Code for the manim-generated scenes used in 3blue1brown videos
This report summarizes scanner evidence for 3b1b/videos, a Python project with 11,340 GitHub stars. SynthScan examined 549,716 lines of code across 475 source files, recording 2672 pattern matches distributed across 18 syntactic categories. The legacy adjusted pattern signal is 5.5 (Moderate pattern signal); it is not an authorship estimate.
Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 1284 finding(s).
Are imports declared and package/API names verified? 755 finding(s).
Are wrappers, guards, and repeated structures necessary? 1678 finding(s).
Which changes need focused human review? 2672 finding(s).
This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.
Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.
This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.
The scanner identified 2672 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.
Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | _2023/SoME3/main.py | 273 | CODE | |
| MEDIUM | _2023/SoME3/main.py | 274 | CODE | |
| MEDIUM | _2023/SoME3/main.py | 278 | CODE | |
| MEDIUM | _2023/optics_puzzles/adding_waves.py | 87 | CODE | |
| MEDIUM | _2023/optics_puzzles/adding_waves.py | 101 | CODE | |
| MEDIUM | _2023/gauss_int/supplements.py | 461 | CODE | |
| MEDIUM | _2023/gauss_int/supplements.py | 462 | CODE | |
| MEDIUM | _2023/gauss_int/supplements.py | 463 | CODE | |
| MEDIUM | _2023/gauss_int/supplements.py | 464 | CODE | |
| MEDIUM | _2023/gauss_int/supplements.py | 466 | CODE | |
| MEDIUM | _2023/gauss_int/supplements.py | 467 | CODE | |
| MEDIUM | _2023/gauss_int/supplements.py | 468 | CODE | |
| MEDIUM | _2024/transformers/attention.py | 1377 | CODE | |
| MEDIUM | _2024/transformers/attention.py | 1378 | CODE | |
| MEDIUM | _2024/transformers/attention.py | 1379 | CODE | |
| MEDIUM | _2024/transformers/attention.py | 1382 | CODE | |
| MEDIUM | _2024/transformers/mlp.py | 2435 | CODE | |
| MEDIUM | _2024/transformers/mlp.py | 2436 | CODE | |
| MEDIUM | _2024/transformers/mlp.py | 2437 | CODE | |
| MEDIUM | _2024/transformers/mlp.py | 2438 | CODE | |
| MEDIUM | _2024/transformers/chm.py | 1716 | CODE | |
| MEDIUM | _2024/holograms/diffraction.py | 1593 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 635 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 636 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 640 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 643 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 878 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 879 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 880 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 881 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 883 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 884 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 885 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 886 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 887 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 889 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 896 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 899 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 900 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 902 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 918 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 921 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 922 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 923 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 924 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 925 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 927 | CODE | |
| MEDIUM | _2025/laplace/supplements.py | 931 | CODE | |
| MEDIUM | _2025/laplace/integration.py | 1350 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 570 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 571 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 575 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 578 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 813 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 814 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 815 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 816 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 818 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 819 | CODE | |
| MEDIUM | _2025/laplace/prequel_equations.py | 820 | CODE | |
| 528 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _2015/moser_main.py | 56 | def generate_intersection_dots(self): | CODE |
| LOW | _2015/moser_main.py | 69 | def chop_lines_at_intersection_points(self): | CODE |
| LOW | _2015/inventing_math.py | 1787 | def draw_remaining_rectangles(self, rectangles): | STRING |
| LOW | _2015/music_and_measure.py | 355 | def continuously_vary_frequency(self, top_vib_1, top_vib_2): | CODE |
| LOW | _2015/music_and_measure.py | 1180 | def assign_intervals_to_rationals(self): | STRING |
| LOW | _2015/ka_playgrounds/jacobian_animations.py | 72 | def capture_mobjects_in_camera(self, mobjects, **kwargs): | CODE |
| LOW | _2023/optics_puzzles/wave_machine.py | 122 | def get_rotation_arrow_animations(self, x_value=6): | CODE |
| LOW | _2023/optics_puzzles/e_field.py | 133 | def place_force_word_on_arrow(word, arrow): | STRING |
| LOW | _2023/optics_puzzles/bending_waves.py | 684 | def highlight_intersection_points(self, line_group, color, arrow_direction=LEFT): | CODE |
| LOW | _2023/optics_puzzles/adding_waves.py | 699 | def get_wave_change_animations(self, wave_group, parameter, value): | CODE |
| LOW | _2023/optics_puzzles/objects.py | 74 | def acceleration_from_position(pos_func, time, dt=1e-3): | CODE |
| LOW | _2023/optics_puzzles/driven_harmonic_oscillator.py | 598 | def udpate_full_field_opacity(ff): | STRING |
| LOW | _2023/optics_puzzles/cylinder.py | 651 | def get_continuous_wave_trail(self, axes, line, opacity=0.4): | CODE |
| LOW | _2023/clt/main.py | 69 | def get_die_distribution_chart( | CODE |
| LOW | _2023/clt/main.py | 541 | def get_sum_distribution_plot(self, n, **kwargs): | CODE |
| LOW | _2023/clt/main.py | 614 | def get_mean_and_standard_deviation(self, distribution): | CODE |
| LOW | _2023/clt/main.py | 2559 | def get_top_distribution_plot( | CODE |
| LOW | _2023/convolutions2/continuous.py | 712 | def get_normal_parameter_labels(self, plot, mean, sigma, font_size=18, color=GREY_A): | CODE |
| LOW | _2023/convolutions2/continuous.py | 1467 | def highlight_several_regions(self, highlighted_xs=None, s=0, reference=None): | CODE |
| LOW | _2024/linalg/eigenlecture.py | 239 | def get_vector_field_and_stream_lines( | STRING |
| LOW | _2024/inscribed_rect/loops.py | 821 | def animate_to_rectangle_with_angle( | CODE |
| LOW | _2024/transformers/attention.py | 1343 | def bake_mobject_into_vector_entries(self, mob, vector, path_arc=30 * DEGREES, group_type=None): | CODE |
| LOW | _2024/transformers/attention.py | 2165 | def get_next_word_distribution(): | CODE |
| LOW | _2024/transformers/attention.py | 2535 | def get_top_vect_to_low_vect_path(self, top_vect, low_vect, color, top_buff=0.1, low_buff=0.2, bezier_factor=1.5): | CODE |
| LOW | _2024/transformers/generation.py | 277 | def animate_prediction_ouptut(self, machine, cur_str): | CODE |
| LOW | _2024/transformers/generation.py | 403 | def reposition_transformer_drawing(self, machine): | CODE |
| LOW | _2024/transformers/auto_regression.py | 233 | def animate_prediction_ouptut(self, machine, cur_str): | CODE |
| LOW | _2024/transformers/network_flow.py | 162 | def show_initial_text_embedding(self, word_scale_factor=0.6, bump_first=False): | CODE |
| LOW | _2024/transformers/network_flow.py | 263 | def progress_through_attention_block( | CODE |
| LOW | _2024/transformers/network_flow.py | 356 | def play_simple_attention_animation(self, layer, run_time=5, added_anims=[]): | CODE |
| LOW | _2024/transformers/network_flow.py | 387 | def progress_through_mlp_block( | CODE |
| LOW | _2024/transformers/network_flow.py | 1228 | def progress_through_mlp_block(self, *args, **kwargs): | CODE |
| LOW | _2024/transformers/network_flow.py | 1249 | def show_initial_text_embedding(self, word_scale_factor=0.6, bump_first=False): | CODE |
| LOW | _2024/transformers/chm.py | 1093 | def bar_group_change_animation(self, bar_group, new_value): | STRING |
| LOW | _2024/transformers/helpers.py | 97 | def show_matrix_vector_product(scene, matrix, vector, buff=0.25, x_max=999, fix_in_frame=False): | CODE |
| LOW | _2024/transformers/helpers.py | 132 | def matrix_row_vector_product(scene, row, vector, entry, to_fade, fix_in_frame=False): | CODE |
| LOW | _2024/transformers/helpers.py | 162 | def get_full_matrix_vector_product( | CODE |
| LOW | _2024/transformers/helpers.py | 221 | def show_symbolic_matrix_vector_product(scene, matrix, vector, rhs, run_time_per_row=0.75): | CODE |
| LOW | _2024/transformers/helpers.py | 258 | def get_data_modifying_matrix_anims( | CODE |
| LOW | _2024/transformers/old_auto_regression.py | 233 | def animate_prediction_ouptut(self, machine, cur_str): | CODE |
| LOW | _2024/puzzles/max_rand.py | 50 | def get_random_var_label_group(axis, label_name, color=GREY, initial_value=None, font_size=36, direction=None): | CODE |
| LOW | _2024/puzzles/added_dimension.py | 146 | def get_random_cube_from_stack(self): | CODE |
| LOW | _2024/puzzles/added_dimension.py | 207 | def animate_out_with_rotation(self, cube, color=TEAL, run_time=2): | CODE |
| LOW | _2024/puzzles/added_dimension.py | 2353 | def get_all_intersection_dots(self, line_pairs): | CODE |
| LOW | _2024/puzzles/added_dimension.py | 2359 | def get_all_external_tangents(self, circles, **kwargs): | CODE |
| LOW | _2024/puzzles/added_dimension.py | 2400 | def manipulate_circle_positions(self, circles): | CODE |
| LOW | _2024/puzzles/added_dimension.py | 2484 | def get_center_of_similarity_dots(self, shapes): | CODE |
| LOW | _2024/puzzles/added_dimension.py | 2840 | def get_random_angle_data_histogram(self, dim, n_vects=1000000, step_size=1): | STRING |
| LOW | _2024/puzzles/added_dimension.py | 2964 | def get_uniform_random_indicator(self, value_tracker, n): | STRING |
| LOW | _2024/holograms/diffraction.py | 379 | def get_point_sources_from_wall(self, wall, z=0): | CODE |
| LOW | _2024/holograms/diffraction.py | 4200 | def get_point_source_locations(self): | CODE |
| LOW | _2024/holograms/diffraction.py | 4213 | def color_dot_cloud_by_diffraction(self, dot_cloud): | CODE |
| LOW | _2025/guest_videos/misc_animations.py | 108 | def get_training_data_examples(n_samples, min_scale=0.2): | STRING |
| LOW | _2025/laplace/main_equations.py | 343 | def get_s_plane_and_exp_pieces(self, s_samples): | CODE |
| LOW | _2025/colliding_blocks_v2/blocks.py | 49 | def get_scaled_block_velocities(self): | CODE |
| LOW | _2025/grover/qc_supplements.py | 5 | def get_quantum_computer_symbol(height=2, color=GREY_B, symbol_tex=R"|Q\rangle", symbol_color=TEAL): | CODE |
| LOW | _2025/grover/qc_supplements.py | 21 | def get_classical_computer_symbol(height=2, color=GREY_B, symbol_tex=R"\mathcal{C}", symbol_color=YELLOW): | CODE |
| LOW | _2025/cosmic_distance/planets.py | 2585 | def show_time_series_measurments(self, earth, mars, sun, earth_glow, n_measurements=5, rotation_time=2): | CODE |
| LOW | _2025/cosmic_distance/planets.py | 2619 | def show_earth_location_with_intersection(self, earth, mars, sun): | CODE |
| LOW | _2025/cosmic_distance/planets.py | 2642 | def get_rigid_lines_from_mars(self, mars, ghost_earths): | CODE |
| 910 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | manim_imports_ext.py | 1 | CODE | |
| LOW | manim_imports_ext.py | 2 | CODE | |
| LOW | manim_imports_ext.py | 4 | CODE | |
| LOW | manim_imports_ext.py | 5 | CODE | |
| LOW | manim_imports_ext.py | 6 | CODE | |
| LOW | manim_imports_ext.py | 7 | CODE | |
| LOW | manim_imports_ext.py | 8 | CODE | |
| LOW | manim_imports_ext.py | 9 | CODE | |
| LOW | manim_imports_ext.py | 10 | CODE | |
| LOW | manim_imports_ext.py | 11 | CODE | |
| LOW | manim_imports_ext.py | 12 | CODE | |
| LOW | manim_imports_ext.py | 13 | CODE | |
| LOW | manim_imports_ext.py | 14 | CODE | |
| LOW | _2015/complex_multiplication_article.py | 6 | CODE | |
| LOW | _2015/complex_multiplication_article.py | 8 | CODE | |
| LOW | _2015/three_dimensions.py | 6 | CODE | |
| LOW | _2015/inventing_math_images.py | 4 | CODE | |
| LOW | _2015/inventing_math_images.py | 5 | CODE | |
| LOW | _2015/inventing_math_images.py | 6 | CODE | |
| LOW | _2015/inventing_math_images.py | 7 | CODE | |
| LOW | _2015/inventing_math_images.py | 9 | CODE | |
| LOW | _2015/inventing_math_images.py | 10 | CODE | |
| LOW | _2015/eulers_characteristic_formula.py | 7 | CODE | |
| LOW | _2015/eulers_characteristic_formula.py | 10 | CODE | |
| LOW | _2015/eulers_characteristic_formula.py | 11 | CODE | |
| LOW | _2015/eulers_characteristic_formula.py | 12 | CODE | |
| LOW | _2015/eulers_characteristic_formula.py | 13 | CODE | |
| LOW | _2015/eulers_characteristic_formula.py | 16 | CODE | |
| LOW | _2015/eulers_characteristic_formula.py | 17 | CODE | |
| LOW | _2015/pythagorean_proof.py | 4 | CODE | |
| LOW | _2015/pythagorean_proof.py | 6 | CODE | |
| LOW | _2015/moser_main.py | 5 | CODE | |
| LOW | _2015/moser_main.py | 8 | CODE | |
| LOW | _2015/moser_main.py | 9 | CODE | |
| LOW | _2015/moser_main.py | 11 | CODE | |
| LOW | _2015/moser_main.py | 12 | CODE | |
| LOW | _2015/matrix_as_transform_2d.py | 4 | CODE | |
| LOW | _2015/matrix_as_transform_2d.py | 6 | CODE | |
| LOW | _2015/matrix_as_transform_2d.py | 8 | CODE | |
| LOW | _2015/music_and_measure.py | 7 | CODE | |
| LOW | _2015/music_and_measure.py | 10 | CODE | |
| LOW | _2015/tau_poem.py | 7 | CODE | |
| LOW | _2015/tau_poem.py | 9 | CODE | |
| LOW | _2015/playground_counting_in_binary.py | 6 | CODE | |
| LOW | _2015/playground_counting_in_binary.py | 7 | CODE | |
| LOW | _2015/playground_counting_in_binary.py | 10 | CODE | |
| LOW | _2015/playground_counting_in_binary.py | 11 | CODE | |
| LOW | _2015/playground_counting_in_binary.py | 12 | CODE | |
| LOW | _2015/playground_counting_in_binary.py | 13 | CODE | |
| LOW | _2015/playground_counting_in_binary.py | 14 | CODE | |
| LOW | _2015/counting_in_binary.py | 7 | CODE | |
| LOW | _2015/counting_in_binary.py | 9 | CODE | |
| LOW | _2015/moser_intro.py | 6 | CODE | |
| LOW | _2015/moser_intro.py | 9 | CODE | |
| LOW | _2015/generate_logo.py | 1 | CODE | |
| LOW | _2015/ka_playgrounds/circuits.py | 1 | CODE | |
| LOW | _2015/ka_playgrounds/parametric_curves.py | 3 | CODE | |
| LOW | _2015/ka_playgrounds/transform_article.py | 1 | CODE | |
| LOW | _2015/ka_playgrounds/jacobian_animations.py | 2 | CODE | |
| LOW | _2015/ka_playgrounds/jacobian_animations.py | 4 | CODE | |
| 681 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _2015/moser_main.py | 556 | CODE | |
| LOW | _2015/music_and_measure.py | 1114 | CODE | |
| LOW | _2015/counting_in_binary.py | 335 | CODE | |
| LOW | _2024/transformers/attention.py | 1851 | CODE | |
| LOW | _2024/transformers/attention.py | 3504 | CODE | |
| LOW | _2024/transformers/ml_basics.py | 1815 | CODE | |
| LOW | _2025/grover/clarification.py | 67 | CODE | |
| LOW | _2025/grover/clarification.py | 80 | CODE | |
| LOW | _2025/grover/state_vectors.py | 1472 | CODE | |
| LOW | _2022/piano/midi_animations.py | 42 | CODE | |
| LOW | _2022/borwein/main.py | 60 | CODE | |
| LOW | _2022/borwein/main.py | 1012 | CODE | |
| LOW | _2022/wordle/footnote.py | 655 | CODE | |
| LOW | _2022/wordle/scenes.py | 515 | CODE | |
| LOW | _2022/puzzles/subsets.py | 863 | CODE | |
| LOW | _2022/puzzles/subsets.py | 1549 | CODE | |
| LOW | _2022/puzzles/subsets.py | 3739 | CODE | |
| LOW | _2022/galois/art_supplements.py | 5 | CODE | |
| LOW | _2022/convolutions/discrete.py | 104 | CODE | |
| LOW | _2022/convolutions/discrete.py | 1863 | CODE | |
| LOW | _2022/convolutions/discrete.py | 2195 | CODE | |
| LOW | _2016/hanoi.py | 76 | CODE | |
| LOW | _2016/wcat.py | 1460 | CODE | |
| LOW | _2016/brachistochrone/curves.py | 61 | CODE | |
| LOW | _2016/eola/chapter4.py | 961 | CODE | |
| LOW | _2018/quaternions.py | 23 | CODE | |
| LOW | _2018/quaternions.py | 4265 | CODE | |
| LOW | _2018/WindingNumber_G.py | 353 | CODE | |
| LOW | _2018/cramer.py | 578 | CODE | |
| LOW | _2018/div_curl.py | 100 | CODE | |
| LOW | _2018/div_curl.py | 103 | CODE | |
| LOW | _2018/eop/pascal.py | 224 | CODE | |
| LOW | _2018/eop/bayes.py | 1197 | CODE | |
| LOW | _2018/eop/combinations.py | 1013 | CODE | |
| LOW | _2018/eop/combinations.py | 1124 | CODE | |
| LOW | _2018/eop/combinations.py | 1369 | CODE | |
| LOW | _2018/eop/combinations.py | 1484 | CODE | |
| LOW | _2018/eop/combinations.py | 1621 | CODE | |
| LOW | _2018/eop/reusables/histograms.py | 78 | CODE | |
| LOW | _2018/eop/reusables/coin_flip_tree.py | 43 | CODE | |
| LOW | _2018/eop/chapter2/permutation_grid.py | 43 | CODE | |
| LOW | _2020/chess.py | 4677 | CODE | |
| LOW | _2020/monster.py | 3723 | CODE | |
| LOW | _2020/covid.py | 455 | CODE | |
| LOW | _2020/hamming.py | 5163 | CODE | |
| LOW | _2020/hamming.py | 5499 | CODE | |
| LOW | _2020/hamming.py | 6166 | CODE | |
| LOW | _2020/sir.py | 348 | CODE | |
| LOW | _2020/18S191/diffusion.py | 17 | CODE | |
| LOW | _2020/18S191/diffusion.py | 93 | CODE | |
| LOW | _2021/newton_fractal.py | 2753 | CODE | |
| LOW | _2021/newton_fractal.py | 3164 | CODE | |
| LOW | _2019/moduli.py | 877 | CODE | |
| LOW | _2019/spirals.py | 120 | CODE | |
| LOW | _2019/spirals.py | 2799 | CODE | |
| LOW | _2019/clacks/solution2/mirror_scenes.py | 597 | CODE | |
| LOW | _2019/diffyq/part3/temperature_graphs.py | 605 | CODE | |
| LOW | _2019/diffyq/part1/staging.py | 2350 | CODE | |
| LOW | _2019/diffyq/part1/staging.py | 2721 | CODE | |
| LOW | _2019/diffyq/part1/staging.py | 2949 | CODE | |
| 33 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | _2023/clt/main.py | 39 | # Create a list of rectangles arranged side by side, | COMMENT |
| MEDIUM | _2023/clt/main.py | 2838 | # Define the sum | COMMENT |
| MEDIUM | _2025/laplace/main_equations.py | 1040 | # Create the graph | COMMENT |
| MEDIUM | _2022/visual_proofs/lies.py | 176 | # Create the sphere | COMMENT |
| MEDIUM | _2018/cramer.py | 19 | # Create a new Matrix mobject with copies of these entries | COMMENT |
| MEDIUM | _2018/WindingNumber.py | 486 | # This function is specified by a list of (x, y, z) tuples, | STRING |
| MEDIUM | _2020/beta/beta1.py | 1405 | # Create a stockpile of new rows | COMMENT |
| MEDIUM | _2026/monthly_mindbenders/peg_jumping.py | 11 | # Create the peg board and the pegs | COMMENT |
| MEDIUM | _2026/hairy_ball/spheres.py | 26 | # Define the golden angle | COMMENT |
| MEDIUM | _2026/hairy_ball/spheres.py | 36 | # Define the golden angle increment | COMMENT |
| MEDIUM | _2026/print_gallery/conformal_maps.py | 31 | # Create the imaginary axis | COMMENT |
| MEDIUM | _2026/print_gallery/conformal_maps.py | 70 | # Create the rest of the complex plane | COMMENT |
| MEDIUM | _2026/print_gallery/misc_scenes.py | 202 | # Create a unit plane | STRING |
| MEDIUM | _2026/print_gallery/misc_scenes.py | 582 | # Create a right angle symbol | STRING |
| MEDIUM | _2026/cross_entropy/robot.py | 60 | # Create the robot | COMMENT |
| MEDIUM | _2026/cross_entropy/robot.py | 543 | # Create a stream of bits flowing towards the bot, and decode them into instructions by chunks of 2 | COMMENT |
| MEDIUM | _2026/cross_entropy/robot.py | 1433 | # Create a stream of bits flowing towards the bot, and decode them into instructions by chunks of 2 | COMMENT |
| MEDIUM | _2026/cross_entropy/robot.py | 5534 | # Create the graph | COMMENT |
| MEDIUM | _2026/cross_entropy/robot.py | 7007 | # Create the graph | COMMENT |
| MEDIUM | _2026/cross_entropy/robot.py | 7202 | # Create the graph | COMMENT |
| MEDIUM | _2026/cross_entropy/robot.py | 7732 | # Create the entropy chart | COMMENT |
| MEDIUM | _2026/cross_entropy/robot.py | 7888 | # Create a stream of instructions flowing towards the bot, and decode them into instructions by chunks of 2 | COMMENT |
| MEDIUM | _2026/cross_entropy/robot.py | 8142 | # Create the charts | COMMENT |
| MEDIUM | …s_entropy/language_tree_visualization/language_tree.py | 77 | # Create the file icons for each example | COMMENT |
| MEDIUM | …s_entropy/language_tree_visualization/language_tree.py | 131 | # Create the full tree of language lineage | COMMENT |
| MEDIUM | …s_entropy/language_tree_visualization/language_tree.py | 251 | # Create the file icons for each example | COMMENT |
| MEDIUM | …s_entropy/language_tree_visualization/language_tree.py | 305 | # Create the full tree of language lineage | COMMENT |
| MEDIUM | …s_entropy/language_tree_visualization/language_tree.py | 429 | # Create a temporary arrow to steal the path points from | COMMENT |
| MEDIUM | …s_entropy/language_tree_visualization/language_tree.py | 890 | # Create the full tree layout structure on the right side | COMMENT |
| MEDIUM | custom/deprecated.py | 1 | # This file contains functions and classes which have been used in old | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _2015/inventing_math.py | 281 | for element in group | COMMENT |
| LOW | _2015/inventing_math.py | 301 | # # text.scale(1.5).to_edge(LEFT).shift(UP).set_color("white") | COMMENT |
| LOW | _2015/inventing_math.py | 321 | # define = OldTexText([ | COMMENT |
| LOW | _2015/moser_intro.py | 261 | # logo_to_circle().write_to_movie("moser/LogoToCircle") | COMMENT |
| LOW | _2015/ka_playgrounds/circuits.py | 161 | Transform(ohms[10], ohms[8]), | COMMENT |
| LOW | _2015/ka_playgrounds/circuits.py | 181 | # LongResistor(pos[3][0], pos[5][0]), | COMMENT |
| LOW | _2023/optics_puzzles/slowing_waves_insert_embed.py | 741 | wave.stop_clock() | COMMENT |
| LOW | _2023/clt/wordy_scenes.py | 601 | lag_ratio=0.2 | COMMENT |
| LOW | _2023/gauss_int/supplements.py | 1 | from manim_imports_ext import * | COMMENT |
| LOW | _2024/transformers/network_flow.py | 1 | import torch | COMMENT |
| LOW | _2024/transformers/network_flow.py | 61 | COMMENT | |
| LOW | _2024/transformers/supplements.py | 861 | LaggedStartMap(VFadeIn, self.pi_creatures), | COMMENT |
| LOW | _2022/wordle/scenes.py | 3801 | return result | COMMENT |
| LOW | _2022/wordle/scenes.py | 3821 | # | COMMENT |
| LOW | outside_videos/analysis.py | 321 | lines.add(line) | COMMENT |
| LOW | _2016/patreon.py | 321 | self.play(ShowCreation( | COMMENT |
| LOW | _2016/eola/chapter7.py | 641 | self.play(*list(map(FadeOut, [ | COMMENT |
| LOW | _2016/eola/chapter7.py | 1701 | ] | COMMENT |
| LOW | _2016/eola/chapter10.py | 1741 | # faders.append(to_fade) | COMMENT |
| LOW | _2018/quaternions.py | 5101 | # z = np.cos(u) | COMMENT |
| LOW | _2018/quat3d.py | 281 | COMMENT | |
| LOW | _2018/quat3d.py | 301 | # FadeInFromDown(hn_context), | COMMENT |
| LOW | _2018/quat3d.py | 321 | # lambda m: (m, UP), | COMMENT |
| LOW | _2018/div_curl.py | 1 | COMMENT | |
| LOW | _2018/WindingNumber.py | 2161 | COMMENT | |
| LOW | _2018/WindingNumber.py | 2641 | # TODO: Brouwer's fixed point theorem visuals | COMMENT |
| LOW | _2018/fourier.py | 361 | self.play(MoveToTarget(sum_lines, path_arc = np.pi/4)) | COMMENT |
| LOW | _2018/eop/combinations.py | 601 | # class Introduction(Scene): | COMMENT |
| LOW | _2018/eop/combinations.py | 621 | COMMENT | |
| LOW | _2018/eop/combinations.py | 641 | COMMENT | |
| LOW | _2018/eop/combinations.py | 661 | # VGroup(n_choose_k, point, point).copy(), | COMMENT |
| LOW | _2018/eop/combinations.py | 681 | COMMENT | |
| LOW | _2018/eop/combinations.py | 701 | # s.start_terms.add(term[0]) | COMMENT |
| LOW | _2018/eop/combinations.py | 721 | # self.wait() | COMMENT |
| LOW | _2018/eop/combinations.py | 741 | # top_stacks.add_to_back(point) | COMMENT |
| LOW | _2018/eop/combinations.py | 761 | # ) | COMMENT |
| LOW | _2018/eop/combinations.py | 781 | # self.choose_k() | COMMENT |
| LOW | _2018/eop/combinations.py | 801 | # numbers = VGroup(*[ | COMMENT |
| LOW | _2018/eop/combinations.py | 821 | # n, k = self.n, self.k | COMMENT |
| LOW | _2018/eop/combinations.py | 841 | # ]).arrange(DOWN, buff = MED_SMALL_BUFF) | COMMENT |
| LOW | _2018/eop/combinations.py | 861 | # VGroup(*subset).set_color(WHITE) | COMMENT |
| LOW | _2018/eop/combinations.py | 881 | # for stack, new_k in (top_stack, k-1), (bottom_stack, k): | COMMENT |
| LOW | _2018/eop/combinations.py | 901 | # subset_mobs.target.shift(LEFT) | COMMENT |
| LOW | _2018/eop/combinations.py | 921 | # formula = OldTex( | COMMENT |
| LOW | _2018/eop/combinations.py | 941 | # "What is the \\\\ probability of a flush?" | COMMENT |
| LOW | _2018/eop/combinations.py | 1301 | # class GroupsOf6(Scene): | COMMENT |
| LOW | _2018/eop/combinations.py | 1321 | # number = OldTex(str(len(stack))) | COMMENT |
| LOW | _2018/eop/combinations.py | 1341 | # class GroupsOf7(Scene): | COMMENT |
| LOW | _2018/eop/combinations.py | 2121 | bars.add(bars_copy[-1]) | COMMENT |
| LOW | _2018/eop/chapter1/brick_row_scene.py | 561 | COMMENT | |
| LOW | _2018/eop/chapter1/brick_row_scene.py | 581 | COMMENT | |
| LOW | _2018/eop/chapter1/brick_row_scene.py | 601 | # self.play( | COMMENT |
| LOW | _2018/eop/chapter1/prob_dist_visuals.py | 81 | COMMENT | |
| LOW | _2018/eop/chapter1/prob_dist_visuals.py | 101 | # new_brace_sun = Brace(new_sun_rect, DOWN) | COMMENT |
| LOW | _2018/eop/chapter1/prob_dist_visuals.py | 121 | # tracked_mobject = p_sun_label, | COMMENT |
| LOW | _2018/basel/basel.py | 1721 | # repeat: | COMMENT |
| LOW | _2018/basel/basel.py | 2581 | # we assume that the scene contains: | COMMENT |
| LOW | _2018/basel/basel.py | 3361 | COMMENT | |
| LOW | _2018/basel/basel2.py | 41 | (lambda r: maxint * (cutoff/(r/scale+cutoff))**exponent) | COMMENT |
| LOW | _2018/basel/basel2.py | 3261 | def construction_step(n, show_steps = True, run_time = 1, | COMMENT |
| 35 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | _2024/transformers/generation.py | 392 | except Exception as e: | CODE |
| HIGH | _2024/transformers/auto_regression.py | 348 | except Exception as e: | CODE |
| HIGH | _2024/transformers/old_auto_regression.py | 348 | except Exception as e: | CODE |
| HIGH | _2016/brachistochrone/drawing_images.py | 62 | except: | CODE |
| HIGH | _2018/quaternions.py | 6385 | except ValueError: | CODE |
| HIGH | _2020/covid.py | 286 | except IndexError: | CODE |
| HIGH | _2020/hamming.py | 1177 | except Exception: | CODE |
| HIGH | _2021/some1_winners.py | 74 | except urllib.request.HTTPError: | CODE |
| HIGH | _2021/newton_fractal.py | 2788 | except ValueError: | CODE |
| HIGH | _2021/newton_fractal.py | 2953 | except Exception: | CODE |
| HIGH | _2021/newton_fractal.py | 4920 | except Exception: | CODE |
| HIGH | _2021/holomorphic_dynamics.py | 815 | except Exception: | CODE |
| HIGH | _2026/cross_entropy/entropy.py | 2190 | except ValueError: | CODE |
| HIGH | …s_entropy/language_tree_visualization/language_tree.py | 617 | except: | CODE |
| HIGH | _2017/fractal_dimension.py | 1750 | except: | CODE |
| HIGH | _2017/eoc/chapter10.py | 1616 | except: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _2023/optics_puzzles/wave_machine.py | 5 | CODE | |
| LOW | _2023/optics_puzzles/bending_waves.py | 6 | CODE | |
| LOW | _2023/optics_puzzles/bending_waves.py | 624 | CODE | |
| LOW | _2023/optics_puzzles/adding_waves.py | 530 | CODE | |
| LOW | _2023/optics_puzzles/adding_waves.py | 697 | CODE | |
| LOW | _2023/optics_puzzles/objects.py | 30 | CODE | |
| LOW | _2023/optics_puzzles/objects.py | 145 | CODE | |
| LOW | _2023/optics_puzzles/objects.py | 273 | CODE | |
| LOW | _2023/optics_puzzles/objects.py | 392 | CODE | |
| LOW | _2023/optics_puzzles/driven_harmonic_oscillator.py | 8 | CODE | |
| LOW | _2023/gauss_int/integral.py | 315 | CODE | |
| LOW | _2024/linalg/eigenlecture.py | 239 | CODE | |
| LOW | _2024/inscribed_rect/helpers.py | 184 | CODE | |
| LOW | _2024/transformers/attention.py | 2080 | CODE | |
| LOW | _2024/transformers/generation.py | 70 | CODE | |
| LOW | _2024/transformers/generation.py | 207 | CODE | |
| LOW | _2024/transformers/generation.py | 950 | CODE | |
| LOW | _2024/transformers/auto_regression.py | 163 | CODE | |
| LOW | _2024/transformers/embedding.py | 53 | CODE | |
| LOW | _2024/transformers/embedding.py | 2227 | CODE | |
| LOW | _2024/transformers/network_flow.py | 129 | CODE | |
| LOW | _2024/transformers/network_flow.py | 387 | CODE | |
| LOW | _2024/transformers/mlp.py | 2581 | CODE | |
| LOW | _2024/transformers/helpers.py | 162 | CODE | |
| LOW | _2024/transformers/helpers.py | 397 | CODE | |
| LOW | _2024/transformers/helpers.py | 472 | CODE | |
| LOW | _2024/transformers/helpers.py | 525 | CODE | |
| LOW | _2024/transformers/helpers.py | 656 | CODE | |
| LOW | _2024/transformers/helpers.py | 769 | CODE | |
| LOW | _2024/transformers/old_auto_regression.py | 163 | CODE | |
| LOW | _2024/holograms/diffraction.py | 64 | CODE | |
| LOW | _2024/holograms/diffraction.py | 3469 | CODE | |
| LOW | _2025/laplace/shm.py | 12 | CODE | |
| LOW | _2025/laplace/integration.py | 10 | CODE | |
| LOW | _2025/colliding_blocks_v2/blocks.py | 1045 | CODE | |
| LOW | _2025/grover/qc_supplements.py | 18 | CODE | |
| LOW | _2025/grover/qc_supplements.py | 50 | CODE | |
| LOW | _2025/grover/polarization.py | 347 | CODE | |
| LOW | _2022/piano/wav_to_midi.py | 245 | CODE | |
| LOW | _2022/wordle/simulations.py | 767 | CODE | |
| LOW | _2022/convolutions/discrete.py | 1535 | CODE | |
| LOW | _2018/alt_calc.py | 268 | CODE | |
| LOW | _2018/fourier.py | 534 | CODE | |
| LOW | _2018/wallis.py | 72 | CODE | |
| LOW | _2020/ctracing.py | 429 | CODE | |
| LOW | _2020/med_test.py | 5581 | CODE | |
| LOW | _2020/beta/beta1.py | 1155 | CODE | |
| LOW | _2021/newton_fractal.py | 882 | CODE | |
| LOW | _2021/newton_fractal.py | 912 | CODE | |
| LOW | _2021/newton_fractal.py | 1390 | CODE | |
| LOW | _2021/holomorphic_dynamics.py | 2916 | CODE | |
| LOW | _2021/matrix_exp.py | 27 | CODE | |
| LOW | _2019/spirals.py | 33 | CODE | |
| LOW | _2019/windmill.py | 1816 | CODE | |
| LOW | _2019/clacks/solution2/mirror_scenes.py | 318 | CODE | |
| LOW | _2019/clacks/solution2/wordy_scenes.py | 143 | CODE | |
| LOW | _2019/bayes/part1.py | 3558 | CODE | |
| LOW | _2019/bayes/part1.py | 3989 | CODE | |
| LOW | _2026/spheres_talk/random_puzzles.py | 5 | CODE | |
| LOW | _2026/spheres_talk/random_puzzles.py | 569 | CODE | |
| 15 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | _2018/uncertainty.py | 0 | warning: this file makes use of continualanimation, which has since been deprecated | STRING |
| HIGH | _2018/WindingNumber.py | 0 | warning: this file makes use of continualanimation, which has since been deprecated | STRING |
| HIGH | _2018/basel/basel.py | 0 | warning: this file makes use of continualanimation, which has since been deprecated | STRING |
| HIGH | _2018/basel/basel2.py | 0 | warning: this file makes use of continualanimation, which has since been deprecated | STRING |
| HIGH | _2017/waves.py | 0 | warning: this file makes use of continualanimation, which has since been deprecated | STRING |
| HIGH | _2017/nn/part1.py | 0 | warning: this file makes use of continualanimation, which has since been deprecated | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | _2026/2025_P6/p6.py | 2222 | # ---------------------------------------------------------------------------- | COMMENT |
| MEDIUM | _2026/cross_entropy/transformer_render.py | 35 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | _2026/cross_entropy/transformer_render.py | 37 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | _2026/cross_entropy/transformer_render.py | 61 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | _2026/cross_entropy/transformer_render.py | 63 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | _2026/cross_entropy/transformer_render.py | 90 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | _2026/cross_entropy/transformer_render.py | 92 | # --------------------------------------------------------------------------- | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _2024/inscribed_rect/loops.py | 2947 | except Exception: | CODE |
| LOW | _2024/transformers/generation.py | 392 | except Exception as e: | CODE |
| LOW | _2024/transformers/auto_regression.py | 348 | except Exception as e: | CODE |
| LOW | _2024/transformers/old_auto_regression.py | 348 | except Exception as e: | CODE |
| LOW | _2024/puzzles/added_dimension.py | 2397 | except Exception: | CODE |
| MEDIUM | _2024/puzzles/added_dimension.py | 2391 | def get_intersection(self, line1, line2): | CODE |
| LOW | _2022/wordle/scenes.py | 4099 | except Exception: | CODE |
| LOW | outside_videos/name_animation.py | 157 | except Exception as inst: | CODE |
| MEDIUM | _2018/WindingNumber.py | 497 | print("Error in plane_func_by_wind_spec embiggen!") | STRING |
| LOW | _2020/hamming.py | 1177 | except Exception: | CODE |
| LOW | _2021/newton_fractal.py | 2953 | except Exception: | STRING |
| LOW | _2021/newton_fractal.py | 4920 | except Exception: | STRING |
| LOW | _2021/holomorphic_dynamics.py | 815 | except Exception: | CODE |
| LOW | _2026/monthly_mindbenders/chords.py | 243 | except Exception: | CODE |
| MEDIUM | …026/cross_entropy/text_data/training_data_examples.txt | 139 | try:\n result = 10 / 0\nexcept ZeroDivisionError as e:\n print(f"Error occurred: {e}") | CODE |
| LOW | custom/drawings.py | 299 | except Exception: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _2025/laplace/exponentials.py | 701 | # Set s to 2i, then add vectors | COMMENT |
| LOW | _2025/cosmic_distance/supplements2.py | 175 | # Increment clock | COMMENT |
| LOW | _2025/cosmic_distance/part2.py | 175 | # Increment clock | COMMENT |
| LOW | _2018/uncertainty.py | 195 | #Check if reflection is happening | COMMENT |
| LOW | _2018/uncertainty.py | 210 | #Check if done | COMMENT |
| LOW | _2021/matrix_exp.py | 579 | # Increment input | COMMENT |
| LOW | _2021/matrix_exp.py | 6393 | # Increment input | COMMENT |
| LOW | _2019/hyperdarts.py | 1295 | # Set one to 0.5 | COMMENT |
| LOW | _2026/print_gallery/exponential.py | 2618 | self.wait() # Set longer to interact with in a recording | CODE |
| LOW | sublime_custom_commands/manim_plugins.py | 110 | # Check if it matches IPython prompt pattern: "In [123]:" or similar | COMMENT |
| LOW | sublime_custom_commands/manim_plugins.py | 164 | # Check if we should reload instead of run fresh | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | _2018/pi_day.py | 824 | "\\frac{1}{0}", "\\text{ is undefined}" | CODE |
| HIGH | _2026/cross_entropy/supplements.py | 985 | Tex(R"D_{\text{KL}}(p || q) = \sum_i p_i\big(\log_2(p_i / q_i)\big)", **kw), | CODE |
| HIGH | _2017/eoc/chapter7.py | 900 | Write(undefined) | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _2020/beta/beta1.py | 628 | fake_data = data[10:] | CODE |
| LOW | _2020/beta/beta1.py | 655 | fd_rect = SurroundingRectangle(VGroup(fake_data, underlines[10:])) | CODE |
| LOW | _2020/beta/beta1.py | 733 | fake_data, | CODE |
| LOW | _2020/beta/beta1.py | 760 | fake_data = data[-2:] | CODE |
| LOW | _2020/beta/beta1.py | 762 | fd_rect.replace(fake_data, stretch=True) | CODE |
| LOW | _2020/beta/beta1.py | 784 | Write(fake_data), | CODE |
| LOW | _2020/beta/beta1.py | 834 | fake_data, underlines, | CODE |
| LOW | _2020/beta/beta1.py | 862 | fake_data = data[-2:] | CODE |
| LOW | _2020/beta/beta1.py | 888 | Write(fake_data) | CODE |
| LOW | _2020/beta/beta1.py | 894 | FadeOut(fake_data) | CODE |
| LOW | …s_entropy/language_tree_visualization/language_tree.py | 12 | def __init__(self, example_text="Lorem Ipsum"): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …s_entropy/language_tree_visualization/language_tree.py | 780 | # Step 1: Compute the current center of mass for each family dynamically | COMMENT |
| LOW⚡ | …s_entropy/language_tree_visualization/language_tree.py | 794 | # Step 2: Apply tracking pulls toward family centroids & macro-category pulls | COMMENT |
| LOW⚡ | …s_entropy/language_tree_visualization/language_tree.py | 804 | # Step 3: Handle pair-wise repulsions and structural macro-attractions | COMMENT |
| LOW | once_useful_constructs/dict_shenanigans.py | 19 | The purpose of this function is to ensure that all | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | _2018/div_curl.py | 13 | # the stream lines. Certainly while developing, things were not | COMMENT |
| MEDIUM | _2026/print_gallery/conformal_maps.py | 148 | # using this trick a lot... not sure how to take care of z indexing in a more robust way. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …s_entropy/language_tree_visualization/language_tree.py | 780 | # Step 1: Compute the current center of mass for each family dynamically | COMMENT |
| LOW⚡ | …s_entropy/language_tree_visualization/language_tree.py | 794 | # Step 2: Apply tracking pulls toward family centroids & macro-category pulls | COMMENT |
| LOW⚡ | …s_entropy/language_tree_visualization/language_tree.py | 804 | # Step 3: Handle pair-wise repulsions and structural macro-attractions | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | _2019/hyperdarts.py | 1657 | # line 2 scaffold | COMMENT |