diff --git a/fake_noisy/1_military_jet_fighter_flying_in_formation_alongside_a_1_military_propeller_pilot.__noisy.png b/fake_noisy/1_military_jet_fighter_flying_in_formation_alongside_a_1_military_propeller_pilot._.png similarity index 100% rename from fake_noisy/1_military_jet_fighter_flying_in_formation_alongside_a_1_military_propeller_pilot.__noisy.png rename to fake_noisy/1_military_jet_fighter_flying_in_formation_alongside_a_1_military_propeller_pilot._.png diff --git a/fake_noisy/A_CGI_man_sitting_on_top_of_a_CGI_hospital_bed._noisy.png b/fake_noisy/A_CGI_man_sitting_on_top_of_a_CGI_hospital_bed..png similarity index 100% rename from fake_noisy/A_CGI_man_sitting_on_top_of_a_CGI_hospital_bed._noisy.png rename to fake_noisy/A_CGI_man_sitting_on_top_of_a_CGI_hospital_bed..png diff --git a/fake_noisy/A_CLEAN_AND_COLORFUL_BATHROOM_WITH_A_LARGE_MIRROR_noisy.png b/fake_noisy/A_CLEAN_AND_COLORFUL_BATHROOM_WITH_A_LARGE_MIRROR.png similarity index 100% rename from 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b/fake_noisy/A_bathroom_showing_a_necklace_rack_and_toiletries_grouped_on_the_sink_.png similarity index 100% rename from fake_noisy/A_bathroom_showing_a_necklace_rack_and_toiletries_grouped_on_the_sink__noisy.png rename to fake_noisy/A_bathroom_showing_a_necklace_rack_and_toiletries_grouped_on_the_sink_.png diff --git a/fake_noisy/A_bathroom_sink_sitting_under_a_large_mirror._noisy.png b/fake_noisy/A_bathroom_sink_sitting_under_a_large_mirror..png similarity index 100% rename from fake_noisy/A_bathroom_sink_sitting_under_a_large_mirror._noisy.png rename to fake_noisy/A_bathroom_sink_sitting_under_a_large_mirror..png diff --git a/fake_noisy/A_bathroom_sink_under_a_mirror_in_a_bathroom._noisy.png b/fake_noisy/A_bathroom_sink_under_a_mirror_in_a_bathroom..png similarity index 100% rename from fake_noisy/A_bathroom_sink_under_a_mirror_in_a_bathroom._noisy.png rename to fake_noisy/A_bathroom_sink_under_a_mirror_in_a_bathroom..png diff --git a/fake_noisy/A_bathroom_sink_with_a_toothbrush,_soap_dispenser_and_mirror._noisy.png b/fake_noisy/A_bathroom_sink_with_a_toothbrush,_soap_dispenser_and_mirror..png similarity index 100% rename from fake_noisy/A_bathroom_sink_with_a_toothbrush,_soap_dispenser_and_mirror._noisy.png rename to fake_noisy/A_bathroom_sink_with_a_toothbrush,_soap_dispenser_and_mirror..png diff --git a/fake_noisy/A_bathroom_that_has_a_special_shelf_for_towels.__noisy.png b/fake_noisy/A_bathroom_that_has_a_special_shelf_for_towels._.png similarity index 100% rename from fake_noisy/A_bathroom_that_has_a_special_shelf_for_towels.__noisy.png rename to fake_noisy/A_bathroom_that_has_a_special_shelf_for_towels._.png diff --git a/fake_noisy/A_bathroom_toilet_with_yellow_liquid_inside_and_a_dirty_tub._noisy.png b/fake_noisy/A_bathroom_toilet_with_yellow_liquid_inside_and_a_dirty_tub..png similarity index 100% rename from fake_noisy/A_bathroom_toilet_with_yellow_liquid_inside_and_a_dirty_tub._noisy.png rename to fake_noisy/A_bathroom_toilet_with_yellow_liquid_inside_and_a_dirty_tub..png diff --git a/fake_noisy/A_bathroom_with_a_shower_curtain,_a_toilet,_a_sink_and_cabinets._noisy.png b/fake_noisy/A_bathroom_with_a_shower_curtain,_a_toilet,_a_sink_and_cabinets..png similarity index 100% rename from fake_noisy/A_bathroom_with_a_shower_curtain,_a_toilet,_a_sink_and_cabinets._noisy.png rename to fake_noisy/A_bathroom_with_a_shower_curtain,_a_toilet,_a_sink_and_cabinets..png diff --git a/fake_noisy/A_bathroom_with_a_sink,_counter,_toilet_and_shower_curtain._noisy.png b/fake_noisy/A_bathroom_with_a_sink,_counter,_toilet_and_shower_curtain..png similarity index 100% rename from fake_noisy/A_bathroom_with_a_sink,_counter,_toilet_and_shower_curtain._noisy.png rename to fake_noisy/A_bathroom_with_a_sink,_counter,_toilet_and_shower_curtain..png diff --git a/fake_noisy/A_bathroom_with_a_standing_shower_next_to_a_sink_and_mirror._noisy.png b/fake_noisy/A_bathroom_with_a_standing_shower_next_to_a_sink_and_mirror..png similarity index 100% rename from fake_noisy/A_bathroom_with_a_standing_shower_next_to_a_sink_and_mirror._noisy.png rename to fake_noisy/A_bathroom_with_a_standing_shower_next_to_a_sink_and_mirror..png diff --git a/fake_noisy/A_bathroom_with_a_toilet,_tub,_mirror_and_shower_curtain.__noisy.png b/fake_noisy/A_bathroom_with_a_toilet,_tub,_mirror_and_shower_curtain._.png similarity index 100% rename from fake_noisy/A_bathroom_with_a_toilet,_tub,_mirror_and_shower_curtain.__noisy.png rename to fake_noisy/A_bathroom_with_a_toilet,_tub,_mirror_and_shower_curtain._.png diff --git a/fake_noisy/A_bathroom_with_a_vanity_mirror_toilette_and_kitchen_sink_next_to_a_shower._noisy.png b/fake_noisy/A_bathroom_with_a_vanity_mirror_toilette_and_kitchen_sink_next_to_a_shower..png similarity index 100% rename from fake_noisy/A_bathroom_with_a_vanity_mirror_toilette_and_kitchen_sink_next_to_a_shower._noisy.png rename to 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b/fake_noisy/A_bathtub_with_candles_lit_up_around_it_and_a_stool_next_to_it..png similarity index 100% rename from fake_noisy/A_bathtub_with_candles_lit_up_around_it_and_a_stool_next_to_it._noisy.png rename to fake_noisy/A_bathtub_with_candles_lit_up_around_it_and_a_stool_next_to_it..png diff --git a/fake_noisy/A_beautiful_kitchen_with_lots_of_windows_and_wooden_cabinets.__noisy.png b/fake_noisy/A_beautiful_kitchen_with_lots_of_windows_and_wooden_cabinets._.png similarity index 100% rename from fake_noisy/A_beautiful_kitchen_with_lots_of_windows_and_wooden_cabinets.__noisy.png rename to fake_noisy/A_beautiful_kitchen_with_lots_of_windows_and_wooden_cabinets._.png diff --git a/fake_noisy/A_bench_that_looks_like_a_round_hut._noisy.png b/fake_noisy/A_bench_that_looks_like_a_round_hut..png similarity index 100% rename from fake_noisy/A_bench_that_looks_like_a_round_hut._noisy.png rename to fake_noisy/A_bench_that_looks_like_a_round_hut..png diff --git 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a/fake_noisy/A_black_lab_waits_at_a_picnic_table_for_it's_master._noisy.png b/fake_noisy/A_black_lab_waits_at_a_picnic_table_for_it's_master..png similarity index 100% rename from fake_noisy/A_black_lab_waits_at_a_picnic_table_for_it's_master._noisy.png rename to fake_noisy/A_black_lab_waits_at_a_picnic_table_for_it's_master..png diff --git a/fake_noisy/A_blonde_woman_standing_in_front_of_a_red_double_decker_bus._noisy.png b/fake_noisy/A_blonde_woman_standing_in_front_of_a_red_double_decker_bus..png similarity index 100% rename from fake_noisy/A_blonde_woman_standing_in_front_of_a_red_double_decker_bus._noisy.png rename to fake_noisy/A_blonde_woman_standing_in_front_of_a_red_double_decker_bus..png diff --git a/fake_noisy/A_blue_bike_parked_next_to_a_tree_in_a_planter._noisy.png b/fake_noisy/A_blue_bike_parked_next_to_a_tree_in_a_planter..png similarity index 100% rename from fake_noisy/A_blue_bike_parked_next_to_a_tree_in_a_planter._noisy.png rename to 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a/fake_noisy/A_cheesy_pastry_sitting_on_top_of_a_plate._noisy.png b/fake_noisy/A_cheesy_pastry_sitting_on_top_of_a_plate..png similarity index 100% rename from fake_noisy/A_cheesy_pastry_sitting_on_top_of_a_plate._noisy.png rename to fake_noisy/A_cheesy_pastry_sitting_on_top_of_a_plate..png diff --git a/fake_noisy/A_city_street_filled_with_lots_of_traffic._noisy.png b/fake_noisy/A_city_street_filled_with_lots_of_traffic..png similarity index 100% rename from fake_noisy/A_city_street_filled_with_lots_of_traffic._noisy.png rename to fake_noisy/A_city_street_filled_with_lots_of_traffic..png diff --git a/fake_noisy/A_city_traffic_light_is_red_with_a_large_billow_of_smoke_in_the_background._noisy.png b/fake_noisy/A_city_traffic_light_is_red_with_a_large_billow_of_smoke_in_the_background..png similarity index 100% rename from fake_noisy/A_city_traffic_light_is_red_with_a_large_billow_of_smoke_in_the_background._noisy.png rename to 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a/fake_noisy/A_couple_of_bicycles_sitting_in_a_large_garden._noisy.png b/fake_noisy/A_couple_of_bicycles_sitting_in_a_large_garden..png similarity index 100% rename from fake_noisy/A_couple_of_bicycles_sitting_in_a_large_garden._noisy.png rename to fake_noisy/A_couple_of_bicycles_sitting_in_a_large_garden..png diff --git a/fake_noisy/A_couple_of_birds_fly_through_a_blue_cloudy_sky._noisy.png b/fake_noisy/A_couple_of_birds_fly_through_a_blue_cloudy_sky..png similarity index 100% rename from fake_noisy/A_couple_of_birds_fly_through_a_blue_cloudy_sky._noisy.png rename to fake_noisy/A_couple_of_birds_fly_through_a_blue_cloudy_sky..png diff --git a/fake_noisy/A_couple_of_birds_standing_on_top_of__a_wooden_bench._noisy.png b/fake_noisy/A_couple_of_birds_standing_on_top_of__a_wooden_bench..png similarity index 100% rename from fake_noisy/A_couple_of_birds_standing_on_top_of__a_wooden_bench._noisy.png rename to fake_noisy/A_couple_of_birds_standing_on_top_of__a_wooden_bench..png diff --git a/fake_noisy/A_couple_of_giraffe_in_a_field_near_some_trees._noisy.png b/fake_noisy/A_couple_of_giraffe_in_a_field_near_some_trees..png similarity index 100% rename from fake_noisy/A_couple_of_giraffe_in_a_field_near_some_trees._noisy.png rename to fake_noisy/A_couple_of_giraffe_in_a_field_near_some_trees..png diff --git a/fake_noisy/A_couple_of_giraffe_standing_next_to_a_doorway._noisy.png b/fake_noisy/A_couple_of_giraffe_standing_next_to_a_doorway..png similarity index 100% rename from fake_noisy/A_couple_of_giraffe_standing_next_to_a_doorway._noisy.png rename to fake_noisy/A_couple_of_giraffe_standing_next_to_a_doorway..png diff --git a/fake_noisy/A_couple_of_giraffe_standing_next_to_each_other._noisy.png b/fake_noisy/A_couple_of_giraffe_standing_next_to_each_other..png similarity index 100% rename from fake_noisy/A_couple_of_giraffe_standing_next_to_each_other._noisy.png rename to fake_noisy/A_couple_of_giraffe_standing_next_to_each_other..png diff --git a/fake_noisy/A_couple_of_older_men_sitting_on_top_of_a_bench._noisy.png b/fake_noisy/A_couple_of_older_men_sitting_on_top_of_a_bench..png similarity index 100% rename from fake_noisy/A_couple_of_older_men_sitting_on_top_of_a_bench._noisy.png rename to fake_noisy/A_couple_of_older_men_sitting_on_top_of_a_bench..png diff --git a/fake_noisy/A_couple_of_people_flying_kites_on_top_of_a_beach._noisy.png b/fake_noisy/A_couple_of_people_flying_kites_on_top_of_a_beach..png similarity index 100% rename from fake_noisy/A_couple_of_people_flying_kites_on_top_of_a_beach._noisy.png rename to fake_noisy/A_couple_of_people_flying_kites_on_top_of_a_beach..png diff --git a/fake_noisy/A_couple_of_people_standing_next_to_a_food_cart_filled_with_smoke._noisy.png b/fake_noisy/A_couple_of_people_standing_next_to_a_food_cart_filled_with_smoke..png similarity index 100% rename from fake_noisy/A_couple_of_people_standing_next_to_a_food_cart_filled_with_smoke._noisy.png rename to fake_noisy/A_couple_of_people_standing_next_to_a_food_cart_filled_with_smoke..png diff --git a/fake_noisy/A_couple_of_people_that_are_holding_an_umbrellas._noisy.png b/fake_noisy/A_couple_of_people_that_are_holding_an_umbrellas..png similarity index 100% rename from fake_noisy/A_couple_of_people_that_are_holding_an_umbrellas._noisy.png rename to fake_noisy/A_couple_of_people_that_are_holding_an_umbrellas..png diff --git a/fake_noisy/A_couple_of_red_motorcycles_parked_in_front_of_a_building._noisy.png b/fake_noisy/A_couple_of_red_motorcycles_parked_in_front_of_a_building..png similarity index 100% rename from fake_noisy/A_couple_of_red_motorcycles_parked_in_front_of_a_building._noisy.png rename to fake_noisy/A_couple_of_red_motorcycles_parked_in_front_of_a_building..png diff --git a/fake_noisy/A_couple_of_red_trains_parked_in_a_train_station._noisy.png b/fake_noisy/A_couple_of_red_trains_parked_in_a_train_station..png similarity index 100% rename from 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b/fake_noisy/A_crowded_city_street_filled_with_traffic_at_night..png similarity index 100% rename from fake_noisy/A_crowded_city_street_filled_with_traffic_at_night._noisy.png rename to fake_noisy/A_crowded_city_street_filled_with_traffic_at_night..png diff --git a/fake_noisy/A_crystal_bowl_filled_with_oranges_on_top_of_a_table._noisy.png b/fake_noisy/A_crystal_bowl_filled_with_oranges_on_top_of_a_table..png similarity index 100% rename from fake_noisy/A_crystal_bowl_filled_with_oranges_on_top_of_a_table._noisy.png rename to fake_noisy/A_crystal_bowl_filled_with_oranges_on_top_of_a_table..png diff --git a/fake_noisy/A_custom_cake_featuring_a_fisherman_for_a_man's_65th_birthday.__noisy.png b/fake_noisy/A_custom_cake_featuring_a_fisherman_for_a_man's_65th_birthday._.png similarity index 100% rename from fake_noisy/A_custom_cake_featuring_a_fisherman_for_a_man's_65th_birthday.__noisy.png rename to fake_noisy/A_custom_cake_featuring_a_fisherman_for_a_man's_65th_birthday._.png diff --git a/fake_noisy/A_dinning_room_table_sitting_next_to_a_small_fireplace._noisy.png b/fake_noisy/A_dinning_room_table_sitting_next_to_a_small_fireplace..png similarity index 100% rename from fake_noisy/A_dinning_room_table_sitting_next_to_a_small_fireplace._noisy.png rename to fake_noisy/A_dinning_room_table_sitting_next_to_a_small_fireplace..png diff --git a/fake_noisy/A_dirty_toilet_that_is_in_a_bathroom._noisy.png b/fake_noisy/A_dirty_toilet_that_is_in_a_bathroom..png similarity index 100% rename from fake_noisy/A_dirty_toilet_that_is_in_a_bathroom._noisy.png rename to fake_noisy/A_dirty_toilet_that_is_in_a_bathroom..png diff --git a/fake_noisy/A_distant_shot_with_people_approaching_the_bus.__noisy.png b/fake_noisy/A_distant_shot_with_people_approaching_the_bus._.png similarity index 100% rename from fake_noisy/A_distant_shot_with_people_approaching_the_bus.__noisy.png rename to fake_noisy/A_distant_shot_with_people_approaching_the_bus._.png diff --git a/fake_noisy/A_dog_and_a_goat_with_their_noses_touching_at_fence._noisy.png b/fake_noisy/A_dog_and_a_goat_with_their_noses_touching_at_fence..png similarity index 100% rename from fake_noisy/A_dog_and_a_goat_with_their_noses_touching_at_fence._noisy.png rename to fake_noisy/A_dog_and_a_goat_with_their_noses_touching_at_fence..png diff --git a/fake_noisy/A_dog_is_posing_on_top_of_a_motorcycle.__noisy.png b/fake_noisy/A_dog_is_posing_on_top_of_a_motorcycle._.png similarity index 100% rename from fake_noisy/A_dog_is_posing_on_top_of_a_motorcycle.__noisy.png rename to fake_noisy/A_dog_is_posing_on_top_of_a_motorcycle._.png diff --git a/fake_noisy/A_dog_laying_on_the_dashboard_of_a_vehicle._noisy.png b/fake_noisy/A_dog_laying_on_the_dashboard_of_a_vehicle..png similarity index 100% rename from fake_noisy/A_dog_laying_on_the_dashboard_of_a_vehicle._noisy.png rename to fake_noisy/A_dog_laying_on_the_dashboard_of_a_vehicle..png diff --git a/fake_noisy/A_dog_sitting_in_the_passenger_seat_of_a_car._noisy.png b/fake_noisy/A_dog_sitting_in_the_passenger_seat_of_a_car..png similarity index 100% rename from fake_noisy/A_dog_sitting_in_the_passenger_seat_of_a_car._noisy.png rename to fake_noisy/A_dog_sitting_in_the_passenger_seat_of_a_car..png diff --git a/fake_noisy/A_dog_wearing_a_Santa_Claus_hat.__noisy.png b/fake_noisy/A_dog_wearing_a_Santa_Claus_hat._.png similarity index 100% rename from fake_noisy/A_dog_wearing_a_Santa_Claus_hat.__noisy.png rename to fake_noisy/A_dog_wearing_a_Santa_Claus_hat._.png diff --git a/fake_noisy/A_doorway_view_with_a_toilet,_shower_and_a_sink._noisy.png b/fake_noisy/A_doorway_view_with_a_toilet,_shower_and_a_sink..png similarity index 100% rename from fake_noisy/A_doorway_view_with_a_toilet,_shower_and_a_sink._noisy.png rename to fake_noisy/A_doorway_view_with_a_toilet,_shower_and_a_sink..png diff --git a/fake_noisy/A_double_decker_bus_driving_down_a_street._noisy.png b/fake_noisy/A_double_decker_bus_driving_down_a_street..png similarity index 100% rename from fake_noisy/A_double_decker_bus_driving_down_a_street._noisy.png rename to fake_noisy/A_double_decker_bus_driving_down_a_street..png diff --git a/fake_noisy/A_faded_red_fire_hydrant_sitting_on_the_side_of_a_street._noisy.png b/fake_noisy/A_faded_red_fire_hydrant_sitting_on_the_side_of_a_street..png similarity index 100% rename from fake_noisy/A_faded_red_fire_hydrant_sitting_on_the_side_of_a_street._noisy.png rename to fake_noisy/A_faded_red_fire_hydrant_sitting_on_the_side_of_a_street..png diff --git a/fake_noisy/A_family_of_giraffes_standing_next_to_a_pile_of_logs._noisy.png b/fake_noisy/A_family_of_giraffes_standing_next_to_a_pile_of_logs..png similarity index 100% rename from fake_noisy/A_family_of_giraffes_standing_next_to_a_pile_of_logs._noisy.png rename to fake_noisy/A_family_of_giraffes_standing_next_to_a_pile_of_logs..png diff --git a/fake_noisy/A_fire_burns_while_a_person_rides_a_green_motorcycle_and_several_motorcycles_are_flipping_in_the_air_noisy.png b/fake_noisy/A_fire_burns_while_a_person_rides_a_green_motorcycle_and_several_motorcycles_are_flipping_in_the_air.png similarity index 100% rename from fake_noisy/A_fire_burns_while_a_person_rides_a_green_motorcycle_and_several_motorcycles_are_flipping_in_the_air_noisy.png rename to fake_noisy/A_fire_burns_while_a_person_rides_a_green_motorcycle_and_several_motorcycles_are_flipping_in_the_air.png diff --git a/fake_noisy/A_fire_hydrant_covered_up_halfway_with_snow._noisy.png b/fake_noisy/A_fire_hydrant_covered_up_halfway_with_snow..png similarity index 100% rename from fake_noisy/A_fire_hydrant_covered_up_halfway_with_snow._noisy.png rename to fake_noisy/A_fire_hydrant_covered_up_halfway_with_snow..png diff --git a/fake_noisy/A_fire_hydrant_in_the_grass_near_the_curb_with_the_remnants_of_melting_snow_noisy.png b/fake_noisy/A_fire_hydrant_in_the_grass_near_the_curb_with_the_remnants_of_melting_snow.png similarity index 100% rename from fake_noisy/A_fire_hydrant_in_the_grass_near_the_curb_with_the_remnants_of_melting_snow_noisy.png rename to fake_noisy/A_fire_hydrant_in_the_grass_near_the_curb_with_the_remnants_of_melting_snow.png diff --git a/fake_noisy/A_fire_hydrant_on_the_side_of_the_road,_it_looks_old._noisy.png b/fake_noisy/A_fire_hydrant_on_the_side_of_the_road,_it_looks_old..png similarity index 100% rename from fake_noisy/A_fire_hydrant_on_the_side_of_the_road,_it_looks_old._noisy.png rename to fake_noisy/A_fire_hydrant_on_the_side_of_the_road,_it_looks_old..png diff --git a/fake_noisy/A_fire_hydrant_sitting_next_to_a_tree_in_a_forest._noisy.png b/fake_noisy/A_fire_hydrant_sitting_next_to_a_tree_in_a_forest..png similarity index 100% rename from fake_noisy/A_fire_hydrant_sitting_next_to_a_tree_in_a_forest._noisy.png rename to fake_noisy/A_fire_hydrant_sitting_next_to_a_tree_in_a_forest..png diff --git a/fake_noisy/A_fire_hydrant_that_is_red_on_top_and_says_to_open._noisy.png b/fake_noisy/A_fire_hydrant_that_is_red_on_top_and_says_to_open..png similarity index 100% rename from fake_noisy/A_fire_hydrant_that_is_red_on_top_and_says_to_open._noisy.png rename to fake_noisy/A_fire_hydrant_that_is_red_on_top_and_says_to_open..png diff --git a/fake_noisy/A_fire_hydrant_that_is_spewing_water_in_the_middle_of_a_city._noisy.png b/fake_noisy/A_fire_hydrant_that_is_spewing_water_in_the_middle_of_a_city..png similarity index 100% rename from fake_noisy/A_fire_hydrant_that_is_spewing_water_in_the_middle_of_a_city._noisy.png rename to fake_noisy/A_fire_hydrant_that_is_spewing_water_in_the_middle_of_a_city..png diff --git a/fake_noisy/A_flock_of_birds_are_flying_above_the_spire_of_a_building_tower._noisy.png b/fake_noisy/A_flock_of_birds_are_flying_above_the_spire_of_a_building_tower..png similarity index 100% rename from fake_noisy/A_flock_of_birds_are_flying_above_the_spire_of_a_building_tower._noisy.png rename to fake_noisy/A_flock_of_birds_are_flying_above_the_spire_of_a_building_tower..png diff --git a/fake_noisy/A_flock_of_sheep_graze_on_a_hillside._noisy.png b/fake_noisy/A_flock_of_sheep_graze_on_a_hillside..png similarity index 100% rename from fake_noisy/A_flock_of_sheep_graze_on_a_hillside._noisy.png rename to fake_noisy/A_flock_of_sheep_graze_on_a_hillside..png diff --git a/fake_noisy/A_flock_of_sheep_grazing_in_a_field_of_grass._noisy.png b/fake_noisy/A_flock_of_sheep_grazing_in_a_field_of_grass..png similarity index 100% rename from fake_noisy/A_flock_of_sheep_grazing_in_a_field_of_grass._noisy.png rename to fake_noisy/A_flock_of_sheep_grazing_in_a_field_of_grass..png diff --git a/fake_noisy/A_folk_of_birds_flying_over_a_military_ship._noisy.png b/fake_noisy/A_folk_of_birds_flying_over_a_military_ship..png similarity index 100% rename from fake_noisy/A_folk_of_birds_flying_over_a_military_ship._noisy.png rename to fake_noisy/A_folk_of_birds_flying_over_a_military_ship..png diff --git a/fake_noisy/A_formation_of_birds_in_a_sky_at_sunset._noisy.png b/fake_noisy/A_formation_of_birds_in_a_sky_at_sunset..png similarity index 100% rename from fake_noisy/A_formation_of_birds_in_a_sky_at_sunset._noisy.png rename to fake_noisy/A_formation_of_birds_in_a_sky_at_sunset..png diff --git a/fake_noisy/A_four_engine_Air_Algerie_prop_plane_with_landing_gear_out_noisy.png b/fake_noisy/A_four_engine_Air_Algerie_prop_plane_with_landing_gear_out.png similarity index 100% rename from fake_noisy/A_four_engine_Air_Algerie_prop_plane_with_landing_gear_out_noisy.png rename to fake_noisy/A_four_engine_Air_Algerie_prop_plane_with_landing_gear_out.png diff --git a/fake_noisy/A_frozen_fire_hydrant_spewing_ice_out_into_a_street._noisy.png b/fake_noisy/A_frozen_fire_hydrant_spewing_ice_out_into_a_street..png similarity index 100% rename from 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b/fake_noisy/A_gang_of_bikers_riding_down_a_street_next_to_tall_buildings..png similarity index 100% rename from fake_noisy/A_gang_of_bikers_riding_down_a_street_next_to_tall_buildings._noisy.png rename to fake_noisy/A_gang_of_bikers_riding_down_a_street_next_to_tall_buildings..png diff --git a/fake_noisy/A_garden_is_surrounded_by_a_train_and_phone_booth.__noisy.png b/fake_noisy/A_garden_is_surrounded_by_a_train_and_phone_booth._.png similarity index 100% rename from fake_noisy/A_garden_is_surrounded_by_a_train_and_phone_booth.__noisy.png rename to fake_noisy/A_garden_is_surrounded_by_a_train_and_phone_booth._.png diff --git a/fake_noisy/A_giraffe_grazing_from_a_tree_with_rock_wall_in_background._noisy.png b/fake_noisy/A_giraffe_grazing_from_a_tree_with_rock_wall_in_background..png similarity index 100% rename from fake_noisy/A_giraffe_grazing_from_a_tree_with_rock_wall_in_background._noisy.png rename to fake_noisy/A_giraffe_grazing_from_a_tree_with_rock_wall_in_background..png diff --git a/fake_noisy/A_giraffe_in_a_grassy_field_near_a_hill._noisy.png b/fake_noisy/A_giraffe_in_a_grassy_field_near_a_hill..png similarity index 100% rename from fake_noisy/A_giraffe_in_a_grassy_field_near_a_hill._noisy.png rename to fake_noisy/A_giraffe_in_a_grassy_field_near_a_hill..png diff --git a/fake_noisy/A_giraffe_laying_on_the_ground_near_a_fence._noisy.png b/fake_noisy/A_giraffe_laying_on_the_ground_near_a_fence..png similarity index 100% rename from fake_noisy/A_giraffe_laying_on_the_ground_near_a_fence._noisy.png rename to fake_noisy/A_giraffe_laying_on_the_ground_near_a_fence..png diff --git a/fake_noisy/A_giraffe_stand_in_front_of_large_rocks_and_looks_at_a_tree._noisy.png b/fake_noisy/A_giraffe_stand_in_front_of_large_rocks_and_looks_at_a_tree..png similarity index 100% rename from fake_noisy/A_giraffe_stand_in_front_of_large_rocks_and_looks_at_a_tree._noisy.png rename to fake_noisy/A_giraffe_stand_in_front_of_large_rocks_and_looks_at_a_tree..png diff --git a/fake_noisy/A_giraffe_standing_next_to_a_tall_tree._noisy.png b/fake_noisy/A_giraffe_standing_next_to_a_tall_tree..png similarity index 100% rename from fake_noisy/A_giraffe_standing_next_to_a_tall_tree._noisy.png rename to fake_noisy/A_giraffe_standing_next_to_a_tall_tree..png diff --git a/fake_noisy/A_giraffe_standing_on_a_dirt_road_next_to_plants._noisy.png b/fake_noisy/A_giraffe_standing_on_a_dirt_road_next_to_plants..png similarity index 100% rename from fake_noisy/A_giraffe_standing_on_a_dirt_road_next_to_plants._noisy.png rename to fake_noisy/A_giraffe_standing_on_a_dirt_road_next_to_plants..png diff --git a/fake_noisy/A_giraffe_stands_with_several_birds_resting_on_it's_neck.__noisy.png b/fake_noisy/A_giraffe_stands_with_several_birds_resting_on_it's_neck._.png similarity index 100% rename from fake_noisy/A_giraffe_stands_with_several_birds_resting_on_it's_neck.__noisy.png rename to fake_noisy/A_giraffe_stands_with_several_birds_resting_on_it's_neck._.png diff --git a/fake_noisy/A_giraffe_walking_across_a_dirt_and_grass_field._noisy.png b/fake_noisy/A_giraffe_walking_across_a_dirt_and_grass_field..png similarity index 100% rename from fake_noisy/A_giraffe_walking_across_a_dirt_and_grass_field._noisy.png rename to fake_noisy/A_giraffe_walking_across_a_dirt_and_grass_field..png diff --git a/fake_noisy/A_giraffe_walking_in_a_field_with_gazelle's_looking_on.__noisy.png b/fake_noisy/A_giraffe_walking_in_a_field_with_gazelle's_looking_on._.png similarity index 100% rename from fake_noisy/A_giraffe_walking_in_a_field_with_gazelle's_looking_on.__noisy.png rename to fake_noisy/A_giraffe_walking_in_a_field_with_gazelle's_looking_on._.png diff --git a/fake_noisy/A_giraffe_walking_in_a_sandy_enclosure__noisy.png b/fake_noisy/A_giraffe_walking_in_a_sandy_enclosure_.png similarity index 100% rename from fake_noisy/A_giraffe_walking_in_a_sandy_enclosure__noisy.png rename to fake_noisy/A_giraffe_walking_in_a_sandy_enclosure_.png diff --git a/fake_noisy/A_girl_holding_a_skewer_with_a_banana_on_the_end.___noisy.png b/fake_noisy/A_girl_holding_a_skewer_with_a_banana_on_the_end.__.png similarity index 100% rename from fake_noisy/A_girl_holding_a_skewer_with_a_banana_on_the_end.___noisy.png rename to fake_noisy/A_girl_holding_a_skewer_with_a_banana_on_the_end.__.png diff --git a/fake_noisy/A_girl_takes_a_picture_of_herself_in_the_mirror._noisy.png b/fake_noisy/A_girl_takes_a_picture_of_herself_in_the_mirror..png similarity index 100% rename from fake_noisy/A_girl_takes_a_picture_of_herself_in_the_mirror._noisy.png rename to fake_noisy/A_girl_takes_a_picture_of_herself_in_the_mirror..png diff --git a/fake_noisy/A_goat_standing_next_to_a_tree_in_the_open._noisy.png b/fake_noisy/A_goat_standing_next_to_a_tree_in_the_open..png similarity index 100% rename from fake_noisy/A_goat_standing_next_to_a_tree_in_the_open._noisy.png rename to fake_noisy/A_goat_standing_next_to_a_tree_in_the_open..png diff --git a/fake_noisy/A_goat_with_very_long_horns_standing_in_front_of_a_tree._noisy.png b/fake_noisy/A_goat_with_very_long_horns_standing_in_front_of_a_tree..png similarity index 100% rename from fake_noisy/A_goat_with_very_long_horns_standing_in_front_of_a_tree._noisy.png rename to fake_noisy/A_goat_with_very_long_horns_standing_in_front_of_a_tree..png diff --git a/fake_noisy/A_gray_and_black_bird_sitting_next_to_the_ocean._noisy.png b/fake_noisy/A_gray_and_black_bird_sitting_next_to_the_ocean..png similarity index 100% rename from fake_noisy/A_gray_and_black_bird_sitting_next_to_the_ocean._noisy.png rename to fake_noisy/A_gray_and_black_bird_sitting_next_to_the_ocean..png diff --git a/fake_noisy/A_gray_and_white_cat_sitting_in_blue_bowl._noisy.png b/fake_noisy/A_gray_and_white_cat_sitting_in_blue_bowl..png similarity index 100% rename from fake_noisy/A_gray_and_white_cat_sitting_in_blue_bowl._noisy.png rename to fake_noisy/A_gray_and_white_cat_sitting_in_blue_bowl..png diff --git a/fake_noisy/A_gray_and_yellow_train_traveling_along_the_tracks_noisy.png b/fake_noisy/A_gray_and_yellow_train_traveling_along_the_tracks.png similarity index 100% rename from fake_noisy/A_gray_and_yellow_train_traveling_along_the_tracks_noisy.png rename to fake_noisy/A_gray_and_yellow_train_traveling_along_the_tracks.png diff --git a/fake_noisy/A_gray_motorcycle_parked_in_a_parking_lot._noisy.png b/fake_noisy/A_gray_motorcycle_parked_in_a_parking_lot..png similarity index 100% rename from fake_noisy/A_gray_motorcycle_parked_in_a_parking_lot._noisy.png rename to fake_noisy/A_gray_motorcycle_parked_in_a_parking_lot..png diff --git a/fake_noisy/A_green_and_blue_bus_stopped_to_discharge_passengers._noisy.png b/fake_noisy/A_green_and_blue_bus_stopped_to_discharge_passengers..png similarity index 100% rename from fake_noisy/A_green_and_blue_bus_stopped_to_discharge_passengers._noisy.png rename to fake_noisy/A_green_and_blue_bus_stopped_to_discharge_passengers..png diff --git a/fake_noisy/A_green_and_white_bus_driving_down_a__city_street._noisy.png b/fake_noisy/A_green_and_white_bus_driving_down_a__city_street..png similarity index 100% rename from fake_noisy/A_green_and_white_bus_driving_down_a__city_street._noisy.png rename to fake_noisy/A_green_and_white_bus_driving_down_a__city_street..png diff --git a/fake_noisy/A_green_mountain_bike_sitting_next_to_a_bridge_as_a_train_passes_by._noisy.png b/fake_noisy/A_green_mountain_bike_sitting_next_to_a_bridge_as_a_train_passes_by..png similarity index 100% rename from fake_noisy/A_green_mountain_bike_sitting_next_to_a_bridge_as_a_train_passes_by._noisy.png rename to fake_noisy/A_green_mountain_bike_sitting_next_to_a_bridge_as_a_train_passes_by..png diff --git a/fake_noisy/A_green_street_sign_sitting_below_a_large_tree._noisy.png b/fake_noisy/A_green_street_sign_sitting_below_a_large_tree..png similarity index 100% rename from fake_noisy/A_green_street_sign_sitting_below_a_large_tree._noisy.png rename to 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a/fake_noisy/A_group_of_people_on_motorbikes_ride_on_a_path._noisy.png b/fake_noisy/A_group_of_people_on_motorbikes_ride_on_a_path..png similarity index 100% rename from fake_noisy/A_group_of_people_on_motorbikes_ride_on_a_path._noisy.png rename to fake_noisy/A_group_of_people_on_motorbikes_ride_on_a_path..png diff --git a/fake_noisy/A_group_of_people_sitting_on_strange_looking_benches.__noisy.png b/fake_noisy/A_group_of_people_sitting_on_strange_looking_benches._.png similarity index 100% rename from fake_noisy/A_group_of_people_sitting_on_strange_looking_benches.__noisy.png rename to fake_noisy/A_group_of_people_sitting_on_strange_looking_benches._.png diff --git a/fake_noisy/A_group_of_police_officer_standing_in_front_of_a_red_bus._noisy.png b/fake_noisy/A_group_of_police_officer_standing_in_front_of_a_red_bus..png similarity index 100% rename from fake_noisy/A_group_of_police_officer_standing_in_front_of_a_red_bus._noisy.png rename to 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a/fake_noisy/A_kitchen_with_lots_of_black_counter_top_space._noisy.png b/fake_noisy/A_kitchen_with_lots_of_black_counter_top_space..png similarity index 100% rename from fake_noisy/A_kitchen_with_lots_of_black_counter_top_space._noisy.png rename to fake_noisy/A_kitchen_with_lots_of_black_counter_top_space..png diff --git a/fake_noisy/A_kitchen_with_wooden_cabinets_and_a_fridge_noisy.png b/fake_noisy/A_kitchen_with_wooden_cabinets_and_a_fridge.png similarity index 100% rename from fake_noisy/A_kitchen_with_wooden_cabinets_and_a_fridge_noisy.png rename to fake_noisy/A_kitchen_with_wooden_cabinets_and_a_fridge.png diff --git a/fake_noisy/A_kitchen_with_wooden_counter_tops_and_a_stove_top_oven._noisy.png b/fake_noisy/A_kitchen_with_wooden_counter_tops_and_a_stove_top_oven..png similarity index 100% rename from fake_noisy/A_kitchen_with_wooden_counter_tops_and_a_stove_top_oven._noisy.png rename to fake_noisy/A_kitchen_with_wooden_counter_tops_and_a_stove_top_oven..png diff --git a/fake_noisy/A_kitchen_with_wooden_walls_and_cabinets_with_lighting._noisy.png b/fake_noisy/A_kitchen_with_wooden_walls_and_cabinets_with_lighting..png similarity index 100% rename from fake_noisy/A_kitchen_with_wooden_walls_and_cabinets_with_lighting._noisy.png rename to fake_noisy/A_kitchen_with_wooden_walls_and_cabinets_with_lighting..png diff --git a/fake_noisy/A_kitten_eating_food_out_of_a_dish_on_the_kitchen_floor._noisy.png b/fake_noisy/A_kitten_eating_food_out_of_a_dish_on_the_kitchen_floor..png similarity index 100% rename from fake_noisy/A_kitten_eating_food_out_of_a_dish_on_the_kitchen_floor._noisy.png rename to fake_noisy/A_kitten_eating_food_out_of_a_dish_on_the_kitchen_floor..png diff --git a/fake_noisy/A_lady_in_bed_with_oxygen_tube_and_a_dog._noisy.png b/fake_noisy/A_lady_in_bed_with_oxygen_tube_and_a_dog..png similarity index 100% rename from fake_noisy/A_lady_in_bed_with_oxygen_tube_and_a_dog._noisy.png rename to 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b/fake_noisy/A_large_bird_sitting_on_top_of_a_tree..png similarity index 100% rename from fake_noisy/A_large_bird_sitting_on_top_of_a_tree._noisy.png rename to fake_noisy/A_large_bird_sitting_on_top_of_a_tree..png diff --git a/fake_noisy/A_large_collection_of_cooking_utensils_hanging_on_a_wall._noisy.png b/fake_noisy/A_large_collection_of_cooking_utensils_hanging_on_a_wall..png similarity index 100% rename from fake_noisy/A_large_collection_of_cooking_utensils_hanging_on_a_wall._noisy.png rename to fake_noisy/A_large_collection_of_cooking_utensils_hanging_on_a_wall..png diff --git a/fake_noisy/A_large_exit_street_sign_laying_on_the_ground._noisy.png b/fake_noisy/A_large_exit_street_sign_laying_on_the_ground..png similarity index 100% rename from fake_noisy/A_large_exit_street_sign_laying_on_the_ground._noisy.png rename to fake_noisy/A_large_exit_street_sign_laying_on_the_ground..png diff --git "a/fake_noisy/A_large_filled_with_lots_of_purple_flowers_behind_a_blue_sign\n_noisy.png" "b/fake_noisy/A_large_filled_with_lots_of_purple_flowers_behind_a_blue_sign\n.png" similarity index 100% rename from "fake_noisy/A_large_filled_with_lots_of_purple_flowers_behind_a_blue_sign\n_noisy.png" rename to "fake_noisy/A_large_filled_with_lots_of_purple_flowers_behind_a_blue_sign\n.png" diff --git a/fake_noisy/A_large_giraffe_standing_behind_a_wire_fence._noisy.png b/fake_noisy/A_large_giraffe_standing_behind_a_wire_fence..png similarity index 100% rename from fake_noisy/A_large_giraffe_standing_behind_a_wire_fence._noisy.png rename to fake_noisy/A_large_giraffe_standing_behind_a_wire_fence..png diff --git a/fake_noisy/A_large_group_of_tall_giraffe_in_a_room._noisy.png b/fake_noisy/A_large_group_of_tall_giraffe_in_a_room..png similarity index 100% rename from fake_noisy/A_large_group_of_tall_giraffe_in_a_room._noisy.png rename to fake_noisy/A_large_group_of_tall_giraffe_in_a_room..png diff --git a/fake_noisy/A_large_jet_flying_through_a_cloudy_blue_sky._noisy.png 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a/fake_noisy/A_large_jetliner_flying_through_a_cloudy_blue_sky._noisy.png b/fake_noisy/A_large_jetliner_flying_through_a_cloudy_blue_sky..png similarity index 100% rename from fake_noisy/A_large_jetliner_flying_through_a_cloudy_blue_sky._noisy.png rename to fake_noisy/A_large_jetliner_flying_through_a_cloudy_blue_sky..png diff --git a/fake_noisy/A_large_jetliner_sitting_on_top_of_an_airport_runway._noisy.png b/fake_noisy/A_large_jetliner_sitting_on_top_of_an_airport_runway..png similarity index 100% rename from fake_noisy/A_large_jetliner_sitting_on_top_of_an_airport_runway._noisy.png rename to fake_noisy/A_large_jetliner_sitting_on_top_of_an_airport_runway..png diff --git a/fake_noisy/A_large_jetliner_sitting_on_top_of_an_airport_tarmac._noisy.png b/fake_noisy/A_large_jetliner_sitting_on_top_of_an_airport_tarmac..png similarity index 100% rename from fake_noisy/A_large_jetliner_sitting_on_top_of_an_airport_tarmac._noisy.png rename to 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a/fake_noisy/A_man,_woman_and_child_in_an_advertisement_vehicle_for_a_seafood_restaurant._noisy.png b/fake_noisy/A_man,_woman_and_child_in_an_advertisement_vehicle_for_a_seafood_restaurant..png similarity index 100% rename from fake_noisy/A_man,_woman_and_child_in_an_advertisement_vehicle_for_a_seafood_restaurant._noisy.png rename to fake_noisy/A_man,_woman_and_child_in_an_advertisement_vehicle_for_a_seafood_restaurant..png diff --git a/fake_noisy/A_man_cycling_and_a_Stop_sign_at_the_front_noisy.png b/fake_noisy/A_man_cycling_and_a_Stop_sign_at_the_front.png similarity index 100% rename from fake_noisy/A_man_cycling_and_a_Stop_sign_at_the_front_noisy.png rename to fake_noisy/A_man_cycling_and_a_Stop_sign_at_the_front.png diff --git a/fake_noisy/A_man_drives_fast_in_a_motorcycle_with_kids_in_the_sidecar_noisy.png b/fake_noisy/A_man_drives_fast_in_a_motorcycle_with_kids_in_the_sidecar.png similarity index 100% rename from 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a/fake_noisy/A_man_riding_a_motorcycle_across_a_sandy_beach._noisy.png b/fake_noisy/A_man_riding_a_motorcycle_across_a_sandy_beach..png similarity index 100% rename from fake_noisy/A_man_riding_a_motorcycle_across_a_sandy_beach._noisy.png rename to fake_noisy/A_man_riding_a_motorcycle_across_a_sandy_beach..png diff --git a/fake_noisy/A_man_riding_a_motorcycle_next_to_a_red_stop_sign._noisy.png b/fake_noisy/A_man_riding_a_motorcycle_next_to_a_red_stop_sign..png similarity index 100% rename from fake_noisy/A_man_riding_a_motorcycle_next_to_a_red_stop_sign._noisy.png rename to fake_noisy/A_man_riding_a_motorcycle_next_to_a_red_stop_sign..png diff --git a/fake_noisy/A_man_riding_a_motorcycle_with_a_helmet_on.__noisy.png b/fake_noisy/A_man_riding_a_motorcycle_with_a_helmet_on._.png similarity index 100% rename from fake_noisy/A_man_riding_a_motorcycle_with_a_helmet_on.__noisy.png rename to fake_noisy/A_man_riding_a_motorcycle_with_a_helmet_on._.png diff --git a/fake_noisy/A_man_riding_on_the_back_of_another_mans_bike_in_the_street_noisy.png b/fake_noisy/A_man_riding_on_the_back_of_another_mans_bike_in_the_street.png similarity index 100% rename from fake_noisy/A_man_riding_on_the_back_of_another_mans_bike_in_the_street_noisy.png rename to fake_noisy/A_man_riding_on_the_back_of_another_mans_bike_in_the_street.png diff --git a/fake_noisy/A_man_sees_a_double_reflection_in_his_mirror._noisy.png b/fake_noisy/A_man_sees_a_double_reflection_in_his_mirror..png similarity index 100% rename from fake_noisy/A_man_sees_a_double_reflection_in_his_mirror._noisy.png rename to fake_noisy/A_man_sees_a_double_reflection_in_his_mirror..png diff --git a/fake_noisy/A_man_sitting_at_a_park_working_on_a_laptop_computer._noisy.png b/fake_noisy/A_man_sitting_at_a_park_working_on_a_laptop_computer..png similarity index 100% rename from fake_noisy/A_man_sitting_at_a_park_working_on_a_laptop_computer._noisy.png rename to 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a/fake_noisy/A_man_wearing_a_hat_riding_a_motorcycle._noisy.png b/fake_noisy/A_man_wearing_a_hat_riding_a_motorcycle..png similarity index 100% rename from fake_noisy/A_man_wearing_a_hat_riding_a_motorcycle._noisy.png rename to fake_noisy/A_man_wearing_a_hat_riding_a_motorcycle..png diff --git a/fake_noisy/A_man_with_camera_watching_a_group_of_giraffes_noisy.png b/fake_noisy/A_man_with_camera_watching_a_group_of_giraffes.png similarity index 100% rename from fake_noisy/A_man_with_camera_watching_a_group_of_giraffes_noisy.png rename to fake_noisy/A_man_with_camera_watching_a_group_of_giraffes.png diff --git a/fake_noisy/A_marble_tiled_bathroom_with_double_sinks_and_wooden_cabinets_noisy.png b/fake_noisy/A_marble_tiled_bathroom_with_double_sinks_and_wooden_cabinets.png similarity index 100% rename from fake_noisy/A_marble_tiled_bathroom_with_double_sinks_and_wooden_cabinets_noisy.png rename to fake_noisy/A_marble_tiled_bathroom_with_double_sinks_and_wooden_cabinets.png diff --git a/fake_noisy/A_messy_desk_is_shown_with_a_laptop_computer._noisy.png b/fake_noisy/A_messy_desk_is_shown_with_a_laptop_computer..png similarity index 100% rename from fake_noisy/A_messy_desk_is_shown_with_a_laptop_computer._noisy.png rename to fake_noisy/A_messy_desk_is_shown_with_a_laptop_computer..png diff --git a/fake_noisy/A_metal_pole_with_four_different_street_signs_hanging_on_it's_side._noisy.png b/fake_noisy/A_metal_pole_with_four_different_street_signs_hanging_on_it's_side..png similarity index 100% rename from fake_noisy/A_metal_pole_with_four_different_street_signs_hanging_on_it's_side._noisy.png rename to fake_noisy/A_metal_pole_with_four_different_street_signs_hanging_on_it's_side..png diff --git a/fake_noisy/A_metal_sink_and_a_row_of_white_urinals_noisy.png b/fake_noisy/A_metal_sink_and_a_row_of_white_urinals.png similarity index 100% rename from fake_noisy/A_metal_sink_and_a_row_of_white_urinals_noisy.png rename to fake_noisy/A_metal_sink_and_a_row_of_white_urinals.png diff --git a/fake_noisy/A_military_air_craft_flies_in_the_sky_with_landing_gear_down.__noisy.png b/fake_noisy/A_military_air_craft_flies_in_the_sky_with_landing_gear_down._.png similarity index 100% rename from fake_noisy/A_military_air_craft_flies_in_the_sky_with_landing_gear_down.__noisy.png rename to fake_noisy/A_military_air_craft_flies_in_the_sky_with_landing_gear_down._.png diff --git a/fake_noisy/A_miniature_train_in_a_park_full_of_people._noisy.png b/fake_noisy/A_miniature_train_in_a_park_full_of_people..png similarity index 100% rename from fake_noisy/A_miniature_train_in_a_park_full_of_people._noisy.png rename to fake_noisy/A_miniature_train_in_a_park_full_of_people..png diff --git a/fake_noisy/A_modified_motorcycle_parked_with_other_motorcycles_on_the_pavement._noisy.png b/fake_noisy/A_modified_motorcycle_parked_with_other_motorcycles_on_the_pavement..png similarity index 100% rename from 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a/fake_noisy/A_pair_of_remote_controlled_planes_flying_through_the_air._noisy.png b/fake_noisy/A_pair_of_remote_controlled_planes_flying_through_the_air..png similarity index 100% rename from fake_noisy/A_pair_of_remote_controlled_planes_flying_through_the_air._noisy.png rename to fake_noisy/A_pair_of_remote_controlled_planes_flying_through_the_air..png diff --git a/fake_noisy/A_pair_of_sheep_looking_eagerly_at_something_through_a_fence._noisy.png b/fake_noisy/A_pair_of_sheep_looking_eagerly_at_something_through_a_fence..png similarity index 100% rename from fake_noisy/A_pair_of_sheep_looking_eagerly_at_something_through_a_fence._noisy.png rename to fake_noisy/A_pair_of_sheep_looking_eagerly_at_something_through_a_fence..png diff --git a/fake_noisy/A_pair_of_sneakers_hang_in_the_background_at_this_street_corner._noisy.png b/fake_noisy/A_pair_of_sneakers_hang_in_the_background_at_this_street_corner..png similarity index 100% rename from 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a/fake_noisy/A_person_is_on_a_bench_near_a_grassy_field._noisy.png b/fake_noisy/A_person_is_on_a_bench_near_a_grassy_field..png similarity index 100% rename from fake_noisy/A_person_is_on_a_bench_near_a_grassy_field._noisy.png rename to fake_noisy/A_person_is_on_a_bench_near_a_grassy_field..png diff --git a/fake_noisy/A_person_on_a_street_next_to_a_motor_bike._noisy.png b/fake_noisy/A_person_on_a_street_next_to_a_motor_bike..png similarity index 100% rename from fake_noisy/A_person_on_a_street_next_to_a_motor_bike._noisy.png rename to fake_noisy/A_person_on_a_street_next_to_a_motor_bike..png diff --git a/fake_noisy/A_person_riding_a_speed_motorcycle_on_a_track._noisy.png b/fake_noisy/A_person_riding_a_speed_motorcycle_on_a_track..png similarity index 100% rename from fake_noisy/A_person_riding_a_speed_motorcycle_on_a_track._noisy.png rename to fake_noisy/A_person_riding_a_speed_motorcycle_on_a_track..png diff --git a/fake_noisy/A_person_walking_in_the_rain_on_the_sidewalk.__noisy.png 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to fake_noisy/A_pigeon_perched_on_a_ledge_with_a_street_behind_it..png diff --git a/fake_noisy/A_pile_of_toilet_paper_sitting_on_top_of_a_toilet._noisy.png b/fake_noisy/A_pile_of_toilet_paper_sitting_on_top_of_a_toilet..png similarity index 100% rename from fake_noisy/A_pile_of_toilet_paper_sitting_on_top_of_a_toilet._noisy.png rename to fake_noisy/A_pile_of_toilet_paper_sitting_on_top_of_a_toilet..png diff --git a/fake_noisy/A_pirstine_white_and_black_bathroom_with_a_tub_by_a_window_noisy.png b/fake_noisy/A_pirstine_white_and_black_bathroom_with_a_tub_by_a_window.png similarity index 100% rename from fake_noisy/A_pirstine_white_and_black_bathroom_with_a_tub_by_a_window_noisy.png rename to fake_noisy/A_pirstine_white_and_black_bathroom_with_a_tub_by_a_window.png diff --git a/fake_noisy/A_plane_is_parked_near_the_pretty_blue_ocean.__noisy.png b/fake_noisy/A_plane_is_parked_near_the_pretty_blue_ocean._.png similarity index 100% rename from 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a/fake_noisy/A_red,_white_and_blue_train_next_to_satellites._noisy.png b/fake_noisy/A_red,_white_and_blue_train_next_to_satellites..png similarity index 100% rename from fake_noisy/A_red,_white_and_blue_train_next_to_satellites._noisy.png rename to fake_noisy/A_red,_white_and_blue_train_next_to_satellites..png diff --git a/fake_noisy/A_red_all_terrain_vehicle_next_to_a_man_with_a_green_dirt_bike._noisy.png b/fake_noisy/A_red_all_terrain_vehicle_next_to_a_man_with_a_green_dirt_bike..png similarity index 100% rename from fake_noisy/A_red_all_terrain_vehicle_next_to_a_man_with_a_green_dirt_bike._noisy.png rename to fake_noisy/A_red_all_terrain_vehicle_next_to_a_man_with_a_green_dirt_bike..png diff --git a/fake_noisy/A_red_and_black_motorcycle_parked_near_another_bike._noisy.png b/fake_noisy/A_red_and_black_motorcycle_parked_near_another_bike..png similarity index 100% rename from fake_noisy/A_red_and_black_motorcycle_parked_near_another_bike._noisy.png rename to 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a/fake_noisy/A_tall_giraffe_in_a_green_grassy_field._noisy.png b/fake_noisy/A_tall_giraffe_in_a_green_grassy_field..png similarity index 100% rename from fake_noisy/A_tall_giraffe_in_a_green_grassy_field._noisy.png rename to fake_noisy/A_tall_giraffe_in_a_green_grassy_field..png diff --git a/fake_noisy/A_tall_giraffe_standing_next_to_a_herd_of_deer._noisy.png b/fake_noisy/A_tall_giraffe_standing_next_to_a_herd_of_deer..png similarity index 100% rename from fake_noisy/A_tall_giraffe_standing_next_to_a_herd_of_deer._noisy.png rename to fake_noisy/A_tall_giraffe_standing_next_to_a_herd_of_deer..png diff --git a/fake_noisy/A_taxi_cab_parked_next_to_a_fire_hydrant._noisy.png b/fake_noisy/A_taxi_cab_parked_next_to_a_fire_hydrant..png similarity index 100% rename from fake_noisy/A_taxi_cab_parked_next_to_a_fire_hydrant._noisy.png rename to fake_noisy/A_taxi_cab_parked_next_to_a_fire_hydrant..png diff --git a/fake_noisy/A_television_sits_on_a_cabinet_in_a_room._noisy.png 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b/fake_noisy/A_train_with_a_green_and_orange_stripe_is_sitting_on_the_tracks..png similarity index 100% rename from fake_noisy/A_train_with_a_green_and_orange_stripe_is_sitting_on_the_tracks._noisy.png rename to fake_noisy/A_train_with_a_green_and_orange_stripe_is_sitting_on_the_tracks..png diff --git a/fake_noisy/A_trash_can_made_to_look_like_a_soup_can._noisy.png b/fake_noisy/A_trash_can_made_to_look_like_a_soup_can..png similarity index 100% rename from fake_noisy/A_trash_can_made_to_look_like_a_soup_can._noisy.png rename to fake_noisy/A_trash_can_made_to_look_like_a_soup_can..png diff --git a/fake_noisy/A_travel_guide_taking_a_photo_as_the_tour_bus_arrives_noisy.png b/fake_noisy/A_travel_guide_taking_a_photo_as_the_tour_bus_arrives.png similarity index 100% rename from fake_noisy/A_travel_guide_taking_a_photo_as_the_tour_bus_arrives_noisy.png rename to fake_noisy/A_travel_guide_taking_a_photo_as_the_tour_bus_arrives.png diff --git a/fake_noisy/A_tree_sitting_next_to_a_bench_near_a_lake._noisy.png b/fake_noisy/A_tree_sitting_next_to_a_bench_near_a_lake..png similarity index 100% rename from fake_noisy/A_tree_sitting_next_to_a_bench_near_a_lake._noisy.png rename to fake_noisy/A_tree_sitting_next_to_a_bench_near_a_lake..png diff --git a/fake_noisy/A_tree_sitting_on_top_of_a_hillside_near_a_bench._noisy.png b/fake_noisy/A_tree_sitting_on_top_of_a_hillside_near_a_bench..png similarity index 100% rename from fake_noisy/A_tree_sitting_on_top_of_a_hillside_near_a_bench._noisy.png rename to fake_noisy/A_tree_sitting_on_top_of_a_hillside_near_a_bench..png diff --git a/fake_noisy/A_very_skinny_red_fire_hydrant_with_silver_top_and_sides.__noisy.png b/fake_noisy/A_very_skinny_red_fire_hydrant_with_silver_top_and_sides._.png similarity index 100% rename from fake_noisy/A_very_skinny_red_fire_hydrant_with_silver_top_and_sides.__noisy.png rename to fake_noisy/A_very_skinny_red_fire_hydrant_with_silver_top_and_sides._.png diff --git a/fake_noisy/A_very_tall_building_sitting_on_the_side_of_a_road._noisy.png b/fake_noisy/A_very_tall_building_sitting_on_the_side_of_a_road..png similarity index 100% rename from fake_noisy/A_very_tall_building_sitting_on_the_side_of_a_road._noisy.png rename to fake_noisy/A_very_tall_building_sitting_on_the_side_of_a_road..png diff --git a/fake_noisy/A_very_tall_building_with_a_clock_mounted_to_it's_side._noisy.png b/fake_noisy/A_very_tall_building_with_a_clock_mounted_to_it's_side..png similarity index 100% rename from fake_noisy/A_very_tall_building_with_a_clock_mounted_to_it's_side._noisy.png rename to fake_noisy/A_very_tall_building_with_a_clock_mounted_to_it's_side..png diff --git a/fake_noisy/A_very_tall_building_with_lots_of_windows._noisy.png b/fake_noisy/A_very_tall_building_with_lots_of_windows..png similarity index 100% rename from fake_noisy/A_very_tall_building_with_lots_of_windows._noisy.png rename to fake_noisy/A_very_tall_building_with_lots_of_windows..png diff --git a/fake_noisy/A_very_upscale_looking_hotel_room_with_large_bed_and_a_bathroom_in_the_next_room._noisy.png b/fake_noisy/A_very_upscale_looking_hotel_room_with_large_bed_and_a_bathroom_in_the_next_room..png similarity index 100% rename from fake_noisy/A_very_upscale_looking_hotel_room_with_large_bed_and_a_bathroom_in_the_next_room._noisy.png rename to fake_noisy/A_very_upscale_looking_hotel_room_with_large_bed_and_a_bathroom_in_the_next_room..png diff --git a/fake_noisy/A_view_from_the_street_of_two_traffic_lights_and_a_building.__noisy.png b/fake_noisy/A_view_from_the_street_of_two_traffic_lights_and_a_building._.png similarity index 100% rename from fake_noisy/A_view_from_the_street_of_two_traffic_lights_and_a_building.__noisy.png rename to fake_noisy/A_view_from_the_street_of_two_traffic_lights_and_a_building._.png diff --git a/fake_noisy/A_view_of_a_kitchen_sink,_knives,_hanging_cups,_and_wine_glasses._noisy.png b/fake_noisy/A_view_of_a_kitchen_sink,_knives,_hanging_cups,_and_wine_glasses..png similarity index 100% rename from fake_noisy/A_view_of_a_kitchen_sink,_knives,_hanging_cups,_and_wine_glasses._noisy.png rename to fake_noisy/A_view_of_a_kitchen_sink,_knives,_hanging_cups,_and_wine_glasses..png diff --git a/fake_noisy/A_vintage_STOP_sign_in_black_&_white_noisy.png b/fake_noisy/A_vintage_STOP_sign_in_black_&_white.png similarity index 100% rename from fake_noisy/A_vintage_STOP_sign_in_black_&_white_noisy.png rename to fake_noisy/A_vintage_STOP_sign_in_black_&_white.png diff --git a/fake_noisy/A_wall_mounted_oven_inside_of_a_kitchen_with_a_large_entrance._noisy.png b/fake_noisy/A_wall_mounted_oven_inside_of_a_kitchen_with_a_large_entrance..png similarity index 100% rename from fake_noisy/A_wall_mounted_oven_inside_of_a_kitchen_with_a_large_entrance._noisy.png rename to fake_noisy/A_wall_mounted_oven_inside_of_a_kitchen_with_a_large_entrance..png diff --git a/fake_noisy/A_water-stained_cathedral_clock-tower_enveloped_by_various_green_vines._noisy.png b/fake_noisy/A_water-stained_cathedral_clock-tower_enveloped_by_various_green_vines..png similarity index 100% rename from fake_noisy/A_water-stained_cathedral_clock-tower_enveloped_by_various_green_vines._noisy.png rename to fake_noisy/A_water-stained_cathedral_clock-tower_enveloped_by_various_green_vines..png diff --git a/fake_noisy/A_water_foul_near_the_shore_in_a_body_of_water_with_an_island_in_the_middle_of_it._noisy.png b/fake_noisy/A_water_foul_near_the_shore_in_a_body_of_water_with_an_island_in_the_middle_of_it..png similarity index 100% rename from fake_noisy/A_water_foul_near_the_shore_in_a_body_of_water_with_an_island_in_the_middle_of_it._noisy.png rename to fake_noisy/A_water_foul_near_the_shore_in_a_body_of_water_with_an_island_in_the_middle_of_it..png diff --git a/fake_noisy/A_white_and_black_bird_perched_on_a_wooden_fence_rail._noisy.png b/fake_noisy/A_white_and_black_bird_perched_on_a_wooden_fence_rail..png similarity index 100% rename from fake_noisy/A_white_and_black_bird_perched_on_a_wooden_fence_rail._noisy.png rename to fake_noisy/A_white_and_black_bird_perched_on_a_wooden_fence_rail..png diff --git a/fake_noisy/A_white_and_black_checkered_floor_in_a_kitchen._noisy.png b/fake_noisy/A_white_and_black_checkered_floor_in_a_kitchen..png similarity index 100% rename from fake_noisy/A_white_and_black_checkered_floor_in_a_kitchen._noisy.png rename to fake_noisy/A_white_and_black_checkered_floor_in_a_kitchen..png diff --git a/fake_noisy/A_white_and_orange_cat_sitting_on_top_of_a_sidewalk._noisy.png b/fake_noisy/A_white_and_orange_cat_sitting_on_top_of_a_sidewalk..png similarity index 100% rename from fake_noisy/A_white_and_orange_cat_sitting_on_top_of_a_sidewalk._noisy.png rename to fake_noisy/A_white_and_orange_cat_sitting_on_top_of_a_sidewalk..png diff --git a/fake_noisy/A_white_bath_tub_sitting_under_a_window_next_to_a_toilet._noisy.png b/fake_noisy/A_white_bath_tub_sitting_under_a_window_next_to_a_toilet..png similarity index 100% rename from fake_noisy/A_white_bath_tub_sitting_under_a_window_next_to_a_toilet._noisy.png rename to fake_noisy/A_white_bath_tub_sitting_under_a_window_next_to_a_toilet..png diff --git a/fake_noisy/A_white_cake_topped_with_coconut_on_a_counter._noisy.png b/fake_noisy/A_white_cake_topped_with_coconut_on_a_counter..png similarity index 100% rename from fake_noisy/A_white_cake_topped_with_coconut_on_a_counter._noisy.png rename to fake_noisy/A_white_cake_topped_with_coconut_on_a_counter..png diff --git a/fake_noisy/A_white_car_with_chrome_rims_parked_next_to_an_older_lady._noisy.png b/fake_noisy/A_white_car_with_chrome_rims_parked_next_to_an_older_lady..png similarity index 100% rename from fake_noisy/A_white_car_with_chrome_rims_parked_next_to_an_older_lady._noisy.png rename to fake_noisy/A_white_car_with_chrome_rims_parked_next_to_an_older_lady..png diff --git a/fake_noisy/A_white_church_sitting_at_the_bottom_of_a_hillside._noisy.png b/fake_noisy/A_white_church_sitting_at_the_bottom_of_a_hillside..png similarity index 100% rename from fake_noisy/A_white_church_sitting_at_the_bottom_of_a_hillside._noisy.png rename to fake_noisy/A_white_church_sitting_at_the_bottom_of_a_hillside..png diff --git a/fake_noisy/A_white_city_bus_pulling_onto_a_street_near_a_cross_walk._noisy.png b/fake_noisy/A_white_city_bus_pulling_onto_a_street_near_a_cross_walk..png similarity index 100% rename from fake_noisy/A_white_city_bus_pulling_onto_a_street_near_a_cross_walk._noisy.png rename to fake_noisy/A_white_city_bus_pulling_onto_a_street_near_a_cross_walk..png diff --git a/fake_noisy/A_white_park_bench_sitting_in_the_middle_of_a_forest._noisy.png b/fake_noisy/A_white_park_bench_sitting_in_the_middle_of_a_forest..png similarity index 100% rename from fake_noisy/A_white_park_bench_sitting_in_the_middle_of_a_forest._noisy.png rename to fake_noisy/A_white_park_bench_sitting_in_the_middle_of_a_forest..png diff --git a/fake_noisy/A_white_sink_under_a_mirror_in_a_bathroom_next_to_a_light_switch._noisy.png b/fake_noisy/A_white_sink_under_a_mirror_in_a_bathroom_next_to_a_light_switch..png similarity index 100% rename from fake_noisy/A_white_sink_under_a_mirror_in_a_bathroom_next_to_a_light_switch._noisy.png rename to fake_noisy/A_white_sink_under_a_mirror_in_a_bathroom_next_to_a_light_switch..png diff --git a/fake_noisy/A_white_stove_with_two_metal_pots_on_its_back_burners.__noisy.png b/fake_noisy/A_white_stove_with_two_metal_pots_on_its_back_burners._.png similarity index 100% rename from fake_noisy/A_white_stove_with_two_metal_pots_on_its_back_burners.__noisy.png rename to fake_noisy/A_white_stove_with_two_metal_pots_on_its_back_burners._.png diff --git a/fake_noisy/A_white_toilet_sitting_in_a_bathroom_next_to_a_counter._noisy.png b/fake_noisy/A_white_toilet_sitting_in_a_bathroom_next_to_a_counter..png similarity index 100% rename from fake_noisy/A_white_toilet_sitting_in_a_bathroom_next_to_a_counter._noisy.png rename to fake_noisy/A_white_toilet_sitting_in_a_bathroom_next_to_a_counter..png diff --git a/fake_noisy/A_white_toilet_sitting_inside_of_a_bathroom._noisy.png b/fake_noisy/A_white_toilet_sitting_inside_of_a_bathroom..png similarity index 100% rename from fake_noisy/A_white_toilet_sitting_inside_of_a_bathroom._noisy.png rename to fake_noisy/A_white_toilet_sitting_inside_of_a_bathroom..png diff --git a/fake_noisy/A_white_toilet_sitting_on_top_of_a_bathroom_floor._noisy.png b/fake_noisy/A_white_toilet_sitting_on_top_of_a_bathroom_floor..png similarity index 100% rename from fake_noisy/A_white_toilet_sitting_on_top_of_a_bathroom_floor._noisy.png rename to fake_noisy/A_white_toilet_sitting_on_top_of_a_bathroom_floor..png diff --git a/fake_noisy/A_white_toilet_sitting_underneath_a_window_next_to_a_sink._noisy.png b/fake_noisy/A_white_toilet_sitting_underneath_a_window_next_to_a_sink..png similarity index 100% rename from fake_noisy/A_white_toilet_sitting_underneath_a_window_next_to_a_sink._noisy.png rename to fake_noisy/A_white_toilet_sitting_underneath_a_window_next_to_a_sink..png diff --git a/fake_noisy/A_white_toilet_with_a_black_lid_and_red_painting_on_it.__noisy.png b/fake_noisy/A_white_toilet_with_a_black_lid_and_red_painting_on_it._.png similarity index 100% rename from fake_noisy/A_white_toilet_with_a_black_lid_and_red_painting_on_it.__noisy.png rename to fake_noisy/A_white_toilet_with_a_black_lid_and_red_painting_on_it._.png diff --git a/fake_noisy/A_white_trunk_parked_next_to_a_stop_sign._noisy.png b/fake_noisy/A_white_trunk_parked_next_to_a_stop_sign..png similarity index 100% rename from fake_noisy/A_white_trunk_parked_next_to_a_stop_sign._noisy.png rename to fake_noisy/A_white_trunk_parked_next_to_a_stop_sign..png diff --git a/fake_noisy/A_white_tub_sitting_underneath_a_couple_of_windows._noisy.png b/fake_noisy/A_white_tub_sitting_underneath_a_couple_of_windows..png similarity index 100% rename from fake_noisy/A_white_tub_sitting_underneath_a_couple_of_windows._noisy.png rename to fake_noisy/A_white_tub_sitting_underneath_a_couple_of_windows..png diff --git a/fake_noisy/A_whole_bunch_of_traffic_stop_signs_huddled_together._noisy.png b/fake_noisy/A_whole_bunch_of_traffic_stop_signs_huddled_together..png similarity index 100% rename from fake_noisy/A_whole_bunch_of_traffic_stop_signs_huddled_together._noisy.png rename to fake_noisy/A_whole_bunch_of_traffic_stop_signs_huddled_together..png diff --git a/fake_noisy/A_window_shot_of_a_plane_in_the_air_with_another_plane_present.__noisy.png b/fake_noisy/A_window_shot_of_a_plane_in_the_air_with_another_plane_present._.png similarity index 100% rename from fake_noisy/A_window_shot_of_a_plane_in_the_air_with_another_plane_present.__noisy.png rename to fake_noisy/A_window_shot_of_a_plane_in_the_air_with_another_plane_present._.png diff --git a/fake_noisy/A_woman_and_two_men_sitting_on_a_bench_in_front_of_a_store._noisy.png b/fake_noisy/A_woman_and_two_men_sitting_on_a_bench_in_front_of_a_store..png similarity index 100% rename from fake_noisy/A_woman_and_two_men_sitting_on_a_bench_in_front_of_a_store._noisy.png rename to fake_noisy/A_woman_and_two_men_sitting_on_a_bench_in_front_of_a_store..png diff --git a/fake_noisy/A_woman_eating_vegetables_in_front_of_a_stove._noisy.png b/fake_noisy/A_woman_eating_vegetables_in_front_of_a_stove..png similarity index 100% rename from fake_noisy/A_woman_eating_vegetables_in_front_of_a_stove._noisy.png rename to fake_noisy/A_woman_eating_vegetables_in_front_of_a_stove..png diff --git a/fake_noisy/A_woman_is_kneeling_down_next_to_a_toilet._noisy.png b/fake_noisy/A_woman_is_kneeling_down_next_to_a_toilet..png similarity index 100% rename from fake_noisy/A_woman_is_kneeling_down_next_to_a_toilet._noisy.png rename to fake_noisy/A_woman_is_kneeling_down_next_to_a_toilet..png diff --git a/fake_noisy/A_woman_is_riding_an_orange_sports_motorcycle._noisy.png b/fake_noisy/A_woman_is_riding_an_orange_sports_motorcycle..png similarity index 100% rename from fake_noisy/A_woman_is_riding_an_orange_sports_motorcycle._noisy.png rename to fake_noisy/A_woman_is_riding_an_orange_sports_motorcycle..png diff --git a/fake_noisy/A_woman_is_walking_a_dog_in_the_city._noisy.png b/fake_noisy/A_woman_is_walking_a_dog_in_the_city..png similarity index 100% rename from fake_noisy/A_woman_is_walking_a_dog_in_the_city._noisy.png rename to fake_noisy/A_woman_is_walking_a_dog_in_the_city..png diff --git a/fake_noisy/A_woman_preparing_food_inside_of_a_kitchen._noisy.png b/fake_noisy/A_woman_preparing_food_inside_of_a_kitchen..png similarity index 100% rename from fake_noisy/A_woman_preparing_food_inside_of_a_kitchen._noisy.png rename to fake_noisy/A_woman_preparing_food_inside_of_a_kitchen..png diff --git a/fake_noisy/A_woman_riding_a_green_bike_with_a_small_white_dog_on_the_back._noisy.png b/fake_noisy/A_woman_riding_a_green_bike_with_a_small_white_dog_on_the_back..png similarity index 100% rename from fake_noisy/A_woman_riding_a_green_bike_with_a_small_white_dog_on_the_back._noisy.png rename to fake_noisy/A_woman_riding_a_green_bike_with_a_small_white_dog_on_the_back..png diff --git a/fake_noisy/A_woman_sitting_on_a_bench_in_a_field_in_front_of_a_pond._noisy.png b/fake_noisy/A_woman_sitting_on_a_bench_in_a_field_in_front_of_a_pond..png similarity index 100% rename from fake_noisy/A_woman_sitting_on_a_bench_in_a_field_in_front_of_a_pond._noisy.png rename to fake_noisy/A_woman_sitting_on_a_bench_in_a_field_in_front_of_a_pond..png diff --git a/fake_noisy/A_woman_sitting_on_a_motorcycle_while_talking_to_a_child_with_a_man_laying_in_a_hammock_behind_them._noisy.png b/fake_noisy/A_woman_sitting_on_a_motorcycle_while_talking_to_a_child_with_a_man_laying_in_a_hammock_behind_them..png similarity index 100% rename from fake_noisy/A_woman_sitting_on_a_motorcycle_while_talking_to_a_child_with_a_man_laying_in_a_hammock_behind_them._noisy.png rename to fake_noisy/A_woman_sitting_on_a_motorcycle_while_talking_to_a_child_with_a_man_laying_in_a_hammock_behind_them..png diff --git a/fake_noisy/A_woman_standing_in_a_kitchen_holding_a_jug_of_milk._noisy.png b/fake_noisy/A_woman_standing_in_a_kitchen_holding_a_jug_of_milk..png similarity index 100% rename from fake_noisy/A_woman_standing_in_a_kitchen_holding_a_jug_of_milk._noisy.png rename to fake_noisy/A_woman_standing_in_a_kitchen_holding_a_jug_of_milk..png diff --git a/fake_noisy/A_woman_standing_in_a_kitchen_next_to_a_sink._noisy.png b/fake_noisy/A_woman_standing_in_a_kitchen_next_to_a_sink..png similarity index 100% rename from fake_noisy/A_woman_standing_in_a_kitchen_next_to_a_sink._noisy.png rename to fake_noisy/A_woman_standing_in_a_kitchen_next_to_a_sink..png diff --git a/fake_noisy/A_woman_standing_in_front_of_a_bathroom_mirror_next_to_a_sink._noisy.png b/fake_noisy/A_woman_standing_in_front_of_a_bathroom_mirror_next_to_a_sink..png similarity index 100% rename from fake_noisy/A_woman_standing_in_front_of_a_bathroom_mirror_next_to_a_sink._noisy.png rename to fake_noisy/A_woman_standing_in_front_of_a_bathroom_mirror_next_to_a_sink..png diff --git a/fake_noisy/A_woman_standing_in_front_of_a_table_with_lots_of_salad._noisy.png b/fake_noisy/A_woman_standing_in_front_of_a_table_with_lots_of_salad..png similarity index 100% rename from fake_noisy/A_woman_standing_in_front_of_a_table_with_lots_of_salad._noisy.png rename to fake_noisy/A_woman_standing_in_front_of_a_table_with_lots_of_salad..png diff --git a/fake_noisy/A_woman_standing_next_to_a_traffic_signal_on_a_street_corner._noisy.png b/fake_noisy/A_woman_standing_next_to_a_traffic_signal_on_a_street_corner..png similarity index 100% rename from fake_noisy/A_woman_standing_next_to_a_traffic_signal_on_a_street_corner._noisy.png rename to fake_noisy/A_woman_standing_next_to_a_traffic_signal_on_a_street_corner..png diff --git a/fake_noisy/A_woman_standing_with_a_bi-wing_airplane_on_a_runway._noisy.png b/fake_noisy/A_woman_standing_with_a_bi-wing_airplane_on_a_runway..png similarity index 100% rename from fake_noisy/A_woman_standing_with_a_bi-wing_airplane_on_a_runway._noisy.png rename to fake_noisy/A_woman_standing_with_a_bi-wing_airplane_on_a_runway..png diff --git a/fake_noisy/A_woman_walking_a_dog_down_a_street._noisy.png b/fake_noisy/A_woman_walking_a_dog_down_a_street..png similarity index 100% rename from fake_noisy/A_woman_walking_a_dog_down_a_street._noisy.png rename to fake_noisy/A_woman_walking_a_dog_down_a_street..png diff --git a/fake_noisy/A_wooden_bench_sitting_on_a_lush_green_park._noisy.png b/fake_noisy/A_wooden_bench_sitting_on_a_lush_green_park..png similarity index 100% rename from fake_noisy/A_wooden_bench_sitting_on_a_lush_green_park._noisy.png rename to fake_noisy/A_wooden_bench_sitting_on_a_lush_green_park..png diff --git a/fake_noisy/A_wooden_bench_that_is_next_to_a_meter._noisy.png b/fake_noisy/A_wooden_bench_that_is_next_to_a_meter..png similarity index 100% rename from fake_noisy/A_wooden_bench_that_is_next_to_a_meter._noisy.png rename to fake_noisy/A_wooden_bench_that_is_next_to_a_meter..png diff --git a/fake_noisy/A_wooden_park_bench_with_a_remote_control_on_top_of_it._noisy.png b/fake_noisy/A_wooden_park_bench_with_a_remote_control_on_top_of_it..png similarity index 100% rename from fake_noisy/A_wooden_park_bench_with_a_remote_control_on_top_of_it._noisy.png rename to fake_noisy/A_wooden_park_bench_with_a_remote_control_on_top_of_it..png diff --git a/fake_noisy/A_yellow_and_green_train_pulling_out_of_a_tunnel_next_to_a_red_car._noisy.png b/fake_noisy/A_yellow_and_green_train_pulling_out_of_a_tunnel_next_to_a_red_car..png similarity index 100% rename from fake_noisy/A_yellow_and_green_train_pulling_out_of_a_tunnel_next_to_a_red_car._noisy.png rename to fake_noisy/A_yellow_and_green_train_pulling_out_of_a_tunnel_next_to_a_red_car..png diff --git a/fake_noisy/A_yellow_bus_carrying_passengers_riding_along_the_road._noisy.png b/fake_noisy/A_yellow_bus_carrying_passengers_riding_along_the_road..png similarity index 100% rename from fake_noisy/A_yellow_bus_carrying_passengers_riding_along_the_road._noisy.png rename to fake_noisy/A_yellow_bus_carrying_passengers_riding_along_the_road..png diff --git a/fake_noisy/A_yellow_dune_buggy_on_display_amongst_other_automobiles._noisy.png b/fake_noisy/A_yellow_dune_buggy_on_display_amongst_other_automobiles..png similarity index 100% rename from fake_noisy/A_yellow_dune_buggy_on_display_amongst_other_automobiles._noisy.png rename to fake_noisy/A_yellow_dune_buggy_on_display_amongst_other_automobiles..png diff --git a/fake_noisy/A_yellow_fire_hydrant_in_front_of_a_bike_leaning_against_four_poles_noisy.png b/fake_noisy/A_yellow_fire_hydrant_in_front_of_a_bike_leaning_against_four_poles.png similarity index 100% rename from fake_noisy/A_yellow_fire_hydrant_in_front_of_a_bike_leaning_against_four_poles_noisy.png rename to fake_noisy/A_yellow_fire_hydrant_in_front_of_a_bike_leaning_against_four_poles.png diff --git a/fake_noisy/A_yellow_motorcycle_in_front_of_a_street_with_several_people.__noisy.png b/fake_noisy/A_yellow_motorcycle_in_front_of_a_street_with_several_people._.png similarity index 100% rename from fake_noisy/A_yellow_motorcycle_in_front_of_a_street_with_several_people.__noisy.png rename to fake_noisy/A_yellow_motorcycle_in_front_of_a_street_with_several_people._.png diff --git a/fake_noisy/A_yellow_sign_sitting_on_the_side_of_a_road._noisy.png b/fake_noisy/A_yellow_sign_sitting_on_the_side_of_a_road..png similarity index 100% rename from fake_noisy/A_yellow_sign_sitting_on_the_side_of_a_road._noisy.png rename to fake_noisy/A_yellow_sign_sitting_on_the_side_of_a_road..png diff --git a/fake_noisy/A_yellow_stripped_cat_sitting_in_a_bathroom_sink._noisy.png b/fake_noisy/A_yellow_stripped_cat_sitting_in_a_bathroom_sink..png similarity index 100% rename from fake_noisy/A_yellow_stripped_cat_sitting_in_a_bathroom_sink._noisy.png rename to fake_noisy/A_yellow_stripped_cat_sitting_in_a_bathroom_sink..png diff --git a/fake_noisy/A_young_boy_seems_to_be_trying_to_feed_a_giraffe.__noisy.png b/fake_noisy/A_young_boy_seems_to_be_trying_to_feed_a_giraffe._.png similarity index 100% rename from fake_noisy/A_young_boy_seems_to_be_trying_to_feed_a_giraffe.__noisy.png rename to fake_noisy/A_young_boy_seems_to_be_trying_to_feed_a_giraffe._.png diff --git a/fake_noisy/A_young_cat_with_a_beautiful_coat_standing_alone.__noisy.png b/fake_noisy/A_young_cat_with_a_beautiful_coat_standing_alone._.png similarity index 100% rename from fake_noisy/A_young_cat_with_a_beautiful_coat_standing_alone.__noisy.png rename to fake_noisy/A_young_cat_with_a_beautiful_coat_standing_alone._.png diff --git a/fake_noisy/A_young_woman_lays_a_hand_on_the_neck_of_the_horse_she_is_riding._noisy.png b/fake_noisy/A_young_woman_lays_a_hand_on_the_neck_of_the_horse_she_is_riding..png similarity index 100% rename from fake_noisy/A_young_woman_lays_a_hand_on_the_neck_of_the_horse_she_is_riding._noisy.png rename to fake_noisy/A_young_woman_lays_a_hand_on_the_neck_of_the_horse_she_is_riding..png diff --git a/fake_noisy/A_zebra_and_giraffe_that_is_in_the_dirt._noisy.png b/fake_noisy/A_zebra_and_giraffe_that_is_in_the_dirt..png similarity index 100% rename from fake_noisy/A_zebra_and_giraffe_that_is_in_the_dirt._noisy.png rename to fake_noisy/A_zebra_and_giraffe_that_is_in_the_dirt..png diff --git a/fake_noisy/Adult_lying_obscurely_on_park_bench_in_wide_open_area._noisy.png b/fake_noisy/Adult_lying_obscurely_on_park_bench_in_wide_open_area..png similarity index 100% rename from fake_noisy/Adult_lying_obscurely_on_park_bench_in_wide_open_area._noisy.png rename to fake_noisy/Adult_lying_obscurely_on_park_bench_in_wide_open_area..png diff --git a/fake_noisy/Aerial_tricks_performed_on_red_bike_over_stacked_skateboards_with_photographer_in_background._noisy.png b/fake_noisy/Aerial_tricks_performed_on_red_bike_over_stacked_skateboards_with_photographer_in_background..png similarity index 100% rename from fake_noisy/Aerial_tricks_performed_on_red_bike_over_stacked_skateboards_with_photographer_in_background._noisy.png rename to fake_noisy/Aerial_tricks_performed_on_red_bike_over_stacked_skateboards_with_photographer_in_background..png diff --git a/fake_noisy/All_of_the_bunches_of_bananas_are_yellow_and_ripe._noisy.png b/fake_noisy/All_of_the_bunches_of_bananas_are_yellow_and_ripe..png similarity index 100% rename from fake_noisy/All_of_the_bunches_of_bananas_are_yellow_and_ripe._noisy.png rename to fake_noisy/All_of_the_bunches_of_bananas_are_yellow_and_ripe..png diff --git a/fake_noisy/An_All_Nippon_Airways_777_sitting_at_a_gate_on_the_tarmac._noisy.png b/fake_noisy/An_All_Nippon_Airways_777_sitting_at_a_gate_on_the_tarmac..png similarity index 100% rename from fake_noisy/An_All_Nippon_Airways_777_sitting_at_a_gate_on_the_tarmac._noisy.png rename to fake_noisy/An_All_Nippon_Airways_777_sitting_at_a_gate_on_the_tarmac..png diff --git a/fake_noisy/An_airplane_flying_in_the_sky_with_smoke_coming_out_of_it.__noisy.png b/fake_noisy/An_airplane_flying_in_the_sky_with_smoke_coming_out_of_it._.png similarity index 100% rename from fake_noisy/An_airplane_flying_in_the_sky_with_smoke_coming_out_of_it.__noisy.png rename to fake_noisy/An_airplane_flying_in_the_sky_with_smoke_coming_out_of_it._.png diff --git a/fake_noisy/An_airplane_is_flying_against_a_partly_cloudy_sky._noisy.png b/fake_noisy/An_airplane_is_flying_against_a_partly_cloudy_sky..png similarity index 100% rename from fake_noisy/An_airplane_is_flying_against_a_partly_cloudy_sky._noisy.png rename to fake_noisy/An_airplane_is_flying_against_a_partly_cloudy_sky..png diff --git a/fake_noisy/An_airplane_nose_sits_in_a_hangar.__noisy.png b/fake_noisy/An_airplane_nose_sits_in_a_hangar._.png similarity index 100% rename from fake_noisy/An_airplane_nose_sits_in_a_hangar.__noisy.png rename to fake_noisy/An_airplane_nose_sits_in_a_hangar._.png diff --git a/fake_noisy/An_airplane_on_a_runway_with_snow_on_it._noisy.png b/fake_noisy/An_airplane_on_a_runway_with_snow_on_it..png similarity index 100% rename from fake_noisy/An_airplane_on_a_runway_with_snow_on_it._noisy.png rename to fake_noisy/An_airplane_on_a_runway_with_snow_on_it..png diff --git a/fake_noisy/An_animal_surrounded_by_a_flock_of_birds_noisy.png b/fake_noisy/An_animal_surrounded_by_a_flock_of_birds.png similarity index 100% rename from fake_noisy/An_animal_surrounded_by_a_flock_of_birds_noisy.png rename to fake_noisy/An_animal_surrounded_by_a_flock_of_birds.png diff --git a/fake_noisy/An_assortment_of_flying_objects_including_kites_and_airplanes_hung_inside_a_building._noisy.png b/fake_noisy/An_assortment_of_flying_objects_including_kites_and_airplanes_hung_inside_a_building..png similarity index 100% rename from fake_noisy/An_assortment_of_flying_objects_including_kites_and_airplanes_hung_inside_a_building._noisy.png rename to fake_noisy/An_assortment_of_flying_objects_including_kites_and_airplanes_hung_inside_a_building..png diff --git a/fake_noisy/An_empty_kitchen_with_lots_of_tile_blue_counter_top_space._noisy.png b/fake_noisy/An_empty_kitchen_with_lots_of_tile_blue_counter_top_space..png similarity index 100% rename from fake_noisy/An_empty_kitchen_with_lots_of_tile_blue_counter_top_space._noisy.png rename to fake_noisy/An_empty_kitchen_with_lots_of_tile_blue_counter_top_space..png diff --git a/fake_noisy/An_intersection_of_wires_and_cables_stretching_over_a_traffic_light._noisy.png b/fake_noisy/An_intersection_of_wires_and_cables_stretching_over_a_traffic_light..png similarity index 100% rename from fake_noisy/An_intersection_of_wires_and_cables_stretching_over_a_traffic_light._noisy.png rename to fake_noisy/An_intersection_of_wires_and_cables_stretching_over_a_traffic_light..png diff --git a/fake_noisy/An_odd_couple_of_formal_woman_in_black_dress_and_pearls_with_casual_boy_in_a_cap_and_untidy_clothes__noisy.png b/fake_noisy/An_odd_couple_of_formal_woman_in_black_dress_and_pearls_with_casual_boy_in_a_cap_and_untidy_clothes_.png similarity index 100% rename from fake_noisy/An_odd_couple_of_formal_woman_in_black_dress_and_pearls_with_casual_boy_in_a_cap_and_untidy_clothes__noisy.png rename to fake_noisy/An_odd_couple_of_formal_woman_in_black_dress_and_pearls_with_casual_boy_in_a_cap_and_untidy_clothes_.png diff --git a/fake_noisy/An_old,_rusty_fire_hydrant,_in_front_of_the_pole.__noisy.png b/fake_noisy/An_old,_rusty_fire_hydrant,_in_front_of_the_pole._.png similarity index 100% rename from fake_noisy/An_old,_rusty_fire_hydrant,_in_front_of_the_pole.__noisy.png rename to fake_noisy/An_old,_rusty_fire_hydrant,_in_front_of_the_pole._.png diff --git a/fake_noisy/An_old_bus_makes_its_way_down_a_city_street._noisy.png b/fake_noisy/An_old_bus_makes_its_way_down_a_city_street..png similarity index 100% rename from fake_noisy/An_old_bus_makes_its_way_down_a_city_street._noisy.png rename to fake_noisy/An_old_bus_makes_its_way_down_a_city_street..png diff --git a/fake_noisy/An_old_clock_bordered_by_a_tire_in_front_of_a_rusted_door._noisy.png b/fake_noisy/An_old_clock_bordered_by_a_tire_in_front_of_a_rusted_door..png similarity index 100% rename from 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fake_noisy/An_old_lady_smiling_in_a_pink_kitchen._noisy.png rename to fake_noisy/An_old_lady_smiling_in_a_pink_kitchen..png diff --git a/fake_noisy/An_old_toilet_outside_against_an_old_painted_wall._noisy.png b/fake_noisy/An_old_toilet_outside_against_an_old_painted_wall..png similarity index 100% rename from fake_noisy/An_old_toilet_outside_against_an_old_painted_wall._noisy.png rename to fake_noisy/An_old_toilet_outside_against_an_old_painted_wall..png diff --git a/fake_noisy/An_old_train_moving_on_a_train_track._noisy.png b/fake_noisy/An_old_train_moving_on_a_train_track..png similarity index 100% rename from fake_noisy/An_old_train_moving_on_a_train_track._noisy.png rename to fake_noisy/An_old_train_moving_on_a_train_track..png diff --git a/fake_noisy/An_older_model_passenger_bus_in_a_city._noisy.png b/fake_noisy/An_older_model_passenger_bus_in_a_city..png similarity index 100% rename from fake_noisy/An_older_model_passenger_bus_in_a_city._noisy.png rename to 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fake_noisy/An_orange_fire_hydrant_sitting_next_to_a_stone_wall._noisy.png rename to fake_noisy/An_orange_fire_hydrant_sitting_next_to_a_stone_wall..png diff --git a/fake_noisy/An_worn_out_rainbow_colored_park_bench_seat_noisy.png b/fake_noisy/An_worn_out_rainbow_colored_park_bench_seat.png similarity index 100% rename from fake_noisy/An_worn_out_rainbow_colored_park_bench_seat_noisy.png rename to fake_noisy/An_worn_out_rainbow_colored_park_bench_seat.png diff --git a/fake_noisy/Birds_perched_up_on_a_tree_branch_next_to_a_window._noisy.png b/fake_noisy/Birds_perched_up_on_a_tree_branch_next_to_a_window..png similarity index 100% rename from fake_noisy/Birds_perched_up_on_a_tree_branch_next_to_a_window._noisy.png rename to fake_noisy/Birds_perched_up_on_a_tree_branch_next_to_a_window..png diff --git a/fake_noisy/Black_and_white_photo_of_a_clocktower_and_a_bird._noisy.png b/fake_noisy/Black_and_white_photo_of_a_clocktower_and_a_bird..png similarity index 100% rename from fake_noisy/Black_and_white_photo_of_a_clocktower_and_a_bird._noisy.png rename to fake_noisy/Black_and_white_photo_of_a_clocktower_and_a_bird..png diff --git a/fake_noisy/Car_parked_in_the_parking_lot_next_to_the_pier_noisy.png b/fake_noisy/Car_parked_in_the_parking_lot_next_to_the_pier.png similarity index 100% rename from fake_noisy/Car_parked_in_the_parking_lot_next_to_the_pier_noisy.png rename to fake_noisy/Car_parked_in_the_parking_lot_next_to_the_pier.png diff --git a/fake_noisy/Cars_parked_and_driving_in_front_of_a_school._noisy.png b/fake_noisy/Cars_parked_and_driving_in_front_of_a_school..png similarity index 100% rename from fake_noisy/Cars_parked_and_driving_in_front_of_a_school._noisy.png rename to fake_noisy/Cars_parked_and_driving_in_front_of_a_school..png diff --git a/fake_noisy/City_bus_loading_on_a_busy_metropolitan_street.__noisy.png b/fake_noisy/City_bus_loading_on_a_busy_metropolitan_street._.png similarity index 100% rename from fake_noisy/City_bus_loading_on_a_busy_metropolitan_street.__noisy.png rename to fake_noisy/City_bus_loading_on_a_busy_metropolitan_street._.png diff --git a/fake_noisy/City_bus_on_an_empty_city_street_near_a_STOP_sign.__noisy.png b/fake_noisy/City_bus_on_an_empty_city_street_near_a_STOP_sign._.png similarity index 100% rename from fake_noisy/City_bus_on_an_empty_city_street_near_a_STOP_sign.__noisy.png rename to fake_noisy/City_bus_on_an_empty_city_street_near_a_STOP_sign._.png diff --git a/fake_noisy/Cliffs_rise_on_the_edge_of_a_placid_lake._noisy.png b/fake_noisy/Cliffs_rise_on_the_edge_of_a_placid_lake..png similarity index 100% rename from fake_noisy/Cliffs_rise_on_the_edge_of_a_placid_lake._noisy.png rename to fake_noisy/Cliffs_rise_on_the_edge_of_a_placid_lake..png diff --git a/fake_noisy/Closeup_of_view_of_the_cabin_and_wing_of_a_large_commercial_airliner._noisy.png b/fake_noisy/Closeup_of_view_of_the_cabin_and_wing_of_a_large_commercial_airliner..png similarity index 100% rename from fake_noisy/Closeup_of_view_of_the_cabin_and_wing_of_a_large_commercial_airliner._noisy.png rename to fake_noisy/Closeup_of_view_of_the_cabin_and_wing_of_a_large_commercial_airliner..png diff --git a/fake_noisy/Colorful_passenger_cars_are_parked_at_an_empty_station._noisy.png b/fake_noisy/Colorful_passenger_cars_are_parked_at_an_empty_station..png similarity index 100% rename from fake_noisy/Colorful_passenger_cars_are_parked_at_an_empty_station._noisy.png rename to fake_noisy/Colorful_passenger_cars_are_parked_at_an_empty_station..png diff --git a/fake_noisy/Construction_worker_holding_a_stop_sign_on_the_side_of_a_road_on_a_sunny_day._noisy.png b/fake_noisy/Construction_worker_holding_a_stop_sign_on_the_side_of_a_road_on_a_sunny_day..png similarity index 100% rename from fake_noisy/Construction_worker_holding_a_stop_sign_on_the_side_of_a_road_on_a_sunny_day._noisy.png rename to fake_noisy/Construction_worker_holding_a_stop_sign_on_the_side_of_a_road_on_a_sunny_day..png diff --git a/fake_noisy/Cute_multi_colored_kitten_sitting_in_woman's_lap_noisy.png b/fake_noisy/Cute_multi_colored_kitten_sitting_in_woman's_lap.png similarity index 100% rename from fake_noisy/Cute_multi_colored_kitten_sitting_in_woman's_lap_noisy.png rename to fake_noisy/Cute_multi_colored_kitten_sitting_in_woman's_lap.png diff --git a/fake_noisy/Emergency_vehicles_are_on_the_scene_of_the_accident._noisy.png b/fake_noisy/Emergency_vehicles_are_on_the_scene_of_the_accident..png similarity index 100% rename from fake_noisy/Emergency_vehicles_are_on_the_scene_of_the_accident._noisy.png rename to fake_noisy/Emergency_vehicles_are_on_the_scene_of_the_accident..png diff --git a/fake_noisy/Fruit_in_a_jar_filled_with_liquid_sitting_on_a_wooden_table._noisy.png b/fake_noisy/Fruit_in_a_jar_filled_with_liquid_sitting_on_a_wooden_table..png similarity index 100% rename from fake_noisy/Fruit_in_a_jar_filled_with_liquid_sitting_on_a_wooden_table._noisy.png rename to fake_noisy/Fruit_in_a_jar_filled_with_liquid_sitting_on_a_wooden_table..png diff --git a/fake_noisy/Full_grown_cat_laying_down_and_sleeping_on_top_of_a_car.__noisy.png b/fake_noisy/Full_grown_cat_laying_down_and_sleeping_on_top_of_a_car._.png similarity index 100% rename from fake_noisy/Full_grown_cat_laying_down_and_sleeping_on_top_of_a_car.__noisy.png rename to fake_noisy/Full_grown_cat_laying_down_and_sleeping_on_top_of_a_car._.png diff --git a/fake_noisy/Giraffe_with_large_trees_grazing_in_gray_sky_noisy.png b/fake_noisy/Giraffe_with_large_trees_grazing_in_gray_sky.png similarity index 100% rename from fake_noisy/Giraffe_with_large_trees_grazing_in_gray_sky_noisy.png rename to fake_noisy/Giraffe_with_large_trees_grazing_in_gray_sky.png diff --git a/fake_noisy/Group_of_giraffes_standing_near_a_puddle_on_the_savannah._noisy.png b/fake_noisy/Group_of_giraffes_standing_near_a_puddle_on_the_savannah..png similarity index 100% rename from fake_noisy/Group_of_giraffes_standing_near_a_puddle_on_the_savannah._noisy.png rename to fake_noisy/Group_of_giraffes_standing_near_a_puddle_on_the_savannah..png diff --git a/fake_noisy/Large_commuter_train_parked_on_the_track_with_no_people_around._noisy.png b/fake_noisy/Large_commuter_train_parked_on_the_track_with_no_people_around..png similarity index 100% rename from fake_noisy/Large_commuter_train_parked_on_the_track_with_no_people_around._noisy.png rename to fake_noisy/Large_commuter_train_parked_on_the_track_with_no_people_around..png diff --git a/fake_noisy/Lots_of_fruit_sits_on_bowls_on_the_counter_of_this_kitchen.__noisy.png b/fake_noisy/Lots_of_fruit_sits_on_bowls_on_the_counter_of_this_kitchen._.png similarity index 100% rename from fake_noisy/Lots_of_fruit_sits_on_bowls_on_the_counter_of_this_kitchen.__noisy.png rename to fake_noisy/Lots_of_fruit_sits_on_bowls_on_the_counter_of_this_kitchen._.png diff --git a/fake_noisy/Man_on_bike_on_street_corner_with_buildings_and_stoplight_noisy.png b/fake_noisy/Man_on_bike_on_street_corner_with_buildings_and_stoplight.png similarity index 100% rename from fake_noisy/Man_on_bike_on_street_corner_with_buildings_and_stoplight_noisy.png rename to fake_noisy/Man_on_bike_on_street_corner_with_buildings_and_stoplight.png diff --git a/fake_noisy/Man_on_blue_and_white_motorcycle_riding_on_one_wheel.__noisy.png b/fake_noisy/Man_on_blue_and_white_motorcycle_riding_on_one_wheel._.png similarity index 100% rename from fake_noisy/Man_on_blue_and_white_motorcycle_riding_on_one_wheel.__noisy.png rename to fake_noisy/Man_on_blue_and_white_motorcycle_riding_on_one_wheel._.png diff --git a/fake_noisy/Many_motorcycles_are_parked_around_a_crowd_of_people._noisy.png b/fake_noisy/Many_motorcycles_are_parked_around_a_crowd_of_people..png similarity index 100% rename from fake_noisy/Many_motorcycles_are_parked_around_a_crowd_of_people._noisy.png rename to fake_noisy/Many_motorcycles_are_parked_around_a_crowd_of_people..png diff --git a/fake_noisy/Many_people_bike_through_the_streets_at_night._noisy.png b/fake_noisy/Many_people_bike_through_the_streets_at_night..png similarity index 100% rename from fake_noisy/Many_people_bike_through_the_streets_at_night._noisy.png rename to fake_noisy/Many_people_bike_through_the_streets_at_night..png diff --git a/fake_noisy/Many_planes_are_arranged_in_a_large_building._noisy.png b/fake_noisy/Many_planes_are_arranged_in_a_large_building..png similarity index 100% rename from fake_noisy/Many_planes_are_arranged_in_a_large_building._noisy.png rename to fake_noisy/Many_planes_are_arranged_in_a_large_building..png diff --git a/fake_noisy/Many_plates_and_dishes_line_a_kitchen_cabinet.__noisy.png b/fake_noisy/Many_plates_and_dishes_line_a_kitchen_cabinet._.png similarity index 100% rename from fake_noisy/Many_plates_and_dishes_line_a_kitchen_cabinet.__noisy.png rename to fake_noisy/Many_plates_and_dishes_line_a_kitchen_cabinet._.png diff --git a/fake_noisy/Men_and_women_are_riding_on_motorcycles_on_the_street_noisy.png b/fake_noisy/Men_and_women_are_riding_on_motorcycles_on_the_street.png similarity index 100% rename from fake_noisy/Men_and_women_are_riding_on_motorcycles_on_the_street_noisy.png rename to fake_noisy/Men_and_women_are_riding_on_motorcycles_on_the_street.png diff --git a/fake_noisy/Multiple_lane_road_in_large_city_on_sunny_day._noisy.png b/fake_noisy/Multiple_lane_road_in_large_city_on_sunny_day..png similarity index 100% rename from fake_noisy/Multiple_lane_road_in_large_city_on_sunny_day._noisy.png rename to fake_noisy/Multiple_lane_road_in_large_city_on_sunny_day..png diff --git a/fake_noisy/One_giraffe_in_the_foreground_with_two_giraffes_in_the_background._noisy.png b/fake_noisy/One_giraffe_in_the_foreground_with_two_giraffes_in_the_background..png similarity index 100% rename from fake_noisy/One_giraffe_in_the_foreground_with_two_giraffes_in_the_background._noisy.png rename to fake_noisy/One_giraffe_in_the_foreground_with_two_giraffes_in_the_background..png diff --git a/fake_noisy/People_are_sitting_and_standing_outside_between_train_cars._noisy.png b/fake_noisy/People_are_sitting_and_standing_outside_between_train_cars..png similarity index 100% rename from fake_noisy/People_are_sitting_and_standing_outside_between_train_cars._noisy.png rename to fake_noisy/People_are_sitting_and_standing_outside_between_train_cars..png diff --git a/fake_noisy/People_are_waiting_for_the_train_to_arrive_noisy.png b/fake_noisy/People_are_waiting_for_the_train_to_arrive.png similarity index 100% rename from fake_noisy/People_are_waiting_for_the_train_to_arrive_noisy.png rename to fake_noisy/People_are_waiting_for_the_train_to_arrive.png diff --git a/fake_noisy/People_crossing_the_street_at_a_busy_intersection_noisy.png b/fake_noisy/People_crossing_the_street_at_a_busy_intersection.png similarity index 100% rename from fake_noisy/People_crossing_the_street_at_a_busy_intersection_noisy.png rename to fake_noisy/People_crossing_the_street_at_a_busy_intersection.png diff --git a/fake_noisy/People_sitting_on_benches_next_to_each_other._noisy.png b/fake_noisy/People_sitting_on_benches_next_to_each_other..png similarity index 100% rename from fake_noisy/People_sitting_on_benches_next_to_each_other._noisy.png rename to fake_noisy/People_sitting_on_benches_next_to_each_other..png diff --git a/fake_noisy/People_standing_on_a_sidewalk_near_a_parked_bus_at_night._noisy.png b/fake_noisy/People_standing_on_a_sidewalk_near_a_parked_bus_at_night..png similarity index 100% rename from fake_noisy/People_standing_on_a_sidewalk_near_a_parked_bus_at_night._noisy.png rename to fake_noisy/People_standing_on_a_sidewalk_near_a_parked_bus_at_night..png diff --git a/fake_noisy/People_walking_around_downtown_and_a_man_riding_his_bike._noisy.png b/fake_noisy/People_walking_around_downtown_and_a_man_riding_his_bike..png similarity index 100% rename from fake_noisy/People_walking_around_downtown_and_a_man_riding_his_bike._noisy.png rename to fake_noisy/People_walking_around_downtown_and_a_man_riding_his_bike..png diff --git a/fake_noisy/Red_and_white_plane_sitting_in_a_green_field._noisy.png b/fake_noisy/Red_and_white_plane_sitting_in_a_green_field..png similarity index 100% rename from fake_noisy/Red_and_white_plane_sitting_in_a_green_field._noisy.png rename to fake_noisy/Red_and_white_plane_sitting_in_a_green_field..png diff --git a/fake_noisy/Red_brick_building_with_fire_hydrant_and_car_with_cloudy_sky_noisy.png b/fake_noisy/Red_brick_building_with_fire_hydrant_and_car_with_cloudy_sky.png similarity index 100% rename from fake_noisy/Red_brick_building_with_fire_hydrant_and_car_with_cloudy_sky_noisy.png rename to fake_noisy/Red_brick_building_with_fire_hydrant_and_car_with_cloudy_sky.png diff --git a/fake_noisy/Red_bus_passing_by_a_famous_clock_tower.__noisy.png b/fake_noisy/Red_bus_passing_by_a_famous_clock_tower._.png similarity index 100% rename from fake_noisy/Red_bus_passing_by_a_famous_clock_tower.__noisy.png rename to fake_noisy/Red_bus_passing_by_a_famous_clock_tower._.png diff --git a/fake_noisy/Red_train_at_a_stop_and_a_man_that_is_waiting.__noisy.png b/fake_noisy/Red_train_at_a_stop_and_a_man_that_is_waiting._.png similarity index 100% rename from fake_noisy/Red_train_at_a_stop_and_a_man_that_is_waiting.__noisy.png rename to fake_noisy/Red_train_at_a_stop_and_a_man_that_is_waiting._.png diff --git a/fake_noisy/Red_wrong_way_sign_in_front_of_a_church_noisy.png b/fake_noisy/Red_wrong_way_sign_in_front_of_a_church.png similarity index 100% rename from fake_noisy/Red_wrong_way_sign_in_front_of_a_church_noisy.png rename to fake_noisy/Red_wrong_way_sign_in_front_of_a_church.png diff --git a/fake_noisy/Row_of_motorcycles_parked_at_curb_in_outdoor_area._noisy.png b/fake_noisy/Row_of_motorcycles_parked_at_curb_in_outdoor_area..png similarity index 100% rename from fake_noisy/Row_of_motorcycles_parked_at_curb_in_outdoor_area._noisy.png rename to fake_noisy/Row_of_motorcycles_parked_at_curb_in_outdoor_area..png diff --git a/fake_noisy/Rows_of_gray_and_black_keyboards_make_up_several_different_pictures._noisy.png b/fake_noisy/Rows_of_gray_and_black_keyboards_make_up_several_different_pictures..png similarity index 100% rename from fake_noisy/Rows_of_gray_and_black_keyboards_make_up_several_different_pictures._noisy.png rename to fake_noisy/Rows_of_gray_and_black_keyboards_make_up_several_different_pictures..png diff --git a/fake_noisy/Separate_men_sitting_on_park_benches_playing_on_phone_and_reading._noisy.png b/fake_noisy/Separate_men_sitting_on_park_benches_playing_on_phone_and_reading..png similarity index 100% rename from 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b/fake_noisy/Several_buses_stopped_on_a_night_time_street..png similarity index 100% rename from fake_noisy/Several_buses_stopped_on_a_night_time_street._noisy.png rename to fake_noisy/Several_buses_stopped_on_a_night_time_street..png diff --git a/fake_noisy/Several_different_pots_place_on_a_stone_floor._noisy.png b/fake_noisy/Several_different_pots_place_on_a_stone_floor..png similarity index 100% rename from fake_noisy/Several_different_pots_place_on_a_stone_floor._noisy.png rename to fake_noisy/Several_different_pots_place_on_a_stone_floor..png diff --git a/fake_noisy/Several_motorcycles_and_cars_parked_on_a_city_street._noisy.png b/fake_noisy/Several_motorcycles_and_cars_parked_on_a_city_street..png similarity index 100% rename from fake_noisy/Several_motorcycles_and_cars_parked_on_a_city_street._noisy.png rename to fake_noisy/Several_motorcycles_and_cars_parked_on_a_city_street..png diff --git a/fake_noisy/Several_sheep_are_in_a_grassy_field_with_trees._noisy.png b/fake_noisy/Several_sheep_are_in_a_grassy_field_with_trees..png similarity index 100% rename from fake_noisy/Several_sheep_are_in_a_grassy_field_with_trees._noisy.png rename to fake_noisy/Several_sheep_are_in_a_grassy_field_with_trees..png diff --git a/fake_noisy/Signs_with_red_men_for_go_and_stop_noisy.png b/fake_noisy/Signs_with_red_men_for_go_and_stop.png similarity index 100% rename from fake_noisy/Signs_with_red_men_for_go_and_stop_noisy.png rename to fake_noisy/Signs_with_red_men_for_go_and_stop.png diff --git a/fake_noisy/Small_bathroom_with_toilet_and_sink_connected_to_each_other.__noisy.png b/fake_noisy/Small_bathroom_with_toilet_and_sink_connected_to_each_other._.png similarity index 100% rename from fake_noisy/Small_bathroom_with_toilet_and_sink_connected_to_each_other.__noisy.png rename to fake_noisy/Small_bathroom_with_toilet_and_sink_connected_to_each_other._.png diff --git a/fake_noisy/Small_black_bird_standing_on_a_wooden_table_or_deck._noisy.png b/fake_noisy/Small_black_bird_standing_on_a_wooden_table_or_deck..png similarity index 100% rename from fake_noisy/Small_black_bird_standing_on_a_wooden_table_or_deck._noisy.png rename to fake_noisy/Small_black_bird_standing_on_a_wooden_table_or_deck..png diff --git a/fake_noisy/Small_kitchen_with_white_cabinets_and_white_appliances_with_a_city_view.__noisy.png b/fake_noisy/Small_kitchen_with_white_cabinets_and_white_appliances_with_a_city_view._.png similarity index 100% rename from fake_noisy/Small_kitchen_with_white_cabinets_and_white_appliances_with_a_city_view.__noisy.png rename to fake_noisy/Small_kitchen_with_white_cabinets_and_white_appliances_with_a_city_view._.png diff --git a/fake_noisy/Some_cars_are_traveling_on_the_streets_on_a_cloudy_day.__noisy.png b/fake_noisy/Some_cars_are_traveling_on_the_streets_on_a_cloudy_day._.png similarity index 100% rename from fake_noisy/Some_cars_are_traveling_on_the_streets_on_a_cloudy_day.__noisy.png rename to fake_noisy/Some_cars_are_traveling_on_the_streets_on_a_cloudy_day._.png diff --git a/fake_noisy/Street_signs_at_an_intersection,_silhouetted_against_trees_and_a_blue_sky_noisy.png b/fake_noisy/Street_signs_at_an_intersection,_silhouetted_against_trees_and_a_blue_sky.png similarity index 100% rename from fake_noisy/Street_signs_at_an_intersection,_silhouetted_against_trees_and_a_blue_sky_noisy.png rename to fake_noisy/Street_signs_at_an_intersection,_silhouetted_against_trees_and_a_blue_sky.png diff --git a/fake_noisy/THERE_IS_A_PARK_BENCH_FACING_A_SNOW_COVERED_MOUNTAIN__noisy.png b/fake_noisy/THERE_IS_A_PARK_BENCH_FACING_A_SNOW_COVERED_MOUNTAIN_.png similarity index 100% rename from fake_noisy/THERE_IS_A_PARK_BENCH_FACING_A_SNOW_COVERED_MOUNTAIN__noisy.png rename to fake_noisy/THERE_IS_A_PARK_BENCH_FACING_A_SNOW_COVERED_MOUNTAIN_.png diff --git a/fake_noisy/TWO_PEOPLE_IN_A_VERY_SMALL_APARTMENT_SIZE_KITCHEN_noisy.png b/fake_noisy/TWO_PEOPLE_IN_A_VERY_SMALL_APARTMENT_SIZE_KITCHEN.png similarity index 100% rename from fake_noisy/TWO_PEOPLE_IN_A_VERY_SMALL_APARTMENT_SIZE_KITCHEN_noisy.png rename to fake_noisy/TWO_PEOPLE_IN_A_VERY_SMALL_APARTMENT_SIZE_KITCHEN.png diff --git a/fake_noisy/The_airplane_flies_low_to_the_ground_during_sunset._noisy.png b/fake_noisy/The_airplane_flies_low_to_the_ground_during_sunset..png similarity index 100% rename from fake_noisy/The_airplane_flies_low_to_the_ground_during_sunset._noisy.png rename to fake_noisy/The_airplane_flies_low_to_the_ground_during_sunset..png diff --git a/fake_noisy/The_airplane_is_majestic_as_it_takes_off_into_the_air._noisy.png b/fake_noisy/The_airplane_is_majestic_as_it_takes_off_into_the_air..png similarity index 100% rename from fake_noisy/The_airplane_is_majestic_as_it_takes_off_into_the_air._noisy.png rename to fake_noisy/The_airplane_is_majestic_as_it_takes_off_into_the_air..png diff --git a/fake_noisy/The_back_door_with_a_window_in_the_kitchen._noisy.png b/fake_noisy/The_back_door_with_a_window_in_the_kitchen..png similarity index 100% rename from fake_noisy/The_back_door_with_a_window_in_the_kitchen._noisy.png rename to fake_noisy/The_back_door_with_a_window_in_the_kitchen..png diff --git a/fake_noisy/The_baseball_player_is_prominent_in_all_the_featured_pictures._noisy.png b/fake_noisy/The_baseball_player_is_prominent_in_all_the_featured_pictures..png similarity index 100% rename from fake_noisy/The_baseball_player_is_prominent_in_all_the_featured_pictures._noisy.png rename to fake_noisy/The_baseball_player_is_prominent_in_all_the_featured_pictures..png diff --git a/fake_noisy/The_bathroom_has_two_large_windows_with_a_ledge._noisy.png b/fake_noisy/The_bathroom_has_two_large_windows_with_a_ledge..png similarity index 100% rename from fake_noisy/The_bathroom_has_two_large_windows_with_a_ledge._noisy.png rename to fake_noisy/The_bathroom_has_two_large_windows_with_a_ledge..png diff --git a/fake_noisy/The_bathroom_is_clean_for_the_guests_to_use.__noisy.png b/fake_noisy/The_bathroom_is_clean_for_the_guests_to_use._.png similarity index 100% rename from fake_noisy/The_bathroom_is_clean_for_the_guests_to_use.__noisy.png rename to fake_noisy/The_bathroom_is_clean_for_the_guests_to_use._.png diff --git a/fake_noisy/The_bathroom_is_small_but_clean_and_neat_looking,_with_an_immaculate_black_and_white_tub___shower._noisy.png b/fake_noisy/The_bathroom_is_small_but_clean_and_neat_looking,_with_an_immaculate_black_and_white_tub___shower..png similarity index 100% rename from fake_noisy/The_bathroom_is_small_but_clean_and_neat_looking,_with_an_immaculate_black_and_white_tub___shower._noisy.png rename to fake_noisy/The_bathroom_is_small_but_clean_and_neat_looking,_with_an_immaculate_black_and_white_tub___shower..png diff --git a/fake_noisy/The_bird_is_perched_alone_on_the_bannister.__noisy.png b/fake_noisy/The_bird_is_perched_alone_on_the_bannister._.png similarity index 100% rename from fake_noisy/The_bird_is_perched_alone_on_the_bannister.__noisy.png rename to fake_noisy/The_bird_is_perched_alone_on_the_bannister._.png diff --git a/fake_noisy/The_black_cat_is_laying_on_top_of_books_on_the_shelf.__noisy.png b/fake_noisy/The_black_cat_is_laying_on_top_of_books_on_the_shelf._.png similarity index 100% rename from fake_noisy/The_black_cat_is_laying_on_top_of_books_on_the_shelf.__noisy.png rename to fake_noisy/The_black_cat_is_laying_on_top_of_books_on_the_shelf._.png diff --git a/fake_noisy/The_couple_is_riding_the_motorcycle_together.__noisy.png b/fake_noisy/The_couple_is_riding_the_motorcycle_together._.png similarity index 100% rename from fake_noisy/The_couple_is_riding_the_motorcycle_together.__noisy.png rename to fake_noisy/The_couple_is_riding_the_motorcycle_together._.png diff --git a/fake_noisy/The_fire_hydrant_is_sitting_on_the_side_of_the_road_noisy.png b/fake_noisy/The_fire_hydrant_is_sitting_on_the_side_of_the_road.png similarity index 100% rename from fake_noisy/The_fire_hydrant_is_sitting_on_the_side_of_the_road_noisy.png rename to fake_noisy/The_fire_hydrant_is_sitting_on_the_side_of_the_road.png diff --git a/fake_noisy/The_four_urinals_have_a_very_modern_design._noisy.png b/fake_noisy/The_four_urinals_have_a_very_modern_design..png similarity index 100% rename from fake_noisy/The_four_urinals_have_a_very_modern_design._noisy.png rename to fake_noisy/The_four_urinals_have_a_very_modern_design..png diff --git a/fake_noisy/The_german_shepherd_is_guarding_the_front_of_the_barred_door,_noisy.png b/fake_noisy/The_german_shepherd_is_guarding_the_front_of_the_barred_door,.png similarity index 100% rename from fake_noisy/The_german_shepherd_is_guarding_the_front_of_the_barred_door,_noisy.png rename to fake_noisy/The_german_shepherd_is_guarding_the_front_of_the_barred_door,.png diff --git a/fake_noisy/The_large_green_city_bus_is_driving_on_a_road._noisy.png b/fake_noisy/The_large_green_city_bus_is_driving_on_a_road..png similarity index 100% rename from fake_noisy/The_large_green_city_bus_is_driving_on_a_road._noisy.png rename to fake_noisy/The_large_green_city_bus_is_driving_on_a_road..png diff --git a/fake_noisy/The_lights_are_on_above_the_mirror_of_the_bathroom_sink._noisy.png b/fake_noisy/The_lights_are_on_above_the_mirror_of_the_bathroom_sink..png similarity index 100% rename from fake_noisy/The_lights_are_on_above_the_mirror_of_the_bathroom_sink._noisy.png rename to fake_noisy/The_lights_are_on_above_the_mirror_of_the_bathroom_sink..png diff --git a/fake_noisy/The_little_girl_is_standing_between_the_low_shrub_and_the_fire_plug_noisy.png b/fake_noisy/The_little_girl_is_standing_between_the_low_shrub_and_the_fire_plug.png similarity index 100% rename from fake_noisy/The_little_girl_is_standing_between_the_low_shrub_and_the_fire_plug_noisy.png rename to fake_noisy/The_little_girl_is_standing_between_the_low_shrub_and_the_fire_plug.png diff --git a/fake_noisy/The_officer_is_riding_a_horse_threw_the_streets.__noisy.png b/fake_noisy/The_officer_is_riding_a_horse_threw_the_streets._.png similarity index 100% rename from fake_noisy/The_officer_is_riding_a_horse_threw_the_streets.__noisy.png rename to fake_noisy/The_officer_is_riding_a_horse_threw_the_streets._.png diff --git a/fake_noisy/The_red_bus_has_an_anime_girl_on_it.__noisy.png b/fake_noisy/The_red_bus_has_an_anime_girl_on_it._.png similarity index 100% rename from fake_noisy/The_red_bus_has_an_anime_girl_on_it.__noisy.png rename to fake_noisy/The_red_bus_has_an_anime_girl_on_it._.png diff --git a/fake_noisy/The_shoreline_of_a_beach_on_a_cloudy_day.__noisy.png b/fake_noisy/The_shoreline_of_a_beach_on_a_cloudy_day._.png similarity index 100% rename from fake_noisy/The_shoreline_of_a_beach_on_a_cloudy_day.__noisy.png rename to fake_noisy/The_shoreline_of_a_beach_on_a_cloudy_day._.png diff --git a/fake_noisy/The_sleek_fighter_jet_is_flying_sideways_through_the_air.__noisy.png 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a/fake_noisy/Three_light_sheep_are_grazing_on_grass_in_a_ring_and_a_dark_sheep_is_eating_by_himself._noisy.png b/fake_noisy/Three_light_sheep_are_grazing_on_grass_in_a_ring_and_a_dark_sheep_is_eating_by_himself..png similarity index 100% rename from fake_noisy/Three_light_sheep_are_grazing_on_grass_in_a_ring_and_a_dark_sheep_is_eating_by_himself._noisy.png rename to fake_noisy/Three_light_sheep_are_grazing_on_grass_in_a_ring_and_a_dark_sheep_is_eating_by_himself..png diff --git a/fake_noisy/Three_men_in_military_suits_are_sitting_on_a_bench,_noisy.png b/fake_noisy/Three_men_in_military_suits_are_sitting_on_a_bench,.png similarity index 100% rename from fake_noisy/Three_men_in_military_suits_are_sitting_on_a_bench,_noisy.png rename to fake_noisy/Three_men_in_military_suits_are_sitting_on_a_bench,.png diff --git a/fake_noisy/Three_monitors_sitting_on_a_table_one_with_a_view_of_a_baseball_game._noisy.png 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to fake_noisy/Two_black_horses_standing_next_to_each_other..png diff --git a/fake_noisy/Two_buses_passing_each_other_by_while_traveling_under_a_bridge._noisy.png b/fake_noisy/Two_buses_passing_each_other_by_while_traveling_under_a_bridge..png similarity index 100% rename from fake_noisy/Two_buses_passing_each_other_by_while_traveling_under_a_bridge._noisy.png rename to fake_noisy/Two_buses_passing_each_other_by_while_traveling_under_a_bridge..png diff --git a/fake_noisy/Two_busses_on_street_next_to_cars_with_buildings_in_the_background._noisy.png b/fake_noisy/Two_busses_on_street_next_to_cars_with_buildings_in_the_background..png similarity index 100% rename from fake_noisy/Two_busses_on_street_next_to_cars_with_buildings_in_the_background._noisy.png rename to fake_noisy/Two_busses_on_street_next_to_cars_with_buildings_in_the_background..png diff --git a/fake_noisy/Two_cats_sitting_on_a__sill_looking_out_the_window_noisy.png 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fake_noisy/Two_giraffes_stand_in_a_dirt_yard_next_to_a_wooden_structure..png diff --git a/fake_noisy/Two_giraffes_standing_next_to_each_other_looking_over_a_fence._noisy.png b/fake_noisy/Two_giraffes_standing_next_to_each_other_looking_over_a_fence..png similarity index 100% rename from fake_noisy/Two_giraffes_standing_next_to_each_other_looking_over_a_fence._noisy.png rename to fake_noisy/Two_giraffes_standing_next_to_each_other_looking_over_a_fence..png diff --git a/fake_noisy/Two_large_colorful_birds_touch_their_beaks_together._noisy.png b/fake_noisy/Two_large_colorful_birds_touch_their_beaks_together..png similarity index 100% rename from fake_noisy/Two_large_colorful_birds_touch_their_beaks_together._noisy.png rename to fake_noisy/Two_large_colorful_birds_touch_their_beaks_together..png diff --git a/fake_noisy/Two_men_riding_on_a_motorcycle_with_a_young_girl._noisy.png b/fake_noisy/Two_men_riding_on_a_motorcycle_with_a_young_girl..png similarity index 100% rename from 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b/fake_noisy/Two_people_are_sitting_at_a_picnic_table_by_a_lake..png similarity index 100% rename from fake_noisy/Two_people_are_sitting_at_a_picnic_table_by_a_lake._noisy.png rename to fake_noisy/Two_people_are_sitting_at_a_picnic_table_by_a_lake..png diff --git a/fake_noisy/Two_people_sit_in_the_sand_with_their_surf_boards.__noisy.png b/fake_noisy/Two_people_sit_in_the_sand_with_their_surf_boards._.png similarity index 100% rename from fake_noisy/Two_people_sit_in_the_sand_with_their_surf_boards.__noisy.png rename to fake_noisy/Two_people_sit_in_the_sand_with_their_surf_boards._.png diff --git a/fake_noisy/Two_photos_of_an_airplane_in_the_air._noisy.png b/fake_noisy/Two_photos_of_an_airplane_in_the_air..png similarity index 100% rename from fake_noisy/Two_photos_of_an_airplane_in_the_air._noisy.png rename to fake_noisy/Two_photos_of_an_airplane_in_the_air..png diff --git a/fake_noisy/Two_sheep_are_looking_over_a_cement_wall._noisy.png 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a/fake_noisy/Two_signs_in_front_of_a_red_brick_building_that_say_Tow_Away_No_Stopping_from_4pm_to_6pm_and_No_Park_noisy.png b/fake_noisy/Two_signs_in_front_of_a_red_brick_building_that_say_Tow_Away_No_Stopping_from_4pm_to_6pm_and_No_Park.png similarity index 100% rename from fake_noisy/Two_signs_in_front_of_a_red_brick_building_that_say_Tow_Away_No_Stopping_from_4pm_to_6pm_and_No_Park_noisy.png rename to fake_noisy/Two_signs_in_front_of_a_red_brick_building_that_say_Tow_Away_No_Stopping_from_4pm_to_6pm_and_No_Park.png diff --git a/fake_noisy/Two_tall_giraffe_standing_next_to_a_green_leaf_filled_tree_noisy.png b/fake_noisy/Two_tall_giraffe_standing_next_to_a_green_leaf_filled_tree.png similarity index 100% rename from fake_noisy/Two_tall_giraffe_standing_next_to_a_green_leaf_filled_tree_noisy.png rename to fake_noisy/Two_tall_giraffe_standing_next_to_a_green_leaf_filled_tree.png diff --git a/fake_noisy/Two_toilets_sit_near_each_other_in_the_same_room._noisy.png b/fake_noisy/Two_toilets_sit_near_each_other_in_the_same_room..png similarity index 100% rename from fake_noisy/Two_toilets_sit_near_each_other_in_the_same_room._noisy.png rename to fake_noisy/Two_toilets_sit_near_each_other_in_the_same_room..png diff --git a/fake_noisy/Two_urinals_in_wall_with_a_white_divider._noisy.png b/fake_noisy/Two_urinals_in_wall_with_a_white_divider..png similarity index 100% rename from fake_noisy/Two_urinals_in_wall_with_a_white_divider._noisy.png rename to fake_noisy/Two_urinals_in_wall_with_a_white_divider..png diff --git a/fake_noisy/Vet_supplies_laying_on_the_floor_of_a_room._noisy.png b/fake_noisy/Vet_supplies_laying_on_the_floor_of_a_room..png similarity index 100% rename from fake_noisy/Vet_supplies_laying_on_the_floor_of_a_room._noisy.png rename to fake_noisy/Vet_supplies_laying_on_the_floor_of_a_room..png diff --git a/fake_noisy/Water_is_spewing_form_the_ground_while_people_watch_on._noisy.png b/fake_noisy/Water_is_spewing_form_the_ground_while_people_watch_on..png similarity index 100% rename from fake_noisy/Water_is_spewing_form_the_ground_while_people_watch_on._noisy.png rename to fake_noisy/Water_is_spewing_form_the_ground_while_people_watch_on..png diff --git a/fake_noisy/White_and_gray_cat_looking_past_spoked_wheel._noisy.png b/fake_noisy/White_and_gray_cat_looking_past_spoked_wheel..png similarity index 100% rename from fake_noisy/White_and_gray_cat_looking_past_spoked_wheel._noisy.png rename to fake_noisy/White_and_gray_cat_looking_past_spoked_wheel..png diff --git a/fake_noisy/Woman_interacting_with_giraffe_at_fence_in_zoo._noisy.png b/fake_noisy/Woman_interacting_with_giraffe_at_fence_in_zoo..png similarity index 100% rename from fake_noisy/Woman_interacting_with_giraffe_at_fence_in_zoo._noisy.png rename to fake_noisy/Woman_interacting_with_giraffe_at_fence_in_zoo..png diff --git a/fake_noisy/Women_taking_picture_of_themselves_while_brushing_their_teeth._noisy.png b/fake_noisy/Women_taking_picture_of_themselves_while_brushing_their_teeth..png similarity index 100% rename from fake_noisy/Women_taking_picture_of_themselves_while_brushing_their_teeth._noisy.png rename to fake_noisy/Women_taking_picture_of_themselves_while_brushing_their_teeth..png diff --git a/fake_noisy/Woodpeckers_on_the_side_of_trees_during_the_day._noisy.png b/fake_noisy/Woodpeckers_on_the_side_of_trees_during_the_day..png similarity index 100% rename from fake_noisy/Woodpeckers_on_the_side_of_trees_during_the_day._noisy.png rename to fake_noisy/Woodpeckers_on_the_side_of_trees_during_the_day..png diff --git a/fake_noisy/_A_bathroom_with_a_toilet,_sink,_counter_and_large_mirror_noisy.png b/fake_noisy/_A_bathroom_with_a_toilet,_sink,_counter_and_large_mirror.png similarity index 100% rename from fake_noisy/_A_bathroom_with_a_toilet,_sink,_counter_and_large_mirror_noisy.png rename to fake_noisy/_A_bathroom_with_a_toilet,_sink,_counter_and_large_mirror.png diff --git a/fake_noisy/_A_sidewalk_with_street_sings_next_to_a_road._noisy.png b/fake_noisy/_A_sidewalk_with_street_sings_next_to_a_road..png similarity index 100% rename from fake_noisy/_A_sidewalk_with_street_sings_next_to_a_road._noisy.png rename to fake_noisy/_A_sidewalk_with_street_sings_next_to_a_road..png diff --git a/fake_noisy/_a_street_sign_with_the_red_light_glowing_brightly_on_it__noisy.png b/fake_noisy/_a_street_sign_with_the_red_light_glowing_brightly_on_it_.png similarity index 100% rename from fake_noisy/_a_street_sign_with_the_red_light_glowing_brightly_on_it__noisy.png rename to fake_noisy/_a_street_sign_with_the_red_light_glowing_brightly_on_it_.png diff --git a/fake_noisy/a_bath_room_with_a_toilet_a_sink_and_a_bath_tub_noisy.png b/fake_noisy/a_bath_room_with_a_toilet_a_sink_and_a_bath_tub.png similarity index 100% rename from fake_noisy/a_bath_room_with_a_toilet_a_sink_and_a_bath_tub_noisy.png rename to fake_noisy/a_bath_room_with_a_toilet_a_sink_and_a_bath_tub.png diff --git a/fake_noisy/a_bath_room_with_a_toilet_a_stool_and_handle_bars_noisy.png b/fake_noisy/a_bath_room_with_a_toilet_a_stool_and_handle_bars.png similarity index 100% rename from fake_noisy/a_bath_room_with_a_toilet_a_stool_and_handle_bars_noisy.png rename to fake_noisy/a_bath_room_with_a_toilet_a_stool_and_handle_bars.png diff --git a/fake_noisy/a_bathroom_counter_with_two_sinks_on_it__noisy.png b/fake_noisy/a_bathroom_counter_with_two_sinks_on_it_.png similarity index 100% rename from fake_noisy/a_bathroom_counter_with_two_sinks_on_it__noisy.png rename to fake_noisy/a_bathroom_counter_with_two_sinks_on_it_.png diff --git a/fake_noisy/a_bathroom_with_a_bath_tub_a_toilet_and_a_sink_noisy.png b/fake_noisy/a_bathroom_with_a_bath_tub_a_toilet_and_a_sink.png similarity index 100% rename from fake_noisy/a_bathroom_with_a_bath_tub_a_toilet_and_a_sink_noisy.png rename to fake_noisy/a_bathroom_with_a_bath_tub_a_toilet_and_a_sink.png diff --git a/fake_noisy/a_bathroom_with_a_sink_a_mirror_and_a_toilet_noisy.png b/fake_noisy/a_bathroom_with_a_sink_a_mirror_and_a_toilet.png similarity index 100% rename from fake_noisy/a_bathroom_with_a_sink_a_mirror_and_a_toilet_noisy.png rename to fake_noisy/a_bathroom_with_a_sink_a_mirror_and_a_toilet.png diff --git a/fake_noisy/a_bathroom_with_bright_lights_and_white_carpet__noisy.png b/fake_noisy/a_bathroom_with_bright_lights_and_white_carpet_.png similarity index 100% rename from fake_noisy/a_bathroom_with_bright_lights_and_white_carpet__noisy.png rename to fake_noisy/a_bathroom_with_bright_lights_and_white_carpet_.png diff --git a/fake_noisy/a_beautiful_lady_with_a_very_nice_motor_bike_noisy.png b/fake_noisy/a_beautiful_lady_with_a_very_nice_motor_bike.png similarity index 100% rename from fake_noisy/a_beautiful_lady_with_a_very_nice_motor_bike_noisy.png rename to fake_noisy/a_beautiful_lady_with_a_very_nice_motor_bike.png diff --git a/fake_noisy/a_bench_in_the_woods_covered_in_snow__noisy.png b/fake_noisy/a_bench_in_the_woods_covered_in_snow_.png similarity index 100% rename from fake_noisy/a_bench_in_the_woods_covered_in_snow__noisy.png rename to fake_noisy/a_bench_in_the_woods_covered_in_snow_.png diff --git a/fake_noisy/a_big_red_fire_hydrant_on_the_side_of_a_building._noisy.png b/fake_noisy/a_big_red_fire_hydrant_on_the_side_of_a_building..png similarity index 100% rename from fake_noisy/a_big_red_fire_hydrant_on_the_side_of_a_building._noisy.png rename to fake_noisy/a_big_red_fire_hydrant_on_the_side_of_a_building..png diff --git a/fake_noisy/a_bluish_motorcycle_parked_on_sidewalk_in_park_noisy.png b/fake_noisy/a_bluish_motorcycle_parked_on_sidewalk_in_park.png similarity index 100% rename from fake_noisy/a_bluish_motorcycle_parked_on_sidewalk_in_park_noisy.png rename to fake_noisy/a_bluish_motorcycle_parked_on_sidewalk_in_park.png diff --git a/fake_noisy/a_cat_is_sitting_on_a_wooden_bench_outside_noisy.png 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to fake_noisy/a_train_on_a_train_track_at_a_station_.png diff --git a/fake_noisy/a_very_big_boat_that_is_in_some_water_noisy.png b/fake_noisy/a_very_big_boat_that_is_in_some_water.png similarity index 100% rename from fake_noisy/a_very_big_boat_that_is_in_some_water_noisy.png rename to fake_noisy/a_very_big_boat_that_is_in_some_water.png diff --git a/fake_noisy/a_very_big_bus_moving_on_the_street_with_no_people_noisy.png b/fake_noisy/a_very_big_bus_moving_on_the_street_with_no_people.png similarity index 100% rename from fake_noisy/a_very_big_bus_moving_on_the_street_with_no_people_noisy.png rename to fake_noisy/a_very_big_bus_moving_on_the_street_with_no_people.png diff --git a/fake_noisy/a_view_of_a_bathroom_area_with_a_white_long_flusher_and_window_behind_it__noisy.png b/fake_noisy/a_view_of_a_bathroom_area_with_a_white_long_flusher_and_window_behind_it_.png similarity index 100% rename from fake_noisy/a_view_of_a_bathroom_area_with_a_white_long_flusher_and_window_behind_it__noisy.png rename to fake_noisy/a_view_of_a_bathroom_area_with_a_white_long_flusher_and_window_behind_it_.png diff --git a/fake_noisy/a_white_and_black_sea_bird_standing_in_very_shallow_water_noisy.png b/fake_noisy/a_white_and_black_sea_bird_standing_in_very_shallow_water.png similarity index 100% rename from fake_noisy/a_white_and_black_sea_bird_standing_in_very_shallow_water_noisy.png rename to fake_noisy/a_white_and_black_sea_bird_standing_in_very_shallow_water.png diff --git a/fake_noisy/a_white_bus_is_on_a_busy_street_noisy.png b/fake_noisy/a_white_bus_is_on_a_busy_street.png similarity index 100% rename from fake_noisy/a_white_bus_is_on_a_busy_street_noisy.png rename to fake_noisy/a_white_bus_is_on_a_busy_street.png diff --git a/fake_noisy/a_woman_in_kitchen_cooking_chips_in_fry_noisy.png b/fake_noisy/a_woman_in_kitchen_cooking_chips_in_fry.png similarity index 100% rename from fake_noisy/a_woman_in_kitchen_cooking_chips_in_fry_noisy.png rename to fake_noisy/a_woman_in_kitchen_cooking_chips_in_fry.png diff --git a/fake_noisy/a_woman_is_out_in_a_field_with_sheep__noisy.png b/fake_noisy/a_woman_is_out_in_a_field_with_sheep_.png similarity index 100% rename from fake_noisy/a_woman_is_out_in_a_field_with_sheep__noisy.png rename to fake_noisy/a_woman_is_out_in_a_field_with_sheep_.png diff --git a/fake_noisy/a_woman_is_standing_next_to_an_oven_noisy.png b/fake_noisy/a_woman_is_standing_next_to_an_oven.png similarity index 100% rename from fake_noisy/a_woman_is_standing_next_to_an_oven_noisy.png rename to fake_noisy/a_woman_is_standing_next_to_an_oven.png diff --git a/fake_noisy/a_woman_posing_on_a_wooden_bench_in_the_woods_noisy.png b/fake_noisy/a_woman_posing_on_a_wooden_bench_in_the_woods.png similarity index 100% rename from fake_noisy/a_woman_posing_on_a_wooden_bench_in_the_woods_noisy.png rename to fake_noisy/a_woman_posing_on_a_wooden_bench_in_the_woods.png diff --git a/fake_noisy/a_woman_riding_a_horse_while_holding_a_flag_noisy.png b/fake_noisy/a_woman_riding_a_horse_while_holding_a_flag.png similarity index 100% rename from fake_noisy/a_woman_riding_a_horse_while_holding_a_flag_noisy.png rename to fake_noisy/a_woman_riding_a_horse_while_holding_a_flag.png diff --git a/fake_noisy/a_wooden_and_metal_bench_near_a_over_grown_bush_noisy.png b/fake_noisy/a_wooden_and_metal_bench_near_a_over_grown_bush.png similarity index 100% rename from fake_noisy/a_wooden_and_metal_bench_near_a_over_grown_bush_noisy.png rename to fake_noisy/a_wooden_and_metal_bench_near_a_over_grown_bush.png diff --git a/fake_noisy/a_young_female_siting_on_a_bench_near_a_small_stagnant_lake_noisy.png b/fake_noisy/a_young_female_siting_on_a_bench_near_a_small_stagnant_lake.png similarity index 100% rename from fake_noisy/a_young_female_siting_on_a_bench_near_a_small_stagnant_lake_noisy.png rename to fake_noisy/a_young_female_siting_on_a_bench_near_a_small_stagnant_lake.png diff --git a/fake_noisy/an_image_of_a_cat_in_a_toilet_with_the_water_noisy.png b/fake_noisy/an_image_of_a_cat_in_a_toilet_with_the_water.png similarity index 100% rename from fake_noisy/an_image_of_a_cat_in_a_toilet_with_the_water_noisy.png rename to fake_noisy/an_image_of_a_cat_in_a_toilet_with_the_water.png diff --git a/fake_noisy/an_image_of_a_tourbus_stopping_on_a_route_noisy.png b/fake_noisy/an_image_of_a_tourbus_stopping_on_a_route.png similarity index 100% rename from fake_noisy/an_image_of_a_tourbus_stopping_on_a_route_noisy.png rename to fake_noisy/an_image_of_a_tourbus_stopping_on_a_route.png diff --git a/fake_noisy/an_up_close_picture_of_mechanic_of_a_bike__noisy.png b/fake_noisy/an_up_close_picture_of_mechanic_of_a_bike_.png similarity index 100% rename from fake_noisy/an_up_close_picture_of_mechanic_of_a_bike__noisy.png rename to fake_noisy/an_up_close_picture_of_mechanic_of_a_bike_.png diff --git a/fake_noisy/cars_wait_at_red_light_at_an_intersection_by_mountains_noisy.png b/fake_noisy/cars_wait_at_red_light_at_an_intersection_by_mountains.png similarity index 100% rename from fake_noisy/cars_wait_at_red_light_at_an_intersection_by_mountains_noisy.png rename to fake_noisy/cars_wait_at_red_light_at_an_intersection_by_mountains.png diff --git "a/fake_noisy/group_of_giraffes_mingling_in_a_stand_of_trees\n_noisy.png" "b/fake_noisy/group_of_giraffes_mingling_in_a_stand_of_trees\n.png" similarity index 100% rename from "fake_noisy/group_of_giraffes_mingling_in_a_stand_of_trees\n_noisy.png" rename to "fake_noisy/group_of_giraffes_mingling_in_a_stand_of_trees\n.png" diff --git a/fake_noisy/people_at_costume_party_dressed_up_in_costumes_noisy.png b/fake_noisy/people_at_costume_party_dressed_up_in_costumes.png similarity index 100% rename from fake_noisy/people_at_costume_party_dressed_up_in_costumes_noisy.png rename to fake_noisy/people_at_costume_party_dressed_up_in_costumes.png diff --git a/fake_noisy/people_riding_bikes_near_a_beach_and_others_swimming_noisy.png b/fake_noisy/people_riding_bikes_near_a_beach_and_others_swimming.png similarity index 100% rename from fake_noisy/people_riding_bikes_near_a_beach_and_others_swimming_noisy.png rename to fake_noisy/people_riding_bikes_near_a_beach_and_others_swimming.png diff --git a/fake_noisy/people_standing_outside_a_building_with_clocks_built_into_the_side_of_it_noisy.png b/fake_noisy/people_standing_outside_a_building_with_clocks_built_into_the_side_of_it.png similarity index 100% rename from fake_noisy/people_standing_outside_a_building_with_clocks_built_into_the_side_of_it_noisy.png rename to fake_noisy/people_standing_outside_a_building_with_clocks_built_into_the_side_of_it.png diff --git a/fake_noisy/several_motorcycles_are_parked_next_to_each_other_noisy.png b/fake_noisy/several_motorcycles_are_parked_next_to_each_other.png similarity index 100% rename from fake_noisy/several_motorcycles_are_parked_next_to_each_other_noisy.png rename to fake_noisy/several_motorcycles_are_parked_next_to_each_other.png diff --git a/fake_noisy/some_blurred_sheep_are_running_and_some_green_grass_noisy.png b/fake_noisy/some_blurred_sheep_are_running_and_some_green_grass.png similarity index 100% rename from fake_noisy/some_blurred_sheep_are_running_and_some_green_grass_noisy.png rename to fake_noisy/some_blurred_sheep_are_running_and_some_green_grass.png diff --git a/fake_noisy/there_are_blue_lights_shining_threw_palm_trees__noisy.png b/fake_noisy/there_are_blue_lights_shining_threw_palm_trees_.png similarity index 100% rename from fake_noisy/there_are_blue_lights_shining_threw_palm_trees__noisy.png rename to fake_noisy/there_are_blue_lights_shining_threw_palm_trees_.png diff --git a/fake_noisy/there_are_several_stop_signs_along_side_the_grass_noisy.png b/fake_noisy/there_are_several_stop_signs_along_side_the_grass.png similarity index 100% rename from fake_noisy/there_are_several_stop_signs_along_side_the_grass_noisy.png rename to fake_noisy/there_are_several_stop_signs_along_side_the_grass.png diff --git a/fake_noisy/there_is_a_one_way_street_sign_under_a_street_name_sign_noisy.png b/fake_noisy/there_is_a_one_way_street_sign_under_a_street_name_sign.png similarity index 100% rename from fake_noisy/there_is_a_one_way_street_sign_under_a_street_name_sign_noisy.png rename to fake_noisy/there_is_a_one_way_street_sign_under_a_street_name_sign.png diff --git a/fake_noisy/there_is_a_sheep_behind_a_fence_standing_in_the_snow_noisy.png b/fake_noisy/there_is_a_sheep_behind_a_fence_standing_in_the_snow.png similarity index 100% rename from fake_noisy/there_is_a_sheep_behind_a_fence_standing_in_the_snow_noisy.png rename to fake_noisy/there_is_a_sheep_behind_a_fence_standing_in_the_snow.png diff --git a/fake_noisy/there_is_a_stop_sign_at_the_end_of_this_cross_walk_noisy.png b/fake_noisy/there_is_a_stop_sign_at_the_end_of_this_cross_walk.png 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rename to fake_noisy/this_is_a_close_up_picture_of_a_roosters_neck.png diff --git a/fake_noisy/this_man_is_riding_a_board_near_a_field_noisy.png b/fake_noisy/this_man_is_riding_a_board_near_a_field.png similarity index 100% rename from fake_noisy/this_man_is_riding_a_board_near_a_field_noisy.png rename to fake_noisy/this_man_is_riding_a_board_near_a_field.png diff --git a/fake_noisy/three_children_sitting_on_a_bench_near_one_another_noisy.png b/fake_noisy/three_children_sitting_on_a_bench_near_one_another.png similarity index 100% rename from fake_noisy/three_children_sitting_on_a_bench_near_one_another_noisy.png rename to fake_noisy/three_children_sitting_on_a_bench_near_one_another.png diff --git a/fake_noisy/train_pulling_up_the_track_while_people_wait_on_the_sidewalk_noisy.png b/fake_noisy/train_pulling_up_the_track_while_people_wait_on_the_sidewalk.png similarity index 100% rename from fake_noisy/train_pulling_up_the_track_while_people_wait_on_the_sidewalk_noisy.png rename to 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real_noisy/A_black_cat_half-submerged_in_a_toilet_while_drinking_out_of_it._noisy.png rename to real_noisy/A_black_cat_half-submerged_in_a_toilet_while_drinking_out_of_it..png diff --git a/real_noisy/A_black_cat_wearing_a_black_beanie_while_laying_on_a_red_couch.._noisy.png b/real_noisy/A_black_cat_wearing_a_black_beanie_while_laying_on_a_red_couch...png similarity index 100% rename from real_noisy/A_black_cat_wearing_a_black_beanie_while_laying_on_a_red_couch.._noisy.png rename to real_noisy/A_black_cat_wearing_a_black_beanie_while_laying_on_a_red_couch...png diff --git a/real_noisy/A_black_lab_waits_at_a_picnic_table_for_it's_master._noisy.png b/real_noisy/A_black_lab_waits_at_a_picnic_table_for_it's_master..png similarity index 100% rename from real_noisy/A_black_lab_waits_at_a_picnic_table_for_it's_master._noisy.png rename to real_noisy/A_black_lab_waits_at_a_picnic_table_for_it's_master..png diff --git a/real_noisy/A_blonde_woman_standing_in_front_of_a_red_double_decker_bus._noisy.png b/real_noisy/A_blonde_woman_standing_in_front_of_a_red_double_decker_bus..png similarity index 100% rename from real_noisy/A_blonde_woman_standing_in_front_of_a_red_double_decker_bus._noisy.png rename to real_noisy/A_blonde_woman_standing_in_front_of_a_red_double_decker_bus..png diff --git a/real_noisy/A_blue_bike_parked_next_to_a_tree_in_a_planter._noisy.png b/real_noisy/A_blue_bike_parked_next_to_a_tree_in_a_planter..png similarity index 100% rename from real_noisy/A_blue_bike_parked_next_to_a_tree_in_a_planter._noisy.png rename to real_noisy/A_blue_bike_parked_next_to_a_tree_in_a_planter..png diff --git a/real_noisy/A_blue_bowl_sitting_on_a_table_with_a_banana_in_it.__noisy.png b/real_noisy/A_blue_bowl_sitting_on_a_table_with_a_banana_in_it._.png similarity index 100% rename from real_noisy/A_blue_bowl_sitting_on_a_table_with_a_banana_in_it.__noisy.png rename to 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real_noisy/A_brown_duck_floats_by_itself_on_the_water_noisy.png rename to real_noisy/A_brown_duck_floats_by_itself_on_the_water.png diff --git a/real_noisy/A_brown_songbird_perched_on_the_handlebars_of_a_bicycle._noisy.png b/real_noisy/A_brown_songbird_perched_on_the_handlebars_of_a_bicycle..png similarity index 100% rename from real_noisy/A_brown_songbird_perched_on_the_handlebars_of_a_bicycle._noisy.png rename to real_noisy/A_brown_songbird_perched_on_the_handlebars_of_a_bicycle..png diff --git a/real_noisy/A_bunch_of_bananas_hanging_from_a_green_tree._noisy.png b/real_noisy/A_bunch_of_bananas_hanging_from_a_green_tree..png similarity index 100% rename from real_noisy/A_bunch_of_bananas_hanging_from_a_green_tree._noisy.png rename to real_noisy/A_bunch_of_bananas_hanging_from_a_green_tree..png diff --git a/real_noisy/A_bunch_of_bicycles_parked_on_the_street_with_items_sitting_around_them__noisy.png b/real_noisy/A_bunch_of_bicycles_parked_on_the_street_with_items_sitting_around_them_.png similarity index 100% rename from real_noisy/A_bunch_of_bicycles_parked_on_the_street_with_items_sitting_around_them__noisy.png rename to real_noisy/A_bunch_of_bicycles_parked_on_the_street_with_items_sitting_around_them_.png diff --git a/real_noisy/A_bunch_of_giraffes_that_are_standing_in_the_dirt._noisy.png b/real_noisy/A_bunch_of_giraffes_that_are_standing_in_the_dirt..png similarity index 100% rename from real_noisy/A_bunch_of_giraffes_that_are_standing_in_the_dirt._noisy.png rename to real_noisy/A_bunch_of_giraffes_that_are_standing_in_the_dirt..png diff --git a/real_noisy/A_bunk_bed_sits_next_to_an_open_window.__noisy.png b/real_noisy/A_bunk_bed_sits_next_to_an_open_window._.png similarity index 100% rename from real_noisy/A_bunk_bed_sits_next_to_an_open_window.__noisy.png rename to real_noisy/A_bunk_bed_sits_next_to_an_open_window._.png diff --git a/real_noisy/A_bus_all_lite_up_inside_and_out_with_diffrent_colors_.__noisy.png b/real_noisy/A_bus_all_lite_up_inside_and_out_with_diffrent_colors_._.png similarity index 100% rename from real_noisy/A_bus_all_lite_up_inside_and_out_with_diffrent_colors_.__noisy.png rename to real_noisy/A_bus_all_lite_up_inside_and_out_with_diffrent_colors_._.png diff --git a/real_noisy/A_bus_is_parked_on_the_street_away_from_some_cars._noisy.png b/real_noisy/A_bus_is_parked_on_the_street_away_from_some_cars..png similarity index 100% rename from real_noisy/A_bus_is_parked_on_the_street_away_from_some_cars._noisy.png rename to real_noisy/A_bus_is_parked_on_the_street_away_from_some_cars..png diff --git a/real_noisy/A_bus_pulled_up_to_the_curb_along_a_road._noisy.png b/real_noisy/A_bus_pulled_up_to_the_curb_along_a_road..png similarity index 100% rename from real_noisy/A_bus_pulled_up_to_the_curb_along_a_road._noisy.png rename to real_noisy/A_bus_pulled_up_to_the_curb_along_a_road..png diff --git a/real_noisy/A_bus_stop_sign_on_a_city_street._noisy.png b/real_noisy/A_bus_stop_sign_on_a_city_street..png similarity index 100% rename from real_noisy/A_bus_stop_sign_on_a_city_street._noisy.png rename to real_noisy/A_bus_stop_sign_on_a_city_street..png diff --git a/real_noisy/A_bus_stops_next_to_a_street_sign._noisy.png b/real_noisy/A_bus_stops_next_to_a_street_sign..png similarity index 100% rename from real_noisy/A_bus_stops_next_to_a_street_sign._noisy.png rename to real_noisy/A_bus_stops_next_to_a_street_sign..png diff --git a/real_noisy/A_bus_traveling_down_a_road_next_to_a_bus_stop._noisy.png b/real_noisy/A_bus_traveling_down_a_road_next_to_a_bus_stop..png similarity index 100% rename from real_noisy/A_bus_traveling_down_a_road_next_to_a_bus_stop._noisy.png rename to real_noisy/A_bus_traveling_down_a_road_next_to_a_bus_stop..png diff --git a/real_noisy/A_bus_window_with_finger_writing_on_it._noisy.png b/real_noisy/A_bus_window_with_finger_writing_on_it..png similarity index 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b/real_noisy/A_cat_looking_out_of_a_vehicle_window_during_rain..png similarity index 100% rename from real_noisy/A_cat_looking_out_of_a_vehicle_window_during_rain._noisy.png rename to real_noisy/A_cat_looking_out_of_a_vehicle_window_during_rain..png diff --git a/real_noisy/A_cat_sits_on_the_edge_of_a_bathroom_sink._noisy.png b/real_noisy/A_cat_sits_on_the_edge_of_a_bathroom_sink..png similarity index 100% rename from real_noisy/A_cat_sits_on_the_edge_of_a_bathroom_sink._noisy.png rename to real_noisy/A_cat_sits_on_the_edge_of_a_bathroom_sink..png diff --git a/real_noisy/A_cat_sitting_on_top_of_a_green_car._noisy.png b/real_noisy/A_cat_sitting_on_top_of_a_green_car..png similarity index 100% rename from real_noisy/A_cat_sitting_on_top_of_a_green_car._noisy.png rename to real_noisy/A_cat_sitting_on_top_of_a_green_car..png diff --git a/real_noisy/A_cat_sitting_on_top_of_a_window_sill_over_a_sink._noisy.png b/real_noisy/A_cat_sitting_on_top_of_a_window_sill_over_a_sink..png similarity 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a/real_noisy/A_couple_of_older_men_sitting_on_top_of_a_bench._noisy.png b/real_noisy/A_couple_of_older_men_sitting_on_top_of_a_bench..png similarity index 100% rename from real_noisy/A_couple_of_older_men_sitting_on_top_of_a_bench._noisy.png rename to real_noisy/A_couple_of_older_men_sitting_on_top_of_a_bench..png diff --git a/real_noisy/A_couple_of_people_flying_kites_on_top_of_a_beach._noisy.png b/real_noisy/A_couple_of_people_flying_kites_on_top_of_a_beach..png similarity index 100% rename from real_noisy/A_couple_of_people_flying_kites_on_top_of_a_beach._noisy.png rename to real_noisy/A_couple_of_people_flying_kites_on_top_of_a_beach..png diff --git a/real_noisy/A_couple_of_people_standing_next_to_a_food_cart_filled_with_smoke._noisy.png b/real_noisy/A_couple_of_people_standing_next_to_a_food_cart_filled_with_smoke..png similarity index 100% rename from real_noisy/A_couple_of_people_standing_next_to_a_food_cart_filled_with_smoke._noisy.png rename to real_noisy/A_couple_of_people_standing_next_to_a_food_cart_filled_with_smoke..png diff --git a/real_noisy/A_couple_of_red_motorcycles_parked_in_front_of_a_building._noisy.png b/real_noisy/A_couple_of_red_motorcycles_parked_in_front_of_a_building..png similarity index 100% rename from real_noisy/A_couple_of_red_motorcycles_parked_in_front_of_a_building._noisy.png rename to real_noisy/A_couple_of_red_motorcycles_parked_in_front_of_a_building..png diff --git a/real_noisy/A_couple_of_wooden_benches_sitting_across_from_each_other._noisy.png b/real_noisy/A_couple_of_wooden_benches_sitting_across_from_each_other..png similarity index 100% rename from real_noisy/A_couple_of_wooden_benches_sitting_across_from_each_other._noisy.png rename to real_noisy/A_couple_of_wooden_benches_sitting_across_from_each_other..png diff --git a/real_noisy/A_couple_of_zebra_walking_next_to_a_giraffe_on_a_lush_green_field._noisy.png b/real_noisy/A_couple_of_zebra_walking_next_to_a_giraffe_on_a_lush_green_field..png similarity index 100% rename from real_noisy/A_couple_of_zebra_walking_next_to_a_giraffe_on_a_lush_green_field._noisy.png rename to real_noisy/A_couple_of_zebra_walking_next_to_a_giraffe_on_a_lush_green_field..png diff --git a/real_noisy/A_crowded_city_street_filled_with_traffic_at_night._noisy.png b/real_noisy/A_crowded_city_street_filled_with_traffic_at_night..png similarity index 100% rename from real_noisy/A_crowded_city_street_filled_with_traffic_at_night._noisy.png rename to real_noisy/A_crowded_city_street_filled_with_traffic_at_night..png diff --git a/real_noisy/A_dinning_room_table_sitting_next_to_a_small_fireplace._noisy.png b/real_noisy/A_dinning_room_table_sitting_next_to_a_small_fireplace..png similarity index 100% rename from real_noisy/A_dinning_room_table_sitting_next_to_a_small_fireplace._noisy.png rename to real_noisy/A_dinning_room_table_sitting_next_to_a_small_fireplace..png diff --git a/real_noisy/A_dirty_toilet_that_is_in_a_bathroom._noisy.png b/real_noisy/A_dirty_toilet_that_is_in_a_bathroom..png similarity index 100% rename from real_noisy/A_dirty_toilet_that_is_in_a_bathroom._noisy.png rename to real_noisy/A_dirty_toilet_that_is_in_a_bathroom..png diff --git a/real_noisy/A_dog_and_a_goat_with_their_noses_touching_at_fence._noisy.png b/real_noisy/A_dog_and_a_goat_with_their_noses_touching_at_fence..png similarity index 100% rename from real_noisy/A_dog_and_a_goat_with_their_noses_touching_at_fence._noisy.png rename to real_noisy/A_dog_and_a_goat_with_their_noses_touching_at_fence..png diff --git a/real_noisy/A_dog_laying_on_the_dashboard_of_a_vehicle._noisy.png b/real_noisy/A_dog_laying_on_the_dashboard_of_a_vehicle..png similarity index 100% rename from real_noisy/A_dog_laying_on_the_dashboard_of_a_vehicle._noisy.png rename to real_noisy/A_dog_laying_on_the_dashboard_of_a_vehicle..png diff --git a/real_noisy/A_dog_sitting_in_the_passenger_seat_of_a_car._noisy.png b/real_noisy/A_dog_sitting_in_the_passenger_seat_of_a_car..png similarity index 100% rename from real_noisy/A_dog_sitting_in_the_passenger_seat_of_a_car._noisy.png rename to real_noisy/A_dog_sitting_in_the_passenger_seat_of_a_car..png diff --git a/real_noisy/A_dog_wearing_a_Santa_Claus_hat.__noisy.png b/real_noisy/A_dog_wearing_a_Santa_Claus_hat._.png similarity index 100% rename from real_noisy/A_dog_wearing_a_Santa_Claus_hat.__noisy.png rename to real_noisy/A_dog_wearing_a_Santa_Claus_hat._.png diff --git a/real_noisy/A_double_decker_bus_driving_down_a_street._noisy.png b/real_noisy/A_double_decker_bus_driving_down_a_street..png similarity index 100% rename from real_noisy/A_double_decker_bus_driving_down_a_street._noisy.png rename to real_noisy/A_double_decker_bus_driving_down_a_street..png diff --git a/real_noisy/A_double_decker_bus_driving_down_a_street_past_a_tall_building._noisy.png b/real_noisy/A_double_decker_bus_driving_down_a_street_past_a_tall_building..png similarity index 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b/real_noisy/A_fire_hydrant_covered_up_halfway_with_snow..png similarity index 100% rename from real_noisy/A_fire_hydrant_covered_up_halfway_with_snow._noisy.png rename to real_noisy/A_fire_hydrant_covered_up_halfway_with_snow..png diff --git a/real_noisy/A_fire_hydrant_sitting_next_to_a_tree_in_a_forest._noisy.png b/real_noisy/A_fire_hydrant_sitting_next_to_a_tree_in_a_forest..png similarity index 100% rename from real_noisy/A_fire_hydrant_sitting_next_to_a_tree_in_a_forest._noisy.png rename to real_noisy/A_fire_hydrant_sitting_next_to_a_tree_in_a_forest..png diff --git a/real_noisy/A_flock_of_birds_are_flying_above_the_spire_of_a_building_tower._noisy.png b/real_noisy/A_flock_of_birds_are_flying_above_the_spire_of_a_building_tower..png similarity index 100% rename from real_noisy/A_flock_of_birds_are_flying_above_the_spire_of_a_building_tower._noisy.png rename to real_noisy/A_flock_of_birds_are_flying_above_the_spire_of_a_building_tower..png diff --git a/real_noisy/A_flock_of_sheep_graze_on_a_hillside._noisy.png b/real_noisy/A_flock_of_sheep_graze_on_a_hillside..png similarity index 100% rename from real_noisy/A_flock_of_sheep_graze_on_a_hillside._noisy.png rename to real_noisy/A_flock_of_sheep_graze_on_a_hillside..png diff --git a/real_noisy/A_flock_of_sheep_grazing_in_a_field_of_grass._noisy.png b/real_noisy/A_flock_of_sheep_grazing_in_a_field_of_grass..png similarity index 100% rename from real_noisy/A_flock_of_sheep_grazing_in_a_field_of_grass._noisy.png rename to real_noisy/A_flock_of_sheep_grazing_in_a_field_of_grass..png diff --git a/real_noisy/A_formation_of_birds_in_a_sky_at_sunset._noisy.png b/real_noisy/A_formation_of_birds_in_a_sky_at_sunset..png similarity index 100% rename from real_noisy/A_formation_of_birds_in_a_sky_at_sunset._noisy.png rename to real_noisy/A_formation_of_birds_in_a_sky_at_sunset..png diff --git "a/real_noisy/A_full_perspective_of_a_restroom_view_with_a_few_things._\n_noisy.png" "b/real_noisy/A_full_perspective_of_a_restroom_view_with_a_few_things._\n.png" similarity index 100% rename from "real_noisy/A_full_perspective_of_a_restroom_view_with_a_few_things._\n_noisy.png" rename to "real_noisy/A_full_perspective_of_a_restroom_view_with_a_few_things._\n.png" diff --git a/real_noisy/A_garden_is_surrounded_by_a_train_and_phone_booth.__noisy.png b/real_noisy/A_garden_is_surrounded_by_a_train_and_phone_booth._.png similarity index 100% rename from real_noisy/A_garden_is_surrounded_by_a_train_and_phone_booth.__noisy.png rename to real_noisy/A_garden_is_surrounded_by_a_train_and_phone_booth._.png diff --git a/real_noisy/A_giraffe_grazing_from_a_tree_with_rock_wall_in_background._noisy.png b/real_noisy/A_giraffe_grazing_from_a_tree_with_rock_wall_in_background..png similarity index 100% rename from real_noisy/A_giraffe_grazing_from_a_tree_with_rock_wall_in_background._noisy.png rename to real_noisy/A_giraffe_grazing_from_a_tree_with_rock_wall_in_background..png diff --git a/real_noisy/A_giraffe_in_a_grassy_field_near_a_hill._noisy.png b/real_noisy/A_giraffe_in_a_grassy_field_near_a_hill..png similarity index 100% rename from real_noisy/A_giraffe_in_a_grassy_field_near_a_hill._noisy.png rename to real_noisy/A_giraffe_in_a_grassy_field_near_a_hill..png diff --git a/real_noisy/A_giraffe_laying_on_the_ground_near_a_fence._noisy.png b/real_noisy/A_giraffe_laying_on_the_ground_near_a_fence..png similarity index 100% rename from real_noisy/A_giraffe_laying_on_the_ground_near_a_fence._noisy.png rename to real_noisy/A_giraffe_laying_on_the_ground_near_a_fence..png diff --git a/real_noisy/A_giraffe_standing_on_a_dirt_road_next_to_plants._noisy.png b/real_noisy/A_giraffe_standing_on_a_dirt_road_next_to_plants..png similarity index 100% rename from real_noisy/A_giraffe_standing_on_a_dirt_road_next_to_plants._noisy.png rename to real_noisy/A_giraffe_standing_on_a_dirt_road_next_to_plants..png diff --git a/real_noisy/A_giraffe_standing_on_top_of_a_lush_green_field._noisy.png b/real_noisy/A_giraffe_standing_on_top_of_a_lush_green_field..png similarity index 100% rename from real_noisy/A_giraffe_standing_on_top_of_a_lush_green_field._noisy.png rename to real_noisy/A_giraffe_standing_on_top_of_a_lush_green_field..png diff --git a/real_noisy/A_giraffe_walking_across_a_lush_green_field._noisy.png b/real_noisy/A_giraffe_walking_across_a_lush_green_field..png similarity index 100% rename from real_noisy/A_giraffe_walking_across_a_lush_green_field._noisy.png rename to real_noisy/A_giraffe_walking_across_a_lush_green_field..png diff --git a/real_noisy/A_girl_holding_a_skewer_with_a_banana_on_the_end.___noisy.png b/real_noisy/A_girl_holding_a_skewer_with_a_banana_on_the_end.__.png similarity index 100% rename from real_noisy/A_girl_holding_a_skewer_with_a_banana_on_the_end.___noisy.png rename to real_noisy/A_girl_holding_a_skewer_with_a_banana_on_the_end.__.png diff --git a/real_noisy/A_girl_in_white_shirt_painting_a_black_umbrella._noisy.png b/real_noisy/A_girl_in_white_shirt_painting_a_black_umbrella..png similarity index 100% rename from real_noisy/A_girl_in_white_shirt_painting_a_black_umbrella._noisy.png rename to real_noisy/A_girl_in_white_shirt_painting_a_black_umbrella..png diff --git a/real_noisy/A_girl_takes_a_picture_of_herself_in_the_mirror._noisy.png b/real_noisy/A_girl_takes_a_picture_of_herself_in_the_mirror..png similarity index 100% rename from real_noisy/A_girl_takes_a_picture_of_herself_in_the_mirror._noisy.png rename to real_noisy/A_girl_takes_a_picture_of_herself_in_the_mirror..png diff --git a/real_noisy/A_gray_and_yellow_train_traveling_along_the_tracks_noisy.png b/real_noisy/A_gray_and_yellow_train_traveling_along_the_tracks.png similarity index 100% rename from real_noisy/A_gray_and_yellow_train_traveling_along_the_tracks_noisy.png rename to real_noisy/A_gray_and_yellow_train_traveling_along_the_tracks.png diff --git a/real_noisy/A_green_mountain_bike_sitting_next_to_a_bridge_as_a_train_passes_by._noisy.png b/real_noisy/A_green_mountain_bike_sitting_next_to_a_bridge_as_a_train_passes_by..png similarity index 100% rename from real_noisy/A_green_mountain_bike_sitting_next_to_a_bridge_as_a_train_passes_by._noisy.png rename to real_noisy/A_green_mountain_bike_sitting_next_to_a_bridge_as_a_train_passes_by..png diff --git a/real_noisy/A_grey_and_white_cat_outside_looking_into_a_window._noisy.png b/real_noisy/A_grey_and_white_cat_outside_looking_into_a_window..png similarity index 100% rename from real_noisy/A_grey_and_white_cat_outside_looking_into_a_window._noisy.png rename to real_noisy/A_grey_and_white_cat_outside_looking_into_a_window..png diff --git a/real_noisy/A_group_of_birds_eating_at_a_bird_feeder_noisy.png b/real_noisy/A_group_of_birds_eating_at_a_bird_feeder.png similarity index 100% rename from real_noisy/A_group_of_birds_eating_at_a_bird_feeder_noisy.png rename to real_noisy/A_group_of_birds_eating_at_a_bird_feeder.png diff --git a/real_noisy/A_group_of_elephants_are_standing_under_a_roof_cover._noisy.png b/real_noisy/A_group_of_elephants_are_standing_under_a_roof_cover..png similarity index 100% rename from real_noisy/A_group_of_elephants_are_standing_under_a_roof_cover._noisy.png rename to real_noisy/A_group_of_elephants_are_standing_under_a_roof_cover..png diff --git a/real_noisy/A_group_of_giraffe_standing_next_to_each_other_on_a_field._noisy.png b/real_noisy/A_group_of_giraffe_standing_next_to_each_other_on_a_field..png similarity index 100% rename from real_noisy/A_group_of_giraffe_standing_next_to_each_other_on_a_field._noisy.png rename to real_noisy/A_group_of_giraffe_standing_next_to_each_other_on_a_field..png diff --git a/real_noisy/A_group_of_giraffe_standing_on_top_of_a_dirt_field._noisy.png b/real_noisy/A_group_of_giraffe_standing_on_top_of_a_dirt_field..png similarity index 100% rename from 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real_noisy/A_group_of_people_standing_outside_of_a_small_airplane._noisy.png rename to real_noisy/A_group_of_people_standing_outside_of_a_small_airplane..png diff --git a/real_noisy/A_group_of_police_officer_standing_in_front_of_a_red_bus._noisy.png b/real_noisy/A_group_of_police_officer_standing_in_front_of_a_red_bus..png similarity index 100% rename from real_noisy/A_group_of_police_officer_standing_in_front_of_a_red_bus._noisy.png rename to real_noisy/A_group_of_police_officer_standing_in_front_of_a_red_bus..png diff --git a/real_noisy/A_group_of_sheep_sitting_next_to_a_tree._noisy.png b/real_noisy/A_group_of_sheep_sitting_next_to_a_tree..png similarity index 100% rename from real_noisy/A_group_of_sheep_sitting_next_to_a_tree._noisy.png rename to real_noisy/A_group_of_sheep_sitting_next_to_a_tree..png diff --git a/real_noisy/A_group_of_women_standing_next_to_each_other_in_an_office._noisy.png b/real_noisy/A_group_of_women_standing_next_to_each_other_in_an_office..png similarity index 100% rename from real_noisy/A_group_of_women_standing_next_to_each_other_in_an_office._noisy.png rename to real_noisy/A_group_of_women_standing_next_to_each_other_in_an_office..png diff --git a/real_noisy/A_highway_scene_with_focus_on_an_exit_sign._noisy.png b/real_noisy/A_highway_scene_with_focus_on_an_exit_sign..png similarity index 100% rename from real_noisy/A_highway_scene_with_focus_on_an_exit_sign._noisy.png rename to real_noisy/A_highway_scene_with_focus_on_an_exit_sign..png diff --git a/real_noisy/A_kitchen_is_displayed,_showing_wooden_cabinets_and_a_blue_tiled_counter_top._noisy.png b/real_noisy/A_kitchen_is_displayed,_showing_wooden_cabinets_and_a_blue_tiled_counter_top..png similarity index 100% rename from real_noisy/A_kitchen_is_displayed,_showing_wooden_cabinets_and_a_blue_tiled_counter_top._noisy.png rename to real_noisy/A_kitchen_is_displayed,_showing_wooden_cabinets_and_a_blue_tiled_counter_top..png diff --git a/real_noisy/A_kitchen_scene_with_focus_on_a_sink_and_oven._noisy.png b/real_noisy/A_kitchen_scene_with_focus_on_a_sink_and_oven..png similarity index 100% rename from real_noisy/A_kitchen_scene_with_focus_on_a_sink_and_oven._noisy.png rename to real_noisy/A_kitchen_scene_with_focus_on_a_sink_and_oven..png diff --git a/real_noisy/A_kitchen_that_includes_a_stove,_ovens_and_refrigerator._noisy.png b/real_noisy/A_kitchen_that_includes_a_stove,_ovens_and_refrigerator..png similarity index 100% rename from real_noisy/A_kitchen_that_includes_a_stove,_ovens_and_refrigerator._noisy.png rename to real_noisy/A_kitchen_that_includes_a_stove,_ovens_and_refrigerator..png diff --git a/real_noisy/A_kitchen_with_a_refrigerator,_sink,_drawers_and_cabinets.__noisy.png b/real_noisy/A_kitchen_with_a_refrigerator,_sink,_drawers_and_cabinets._.png similarity index 100% rename from real_noisy/A_kitchen_with_a_refrigerator,_sink,_drawers_and_cabinets.__noisy.png rename to 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rename to real_noisy/A_kitchen_with_wooden_cabinets_and_a_fridge.png diff --git a/real_noisy/A_kitchen_with_wooden_counter_tops_and_a_stove_top_oven._noisy.png b/real_noisy/A_kitchen_with_wooden_counter_tops_and_a_stove_top_oven..png similarity index 100% rename from real_noisy/A_kitchen_with_wooden_counter_tops_and_a_stove_top_oven._noisy.png rename to real_noisy/A_kitchen_with_wooden_counter_tops_and_a_stove_top_oven..png diff --git a/real_noisy/A_kitchen_with_wooden_walls_and_cabinets_with_lighting._noisy.png b/real_noisy/A_kitchen_with_wooden_walls_and_cabinets_with_lighting..png similarity index 100% rename from real_noisy/A_kitchen_with_wooden_walls_and_cabinets_with_lighting._noisy.png rename to real_noisy/A_kitchen_with_wooden_walls_and_cabinets_with_lighting..png diff --git a/real_noisy/A_laptop_computer_on_a_table_in_the_passenger_cabin_of_an_airplane._noisy.png b/real_noisy/A_laptop_computer_on_a_table_in_the_passenger_cabin_of_an_airplane..png similarity index 100% rename from real_noisy/A_laptop_computer_on_a_table_in_the_passenger_cabin_of_an_airplane._noisy.png rename to real_noisy/A_laptop_computer_on_a_table_in_the_passenger_cabin_of_an_airplane..png diff --git a/real_noisy/A_laptop_computer_sitting_on_top_of_a_computer_desk._noisy.png b/real_noisy/A_laptop_computer_sitting_on_top_of_a_computer_desk..png similarity index 100% rename from real_noisy/A_laptop_computer_sitting_on_top_of_a_computer_desk._noisy.png rename to real_noisy/A_laptop_computer_sitting_on_top_of_a_computer_desk..png diff --git a/real_noisy/A_large_air_plane_smoking_and_parked_in_the_snow_.__noisy.png b/real_noisy/A_large_air_plane_smoking_and_parked_in_the_snow_._.png similarity index 100% rename from real_noisy/A_large_air_plane_smoking_and_parked_in_the_snow_.__noisy.png rename to real_noisy/A_large_air_plane_smoking_and_parked_in_the_snow_._.png diff --git a/real_noisy/A_large_airplane_flies_overhead_through_the_sky._noisy.png b/real_noisy/A_large_airplane_flies_overhead_through_the_sky..png similarity index 100% rename from real_noisy/A_large_airplane_flies_overhead_through_the_sky._noisy.png rename to real_noisy/A_large_airplane_flies_overhead_through_the_sky..png diff --git a/real_noisy/A_large_bird_sitting_on_top_of_a_tree._noisy.png b/real_noisy/A_large_bird_sitting_on_top_of_a_tree..png similarity index 100% rename from real_noisy/A_large_bird_sitting_on_top_of_a_tree._noisy.png rename to real_noisy/A_large_bird_sitting_on_top_of_a_tree..png diff --git a/real_noisy/A_large_collection_of_cooking_utensils_hanging_on_a_wall._noisy.png b/real_noisy/A_large_collection_of_cooking_utensils_hanging_on_a_wall..png similarity index 100% rename from real_noisy/A_large_collection_of_cooking_utensils_hanging_on_a_wall._noisy.png rename to real_noisy/A_large_collection_of_cooking_utensils_hanging_on_a_wall..png diff --git a/real_noisy/A_large_exit_street_sign_laying_on_the_ground._noisy.png b/real_noisy/A_large_exit_street_sign_laying_on_the_ground..png similarity index 100% rename from real_noisy/A_large_exit_street_sign_laying_on_the_ground._noisy.png rename to real_noisy/A_large_exit_street_sign_laying_on_the_ground..png diff --git "a/real_noisy/A_large_filled_with_lots_of_purple_flowers_behind_a_blue_sign\n_noisy.png" "b/real_noisy/A_large_filled_with_lots_of_purple_flowers_behind_a_blue_sign\n.png" similarity index 100% rename from "real_noisy/A_large_filled_with_lots_of_purple_flowers_behind_a_blue_sign\n_noisy.png" rename to "real_noisy/A_large_filled_with_lots_of_purple_flowers_behind_a_blue_sign\n.png" diff --git a/real_noisy/A_large_jetliner_sitting_on_top_of_an_airport_tarmac._noisy.png b/real_noisy/A_large_jetliner_sitting_on_top_of_an_airport_tarmac..png similarity index 100% rename from real_noisy/A_large_jetliner_sitting_on_top_of_an_airport_tarmac._noisy.png rename to real_noisy/A_large_jetliner_sitting_on_top_of_an_airport_tarmac..png diff --git a/real_noisy/A_large_open_room_with_a_long_white_staircase._noisy.png b/real_noisy/A_large_open_room_with_a_long_white_staircase..png similarity index 100% rename from real_noisy/A_large_open_room_with_a_long_white_staircase._noisy.png rename to real_noisy/A_large_open_room_with_a_long_white_staircase..png diff --git a/real_noisy/A_large_white_airplane_with_blue_tail_parked._noisy.png b/real_noisy/A_large_white_airplane_with_blue_tail_parked..png similarity index 100% rename from real_noisy/A_large_white_airplane_with_blue_tail_parked._noisy.png rename to real_noisy/A_large_white_airplane_with_blue_tail_parked..png diff --git a/real_noisy/A_large_white_castle_like_building_with_a_statue_in_front.__noisy.png b/real_noisy/A_large_white_castle_like_building_with_a_statue_in_front._.png similarity index 100% rename from real_noisy/A_large_white_castle_like_building_with_a_statue_in_front.__noisy.png rename to real_noisy/A_large_white_castle_like_building_with_a_statue_in_front._.png diff --git a/real_noisy/A_little_boy_in_the_airport_watching_an_airplane._noisy.png b/real_noisy/A_little_boy_in_the_airport_watching_an_airplane..png similarity index 100% rename from real_noisy/A_little_boy_in_the_airport_watching_an_airplane._noisy.png rename to real_noisy/A_little_boy_in_the_airport_watching_an_airplane..png diff --git a/real_noisy/A_little_girl_climbing_up_steps_to_touch_a_giraffe._noisy.png b/real_noisy/A_little_girl_climbing_up_steps_to_touch_a_giraffe..png similarity index 100% rename from real_noisy/A_little_girl_climbing_up_steps_to_touch_a_giraffe._noisy.png rename to real_noisy/A_little_girl_climbing_up_steps_to_touch_a_giraffe..png diff --git a/real_noisy/A_lot_of_birds_flying_around_on_a_beach._noisy.png b/real_noisy/A_lot_of_birds_flying_around_on_a_beach..png similarity index 100% rename from real_noisy/A_lot_of_birds_flying_around_on_a_beach._noisy.png rename to real_noisy/A_lot_of_birds_flying_around_on_a_beach..png diff --git a/real_noisy/A_man_admiring_a_dog_on_a_bench_made_of_books._noisy.png b/real_noisy/A_man_admiring_a_dog_on_a_bench_made_of_books..png similarity index 100% rename from real_noisy/A_man_admiring_a_dog_on_a_bench_made_of_books._noisy.png rename to real_noisy/A_man_admiring_a_dog_on_a_bench_made_of_books..png diff --git a/real_noisy/A_man_cycling_and_a_Stop_sign_at_the_front_noisy.png b/real_noisy/A_man_cycling_and_a_Stop_sign_at_the_front.png similarity index 100% rename from real_noisy/A_man_cycling_and_a_Stop_sign_at_the_front_noisy.png rename to real_noisy/A_man_cycling_and_a_Stop_sign_at_the_front.png diff --git a/real_noisy/A_man_flying_through_the_air_while_riding_a_snowboard._noisy.png b/real_noisy/A_man_flying_through_the_air_while_riding_a_snowboard..png similarity index 100% rename from real_noisy/A_man_flying_through_the_air_while_riding_a_snowboard._noisy.png rename to real_noisy/A_man_flying_through_the_air_while_riding_a_snowboard..png diff --git a/real_noisy/A_man_in_a_gray_jacket_standing_in_a_kitchen_next_to_a_black_dog._noisy.png b/real_noisy/A_man_in_a_gray_jacket_standing_in_a_kitchen_next_to_a_black_dog..png similarity index 100% rename from real_noisy/A_man_in_a_gray_jacket_standing_in_a_kitchen_next_to_a_black_dog._noisy.png rename to real_noisy/A_man_in_a_gray_jacket_standing_in_a_kitchen_next_to_a_black_dog..png diff --git a/real_noisy/A_man_in_a_wetsuit_is_holding_his_surfboard_on_the_pier.__noisy.png b/real_noisy/A_man_in_a_wetsuit_is_holding_his_surfboard_on_the_pier._.png similarity index 100% rename from real_noisy/A_man_in_a_wetsuit_is_holding_his_surfboard_on_the_pier.__noisy.png rename to real_noisy/A_man_in_a_wetsuit_is_holding_his_surfboard_on_the_pier._.png diff --git a/real_noisy/A_man_in_hipster_clothes_straddling_a_bicycle_on_the_sidewalk._noisy.png b/real_noisy/A_man_in_hipster_clothes_straddling_a_bicycle_on_the_sidewalk..png similarity index 100% rename from real_noisy/A_man_in_hipster_clothes_straddling_a_bicycle_on_the_sidewalk._noisy.png rename to real_noisy/A_man_in_hipster_clothes_straddling_a_bicycle_on_the_sidewalk..png diff --git a/real_noisy/A_man_is_feeding_a_griaffe_off_of_the_stand_noisy.png b/real_noisy/A_man_is_feeding_a_griaffe_off_of_the_stand.png similarity index 100% rename from real_noisy/A_man_is_feeding_a_griaffe_off_of_the_stand_noisy.png rename to real_noisy/A_man_is_feeding_a_griaffe_off_of_the_stand.png diff --git a/real_noisy/A_man_is_sitting_in_a_beige_chair_in_a_living_room_noisy.png b/real_noisy/A_man_is_sitting_in_a_beige_chair_in_a_living_room.png similarity index 100% rename from real_noisy/A_man_is_sitting_in_a_beige_chair_in_a_living_room_noisy.png rename to real_noisy/A_man_is_sitting_in_a_beige_chair_in_a_living_room.png diff --git a/real_noisy/A_man_laying_on_the_ground_in_front_of_a_motorcycle._noisy.png b/real_noisy/A_man_laying_on_the_ground_in_front_of_a_motorcycle..png similarity index 100% rename from real_noisy/A_man_laying_on_the_ground_in_front_of_a_motorcycle._noisy.png rename to real_noisy/A_man_laying_on_the_ground_in_front_of_a_motorcycle..png diff --git a/real_noisy/A_man_on_a_motorcycle_with_a_woman_on_back_noisy.png b/real_noisy/A_man_on_a_motorcycle_with_a_woman_on_back.png similarity index 100% rename from real_noisy/A_man_on_a_motorcycle_with_a_woman_on_back_noisy.png rename to real_noisy/A_man_on_a_motorcycle_with_a_woman_on_back.png diff --git a/real_noisy/A_man_on_a_skateboard_riding_on_a_street._noisy.png b/real_noisy/A_man_on_a_skateboard_riding_on_a_street..png similarity index 100% rename from real_noisy/A_man_on_a_skateboard_riding_on_a_street._noisy.png rename to real_noisy/A_man_on_a_skateboard_riding_on_a_street..png diff --git a/real_noisy/A_man_riding_a_bike_down_a_dark_city_street._noisy.png b/real_noisy/A_man_riding_a_bike_down_a_dark_city_street..png similarity index 100% rename from real_noisy/A_man_riding_a_bike_down_a_dark_city_street._noisy.png 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real_noisy/A_man_riding_a_motorcycle_next_to_a_red_stop_sign..png diff --git a/real_noisy/A_man_riding_a_motorcycle_with_a_helmet_on.__noisy.png b/real_noisy/A_man_riding_a_motorcycle_with_a_helmet_on._.png similarity index 100% rename from real_noisy/A_man_riding_a_motorcycle_with_a_helmet_on.__noisy.png rename to real_noisy/A_man_riding_a_motorcycle_with_a_helmet_on._.png diff --git a/real_noisy/A_man_riding_on_the_back_of_another_mans_bike_in_the_street_noisy.png b/real_noisy/A_man_riding_on_the_back_of_another_mans_bike_in_the_street.png similarity index 100% rename from real_noisy/A_man_riding_on_the_back_of_another_mans_bike_in_the_street_noisy.png rename to real_noisy/A_man_riding_on_the_back_of_another_mans_bike_in_the_street.png diff --git a/real_noisy/A_man_sees_a_double_reflection_in_his_mirror._noisy.png b/real_noisy/A_man_sees_a_double_reflection_in_his_mirror..png similarity index 100% rename from real_noisy/A_man_sees_a_double_reflection_in_his_mirror._noisy.png rename to real_noisy/A_man_sees_a_double_reflection_in_his_mirror..png diff --git a/real_noisy/A_man_sleeping_on_a_navy_blue_pillow_with_a_TV_monitor_in_place_of_his_head.__noisy.png b/real_noisy/A_man_sleeping_on_a_navy_blue_pillow_with_a_TV_monitor_in_place_of_his_head._.png similarity index 100% rename from real_noisy/A_man_sleeping_on_a_navy_blue_pillow_with_a_TV_monitor_in_place_of_his_head.__noisy.png rename to real_noisy/A_man_sleeping_on_a_navy_blue_pillow_with_a_TV_monitor_in_place_of_his_head._.png diff --git a/real_noisy/A_man_standing_in_front_of_a_mirror_above_a_counter._noisy.png b/real_noisy/A_man_standing_in_front_of_a_mirror_above_a_counter..png similarity index 100% rename from real_noisy/A_man_standing_in_front_of_a_mirror_above_a_counter._noisy.png rename to real_noisy/A_man_standing_in_front_of_a_mirror_above_a_counter..png diff --git a/real_noisy/A_man_standing_next_to_a_car_in_the_snow._noisy.png b/real_noisy/A_man_standing_next_to_a_car_in_the_snow..png similarity index 100% rename from real_noisy/A_man_standing_next_to_a_car_in_the_snow._noisy.png rename to real_noisy/A_man_standing_next_to_a_car_in_the_snow..png diff --git a/real_noisy/A_man_standing_next_to_a_woman_in_a_room._noisy.png b/real_noisy/A_man_standing_next_to_a_woman_in_a_room..png similarity index 100% rename from real_noisy/A_man_standing_next_to_a_woman_in_a_room._noisy.png rename to real_noisy/A_man_standing_next_to_a_woman_in_a_room..png diff --git a/real_noisy/A_man_taking_a_picture_of_his_reflection_in_the_bathroom_noisy.png b/real_noisy/A_man_taking_a_picture_of_his_reflection_in_the_bathroom.png similarity index 100% rename from real_noisy/A_man_taking_a_picture_of_his_reflection_in_the_bathroom_noisy.png rename to real_noisy/A_man_taking_a_picture_of_his_reflection_in_the_bathroom.png diff --git a/real_noisy/A_man_that_has_a_happy_new__year_hat_on._noisy.png b/real_noisy/A_man_that_has_a_happy_new__year_hat_on..png similarity index 100% rename from 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b/real_noisy/A_man_wearing_a_glove_with_a_bird_on_top_of_it..png similarity index 100% rename from real_noisy/A_man_wearing_a_glove_with_a_bird_on_top_of_it._noisy.png rename to real_noisy/A_man_wearing_a_glove_with_a_bird_on_top_of_it..png diff --git a/real_noisy/A_man_wearing_a_hat_riding_a_motorcycle._noisy.png b/real_noisy/A_man_wearing_a_hat_riding_a_motorcycle..png similarity index 100% rename from real_noisy/A_man_wearing_a_hat_riding_a_motorcycle._noisy.png rename to real_noisy/A_man_wearing_a_hat_riding_a_motorcycle..png diff --git a/real_noisy/A_man_with_glasses_riding_in_a_car_with_an_adorable_dog_in_the_backseat._noisy.png b/real_noisy/A_man_with_glasses_riding_in_a_car_with_an_adorable_dog_in_the_backseat..png similarity index 100% rename from real_noisy/A_man_with_glasses_riding_in_a_car_with_an_adorable_dog_in_the_backseat._noisy.png rename to real_noisy/A_man_with_glasses_riding_in_a_car_with_an_adorable_dog_in_the_backseat..png diff --git a/real_noisy/A_men's_public_washroom_with_a_blue_floor.__noisy.png b/real_noisy/A_men's_public_washroom_with_a_blue_floor._.png similarity index 100% rename from real_noisy/A_men's_public_washroom_with_a_blue_floor.__noisy.png rename to real_noisy/A_men's_public_washroom_with_a_blue_floor._.png diff --git a/real_noisy/A_messy_desk_is_shown_with_a_laptop_computer._noisy.png b/real_noisy/A_messy_desk_is_shown_with_a_laptop_computer..png similarity index 100% rename from real_noisy/A_messy_desk_is_shown_with_a_laptop_computer._noisy.png rename to real_noisy/A_messy_desk_is_shown_with_a_laptop_computer..png diff --git a/real_noisy/A_metal_sink_and_a_row_of_white_urinals_noisy.png b/real_noisy/A_metal_sink_and_a_row_of_white_urinals.png similarity index 100% rename from real_noisy/A_metal_sink_and_a_row_of_white_urinals_noisy.png rename to real_noisy/A_metal_sink_and_a_row_of_white_urinals.png diff --git a/real_noisy/A_miniature_train_in_a_park_full_of_people._noisy.png 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a/real_noisy/A_motorcycle_is_parked_in_the_gravel_alongside_a_street._noisy.png b/real_noisy/A_motorcycle_is_parked_in_the_gravel_alongside_a_street..png similarity index 100% rename from real_noisy/A_motorcycle_is_parked_in_the_gravel_alongside_a_street._noisy.png rename to real_noisy/A_motorcycle_is_parked_in_the_gravel_alongside_a_street..png diff --git a/real_noisy/A_motorcycle_parked_behind_a_truck_on_a_green_field._noisy.png b/real_noisy/A_motorcycle_parked_behind_a_truck_on_a_green_field..png similarity index 100% rename from real_noisy/A_motorcycle_parked_behind_a_truck_on_a_green_field._noisy.png rename to real_noisy/A_motorcycle_parked_behind_a_truck_on_a_green_field..png diff --git a/real_noisy/A_motorcycle_parked_next_to_a_few_bicycles._noisy.png b/real_noisy/A_motorcycle_parked_next_to_a_few_bicycles..png similarity index 100% rename from real_noisy/A_motorcycle_parked_next_to_a_few_bicycles._noisy.png rename to real_noisy/A_motorcycle_parked_next_to_a_few_bicycles..png diff --git a/real_noisy/A_motorcycle_parked_next_to_each_other_near_people.._noisy.png b/real_noisy/A_motorcycle_parked_next_to_each_other_near_people...png similarity index 100% rename from real_noisy/A_motorcycle_parked_next_to_each_other_near_people.._noisy.png rename to real_noisy/A_motorcycle_parked_next_to_each_other_near_people...png diff --git a/real_noisy/A_motorcycle_parked_on_top_of_a_tiled_floor._noisy.png b/real_noisy/A_motorcycle_parked_on_top_of_a_tiled_floor..png similarity index 100% rename from real_noisy/A_motorcycle_parked_on_top_of_a_tiled_floor._noisy.png rename to real_noisy/A_motorcycle_parked_on_top_of_a_tiled_floor..png diff --git a/real_noisy/A_motorcycle_sits_parked_across_from_a_herd_of_livestock._noisy.png b/real_noisy/A_motorcycle_sits_parked_across_from_a_herd_of_livestock..png similarity index 100% rename from real_noisy/A_motorcycle_sits_parked_across_from_a_herd_of_livestock._noisy.png rename to real_noisy/A_motorcycle_sits_parked_across_from_a_herd_of_livestock..png diff --git a/real_noisy/A_no_left_turn_sign_hanging_from_the_side_of_a_wooden_pole._noisy.png b/real_noisy/A_no_left_turn_sign_hanging_from_the_side_of_a_wooden_pole..png similarity index 100% rename from real_noisy/A_no_left_turn_sign_hanging_from_the_side_of_a_wooden_pole._noisy.png rename to real_noisy/A_no_left_turn_sign_hanging_from_the_side_of_a_wooden_pole..png diff --git a/real_noisy/A_pair_of_remote_controlled_planes_flying_through_the_air._noisy.png b/real_noisy/A_pair_of_remote_controlled_planes_flying_through_the_air..png similarity index 100% rename from real_noisy/A_pair_of_remote_controlled_planes_flying_through_the_air._noisy.png rename to real_noisy/A_pair_of_remote_controlled_planes_flying_through_the_air..png diff --git a/real_noisy/A_parking_lot_filled_with_large_passenger_buses._noisy.png b/real_noisy/A_parking_lot_filled_with_large_passenger_buses..png similarity index 100% rename from real_noisy/A_parking_lot_filled_with_large_passenger_buses._noisy.png rename to real_noisy/A_parking_lot_filled_with_large_passenger_buses..png diff --git a/real_noisy/A_parking_meter_lies_askew_on_a_street._noisy.png b/real_noisy/A_parking_meter_lies_askew_on_a_street..png similarity index 100% rename from real_noisy/A_parking_meter_lies_askew_on_a_street._noisy.png rename to real_noisy/A_parking_meter_lies_askew_on_a_street..png diff --git a/real_noisy/A_parking_sign_is_displaying_spaces_available_on_a_city_street_noisy.png b/real_noisy/A_parking_sign_is_displaying_spaces_available_on_a_city_street.png similarity index 100% rename from real_noisy/A_parking_sign_is_displaying_spaces_available_on_a_city_street_noisy.png rename to real_noisy/A_parking_sign_is_displaying_spaces_available_on_a_city_street.png diff --git a/real_noisy/A_passenger_jet_aircraft_flying_in_the_sky._noisy.png b/real_noisy/A_passenger_jet_aircraft_flying_in_the_sky..png similarity index 100% rename from real_noisy/A_passenger_jet_aircraft_flying_in_the_sky._noisy.png rename to real_noisy/A_passenger_jet_aircraft_flying_in_the_sky..png diff --git a/real_noisy/A_passenger_jet_that_is_pulled_in_next_to_the_terminal._noisy.png b/real_noisy/A_passenger_jet_that_is_pulled_in_next_to_the_terminal..png similarity index 100% rename from real_noisy/A_passenger_jet_that_is_pulled_in_next_to_the_terminal._noisy.png rename to real_noisy/A_passenger_jet_that_is_pulled_in_next_to_the_terminal..png diff --git a/real_noisy/A_patch_of_grass_with_lots_of_bikes_parked_on_it._noisy.png b/real_noisy/A_patch_of_grass_with_lots_of_bikes_parked_on_it..png similarity index 100% rename from real_noisy/A_patch_of_grass_with_lots_of_bikes_parked_on_it._noisy.png rename to real_noisy/A_patch_of_grass_with_lots_of_bikes_parked_on_it..png diff --git a/real_noisy/A_person_drives_a_bus_on_a_busy_road.__noisy.png b/real_noisy/A_person_drives_a_bus_on_a_busy_road._.png similarity index 100% rename from real_noisy/A_person_drives_a_bus_on_a_busy_road.__noisy.png rename to real_noisy/A_person_drives_a_bus_on_a_busy_road._.png diff --git a/real_noisy/A_person_feeding_a_giraffe_while_wearing_a_hat._noisy.png b/real_noisy/A_person_feeding_a_giraffe_while_wearing_a_hat..png similarity index 100% rename from real_noisy/A_person_feeding_a_giraffe_while_wearing_a_hat._noisy.png rename to real_noisy/A_person_feeding_a_giraffe_while_wearing_a_hat..png diff --git a/real_noisy/A_person_holding_a_black_cat_next_to_their_face._noisy.png b/real_noisy/A_person_holding_a_black_cat_next_to_their_face..png similarity index 100% rename from real_noisy/A_person_holding_a_black_cat_next_to_their_face._noisy.png rename to real_noisy/A_person_holding_a_black_cat_next_to_their_face..png diff --git a/real_noisy/A_person_holding_up_a_piece_of_banana_to_the_camera._noisy.png b/real_noisy/A_person_holding_up_a_piece_of_banana_to_the_camera..png similarity index 100% rename from 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b/real_noisy/A_person_standing_next_to_a_couple_of_motor_bikes..png similarity index 100% rename from real_noisy/A_person_standing_next_to_a_couple_of_motor_bikes._noisy.png rename to real_noisy/A_person_standing_next_to_a_couple_of_motor_bikes..png diff --git a/real_noisy/A_person_with_an_umbrella_is_standing_by_a_fountain._noisy.png b/real_noisy/A_person_with_an_umbrella_is_standing_by_a_fountain..png similarity index 100% rename from real_noisy/A_person_with_an_umbrella_is_standing_by_a_fountain._noisy.png rename to real_noisy/A_person_with_an_umbrella_is_standing_by_a_fountain..png diff --git a/real_noisy/A_photo_of_a_restroom_containing_two_toilets._noisy.png b/real_noisy/A_photo_of_a_restroom_containing_two_toilets..png similarity index 100% rename from real_noisy/A_photo_of_a_restroom_containing_two_toilets._noisy.png rename to real_noisy/A_photo_of_a_restroom_containing_two_toilets..png diff --git a/real_noisy/A_picture_of_a_stone_bench_in_a_park._noisy.png b/real_noisy/A_picture_of_a_stone_bench_in_a_park..png similarity index 100% rename from real_noisy/A_picture_of_a_stone_bench_in_a_park._noisy.png rename to real_noisy/A_picture_of_a_stone_bench_in_a_park..png diff --git a/real_noisy/A_picture_of_large_glass_door_trimmed_in_white_and_a_large_beige_structure_beside_it._noisy.png b/real_noisy/A_picture_of_large_glass_door_trimmed_in_white_and_a_large_beige_structure_beside_it..png similarity index 100% rename from real_noisy/A_picture_of_large_glass_door_trimmed_in_white_and_a_large_beige_structure_beside_it._noisy.png rename to real_noisy/A_picture_of_large_glass_door_trimmed_in_white_and_a_large_beige_structure_beside_it..png diff --git a/real_noisy/A_picture_taken_from_the_driver_seat_of_car_at_a_stop_sign._noisy.png b/real_noisy/A_picture_taken_from_the_driver_seat_of_car_at_a_stop_sign..png similarity index 100% rename from real_noisy/A_picture_taken_from_the_driver_seat_of_car_at_a_stop_sign._noisy.png rename to real_noisy/A_picture_taken_from_the_driver_seat_of_car_at_a_stop_sign..png diff --git a/real_noisy/A_pigeon_perched_on_a_ledge_with_a_street_behind_it._noisy.png b/real_noisy/A_pigeon_perched_on_a_ledge_with_a_street_behind_it..png similarity index 100% rename from real_noisy/A_pigeon_perched_on_a_ledge_with_a_street_behind_it._noisy.png rename to real_noisy/A_pigeon_perched_on_a_ledge_with_a_street_behind_it..png diff --git a/real_noisy/A_plane_is_parked_near_the_pretty_blue_ocean.__noisy.png b/real_noisy/A_plane_is_parked_near_the_pretty_blue_ocean._.png similarity index 100% rename from real_noisy/A_plane_is_parked_near_the_pretty_blue_ocean.__noisy.png rename to real_noisy/A_plane_is_parked_near_the_pretty_blue_ocean._.png diff --git a/real_noisy/A_police_man_on_a_motorcycle_drives_down_the_road._noisy.png b/real_noisy/A_police_man_on_a_motorcycle_drives_down_the_road..png similarity index 100% rename from real_noisy/A_police_man_on_a_motorcycle_drives_down_the_road._noisy.png rename to real_noisy/A_police_man_on_a_motorcycle_drives_down_the_road..png diff --git a/real_noisy/A_red_and_black_motorcycle_parked_near_another_bike._noisy.png b/real_noisy/A_red_and_black_motorcycle_parked_near_another_bike..png similarity index 100% rename from real_noisy/A_red_and_black_motorcycle_parked_near_another_bike._noisy.png rename to real_noisy/A_red_and_black_motorcycle_parked_near_another_bike..png diff --git a/real_noisy/A_red_and_white_fire_hydrant_on_a_sidewalk_at_the_park._noisy.png b/real_noisy/A_red_and_white_fire_hydrant_on_a_sidewalk_at_the_park..png similarity index 100% rename from real_noisy/A_red_and_white_fire_hydrant_on_a_sidewalk_at_the_park._noisy.png rename to real_noisy/A_red_and_white_fire_hydrant_on_a_sidewalk_at_the_park..png diff --git a/real_noisy/A_red_and_yellow_bus_sits_on_the_back_of_a_flatbed_truck,_driving_down_the_highway._noisy.png b/real_noisy/A_red_and_yellow_bus_sits_on_the_back_of_a_flatbed_truck,_driving_down_the_highway..png similarity index 100% rename from real_noisy/A_red_and_yellow_bus_sits_on_the_back_of_a_flatbed_truck,_driving_down_the_highway._noisy.png rename to real_noisy/A_red_and_yellow_bus_sits_on_the_back_of_a_flatbed_truck,_driving_down_the_highway..png diff --git a/real_noisy/A_red_fire_hydrant_between_two_trees_in_front_of_a_building._noisy.png b/real_noisy/A_red_fire_hydrant_between_two_trees_in_front_of_a_building..png similarity index 100% rename from real_noisy/A_red_fire_hydrant_between_two_trees_in_front_of_a_building._noisy.png rename to real_noisy/A_red_fire_hydrant_between_two_trees_in_front_of_a_building..png diff --git a/real_noisy/A_red_motorcycle_riding_down_one_side_of_the_street_and_a_cow_walking_down_the_other_side_of_the_str_noisy.png b/real_noisy/A_red_motorcycle_riding_down_one_side_of_the_street_and_a_cow_walking_down_the_other_side_of_the_str.png similarity index 100% rename from real_noisy/A_red_motorcycle_riding_down_one_side_of_the_street_and_a_cow_walking_down_the_other_side_of_the_str_noisy.png rename to real_noisy/A_red_motorcycle_riding_down_one_side_of_the_street_and_a_cow_walking_down_the_other_side_of_the_str.png diff --git a/real_noisy/A_red_stop_sign_mounted_to_the_top_of_a_metal_pole._noisy.png b/real_noisy/A_red_stop_sign_mounted_to_the_top_of_a_metal_pole..png similarity index 100% rename from real_noisy/A_red_stop_sign_mounted_to_the_top_of_a_metal_pole._noisy.png rename to real_noisy/A_red_stop_sign_mounted_to_the_top_of_a_metal_pole..png diff --git a/real_noisy/A_red_stop_sign_on_a_gate_next_to_a_grass_covered_field._noisy.png b/real_noisy/A_red_stop_sign_on_a_gate_next_to_a_grass_covered_field..png similarity index 100% rename from real_noisy/A_red_stop_sign_on_a_gate_next_to_a_grass_covered_field._noisy.png rename to real_noisy/A_red_stop_sign_on_a_gate_next_to_a_grass_covered_field..png diff --git a/real_noisy/A_red_stop_sign_on_the_side_of_a_brick_road._noisy.png b/real_noisy/A_red_stop_sign_on_the_side_of_a_brick_road..png similarity index 100% rename from real_noisy/A_red_stop_sign_on_the_side_of_a_brick_road._noisy.png rename to real_noisy/A_red_stop_sign_on_the_side_of_a_brick_road..png diff --git a/real_noisy/A_red_stop_sign_sitting_on_the_side_of_a_pole._noisy.png b/real_noisy/A_red_stop_sign_sitting_on_the_side_of_a_pole..png similarity index 100% rename from real_noisy/A_red_stop_sign_sitting_on_the_side_of_a_pole._noisy.png rename to real_noisy/A_red_stop_sign_sitting_on_the_side_of_a_pole..png diff --git a/real_noisy/A_red_stop_sign_sitting_on_the_side_of_a_road._noisy.png b/real_noisy/A_red_stop_sign_sitting_on_the_side_of_a_road..png similarity index 100% rename from real_noisy/A_red_stop_sign_sitting_on_the_side_of_a_road._noisy.png rename to real_noisy/A_red_stop_sign_sitting_on_the_side_of_a_road..png diff --git a/real_noisy/A_red_traffic_with_a_mirror_hanging_off_the_side_of_it._noisy.png b/real_noisy/A_red_traffic_with_a_mirror_hanging_off_the_side_of_it..png similarity index 100% rename from real_noisy/A_red_traffic_with_a_mirror_hanging_off_the_side_of_it._noisy.png rename to real_noisy/A_red_traffic_with_a_mirror_hanging_off_the_side_of_it..png diff --git a/real_noisy/A_red_train_driving_on_a_train_train_track_next_to_an_elevated_stone_sidewalk._noisy.png b/real_noisy/A_red_train_driving_on_a_train_train_track_next_to_an_elevated_stone_sidewalk..png similarity index 100% rename from real_noisy/A_red_train_driving_on_a_train_train_track_next_to_an_elevated_stone_sidewalk._noisy.png rename to real_noisy/A_red_train_driving_on_a_train_train_track_next_to_an_elevated_stone_sidewalk..png diff --git a/real_noisy/A_red_trolly_bus_driving_down_a_dirt_road._noisy.png b/real_noisy/A_red_trolly_bus_driving_down_a_dirt_road..png similarity index 100% rename from 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real_noisy/A_row_of_birds_are_flying_against_a_blue_sky..png diff --git a/real_noisy/A_row_of_wall_mounted_urinals_under_aquariums._noisy.png b/real_noisy/A_row_of_wall_mounted_urinals_under_aquariums..png similarity index 100% rename from real_noisy/A_row_of_wall_mounted_urinals_under_aquariums._noisy.png rename to real_noisy/A_row_of_wall_mounted_urinals_under_aquariums..png diff --git a/real_noisy/A_rusty_side_car_of_a_train_that_has_been_vandalized_with_artwork._noisy.png b/real_noisy/A_rusty_side_car_of_a_train_that_has_been_vandalized_with_artwork..png similarity index 100% rename from real_noisy/A_rusty_side_car_of_a_train_that_has_been_vandalized_with_artwork._noisy.png rename to real_noisy/A_rusty_side_car_of_a_train_that_has_been_vandalized_with_artwork..png diff --git a/real_noisy/A_scooter_is_parked_on_the_street_in_front_of_a_car.__noisy.png b/real_noisy/A_scooter_is_parked_on_the_street_in_front_of_a_car._.png similarity index 100% rename from real_noisy/A_scooter_is_parked_on_the_street_in_front_of_a_car.__noisy.png rename to real_noisy/A_scooter_is_parked_on_the_street_in_front_of_a_car._.png diff --git a/real_noisy/A_shower_and_a_white_toilet_in_a_small_bathroom._noisy.png b/real_noisy/A_shower_and_a_white_toilet_in_a_small_bathroom..png similarity index 100% rename from real_noisy/A_shower_and_a_white_toilet_in_a_small_bathroom._noisy.png rename to real_noisy/A_shower_and_a_white_toilet_in_a_small_bathroom..png diff --git a/real_noisy/A_sidewalk_sitting_along_side_of_a_street_under_a_billboard._noisy.png b/real_noisy/A_sidewalk_sitting_along_side_of_a_street_under_a_billboard..png similarity index 100% rename from real_noisy/A_sidewalk_sitting_along_side_of_a_street_under_a_billboard._noisy.png rename to real_noisy/A_sidewalk_sitting_along_side_of_a_street_under_a_billboard..png diff --git a/real_noisy/A_sign_on_top_of_a_restaurant_next_to_a_traffic_light._noisy.png b/real_noisy/A_sign_on_top_of_a_restaurant_next_to_a_traffic_light..png similarity index 100% rename from real_noisy/A_sign_on_top_of_a_restaurant_next_to_a_traffic_light._noisy.png rename to real_noisy/A_sign_on_top_of_a_restaurant_next_to_a_traffic_light..png diff --git a/real_noisy/A_sign_says_fashion_district_near_some_buildings._noisy.png b/real_noisy/A_sign_says_fashion_district_near_some_buildings..png similarity index 100% rename from real_noisy/A_sign_says_fashion_district_near_some_buildings._noisy.png rename to real_noisy/A_sign_says_fashion_district_near_some_buildings..png diff --git a/real_noisy/A_sign_warning_drivers_that_there_are_children_at_play._noisy.png b/real_noisy/A_sign_warning_drivers_that_there_are_children_at_play..png similarity index 100% rename from real_noisy/A_sign_warning_drivers_that_there_are_children_at_play._noisy.png rename to real_noisy/A_sign_warning_drivers_that_there_are_children_at_play..png diff --git a/real_noisy/A_silver_train_passing_under_high_beams_and_trees._noisy.png b/real_noisy/A_silver_train_passing_under_high_beams_and_trees..png similarity index 100% rename from real_noisy/A_silver_train_passing_under_high_beams_and_trees._noisy.png rename to real_noisy/A_silver_train_passing_under_high_beams_and_trees..png diff --git a/real_noisy/A_skier_in_the_midst_of_a_jump_noisy.png b/real_noisy/A_skier_in_the_midst_of_a_jump.png similarity index 100% rename from real_noisy/A_skier_in_the_midst_of_a_jump_noisy.png rename to real_noisy/A_skier_in_the_midst_of_a_jump.png diff --git a/real_noisy/A_small_bathroom_with_a_shower_curtain_and_toilet_noisy.png b/real_noisy/A_small_bathroom_with_a_shower_curtain_and_toilet.png similarity index 100% rename from real_noisy/A_small_bathroom_with_a_shower_curtain_and_toilet_noisy.png rename to real_noisy/A_small_bathroom_with_a_shower_curtain_and_toilet.png diff --git a/real_noisy/A_small_bird_sitting_on_a_beach_next_to_the_ocean._noisy.png 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b/real_noisy/A_small_blue_car_on_a_city_road..png similarity index 100% rename from real_noisy/A_small_blue_car_on_a_city_road._noisy.png rename to real_noisy/A_small_blue_car_on_a_city_road..png diff --git a/real_noisy/A_small_calf_is_in_a_pen_with_bails_of_hay._noisy.png b/real_noisy/A_small_calf_is_in_a_pen_with_bails_of_hay..png similarity index 100% rename from real_noisy/A_small_calf_is_in_a_pen_with_bails_of_hay._noisy.png rename to real_noisy/A_small_calf_is_in_a_pen_with_bails_of_hay..png diff --git a/real_noisy/A_small_car_is_parked_in_front_of_a_scooter_noisy.png b/real_noisy/A_small_car_is_parked_in_front_of_a_scooter.png similarity index 100% rename from real_noisy/A_small_car_is_parked_in_front_of_a_scooter_noisy.png rename to real_noisy/A_small_car_is_parked_in_front_of_a_scooter.png diff --git a/real_noisy/A_small_dog_laying_next_to_a_door._noisy.png b/real_noisy/A_small_dog_laying_next_to_a_door..png similarity index 100% rename from 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real_noisy/A_stove_top_oven_sitting_next_to_a_tiled_wall._noisy.png rename to real_noisy/A_stove_top_oven_sitting_next_to_a_tiled_wall..png diff --git a/real_noisy/A_street_light_and_other_road_signs.__noisy.png b/real_noisy/A_street_light_and_other_road_signs._.png similarity index 100% rename from real_noisy/A_street_light_and_other_road_signs.__noisy.png rename to real_noisy/A_street_light_and_other_road_signs._.png diff --git a/real_noisy/A_street_scene_looking_down_at_cars_and_motorcycles_parked._noisy.png b/real_noisy/A_street_scene_looking_down_at_cars_and_motorcycles_parked..png similarity index 100% rename from real_noisy/A_street_scene_looking_down_at_cars_and_motorcycles_parked._noisy.png rename to real_noisy/A_street_scene_looking_down_at_cars_and_motorcycles_parked..png diff --git a/real_noisy/A_street_sign_is_filled_with_various_stickers.___noisy.png b/real_noisy/A_street_sign_is_filled_with_various_stickers.__.png similarity index 100% rename from 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b/real_noisy/A_sun_spot_is_the_only_mark_in_a_clear_sky_with_a_plane_traveling_over_a_snowy_expanse_with_a_bunch_.png similarity index 100% rename from real_noisy/A_sun_spot_is_the_only_mark_in_a_clear_sky_with_a_plane_traveling_over_a_snowy_expanse_with_a_bunch__noisy.png rename to real_noisy/A_sun_spot_is_the_only_mark_in_a_clear_sky_with_a_plane_traveling_over_a_snowy_expanse_with_a_bunch_.png diff --git a/real_noisy/A_table_full_of_items_and_on_a_sunny_day.__noisy.png b/real_noisy/A_table_full_of_items_and_on_a_sunny_day._.png similarity index 100% rename from real_noisy/A_table_full_of_items_and_on_a_sunny_day.__noisy.png rename to real_noisy/A_table_full_of_items_and_on_a_sunny_day._.png diff --git a/real_noisy/A_tall_giraffe_in_a_green_grassy_field._noisy.png b/real_noisy/A_tall_giraffe_in_a_green_grassy_field..png similarity index 100% rename from real_noisy/A_tall_giraffe_in_a_green_grassy_field._noisy.png rename to real_noisy/A_tall_giraffe_in_a_green_grassy_field..png diff --git a/real_noisy/A_tall_giraffe_standing_next_to_a_herd_of_deer._noisy.png b/real_noisy/A_tall_giraffe_standing_next_to_a_herd_of_deer..png similarity index 100% rename from real_noisy/A_tall_giraffe_standing_next_to_a_herd_of_deer._noisy.png rename to real_noisy/A_tall_giraffe_standing_next_to_a_herd_of_deer..png diff --git a/real_noisy/A_television_sits_on_a_cabinet_in_a_room._noisy.png b/real_noisy/A_television_sits_on_a_cabinet_in_a_room..png similarity index 100% rename from real_noisy/A_television_sits_on_a_cabinet_in_a_room._noisy.png rename to real_noisy/A_television_sits_on_a_cabinet_in_a_room..png diff --git a/real_noisy/A_tie-dyed_cyclist_stands_beside_his_bicycle_in_front_of_fellow_cyclists._noisy.png b/real_noisy/A_tie-dyed_cyclist_stands_beside_his_bicycle_in_front_of_fellow_cyclists..png similarity index 100% rename from real_noisy/A_tie-dyed_cyclist_stands_beside_his_bicycle_in_front_of_fellow_cyclists._noisy.png rename to real_noisy/A_tie-dyed_cyclist_stands_beside_his_bicycle_in_front_of_fellow_cyclists..png diff --git a/real_noisy/A_toilet_in_a_stall_with_remote_control_buttons._noisy.png b/real_noisy/A_toilet_in_a_stall_with_remote_control_buttons..png similarity index 100% rename from real_noisy/A_toilet_in_a_stall_with_remote_control_buttons._noisy.png rename to real_noisy/A_toilet_in_a_stall_with_remote_control_buttons..png diff --git a/real_noisy/A_toilet_seat_sits_on_top_of_a_hole_in_the_ground._noisy.png b/real_noisy/A_toilet_seat_sits_on_top_of_a_hole_in_the_ground..png similarity index 100% rename from real_noisy/A_toilet_seat_sits_on_top_of_a_hole_in_the_ground._noisy.png rename to real_noisy/A_toilet_seat_sits_on_top_of_a_hole_in_the_ground..png diff --git a/real_noisy/A_tow_truck_driving_past_a_very_old_stop_sign._noisy.png b/real_noisy/A_tow_truck_driving_past_a_very_old_stop_sign..png similarity index 100% rename from real_noisy/A_tow_truck_driving_past_a_very_old_stop_sign._noisy.png rename to real_noisy/A_tow_truck_driving_past_a_very_old_stop_sign..png diff --git a/real_noisy/A_traffic_light_and_cars_on_a_street._noisy.png b/real_noisy/A_traffic_light_and_cars_on_a_street..png similarity index 100% rename from real_noisy/A_traffic_light_and_cars_on_a_street._noisy.png rename to real_noisy/A_traffic_light_and_cars_on_a_street..png diff --git a/real_noisy/A_traffic_light_on_a_street_with_some_people._noisy.png b/real_noisy/A_traffic_light_on_a_street_with_some_people..png similarity index 100% rename from real_noisy/A_traffic_light_on_a_street_with_some_people._noisy.png rename to real_noisy/A_traffic_light_on_a_street_with_some_people..png diff --git a/real_noisy/A_traffic_sign_hung_upside_down_on_a_pole.__noisy.png b/real_noisy/A_traffic_sign_hung_upside_down_on_a_pole._.png similarity index 100% rename from real_noisy/A_traffic_sign_hung_upside_down_on_a_pole.__noisy.png rename to real_noisy/A_traffic_sign_hung_upside_down_on_a_pole._.png diff --git a/real_noisy/A_train_coming_up_to_a_railroad_crossing._noisy.png b/real_noisy/A_train_coming_up_to_a_railroad_crossing..png similarity index 100% rename from real_noisy/A_train_coming_up_to_a_railroad_crossing._noisy.png rename to real_noisy/A_train_coming_up_to_a_railroad_crossing..png diff --git a/real_noisy/A_train_covered_in_graffiti_sitting_on_top_of__train_tracks._noisy.png b/real_noisy/A_train_covered_in_graffiti_sitting_on_top_of__train_tracks..png similarity index 100% rename from real_noisy/A_train_covered_in_graffiti_sitting_on_top_of__train_tracks._noisy.png rename to real_noisy/A_train_covered_in_graffiti_sitting_on_top_of__train_tracks..png diff --git a/real_noisy/A_train_covered_in_graffiti_traveling_down_railroad_tracks._noisy.png b/real_noisy/A_train_covered_in_graffiti_traveling_down_railroad_tracks..png similarity index 100% rename from real_noisy/A_train_covered_in_graffiti_traveling_down_railroad_tracks._noisy.png rename to 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a/real_noisy/An_odd_couple_of_formal_woman_in_black_dress_and_pearls_with_casual_boy_in_a_cap_and_untidy_clothes__noisy.png b/real_noisy/An_odd_couple_of_formal_woman_in_black_dress_and_pearls_with_casual_boy_in_a_cap_and_untidy_clothes_.png similarity index 100% rename from real_noisy/An_odd_couple_of_formal_woman_in_black_dress_and_pearls_with_casual_boy_in_a_cap_and_untidy_clothes__noisy.png rename to real_noisy/An_odd_couple_of_formal_woman_in_black_dress_and_pearls_with_casual_boy_in_a_cap_and_untidy_clothes_.png diff --git a/real_noisy/An_office_cubicle_with_clutter_on_the_desk_noisy.png b/real_noisy/An_office_cubicle_with_clutter_on_the_desk.png similarity index 100% rename from real_noisy/An_office_cubicle_with_clutter_on_the_desk_noisy.png rename to real_noisy/An_office_cubicle_with_clutter_on_the_desk.png diff --git a/real_noisy/An_old_black_and_white_picture_of_a_bus_and_homes_in_the_background.__noisy.png b/real_noisy/An_old_black_and_white_picture_of_a_bus_and_homes_in_the_background._.png similarity index 100% rename from real_noisy/An_old_black_and_white_picture_of_a_bus_and_homes_in_the_background.__noisy.png rename to real_noisy/An_old_black_and_white_picture_of_a_bus_and_homes_in_the_background._.png diff --git a/real_noisy/An_old_fashioned_biplane_with_its_propeller_spinning._noisy.png b/real_noisy/An_old_fashioned_biplane_with_its_propeller_spinning..png similarity index 100% rename from real_noisy/An_old_fashioned_biplane_with_its_propeller_spinning._noisy.png rename to real_noisy/An_old_fashioned_biplane_with_its_propeller_spinning..png diff --git a/real_noisy/An_open_door_leading_to_a_bathroom_toilet,_with_a_shower_rack_and_bureau_visible._noisy.png b/real_noisy/An_open_door_leading_to_a_bathroom_toilet,_with_a_shower_rack_and_bureau_visible..png similarity index 100% rename from real_noisy/An_open_door_leading_to_a_bathroom_toilet,_with_a_shower_rack_and_bureau_visible._noisy.png rename to real_noisy/An_open_door_leading_to_a_bathroom_toilet,_with_a_shower_rack_and_bureau_visible..png diff --git a/real_noisy/An_open_toilet_with_a_sign_posted_on_it._noisy.png b/real_noisy/An_open_toilet_with_a_sign_posted_on_it..png similarity index 100% rename from real_noisy/An_open_toilet_with_a_sign_posted_on_it._noisy.png rename to real_noisy/An_open_toilet_with_a_sign_posted_on_it..png diff --git a/real_noisy/Birds_perched_up_on_a_tree_branch_next_to_a_window._noisy.png b/real_noisy/Birds_perched_up_on_a_tree_branch_next_to_a_window..png similarity index 100% rename from real_noisy/Birds_perched_up_on_a_tree_branch_next_to_a_window._noisy.png rename to real_noisy/Birds_perched_up_on_a_tree_branch_next_to_a_window..png diff --git a/real_noisy/Cliffs_rise_on_the_edge_of_a_placid_lake._noisy.png b/real_noisy/Cliffs_rise_on_the_edge_of_a_placid_lake..png similarity index 100% rename from real_noisy/Cliffs_rise_on_the_edge_of_a_placid_lake._noisy.png rename to real_noisy/Cliffs_rise_on_the_edge_of_a_placid_lake..png diff --git a/real_noisy/Cute_multi_colored_kitten_sitting_in_woman's_lap_noisy.png b/real_noisy/Cute_multi_colored_kitten_sitting_in_woman's_lap.png similarity index 100% rename from real_noisy/Cute_multi_colored_kitten_sitting_in_woman's_lap_noisy.png rename to real_noisy/Cute_multi_colored_kitten_sitting_in_woman's_lap.png diff --git a/real_noisy/Fruit_in_a_jar_filled_with_liquid_sitting_on_a_wooden_table._noisy.png b/real_noisy/Fruit_in_a_jar_filled_with_liquid_sitting_on_a_wooden_table..png similarity index 100% rename from real_noisy/Fruit_in_a_jar_filled_with_liquid_sitting_on_a_wooden_table._noisy.png rename to real_noisy/Fruit_in_a_jar_filled_with_liquid_sitting_on_a_wooden_table..png diff --git a/real_noisy/Full_grown_cat_laying_down_and_sleeping_on_top_of_a_car.__noisy.png 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a/real_noisy/Multiple_lane_road_in_large_city_on_sunny_day._noisy.png b/real_noisy/Multiple_lane_road_in_large_city_on_sunny_day..png similarity index 100% rename from real_noisy/Multiple_lane_road_in_large_city_on_sunny_day._noisy.png rename to real_noisy/Multiple_lane_road_in_large_city_on_sunny_day..png diff --git a/real_noisy/One_giraffe_in_the_foreground_with_two_giraffes_in_the_background._noisy.png b/real_noisy/One_giraffe_in_the_foreground_with_two_giraffes_in_the_background..png similarity index 100% rename from real_noisy/One_giraffe_in_the_foreground_with_two_giraffes_in_the_background._noisy.png rename to real_noisy/One_giraffe_in_the_foreground_with_two_giraffes_in_the_background..png diff --git a/real_noisy/People_sitting_on_benches_next_to_each_other._noisy.png b/real_noisy/People_sitting_on_benches_next_to_each_other..png similarity index 100% rename from real_noisy/People_sitting_on_benches_next_to_each_other._noisy.png rename to 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real_noisy/Red_train_at_a_stop_and_a_man_that_is_waiting._.png diff --git a/real_noisy/Red_wrong_way_sign_in_front_of_a_church_noisy.png b/real_noisy/Red_wrong_way_sign_in_front_of_a_church.png similarity index 100% rename from real_noisy/Red_wrong_way_sign_in_front_of_a_church_noisy.png rename to real_noisy/Red_wrong_way_sign_in_front_of_a_church.png diff --git a/real_noisy/Row_of_motorcycles_parked_at_curb_in_outdoor_area._noisy.png b/real_noisy/Row_of_motorcycles_parked_at_curb_in_outdoor_area..png similarity index 100% rename from real_noisy/Row_of_motorcycles_parked_at_curb_in_outdoor_area._noisy.png rename to real_noisy/Row_of_motorcycles_parked_at_curb_in_outdoor_area..png diff --git a/real_noisy/Separate_men_sitting_on_park_benches_playing_on_phone_and_reading._noisy.png b/real_noisy/Separate_men_sitting_on_park_benches_playing_on_phone_and_reading..png similarity index 100% rename from real_noisy/Separate_men_sitting_on_park_benches_playing_on_phone_and_reading._noisy.png 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b/real_noisy/Several_sheep_are_in_a_grassy_field_with_trees..png similarity index 100% rename from real_noisy/Several_sheep_are_in_a_grassy_field_with_trees._noisy.png rename to real_noisy/Several_sheep_are_in_a_grassy_field_with_trees..png diff --git a/real_noisy/Sign_over_city_street_above_traffic_lights_by_a_building._noisy.png b/real_noisy/Sign_over_city_street_above_traffic_lights_by_a_building..png similarity index 100% rename from real_noisy/Sign_over_city_street_above_traffic_lights_by_a_building._noisy.png rename to real_noisy/Sign_over_city_street_above_traffic_lights_by_a_building..png diff --git a/real_noisy/Small_bathroom_with_toilet_and_sink_connected_to_each_other.__noisy.png b/real_noisy/Small_bathroom_with_toilet_and_sink_connected_to_each_other._.png similarity index 100% rename from real_noisy/Small_bathroom_with_toilet_and_sink_connected_to_each_other.__noisy.png rename to real_noisy/Small_bathroom_with_toilet_and_sink_connected_to_each_other._.png diff --git a/real_noisy/Small_black_bird_standing_on_a_wooden_table_or_deck._noisy.png b/real_noisy/Small_black_bird_standing_on_a_wooden_table_or_deck..png similarity index 100% rename from real_noisy/Small_black_bird_standing_on_a_wooden_table_or_deck._noisy.png rename to real_noisy/Small_black_bird_standing_on_a_wooden_table_or_deck..png diff --git a/real_noisy/Some_cars_are_traveling_on_the_streets_on_a_cloudy_day.__noisy.png b/real_noisy/Some_cars_are_traveling_on_the_streets_on_a_cloudy_day._.png similarity index 100% rename from real_noisy/Some_cars_are_traveling_on_the_streets_on_a_cloudy_day.__noisy.png rename to real_noisy/Some_cars_are_traveling_on_the_streets_on_a_cloudy_day._.png diff --git a/real_noisy/Street_sign_in_front_of_a_large_building_and_clear_skies._noisy.png b/real_noisy/Street_sign_in_front_of_a_large_building_and_clear_skies..png similarity index 100% rename from real_noisy/Street_sign_in_front_of_a_large_building_and_clear_skies._noisy.png rename to real_noisy/Street_sign_in_front_of_a_large_building_and_clear_skies..png diff --git a/real_noisy/Street_signs_at_an_intersection,_silhouetted_against_trees_and_a_blue_sky_noisy.png b/real_noisy/Street_signs_at_an_intersection,_silhouetted_against_trees_and_a_blue_sky.png similarity index 100% rename from real_noisy/Street_signs_at_an_intersection,_silhouetted_against_trees_and_a_blue_sky_noisy.png rename to real_noisy/Street_signs_at_an_intersection,_silhouetted_against_trees_and_a_blue_sky.png diff --git a/real_noisy/The_airplane_flies_low_to_the_ground_during_sunset._noisy.png b/real_noisy/The_airplane_flies_low_to_the_ground_during_sunset..png similarity index 100% rename from real_noisy/The_airplane_flies_low_to_the_ground_during_sunset._noisy.png rename to real_noisy/The_airplane_flies_low_to_the_ground_during_sunset..png diff --git a/real_noisy/The_baseball_player_is_prominent_in_all_the_featured_pictures._noisy.png b/real_noisy/The_baseball_player_is_prominent_in_all_the_featured_pictures..png similarity index 100% rename from real_noisy/The_baseball_player_is_prominent_in_all_the_featured_pictures._noisy.png rename to real_noisy/The_baseball_player_is_prominent_in_all_the_featured_pictures..png diff --git a/real_noisy/The_bathroom_is_small_but_clean_and_neat_looking,_with_an_immaculate_black_and_white_tub___shower._noisy.png b/real_noisy/The_bathroom_is_small_but_clean_and_neat_looking,_with_an_immaculate_black_and_white_tub___shower..png similarity index 100% rename from real_noisy/The_bathroom_is_small_but_clean_and_neat_looking,_with_an_immaculate_black_and_white_tub___shower._noisy.png rename to real_noisy/The_bathroom_is_small_but_clean_and_neat_looking,_with_an_immaculate_black_and_white_tub___shower..png diff --git a/real_noisy/The_car_is_traveling_down_the_road_while_the_dog_watches._noisy.png b/real_noisy/The_car_is_traveling_down_the_road_while_the_dog_watches..png similarity index 100% rename from real_noisy/The_car_is_traveling_down_the_road_while_the_dog_watches._noisy.png rename to real_noisy/The_car_is_traveling_down_the_road_while_the_dog_watches..png diff --git a/real_noisy/The_couple_is_riding_the_motorcycle_together.__noisy.png b/real_noisy/The_couple_is_riding_the_motorcycle_together._.png similarity index 100% rename from real_noisy/The_couple_is_riding_the_motorcycle_together.__noisy.png rename to real_noisy/The_couple_is_riding_the_motorcycle_together._.png diff --git a/real_noisy/The_fire_hydrant_is_sitting_on_the_side_of_the_road_noisy.png b/real_noisy/The_fire_hydrant_is_sitting_on_the_side_of_the_road.png similarity index 100% rename from real_noisy/The_fire_hydrant_is_sitting_on_the_side_of_the_road_noisy.png rename to real_noisy/The_fire_hydrant_is_sitting_on_the_side_of_the_road.png diff --git a/real_noisy/The_four_urinals_have_a_very_modern_design._noisy.png b/real_noisy/The_four_urinals_have_a_very_modern_design..png similarity index 100% rename from real_noisy/The_four_urinals_have_a_very_modern_design._noisy.png rename to real_noisy/The_four_urinals_have_a_very_modern_design..png diff --git a/real_noisy/The_german_shepherd_is_guarding_the_front_of_the_barred_door,_noisy.png b/real_noisy/The_german_shepherd_is_guarding_the_front_of_the_barred_door,.png similarity index 100% rename from real_noisy/The_german_shepherd_is_guarding_the_front_of_the_barred_door,_noisy.png rename to real_noisy/The_german_shepherd_is_guarding_the_front_of_the_barred_door,.png diff --git a/real_noisy/The_giraffe_eats_from_a_reachable_limb_of_the_tree._noisy.png b/real_noisy/The_giraffe_eats_from_a_reachable_limb_of_the_tree..png similarity index 100% rename from real_noisy/The_giraffe_eats_from_a_reachable_limb_of_the_tree._noisy.png rename to real_noisy/The_giraffe_eats_from_a_reachable_limb_of_the_tree..png diff --git a/real_noisy/The_large_green_city_bus_is_driving_on_a_road._noisy.png b/real_noisy/The_large_green_city_bus_is_driving_on_a_road..png similarity index 100% rename from real_noisy/The_large_green_city_bus_is_driving_on_a_road._noisy.png rename to real_noisy/The_large_green_city_bus_is_driving_on_a_road..png diff --git a/real_noisy/The_lights_are_on_above_the_mirror_of_the_bathroom_sink._noisy.png b/real_noisy/The_lights_are_on_above_the_mirror_of_the_bathroom_sink..png similarity index 100% rename from real_noisy/The_lights_are_on_above_the_mirror_of_the_bathroom_sink._noisy.png rename to real_noisy/The_lights_are_on_above_the_mirror_of_the_bathroom_sink..png diff --git a/real_noisy/The_officer_is_riding_a_horse_threw_the_streets.__noisy.png b/real_noisy/The_officer_is_riding_a_horse_threw_the_streets._.png similarity index 100% rename from real_noisy/The_officer_is_riding_a_horse_threw_the_streets.__noisy.png rename to real_noisy/The_officer_is_riding_a_horse_threw_the_streets._.png diff --git a/real_noisy/The_stop_sign_with_an_apartment_building_in_the_backgroundis_shot_from_below._noisy.png b/real_noisy/The_stop_sign_with_an_apartment_building_in_the_backgroundis_shot_from_below..png similarity index 100% rename from real_noisy/The_stop_sign_with_an_apartment_building_in_the_backgroundis_shot_from_below._noisy.png rename to real_noisy/The_stop_sign_with_an_apartment_building_in_the_backgroundis_shot_from_below..png diff --git a/real_noisy/The_three_giraffe_stand_next_to_a_pile_of_logs._noisy.png b/real_noisy/The_three_giraffe_stand_next_to_a_pile_of_logs..png similarity index 100% rename from real_noisy/The_three_giraffe_stand_next_to_a_pile_of_logs._noisy.png rename to real_noisy/The_three_giraffe_stand_next_to_a_pile_of_logs..png diff --git a/real_noisy/The_train_could_be_going_as_fast_as_lightning_noisy.png b/real_noisy/The_train_could_be_going_as_fast_as_lightning.png similarity index 100% rename from real_noisy/The_train_could_be_going_as_fast_as_lightning_noisy.png rename to real_noisy/The_train_could_be_going_as_fast_as_lightning.png diff --git a/real_noisy/The_train_is_passing_by_the_open_field._noisy.png b/real_noisy/The_train_is_passing_by_the_open_field..png similarity index 100% rename from real_noisy/The_train_is_passing_by_the_open_field._noisy.png rename to real_noisy/The_train_is_passing_by_the_open_field..png diff --git a/real_noisy/The_view_from_the_airplane_shows_a_mountain_range._noisy.png b/real_noisy/The_view_from_the_airplane_shows_a_mountain_range..png similarity index 100% rename from real_noisy/The_view_from_the_airplane_shows_a_mountain_range._noisy.png rename to real_noisy/The_view_from_the_airplane_shows_a_mountain_range..png diff --git a/real_noisy/The_woman_stands_near_the_stove_near_a_baby_chair_on_the_ground.__noisy.png b/real_noisy/The_woman_stands_near_the_stove_near_a_baby_chair_on_the_ground._.png similarity index 100% rename from real_noisy/The_woman_stands_near_the_stove_near_a_baby_chair_on_the_ground.__noisy.png 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b/real_noisy/Three_white_storks_with_black_legs_and_beaks_wading_in_some_water..png similarity index 100% rename from real_noisy/Three_white_storks_with_black_legs_and_beaks_wading_in_some_water._noisy.png rename to real_noisy/Three_white_storks_with_black_legs_and_beaks_wading_in_some_water..png diff --git a/real_noisy/Traffic_lights_next_to_traffic_signs_on_a_bridge._noisy.png b/real_noisy/Traffic_lights_next_to_traffic_signs_on_a_bridge..png similarity index 100% rename from real_noisy/Traffic_lights_next_to_traffic_signs_on_a_bridge._noisy.png rename to real_noisy/Traffic_lights_next_to_traffic_signs_on_a_bridge..png diff --git a/real_noisy/Twin_baby_girls_wearing_hats_eat_ice_cream._noisy.png b/real_noisy/Twin_baby_girls_wearing_hats_eat_ice_cream..png similarity index 100% rename from real_noisy/Twin_baby_girls_wearing_hats_eat_ice_cream._noisy.png rename to real_noisy/Twin_baby_girls_wearing_hats_eat_ice_cream..png diff --git a/real_noisy/Two_No_Parking_Signs_emphasize_the_law_on_this_street._noisy.png b/real_noisy/Two_No_Parking_Signs_emphasize_the_law_on_this_street..png similarity index 100% rename from real_noisy/Two_No_Parking_Signs_emphasize_the_law_on_this_street._noisy.png rename to real_noisy/Two_No_Parking_Signs_emphasize_the_law_on_this_street..png diff --git a/real_noisy/Two_bathroom_sinks_under_two_mirrors_next_to_paper_towel_dispenser._noisy.png b/real_noisy/Two_bathroom_sinks_under_two_mirrors_next_to_paper_towel_dispenser..png similarity index 100% rename from real_noisy/Two_bathroom_sinks_under_two_mirrors_next_to_paper_towel_dispenser._noisy.png rename to real_noisy/Two_bathroom_sinks_under_two_mirrors_next_to_paper_towel_dispenser..png diff --git a/real_noisy/Two_buses_passing_each_other_by_while_traveling_under_a_bridge._noisy.png b/real_noisy/Two_buses_passing_each_other_by_while_traveling_under_a_bridge..png similarity index 100% rename from real_noisy/Two_buses_passing_each_other_by_while_traveling_under_a_bridge._noisy.png rename to real_noisy/Two_buses_passing_each_other_by_while_traveling_under_a_bridge..png diff --git a/real_noisy/Two_giraffe_standing_next_to_each_other_on_a_lush_green_field._noisy.png b/real_noisy/Two_giraffe_standing_next_to_each_other_on_a_lush_green_field..png similarity index 100% rename from real_noisy/Two_giraffe_standing_next_to_each_other_on_a_lush_green_field._noisy.png rename to real_noisy/Two_giraffe_standing_next_to_each_other_on_a_lush_green_field..png diff --git a/real_noisy/Two_giraffes_in_a_room_with_people_looking_at_them._noisy.png b/real_noisy/Two_giraffes_in_a_room_with_people_looking_at_them..png similarity index 100% rename from real_noisy/Two_giraffes_in_a_room_with_people_looking_at_them._noisy.png rename to real_noisy/Two_giraffes_in_a_room_with_people_looking_at_them..png diff --git a/real_noisy/Two_giraffes_stand_in_a_dirt_yard_next_to_a_wooden_structure._noisy.png b/real_noisy/Two_giraffes_stand_in_a_dirt_yard_next_to_a_wooden_structure..png similarity index 100% rename from real_noisy/Two_giraffes_stand_in_a_dirt_yard_next_to_a_wooden_structure._noisy.png rename to real_noisy/Two_giraffes_stand_in_a_dirt_yard_next_to_a_wooden_structure..png diff --git a/real_noisy/Two_men_riding_on_a_motorcycle_with_a_young_girl._noisy.png b/real_noisy/Two_men_riding_on_a_motorcycle_with_a_young_girl..png similarity index 100% rename from real_noisy/Two_men_riding_on_a_motorcycle_with_a_young_girl._noisy.png rename to real_noisy/Two_men_riding_on_a_motorcycle_with_a_young_girl..png diff --git a/real_noisy/Two_mountain_goats_standing_on_the_side_of_a_mountain._noisy.png b/real_noisy/Two_mountain_goats_standing_on_the_side_of_a_mountain..png similarity index 100% rename from real_noisy/Two_mountain_goats_standing_on_the_side_of_a_mountain._noisy.png rename to real_noisy/Two_mountain_goats_standing_on_the_side_of_a_mountain..png diff --git a/real_noisy/Two_people_are_sitting_at_a_picnic_table_by_a_lake._noisy.png b/real_noisy/Two_people_are_sitting_at_a_picnic_table_by_a_lake..png similarity index 100% rename from real_noisy/Two_people_are_sitting_at_a_picnic_table_by_a_lake._noisy.png rename to real_noisy/Two_people_are_sitting_at_a_picnic_table_by_a_lake..png diff --git a/real_noisy/Two_people_sit_in_the_sand_with_their_surf_boards.__noisy.png b/real_noisy/Two_people_sit_in_the_sand_with_their_surf_boards._.png similarity index 100% rename from real_noisy/Two_people_sit_in_the_sand_with_their_surf_boards.__noisy.png rename to real_noisy/Two_people_sit_in_the_sand_with_their_surf_boards._.png diff --git a/real_noisy/Two_photos_of_an_airplane_in_the_air._noisy.png b/real_noisy/Two_photos_of_an_airplane_in_the_air..png similarity index 100% rename from real_noisy/Two_photos_of_an_airplane_in_the_air._noisy.png rename to real_noisy/Two_photos_of_an_airplane_in_the_air..png diff --git a/real_noisy/Two_sheep_are_looking_over_a_cement_wall._noisy.png b/real_noisy/Two_sheep_are_looking_over_a_cement_wall..png similarity index 100% rename from real_noisy/Two_sheep_are_looking_over_a_cement_wall._noisy.png rename to real_noisy/Two_sheep_are_looking_over_a_cement_wall..png diff --git a/real_noisy/Two_toilets_sit_near_each_other_in_the_same_room._noisy.png b/real_noisy/Two_toilets_sit_near_each_other_in_the_same_room..png similarity index 100% rename from real_noisy/Two_toilets_sit_near_each_other_in_the_same_room._noisy.png rename to real_noisy/Two_toilets_sit_near_each_other_in_the_same_room..png diff --git a/real_noisy/Vet_supplies_laying_on_the_floor_of_a_room._noisy.png b/real_noisy/Vet_supplies_laying_on_the_floor_of_a_room..png similarity index 100% rename from real_noisy/Vet_supplies_laying_on_the_floor_of_a_room._noisy.png rename to real_noisy/Vet_supplies_laying_on_the_floor_of_a_room..png diff --git a/real_noisy/Water_is_spewing_form_the_ground_while_people_watch_on._noisy.png b/real_noisy/Water_is_spewing_form_the_ground_while_people_watch_on..png similarity index 100% rename from real_noisy/Water_is_spewing_form_the_ground_while_people_watch_on._noisy.png rename to real_noisy/Water_is_spewing_form_the_ground_while_people_watch_on..png diff --git a/real_noisy/We_are_looking_at_a_model_train_coming_down_the_track._noisy.png b/real_noisy/We_are_looking_at_a_model_train_coming_down_the_track..png similarity index 100% rename from real_noisy/We_are_looking_at_a_model_train_coming_down_the_track._noisy.png rename to real_noisy/We_are_looking_at_a_model_train_coming_down_the_track..png diff --git a/real_noisy/White_and_gray_cat_looking_past_spoked_wheel._noisy.png b/real_noisy/White_and_gray_cat_looking_past_spoked_wheel..png similarity index 100% rename from real_noisy/White_and_gray_cat_looking_past_spoked_wheel._noisy.png rename to 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real_noisy/_A_sidewalk_with_street_sings_next_to_a_road._noisy.png rename to real_noisy/_A_sidewalk_with_street_sings_next_to_a_road..png diff --git a/real_noisy/_a_street_sign_with_the_red_light_glowing_brightly_on_it__noisy.png b/real_noisy/_a_street_sign_with_the_red_light_glowing_brightly_on_it_.png similarity index 100% rename from real_noisy/_a_street_sign_with_the_red_light_glowing_brightly_on_it__noisy.png rename to real_noisy/_a_street_sign_with_the_red_light_glowing_brightly_on_it_.png diff --git a/real_noisy/a_bath_room_with_a_toilet_a_stool_and_handle_bars_noisy.png b/real_noisy/a_bath_room_with_a_toilet_a_stool_and_handle_bars.png similarity index 100% rename from real_noisy/a_bath_room_with_a_toilet_a_stool_and_handle_bars_noisy.png rename to real_noisy/a_bath_room_with_a_toilet_a_stool_and_handle_bars.png diff --git a/real_noisy/a_bath_room_with_two_sinks_a_large_mirror_a_bath_tub_noisy.png b/real_noisy/a_bath_room_with_two_sinks_a_large_mirror_a_bath_tub.png similarity 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real_noisy/a_bathroom_with_bright_lights_and_white_carpet__noisy.png rename to real_noisy/a_bathroom_with_bright_lights_and_white_carpet_.png diff --git a/real_noisy/a_big_red_fire_hydrant_on_the_side_of_a_building._noisy.png b/real_noisy/a_big_red_fire_hydrant_on_the_side_of_a_building..png similarity index 100% rename from real_noisy/a_big_red_fire_hydrant_on_the_side_of_a_building._noisy.png rename to real_noisy/a_big_red_fire_hydrant_on_the_side_of_a_building..png diff --git a/real_noisy/a_brown_and_white_dog_is_sitting_in_some_grass_and_a_red_and_white_fire_hydrant_noisy.png b/real_noisy/a_brown_and_white_dog_is_sitting_in_some_grass_and_a_red_and_white_fire_hydrant.png similarity index 100% rename from real_noisy/a_brown_and_white_dog_is_sitting_in_some_grass_and_a_red_and_white_fire_hydrant_noisy.png rename to real_noisy/a_brown_and_white_dog_is_sitting_in_some_grass_and_a_red_and_white_fire_hydrant.png diff --git a/real_noisy/a_cat_is_sitting_on_a_wooden_bench_outside_noisy.png b/real_noisy/a_cat_is_sitting_on_a_wooden_bench_outside.png similarity index 100% rename from real_noisy/a_cat_is_sitting_on_a_wooden_bench_outside_noisy.png rename to real_noisy/a_cat_is_sitting_on_a_wooden_bench_outside.png diff --git a/real_noisy/a_close_up_of_a_cat_on_a_desk_near_a_sandwich__noisy.png b/real_noisy/a_close_up_of_a_cat_on_a_desk_near_a_sandwich_.png similarity index 100% rename from real_noisy/a_close_up_of_a_cat_on_a_desk_near_a_sandwich__noisy.png rename to real_noisy/a_close_up_of_a_cat_on_a_desk_near_a_sandwich_.png diff --git a/real_noisy/a_counter_with_cleaning_supplies_ice_cube_trays_and_racks_from_a_fridge_and_a_drawer_missing_noisy.png b/real_noisy/a_counter_with_cleaning_supplies_ice_cube_trays_and_racks_from_a_fridge_and_a_drawer_missing.png similarity index 100% rename from real_noisy/a_counter_with_cleaning_supplies_ice_cube_trays_and_racks_from_a_fridge_and_a_drawer_missing_noisy.png rename to real_noisy/a_counter_with_cleaning_supplies_ice_cube_trays_and_racks_from_a_fridge_and_a_drawer_missing.png diff --git a/real_noisy/a_couple_of_anmails_standing_next_to_a_truck_noisy.png b/real_noisy/a_couple_of_anmails_standing_next_to_a_truck.png similarity index 100% rename from real_noisy/a_couple_of_anmails_standing_next_to_a_truck_noisy.png rename to real_noisy/a_couple_of_anmails_standing_next_to_a_truck.png diff --git a/real_noisy/a_couple_of_cats_sit_in_front_of_a_tub_full_of_water__noisy.png b/real_noisy/a_couple_of_cats_sit_in_front_of_a_tub_full_of_water_.png similarity index 100% rename from real_noisy/a_couple_of_cats_sit_in_front_of_a_tub_full_of_water__noisy.png rename to real_noisy/a_couple_of_cats_sit_in_front_of_a_tub_full_of_water_.png diff --git a/real_noisy/a_couple_of_planes_are_out_on_a_runway_noisy.png b/real_noisy/a_couple_of_planes_are_out_on_a_runway.png similarity index 100% rename from real_noisy/a_couple_of_planes_are_out_on_a_runway_noisy.png rename to real_noisy/a_couple_of_planes_are_out_on_a_runway.png diff --git a/real_noisy/a_couple_of_sheep_walking_across_a_grass_covered_field._noisy.png b/real_noisy/a_couple_of_sheep_walking_across_a_grass_covered_field..png similarity index 100% rename from real_noisy/a_couple_of_sheep_walking_across_a_grass_covered_field._noisy.png rename to real_noisy/a_couple_of_sheep_walking_across_a_grass_covered_field..png diff --git a/real_noisy/a_desk_with_a_banana_a_keyboard_and_a_mouse_noisy.png b/real_noisy/a_desk_with_a_banana_a_keyboard_and_a_mouse.png similarity index 100% rename from real_noisy/a_desk_with_a_banana_a_keyboard_and_a_mouse_noisy.png rename to real_noisy/a_desk_with_a_banana_a_keyboard_and_a_mouse.png diff --git a/real_noisy/a_dog_walking_beside_a_man_carrying_a_surf_board_noisy.png b/real_noisy/a_dog_walking_beside_a_man_carrying_a_surf_board.png similarity index 100% rename from real_noisy/a_dog_walking_beside_a_man_carrying_a_surf_board_noisy.png rename to real_noisy/a_dog_walking_beside_a_man_carrying_a_surf_board.png diff --git a/real_noisy/a_double_decker_red_bus_stopped_outside_of_a_brick_building_noisy.png b/real_noisy/a_double_decker_red_bus_stopped_outside_of_a_brick_building.png similarity index 100% rename from real_noisy/a_double_decker_red_bus_stopped_outside_of_a_brick_building_noisy.png rename to real_noisy/a_double_decker_red_bus_stopped_outside_of_a_brick_building.png diff --git a/real_noisy/a_female_in_a_gray_top_is_holding_a_cellphone_noisy.png b/real_noisy/a_female_in_a_gray_top_is_holding_a_cellphone.png similarity index 100% rename from real_noisy/a_female_in_a_gray_top_is_holding_a_cellphone_noisy.png rename to real_noisy/a_female_in_a_gray_top_is_holding_a_cellphone.png diff --git a/real_noisy/a_giraffe_walking_on_a_street_with_trees_noisy.png b/real_noisy/a_giraffe_walking_on_a_street_with_trees.png similarity index 100% rename from real_noisy/a_giraffe_walking_on_a_street_with_trees_noisy.png rename to real_noisy/a_giraffe_walking_on_a_street_with_trees.png diff --git a/real_noisy/a_group_of_vehicles_parked_next_to_a_firehydrant_noisy.png b/real_noisy/a_group_of_vehicles_parked_next_to_a_firehydrant.png similarity index 100% rename from real_noisy/a_group_of_vehicles_parked_next_to_a_firehydrant_noisy.png rename to real_noisy/a_group_of_vehicles_parked_next_to_a_firehydrant.png diff --git a/real_noisy/a_herd_of_sheep_standing_around_in_a_big_grassy_field__noisy.png b/real_noisy/a_herd_of_sheep_standing_around_in_a_big_grassy_field_.png similarity index 100% rename from real_noisy/a_herd_of_sheep_standing_around_in_a_big_grassy_field__noisy.png rename to real_noisy/a_herd_of_sheep_standing_around_in_a_big_grassy_field_.png diff --git a/real_noisy/a_kitchen_that_makes_food_has_pots_and_pans._noisy.png b/real_noisy/a_kitchen_that_makes_food_has_pots_and_pans..png similarity index 100% rename from real_noisy/a_kitchen_that_makes_food_has_pots_and_pans._noisy.png rename to real_noisy/a_kitchen_that_makes_food_has_pots_and_pans..png diff --git a/real_noisy/a_line_of_cars_with_a_motorcycle_in_front_noisy.png b/real_noisy/a_line_of_cars_with_a_motorcycle_in_front.png similarity index 100% rename from real_noisy/a_line_of_cars_with_a_motorcycle_in_front_noisy.png rename to real_noisy/a_line_of_cars_with_a_motorcycle_in_front.png diff --git a/real_noisy/a_lit_up_counter_with_two_fancy_sinks_on_it_noisy.png b/real_noisy/a_lit_up_counter_with_two_fancy_sinks_on_it.png similarity index 100% rename from real_noisy/a_lit_up_counter_with_two_fancy_sinks_on_it_noisy.png rename to real_noisy/a_lit_up_counter_with_two_fancy_sinks_on_it.png diff --git a/real_noisy/a_man_assisting_a_woman_shearing_a_sheep_with_several_children_watching_noisy.png b/real_noisy/a_man_assisting_a_woman_shearing_a_sheep_with_several_children_watching.png similarity index 100% rename from real_noisy/a_man_assisting_a_woman_shearing_a_sheep_with_several_children_watching_noisy.png rename to real_noisy/a_man_assisting_a_woman_shearing_a_sheep_with_several_children_watching.png diff --git a/real_noisy/a_man_on_skis_holds_onto_the_hands_of_a_small_girl_on_skis_noisy.png b/real_noisy/a_man_on_skis_holds_onto_the_hands_of_a_small_girl_on_skis.png similarity index 100% rename from real_noisy/a_man_on_skis_holds_onto_the_hands_of_a_small_girl_on_skis_noisy.png rename to real_noisy/a_man_on_skis_holds_onto_the_hands_of_a_small_girl_on_skis.png diff --git a/real_noisy/a_man_riding_a_small_motorcycle_in_the_bustling_streets_noisy.png b/real_noisy/a_man_riding_a_small_motorcycle_in_the_bustling_streets.png similarity index 100% rename from real_noisy/a_man_riding_a_small_motorcycle_in_the_bustling_streets_noisy.png rename to real_noisy/a_man_riding_a_small_motorcycle_in_the_bustling_streets.png diff --git a/real_noisy/a_man_standing_next_to_a_red_train_near_a_train_track__noisy.png b/real_noisy/a_man_standing_next_to_a_red_train_near_a_train_track_.png similarity index 100% rename from real_noisy/a_man_standing_next_to_a_red_train_near_a_train_track__noisy.png rename to real_noisy/a_man_standing_next_to_a_red_train_near_a_train_track_.png diff --git a/real_noisy/a_man_standing_on_the_side_walk_while_holding_a_sign__noisy.png b/real_noisy/a_man_standing_on_the_side_walk_while_holding_a_sign_.png similarity index 100% rename from real_noisy/a_man_standing_on_the_side_walk_while_holding_a_sign__noisy.png rename to real_noisy/a_man_standing_on_the_side_walk_while_holding_a_sign_.png diff --git a/real_noisy/a_modern_flush_toilet_in_a_bathroom_with_tile.__noisy.png b/real_noisy/a_modern_flush_toilet_in_a_bathroom_with_tile._.png similarity index 100% rename from real_noisy/a_modern_flush_toilet_in_a_bathroom_with_tile.__noisy.png rename to real_noisy/a_modern_flush_toilet_in_a_bathroom_with_tile._.png diff --git a/real_noisy/a_modern_kitchen_with_an_oven,_stove,_and_a_fridge__noisy.png b/real_noisy/a_modern_kitchen_with_an_oven,_stove,_and_a_fridge_.png similarity index 100% rename from real_noisy/a_modern_kitchen_with_an_oven,_stove,_and_a_fridge__noisy.png rename to real_noisy/a_modern_kitchen_with_an_oven,_stove,_and_a_fridge_.png diff --git a/real_noisy/a_motorcycle_parked_in_a_field_with_a_sky_background__noisy.png b/real_noisy/a_motorcycle_parked_in_a_field_with_a_sky_background_.png similarity index 100% rename from real_noisy/a_motorcycle_parked_in_a_field_with_a_sky_background__noisy.png rename to real_noisy/a_motorcycle_parked_in_a_field_with_a_sky_background_.png diff --git a/real_noisy/a_number_of_birds_flying_near_a_nest__noisy.png b/real_noisy/a_number_of_birds_flying_near_a_nest_.png similarity index 100% rename from real_noisy/a_number_of_birds_flying_near_a_nest__noisy.png rename to real_noisy/a_number_of_birds_flying_near_a_nest_.png diff --git a/real_noisy/a_person_in_an_office_setting_sitting_in_a_chair_noisy.png b/real_noisy/a_person_in_an_office_setting_sitting_in_a_chair.png similarity index 100% rename from real_noisy/a_person_in_an_office_setting_sitting_in_a_chair_noisy.png rename to real_noisy/a_person_in_an_office_setting_sitting_in_a_chair.png diff --git a/real_noisy/a_person_on_the_back_of_a_parked_truck_noisy.png b/real_noisy/a_person_on_the_back_of_a_parked_truck.png similarity index 100% rename from real_noisy/a_person_on_the_back_of_a_parked_truck_noisy.png rename to real_noisy/a_person_on_the_back_of_a_parked_truck.png diff --git a/real_noisy/a_person_riding_a_dirt_bike_in_the_air_with_a_sky_background_noisy.png b/real_noisy/a_person_riding_a_dirt_bike_in_the_air_with_a_sky_background.png similarity index 100% rename from real_noisy/a_person_riding_a_dirt_bike_in_the_air_with_a_sky_background_noisy.png rename to real_noisy/a_person_riding_a_dirt_bike_in_the_air_with_a_sky_background.png diff --git a/real_noisy/a_person_riding_a_motorcycle_on_a_road__noisy.png b/real_noisy/a_person_riding_a_motorcycle_on_a_road_.png similarity index 100% rename from real_noisy/a_person_riding_a_motorcycle_on_a_road__noisy.png rename to real_noisy/a_person_riding_a_motorcycle_on_a_road_.png diff --git a/real_noisy/a_person_riding_a_motorcycle_on_a_road_with_a_hill_in_the_background_noisy.png b/real_noisy/a_person_riding_a_motorcycle_on_a_road_with_a_hill_in_the_background.png similarity index 100% rename from real_noisy/a_person_riding_a_motorcycle_on_a_road_with_a_hill_in_the_background_noisy.png rename to real_noisy/a_person_riding_a_motorcycle_on_a_road_with_a_hill_in_the_background.png diff --git a/real_noisy/a_person_sitting_on_a_bike_near_many_other_parked_bikes__noisy.png b/real_noisy/a_person_sitting_on_a_bike_near_many_other_parked_bikes_.png similarity index 100% rename from real_noisy/a_person_sitting_on_a_bike_near_many_other_parked_bikes__noisy.png rename to real_noisy/a_person_sitting_on_a_bike_near_many_other_parked_bikes_.png diff --git a/real_noisy/a_public_bathroom_with_a_toilet_and_hand_rail_noisy.png b/real_noisy/a_public_bathroom_with_a_toilet_and_hand_rail.png similarity index 100% rename from real_noisy/a_public_bathroom_with_a_toilet_and_hand_rail_noisy.png rename to real_noisy/a_public_bathroom_with_a_toilet_and_hand_rail.png diff --git a/real_noisy/a_public_transit_train_on_a_train_track_with_trees_in_the_background_noisy.png b/real_noisy/a_public_transit_train_on_a_train_track_with_trees_in_the_background.png similarity index 100% rename from real_noisy/a_public_transit_train_on_a_train_track_with_trees_in_the_background_noisy.png rename to real_noisy/a_public_transit_train_on_a_train_track_with_trees_in_the_background.png diff --git a/real_noisy/a_sculpture_made_of_spoons_and_an_old_toaster_noisy.png b/real_noisy/a_sculpture_made_of_spoons_and_an_old_toaster.png similarity index 100% rename from real_noisy/a_sculpture_made_of_spoons_and_an_old_toaster_noisy.png rename to real_noisy/a_sculpture_made_of_spoons_and_an_old_toaster.png diff --git a/real_noisy/a_small_bathroom_with_a_mirror_and_sink_noisy.png b/real_noisy/a_small_bathroom_with_a_mirror_and_sink.png similarity index 100% rename from real_noisy/a_small_bathroom_with_a_mirror_and_sink_noisy.png rename to real_noisy/a_small_bathroom_with_a_mirror_and_sink.png diff --git a/real_noisy/a_stop_sign_and_railway_crossing_sign_on_a_pole_noisy.png b/real_noisy/a_stop_sign_and_railway_crossing_sign_on_a_pole.png similarity index 100% rename from real_noisy/a_stop_sign_and_railway_crossing_sign_on_a_pole_noisy.png rename to real_noisy/a_stop_sign_and_railway_crossing_sign_on_a_pole.png diff --git a/real_noisy/a_street_light_hanging_fron_one_of_many_wires_connected_to_a_power_pole_noisy.png b/real_noisy/a_street_light_hanging_fron_one_of_many_wires_connected_to_a_power_pole.png similarity index 100% rename from real_noisy/a_street_light_hanging_fron_one_of_many_wires_connected_to_a_power_pole_noisy.png rename to real_noisy/a_street_light_hanging_fron_one_of_many_wires_connected_to_a_power_pole.png diff --git a/real_noisy/a_toilet_sits_in_front_of_a_bath_tub_noisy.png b/real_noisy/a_toilet_sits_in_front_of_a_bath_tub.png similarity index 100% rename from real_noisy/a_toilet_sits_in_front_of_a_bath_tub_noisy.png rename to real_noisy/a_toilet_sits_in_front_of_a_bath_tub.png diff --git a/real_noisy/a_toilet_sits_next_to_a_bath_tub_as_a_bunch_of_tiles_sit_piled_up__noisy.png b/real_noisy/a_toilet_sits_next_to_a_bath_tub_as_a_bunch_of_tiles_sit_piled_up_.png similarity index 100% rename from real_noisy/a_toilet_sits_next_to_a_bath_tub_as_a_bunch_of_tiles_sit_piled_up__noisy.png rename to real_noisy/a_toilet_sits_next_to_a_bath_tub_as_a_bunch_of_tiles_sit_piled_up_.png diff --git a/real_noisy/a_traffic_light_above_a_road_with_a_building_in_the_background_noisy.png b/real_noisy/a_traffic_light_above_a_road_with_a_building_in_the_background.png similarity index 100% rename from real_noisy/a_traffic_light_above_a_road_with_a_building_in_the_background_noisy.png rename to real_noisy/a_traffic_light_above_a_road_with_a_building_in_the_background.png diff --git a/real_noisy/a_train_that_is_on_a_train_track_noisy.png b/real_noisy/a_train_that_is_on_a_train_track.png similarity index 100% rename from real_noisy/a_train_that_is_on_a_train_track_noisy.png rename to real_noisy/a_train_that_is_on_a_train_track.png diff --git a/real_noisy/a_tree_surrounded_by_a_little_bench_with_someone_sitting_on_it_noisy.png b/real_noisy/a_tree_surrounded_by_a_little_bench_with_someone_sitting_on_it.png similarity index 100% rename from real_noisy/a_tree_surrounded_by_a_little_bench_with_someone_sitting_on_it_noisy.png rename to real_noisy/a_tree_surrounded_by_a_little_bench_with_someone_sitting_on_it.png diff --git a/real_noisy/a_very_big_bus_moving_on_the_street_with_no_people_noisy.png b/real_noisy/a_very_big_bus_moving_on_the_street_with_no_people.png similarity index 100% rename from real_noisy/a_very_big_bus_moving_on_the_street_with_no_people_noisy.png rename to real_noisy/a_very_big_bus_moving_on_the_street_with_no_people.png diff --git a/real_noisy/an_image_of_a_cat_in_a_toilet_with_the_water_noisy.png b/real_noisy/an_image_of_a_cat_in_a_toilet_with_the_water.png similarity index 100% rename from real_noisy/an_image_of_a_cat_in_a_toilet_with_the_water_noisy.png rename to real_noisy/an_image_of_a_cat_in_a_toilet_with_the_water.png diff --git a/real_noisy/many_bikes_parked_in_a_parking_lot_very_close_to_each_other_noisy.png b/real_noisy/many_bikes_parked_in_a_parking_lot_very_close_to_each_other.png similarity index 100% rename from real_noisy/many_bikes_parked_in_a_parking_lot_very_close_to_each_other_noisy.png rename to real_noisy/many_bikes_parked_in_a_parking_lot_very_close_to_each_other.png diff --git a/real_noisy/older_women_sit_on_a_bench,_with_one_of_the_women_holding_crutches_noisy.png b/real_noisy/older_women_sit_on_a_bench,_with_one_of_the_women_holding_crutches.png similarity index 100% rename from real_noisy/older_women_sit_on_a_bench,_with_one_of_the_women_holding_crutches_noisy.png rename to real_noisy/older_women_sit_on_a_bench,_with_one_of_the_women_holding_crutches.png diff --git a/real_noisy/people_at_costume_party_dressed_up_in_costumes_noisy.png b/real_noisy/people_at_costume_party_dressed_up_in_costumes.png similarity index 100% rename from real_noisy/people_at_costume_party_dressed_up_in_costumes_noisy.png rename to real_noisy/people_at_costume_party_dressed_up_in_costumes.png diff --git a/real_noisy/people_standing_outside_a_building_with_clocks_built_into_the_side_of_it_noisy.png b/real_noisy/people_standing_outside_a_building_with_clocks_built_into_the_side_of_it.png similarity index 100% rename from real_noisy/people_standing_outside_a_building_with_clocks_built_into_the_side_of_it_noisy.png rename to real_noisy/people_standing_outside_a_building_with_clocks_built_into_the_side_of_it.png diff --git a/real_noisy/there_are_blue_lights_shining_threw_palm_trees__noisy.png b/real_noisy/there_are_blue_lights_shining_threw_palm_trees_.png similarity index 100% rename from real_noisy/there_are_blue_lights_shining_threw_palm_trees__noisy.png rename to real_noisy/there_are_blue_lights_shining_threw_palm_trees_.png diff --git a/real_noisy/there_are_many_rocks_on_the_side_of_this_road_noisy.png b/real_noisy/there_are_many_rocks_on_the_side_of_this_road.png similarity index 100% rename from real_noisy/there_are_many_rocks_on_the_side_of_this_road_noisy.png rename to real_noisy/there_are_many_rocks_on_the_side_of_this_road.png diff --git a/real_noisy/there_are_several_stop_signs_along_side_the_grass_noisy.png b/real_noisy/there_are_several_stop_signs_along_side_the_grass.png similarity index 100% rename from real_noisy/there_are_several_stop_signs_along_side_the_grass_noisy.png rename to real_noisy/there_are_several_stop_signs_along_side_the_grass.png diff --git a/real_noisy/there_is_a_one_way_street_sign_under_a_street_name_sign_noisy.png b/real_noisy/there_is_a_one_way_street_sign_under_a_street_name_sign.png similarity index 100% rename from real_noisy/there_is_a_one_way_street_sign_under_a_street_name_sign_noisy.png rename to real_noisy/there_is_a_one_way_street_sign_under_a_street_name_sign.png diff --git a/real_noisy/there_is_a_stop_sign_at_the_end_of_this_cross_walk_noisy.png b/real_noisy/there_is_a_stop_sign_at_the_end_of_this_cross_walk.png similarity index 100% rename from real_noisy/there_is_a_stop_sign_at_the_end_of_this_cross_walk_noisy.png rename to real_noisy/there_is_a_stop_sign_at_the_end_of_this_cross_walk.png diff --git a/real_noisy/this_is_a_bus_with_an_ad_for_a_casino_noisy.png b/real_noisy/this_is_a_bus_with_an_ad_for_a_casino.png similarity index 100% rename from real_noisy/this_is_a_bus_with_an_ad_for_a_casino_noisy.png rename to real_noisy/this_is_a_bus_with_an_ad_for_a_casino.png diff --git a/real_noisy/three_children_sitting_on_a_bench_near_one_another_noisy.png b/real_noisy/three_children_sitting_on_a_bench_near_one_another.png similarity index 100% rename from real_noisy/three_children_sitting_on_a_bench_near_one_another_noisy.png rename to real_noisy/three_children_sitting_on_a_bench_near_one_another.png diff --git a/real_noisy/two_large_air_planes_on_a_run_way_noisy.png b/real_noisy/two_large_air_planes_on_a_run_way.png similarity index 100% rename from real_noisy/two_large_air_planes_on_a_run_way_noisy.png rename to real_noisy/two_large_air_planes_on_a_run_way.png diff --git a/real_noisy/two_people_riding_on_a_motorcycle_on_a_road_noisy.png b/real_noisy/two_people_riding_on_a_motorcycle_on_a_road.png similarity index 100% rename from real_noisy/two_people_riding_on_a_motorcycle_on_a_road_noisy.png rename to real_noisy/two_people_riding_on_a_motorcycle_on_a_road.png