[0]}_combined_content.txt\"\n",
    "                    output_path = os.path.join(output_directory, output_filename)\n",
    "                    with open(output_path, 'w', encoding='utf-8') as outfile:\n",
    "                        outfile.write(content)\n",
    "                    print(f\"Processed: {file} into {output_filename}\")\n",
    "            except Exception as e:\n",
    "                print(f\"Failed to process {file}: {e}\")\n",
    "\n",
    "    print(f\"Total processed files: {processed_files}\")\n",
    "    print(f\"Total skipped files: {skipped_files}\")\n",
    "\n",
    "\n",
    "# Call the function\n",
    "process_directory_and_combine(notebooks_directory, output_directory)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Markdown/code files read successfully.\n",
      "PDF slides read successfully.\n",
      "Transcript files read successfully.\n",
      "All subjects combined successfully.\n"
     ]
    }
   ],
   "source": [
    "def read_all_files(directory):\n",
    "    file_data = {}\n",
    "    for filename in os.listdir(directory):\n",
    "        if filename.endswith(\".txt\"):\n",
    "            subject_name = filename.split('_')[0]  # Assuming the subject is the first part of the filename\n",
    "            file_path = os.path.join(directory, filename)\n",
    "            with open(file_path, 'r', encoding='utf-8') as file:\n",
    "                file_data.setdefault(subject_name, []).append(file.read())\n",
    "    return file_data\n",
    "\n",
    "def read_pdf_files(pdf_directory):\n",
    "    pdf_data = {}\n",
    "    for filename in os.listdir(pdf_directory):\n",
    "        if filename.endswith(\".pdf\"):\n",
    "            subject_name = filename.split('_')[0]\n",
    "            pdf_path = os.path.join(pdf_directory, filename)\n",
    "            try:\n",
    "                with fitz.open(pdf_path) as doc:\n",
    "                    text_content = []\n",
    "                    for page in doc:\n",
    "                        text_content.append(page.get_text())\n",
    "                    pdf_data.setdefault(subject_name, []).append(\"\\n\".join(text_content))\n",
    "            except Exception as e:\n",
    "                print(f\"Failed to read {filename}: {e}\")\n",
    "    return pdf_data\n",
    "\n",
    "def read_transcript_files(transcripts_directory):\n",
    "    transcript_data = {}\n",
    "    for filename in os.listdir(transcripts_directory):\n",
    "        if filename.endswith(\".txt\"):\n",
    "            subject_name = filename.split('_')[0]  # Assuming the subject is the first part of the filename\n",
    "            file_path = os.path.join(transcripts_directory, filename)\n",
    "            with open(file_path, 'r', encoding='utf-8') as file:\n",
    "                transcript_data.setdefault(subject_name, []).append(file.read())\n",
    "    return transcript_data\n",
    "\n",
    "# Paths to the directories\n",
    "notebooks_directory = \"Lesson-Plans\"\n",
    "pdf_slides_directory = \"Slides\"\n",
    "transcripts_directory = \"Transcripts\"\n",
    "output_directory = \"Output\"\n",
    "\n",
    "# Read the processed markdown and code files\n",
    "markdown_code_data = read_all_files(notebooks_directory)\n",
    "print(\"Markdown/code files read successfully.\")\n",
    "\n",
    "# Read the PDF slides\n",
    "pdf_slides_data = read_pdf_files(pdf_slides_directory)\n",
    "print(\"PDF slides read successfully.\")\n",
    "\n",
    "# Read transcripts\n",
    "transcripts_data = read_transcript_files(transcripts_directory)\n",
    "print(\"Transcript files read successfully.\")\n",
    "\n",
    "# Combine the data by subject\n",
    "combined_subject_data = {}\n",
    "all_subjects = set(markdown_code_data) | set(pdf_slides_data) | set(transcripts_data)\n",
    "for subject in all_subjects:\n",
    "    combined_subject_data[subject] = []\n",
    "    if subject in markdown_code_data:\n",
    "        combined_subject_data[subject].extend(markdown_code_data[subject])\n",
    "    if subject in pdf_slides_data:\n",
    "        combined_subject_data[subject].extend(pdf_slides_data[subject])\n",
    "    if subject in transcripts_data:\n",
    "        combined_subject_data[subject].extend(transcripts_data[subject])\n",
    "\n",
    "print(\"All subjects combined successfully.\")\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subject: M1.2\n",
      "\n",
      "AI Boot Camp\n",
      "The Impact of \n",
      "Machine Learning\n",
      "Module 1 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M1.3\n",
      "\n",
      "AI Boot Camp\n",
      "Overview of Machine \n",
      "Learning Tools\n",
      "Module 1 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M11.1\n",
      "\n",
      "AI Bootcamp\n",
      "Module 11 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Introduction to \n",
      "Machine Learning\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M11.2\n",
      "\n",
      "AI Bootcamp\n",
      "Module 11 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Unsupervised Learning \n",
      "in Practice\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M11.3\n",
      "\n",
      "AI Bootcamp\n",
      "Module 11 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Principal Component \n",
      "Analysis (PCA)\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M12.1\n",
      "\n",
      "AI Bootcamp\n",
      "Module 12 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Introduction to \n",
      "Supervised Learning \n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M12.2\n",
      "\n",
      "AI Bootcamp\n",
      "Module 12 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Advanced Regression \n",
      "Techniques\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M13.1\n",
      "\n",
      "AI Bootcamp\n",
      "Module 13 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Linear Classiﬁcation\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M13.2\n",
      "\n",
      "AI Bootcamp\n",
      "Module 13 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Nonlinear\n",
      "Classiﬁcation\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M13.3\n",
      "\n",
      "AI Bootcamp\n",
      "Module 13 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Model Selection and \n",
      "Multiclass Classiﬁcation\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M14.1\n",
      "\n",
      "AI Bootcamp\n",
      "Module 14 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Model Validation \n",
      "and Imbalanced Data\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M14.2\n",
      "\n",
      "AI Bootcamp\n",
      "Module 14 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Advanced \n",
      "Preprocessing \n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M14.3\n",
      "\n",
      "AI Bootcamp\n",
      "Module 14 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Tuning Models\n",
      "and Sampling Data\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M15.1\n",
      "\n",
      "AI Boot Camp\n",
      "Module 15 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "AI Ethics:\n",
      "An Introduction\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M15.2\n",
      "\n",
      "AI Boot Camp\n",
      "Module 15 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Legal and Ethical \n",
      "Issues in AI\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M15.3\n",
      "\n",
      "AI Boot Camp\n",
      "Module 15 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "AI Laws\n",
      "and Regulations\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M18.1\n",
      "\n",
      "AI Bootcamp\n",
      "Neural Networks\n",
      "Module 18 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M18.2\n",
      "\n",
      "AI Bootcamp\n",
      "Neural Networks \n",
      "for Classiﬁcation\n",
      "Module 18 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M18.3\n",
      "\n",
      "AI Bootcamp\n",
      "RBMs and \n",
      "Recommendation \n",
      "Engines\n",
      "Module 18 Day 3\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M19.1\n",
      "\n",
      "AI Bootcamp\n",
      "Preprocessing \n",
      "Image Data\n",
      "Module 19 Day 1\n",
      "© 2024 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M19.2\n",
      "\n",
      "AI Bootcamp\n",
      "Image Classiﬁcation \n",
      "With Neural Networks\n",
      "Module 19 Day 2\n",
      "© 2024 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M19.3\n",
      "\n",
      "AI Bootcamp\n",
      "Multiclass Image \n",
      "Classiﬁcation With CNNs\n",
      "Module 19 Day 3\n",
      "© 2024 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M2.1\n",
      "\n",
      "AI Boot Camp\n",
      "Programming \n",
      "Basics\n",
      "Module 2 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M2.2\n",
      "\n",
      "AI Boot Camp\n",
      "Module 2 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Programming \n",
      "Decisions\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M2.3\n",
      "\n",
      "AI Boot Camp\n",
      "Complex \n",
      "Programming \n",
      "Decisions\n",
      "Module 2 Day 3\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M20.1\n",
      "\n",
      "AI Bootcamp\n",
      "Introduction to\n",
      "Natural Language\n",
      "Processing (NLP)\n",
      "Module 20 Day 1\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M20.2\n",
      "\n",
      "AI Bootcamp\n",
      "Advanced NLP \n",
      "Techniques– Text \n",
      "Extraction \n",
      "and Classiﬁcation\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M20.3\n",
      "\n",
      "AI Bootcamp\n",
      "Advanced NLP Techniques: \n",
      "Topic Modeling and RNN\n",
      "Module 20 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M21.1\n",
      "\n",
      "AI Bootcamp\n",
      "Tokenizers and Large \n",
      "Language Models\n",
      "Module 21 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M21.2\n",
      "\n",
      "AI Bootcamp\n",
      "Introduction to Hugging \n",
      "Face Transformers\n",
      "Module 21 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M21.3\n",
      "\n",
      "AI Bootcamp\n",
      "AI Applications\n",
      "with Gradio\n",
      "Module 21 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M22.1\n",
      "\n",
      "AI Bootcamp\n",
      "Emerging Topics in AI\n",
      "Module 22 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M22.2\n",
      "\n",
      "AI Bootcamp\n",
      "Prompt Engineering, \n",
      "Output Parsers \n",
      "& Agents\n",
      "Module 22 Day 2\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M22.3\n",
      "\n",
      "AI Bootcamp\n",
      "The Future of AI\n",
      "Module 22 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M3.1\n",
      "\n",
      "AI Boot Camp\n",
      "Module 3 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Programming with \n",
      "Functions — Part 1\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M3.2\n",
      "\n",
      "AI Boot Camp\n",
      "Programming with \n",
      "Functions — Part 2\n",
      "Module 3 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M3.3\n",
      "\n",
      "AI Boot Camp\n",
      "Module 3 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "Python Classes \n",
      "and OOP\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M4.2\n",
      "\n",
      "AI Boot Camp\n",
      "Exploring Data \n",
      "with Pandas\n",
      "Module 4 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M4.3\n",
      "\n",
      "AI Boot Camp\n",
      "Transforming \n",
      "Data with \n",
      "Pandas\n",
      "Module 4 Day 3\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M5.1\n",
      "\n",
      "AI Bootcamp\n",
      "Combining DataFrames \n",
      "with Pandas\n",
      "Module 5 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M5.2\n",
      "\n",
      "AI Bootcamp\n",
      "Grouping, Aggregating, \n",
      "and Binning Data \n",
      "with Pandas\n",
      "Module 5 Day 2\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M5.3\n",
      "\n",
      "AI Bootcamp\n",
      "Advanced Data Reshaping \n",
      "with Pandas\n",
      "Module 5 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M6.1\n",
      "\n",
      "AI Bootcamp\n",
      "Sourcing Data \n",
      "for AI Projects\n",
      "Module 6 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M6.2\n",
      "\n",
      "AI Bootcamp\n",
      "Accessing \n",
      "APIs Securely\n",
      "Module 6 Day 2\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M6.3\n",
      "\n",
      "AI Bootcamp\n",
      "SDKs and \n",
      "Mini In-Class Project\n",
      "Module 6 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M7.1\n",
      "\n",
      "AI Boot Camp\n",
      "Exploring Data \n",
      "through \n",
      "Visualizations\n",
      "Module 7 Day 1\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M7.2\n",
      "\n",
      "AI Boot Camp\n",
      "Visualizing \n",
      "DataFrames \n",
      "Using Pandas\n",
      "Module 7 Day 2\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M7.3\n",
      "\n",
      "AI Boot Camp\n",
      "Visualization\n",
      "and Statistics\n",
      "Module 7 Day 3\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M8.1\n",
      "\n",
      "AI Boot Camp\n",
      "Introduction to \n",
      "Time Series\n",
      "Module 8 Day 1\n",
      "© 2023 edX Boot Camps LLC. Conﬁdential and Proprietary. All Rights Reserved.\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M8.2\n",
      "\n",
      "AI Boot Camp\n",
      "Introduction to\n",
      "Time Series \n",
      "Forecasting\n",
      "Module 8 Day 2\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n",
      "Subject: M8.3\n",
      "\n",
      "AI Boot Camp\n",
      "Time Series \n",
      "Forecasting\n",
      "with Prophet\n",
      "Module 8 Day 3\n",
      "\n",
      "---\n",
      "\n",
      "\n",
      "==========\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def display_data_snippets(data, num_lines=5):\n",
    "    for subject, contents in data.items():\n",
    "        print(f\"Subject: {subject}\\n\")\n",
    "        for content in contents:\n",
    "            # Split the content into lines and display the first few lines\n",
    "            lines = content.split('\\n')\n",
    "            print('\\n'.join(lines[:num_lines]))\n",
    "            print(\"\\n---\\n\")  # Separator between different contents\n",
    "        print(\"\\n==========\\n\")  # Separator between different subjects\n",
    "\n",
    "# Call the function to display snippets from the markdown/code data\n",
    "display_data_snippets(markdown_code_data)\n",
    "\n",
    "# Call the function to display snippets from the PDF slides data\n",
    "display_data_snippets(pdf_slides_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subjects from markdown/code files:\n",
      "\n",
      "Subjects from PDF slides:\n",
      "M1.2\n",
      "M1.3\n",
      "M11.1\n",
      "M11.2\n",
      "M11.3\n",
      "M12.1\n",
      "M12.2\n",
      "M13.1\n",
      "M13.2\n",
      "M13.3\n",
      "M14.1\n",
      "M14.2\n",
      "M14.3\n",
      "M15.1\n",
      "M15.2\n",
      "M15.3\n",
      "M18.1\n",
      "M18.2\n",
      "M18.3\n",
      "M19.1\n",
      "M19.2\n",
      "M19.3\n",
      "M2.1\n",
      "M2.2\n",
      "M2.3\n",
      "M20.1\n",
      "M20.2\n",
      "M20.3\n",
      "M21.1\n",
      "M21.2\n",
      "M21.3\n",
      "M22.1\n",
      "M22.2\n",
      "M22.3\n",
      "M3.1\n",
      "M3.2\n",
      "M3.3\n",
      "M4.2\n",
      "M4.3\n",
      "M5.1\n",
      "M5.2\n",
      "M5.3\n",
      "M6.1\n",
      "M6.2\n",
      "M6.3\n",
      "M7.1\n",
      "M7.2\n",
      "M7.3\n",
      "M8.1\n",
      "M8.2\n",
      "M8.3\n",
      "\n",
      "Subjects from transcripts:\n",
      "Data Ethics 1.txt\n",
      "Data Ethics 2 - Keith Ellis.txt\n",
      "Data Ethics 3.txt\n",
      "Deep Learning 1.txt\n",
      "Deep Learning 2.txt\n",
      "Deep Learning 3.txt\n",
      "Emerging Topics in AI 1.txt\n",
      "Emerging Topics in AI 2.txt\n",
      "Emerging Topics in AI 3.txt\n",
      "Exploring Data through Visualizations 1 (Section 2).txt\n",
      "Exploring Data through Visualizations 1.txt\n",
      "Exploring Data through Visualizations 2.txt\n",
      "Exploring Data through Visualizations 3.txt\n",
      "Extra Review 1.txt\n",
      "Extra Review Static Website.txt\n",
      "Introduction to AI 1.txt\n",
      "Introduction to AI 2.txt\n",
      "Introduction to AI 3.txt\n",
      "Machine Learning Optimization 1.txt\n",
      "Machine Learning Optimization 2.txt\n",
      "Making Predictions with Data 1.txt\n",
      "Making Predictions with Data 2.txt\n",
      "Making Predictions with Data 3.txt\n",
      "Natural Language Processing 1.txt\n",
      "Natural Language Processing 2.txt\n",
      "Natural Language Processing 3.txt\n",
      "Neural Networks 1.txt\n",
      "Neural Networks 2.txt\n",
      "Neural Networks 3.txt\n",
      "Preparing Data With Pandas Part 1 - 1.txt\n",
      "Preparing Data With Pandas Part 1 - 2.txt\n",
      "Preparing Data With Pandas Part 1 - 3.txt\n",
      "Preparing Data With Pandas Part 2 - 1.txt\n",
      "Preparing Data With Pandas Part 2 - 2.txt\n",
      "Preparing Data With Pandas Part 2 - 3.txt\n",
      "Programming for AI Part 1 - 1.txt\n",
      "Programming for AI Part 1 - 2.txt\n",
      "Programming for AI Part 1 - 3.txt\n",
      "Programming for AI Part 2 - 1.txt\n",
      "Programming for AI Part 2 - 2.txt\n",
      "Programming for AI Part 2 - 3.txt\n",
      "Project 1 Week 1.txt\n",
      "Sourcing Data for AI Projects 1.txt\n",
      "Sourcing Data for AI Projects 2.txt\n",
      "Sourcing Data for AI Projects 3.txt\n",
      "Supervised Learning - Classification 1.txt\n",
      "Supervised Learning - Classification 2.txt\n",
      "Supervised Learning - Classification 3.txt\n",
      "Supervised Learning - Linear Regression 1.txt\n",
      "Supervised Learning - Linear Regression 2.txt\n",
      "Supervised Learning - Linear Regression 3.txt\n",
      "Transformers 1.txt\n",
      "Transformers 2 Julia.txt\n",
      "Transformers 3.txt\n",
      "Unsupervised Learning 1.txt\n",
      "Unsupervised Learning 2.txt\n",
      "Unsupervised Learning 3.txt\n"
     ]
    }
   ],
   "source": [
    "# Display all subjects from markdown/code files\n",
    "print(\"Subjects from markdown/code files:\")\n",
    "for subject in markdown_code_data.keys():\n",
    "    print(subject)\n",
    "\n",
    "# Display all subjects from PDF slides\n",
    "print(\"\\nSubjects from PDF slides:\")\n",
    "for subject in pdf_slides_data.keys():\n",
    "    print(subject)\n",
    "\n",
    "# Display all subjects from transcripts\n",
    "print(\"\\nSubjects from transcripts:\")\n",
    "for subject in transcripts_data.keys():\n",
    "    print(subject)"
   ]
  }
 ],
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