Mühendisler İçin
Lineer Cebir

{
  "kitap_bolumu": 1,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "uc_sensor": {
      "kaynak": "bolum01_model_kurma.sensor_case",
      "state_names": [
        "temperature_change",
        "pressure_change",
        "humidity_change"
      ],
      "state_units": [
        "degC_difference",
        "kPa",
        "percent_RH_difference"
      ],
      "output_names": [
        "sensor_1",
        "sensor_2",
        "sensor_3"
      ],
      "output_units": [
        "V",
        "V",
        "V"
      ],
      "coefficient_units": [
        [
          "V/degC_difference",
          "V/kPa",
          "V/percent_RH_difference"
        ],
        [
          "V/degC_difference",
          "V/kPa",
          "V/percent_RH_difference"
        ],
        [
          "V/degC_difference",
          "V/kPa",
          "V/percent_RH_difference"
        ]
      ],
      "sensitivity_matrix": [
        [
          0.08,
          0.01,
          -0.002
        ],
        [
          0.015,
          0.12,
          0.004
        ],
        [
          -0.01,
          0.02,
          0.05
        ]
      ],
      "state_change": [
        10.0,
        5.0,
        20.0
      ],
      "offset_v": [
        0.2,
        -0.1,
        0.05
      ],
      "state_scale": [
        10.0,
        5.0,
        20.0
      ],
      "valid_absolute_change": [
        12.0,
        8.0,
        25.0
      ]
    }
  }
}

python3 -B python/applications/python/bolum01_model_kurma.py

{
  "kitap_bolumu": 2,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "ruzgar_ve_drone": {
      "kaynak": "bolum02_vektor_geometri.drone_case",
      "coordinate_order": [
        "east",
        "north"
      ],
      "velocity_unit": "m/s",
      "displacement_unit": "m",
      "time_unit": "s",
      "air_velocity_mps": [
        12.0,
        5.0
      ],
      "wind_velocity_mps": [
        -4.0,
        3.0
      ],
      "target_displacement_m": [
        80.0,
        60.0
      ],
      "update_time_s": 10.0
    },
    "gerilim_ornekleri": {
      "kaynak": "bolum02_vektor_geometri.signal_case",
      "sample_unit": "V",
      "reference_v": [
        1.0,
        2.0,
        3.0,
        4.0
      ],
      "observed_v": [
        1.2,
        1.8,
        3.3,
        3.7
      ]
    }
  }
}

python3 -B python/applications/python/bolum02_vektor_geometri.py

{
  "kitap_bolumu": 3,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "lidar_koordinat_zinciri": {
      "kaynak": "bolum03_matris_donusumleri: SENSOR_* ve BODY_IN_MAP_*",
      "sensor_point_m": [
        2.0,
        1.0
      ],
      "sensor_forward_unit": [
        1.0,
        0.0
      ],
      "sensor_in_body_translation_m": [
        0.5,
        0.2
      ],
      "body_in_map_translation_m": [
        4.0,
        3.0
      ],
      "sensor_in_body_angle_rad": 1.5707963267948966,
      "body_in_map_angle_rad": 0.5235987755982988
    }
  }
}

python3 -B python/applications/python/bolum03_matris_donusumleri.py

{
  "kitap_bolumu": 4,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "sarrus": {
      "kaynak": "sarrus_kontrol: example ve parameter_matrix",
      "birim": "boyutsuz",
      "A": [
        [
          2,
          1,
          0
        ],
        [
          3,
          -1,
          2
        ],
        [
          1,
          4,
          5
        ]
      ],
      "t_degerleri": [
        -3,
        -2,
        -1,
        0,
        1,
        2,
        3
      ],
      "G_t": [
        [
          [
            -3,
            1,
            1
          ],
          [
            1,
            -3,
            1
          ],
          [
            1,
            1,
            -3
          ]
        ],
        [
          [
            -2,
            1,
            1
          ],
          [
            1,
            -2,
            1
          ],
          [
            1,
            1,
            -2
          ]
        ],
        [
          [
            -1,
            1,
            1
          ],
          [
            1,
            -1,
            1
          ],
          [
            1,
            1,
            -1
          ]
        ],
        [
          [
            0,
            1,
            1
          ],
          [
            1,
            0,
            1
          ],
          [
            1,
            1,
            0
          ]
        ],
        [
          [
            1,
            1,
            1
          ],
          [
            1,
            1,
            1
          ],
          [
            1,
            1,
            1
          ]
        ],
        [
          [
            2,
            1,
            1
          ],
          [
            1,
            2,
            1
          ],
          [
            1,
            1,
            2
          ]
        ],
        [
          [
            3,
            1,
            1
          ],
          [
            1,
            3,
            1
          ],
          [
            1,
            1,
            3
          ]
        ]
      ]
    },
    "ucgen": {
      "kaynak": "bolum07_koordinatlar_determinant.main_triangle_vertices",
      "vertices_m": [
        [
          100.0,
          50.0
        ],
        [
          104.0,
          51.0
        ],
        [
          101.0,
          53.0
        ]
      ]
    }
  }
}

python3 -B python/applications/python/bolum07_koordinatlar_determinant.py
python3 -B python/sarrus_kontrol.py

{
  "kitap_bolumu": 5,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "malzeme_dengesi": {
      "kaynak": "bolum04_lineer_sistemler.material_balance",
      "akis_ve_fiziksel_sag_taraf_birimi": "kg/h",
      "A_scaled": [
        [
          1.0,
          1.0,
          1.0
        ],
        [
          2.0,
          5.0,
          8.0
        ],
        [
          6.0,
          2.0,
          1.0
        ]
      ],
      "b_scaled": [
        100.0,
        530.0,
        250.0
      ],
      "A_physical": [
        [
          1.0,
          1.0,
          1.0
        ],
        [
          0.2,
          0.5,
          0.8
        ],
        [
          0.6,
          0.2,
          0.1
        ]
      ],
      "b_physical": [
        100.0,
        53.0,
        25.0
      ]
    },
    "direnc_agi": {
      "kaynak": "bolum04_lineer_sistemler.resistor_network",
      "G_birimi": "S",
      "current_birimi": "A",
      "G": [
        [
          4.0,
          -1.0,
          -1.0
        ],
        [
          -1.0,
          3.0,
          -1.0
        ],
        [
          -1.0,
          -1.0,
          3.0
        ]
      ],
      "current": [
        5.0,
        0.0,
        0.0
      ]
    },
    "cramer": {
      "kaynak": "cramer_kontrol.CASES",
      "birim": "boyutsuz",
      "sistemler": [
        {
          "A": [
            [
              2,
              1
            ],
            [
              1,
              -1
            ]
          ],
          "b": [
            5,
            1
          ]
        },
        {
          "A": [
            [
              1,
              1,
              1
            ],
            [
              2,
              -1,
              1
            ],
            [
              1,
              2,
              -1
            ]
          ],
          "b": [
            6,
            3,
            2
          ]
        },
        {
          "A": [
            [
              3,
              -2
            ],
            [
              5,
              4
            ]
          ],
          "b": [
            7,
            1
          ]
        },
        {
          "A": [
            [
              2,
              -1,
              1
            ],
            [
              1,
              2,
              -1
            ],
            [
              3,
              1,
              2
            ]
          ],
          "b": [
            7,
            -6,
            7
          ]
        }
      ]
    }
  }
}

python3 -B python/applications/python/bolum04_lineer_sistemler.py
python3 -B python/cramer_kontrol.py

{
  "kitap_bolumu": 6,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "rijit_plaka": {
      "kaynak": "bolum05_vektor_uzaylari.chapter_results.plate_case",
      "measurement_order": [
        "d1x",
        "d1y",
        "d2x",
        "d2y"
      ],
      "displacement_unit": "m",
      "basis_columns": [
        [
          1.0,
          0.0,
          0.0
        ],
        [
          0.0,
          1.0,
          -1.0
        ],
        [
          1.0,
          0.0,
          0.0
        ],
        [
          0.0,
          1.0,
          1.0
        ]
      ],
      "observed_displacement_m": [
        0.01,
        0.02,
        0.01,
        0.04
      ],
      "deformation_candidate_m": [
        0.01,
        0.02,
        0.03,
        0.04
      ]
    },
    "baz_degistirme": {
      "kaynak": "bolum07_koordinatlar_determinant.canonical_bases",
      "birim": "boyutsuz",
      "source_basis_columns": [
        [
          2.0,
          1.0
        ],
        [
          1.0,
          2.0
        ]
      ],
      "target_basis_columns": [
        [
          1.0,
          -1.0
        ],
        [
          1.0,
          1.0
        ]
      ]
    }
  }
}

python3 -B python/applications/python/bolum05_vektor_uzaylari.py
python3 -B python/applications/python/bolum07_koordinatlar_determinant.py

{
  "kitap_bolumu": 7,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "eyleyici_sensor": {
      "kaynak": "bolum06_temel_alt_uzaylar.chapter_results.actuator_sensor_case",
      "matrix": [
        [
          1.0,
          0.0,
          1.0,
          0.0
        ],
        [
          0.0,
          1.0,
          1.0,
          1.0
        ],
        [
          1.0,
          1.0,
          2.0,
          1.0
        ]
      ],
      "input_labels": [
        "u1",
        "u2",
        "u3",
        "u4"
      ],
      "output_labels": [
        "y1",
        "y2",
        "y3"
      ],
      "input_unit": "dimensionless_fraction_of_reference_command",
      "output_unit": "dimensionless_calibrated_feature",
      "reachable_target": [
        2.0,
        3.0,
        5.0
      ],
      "inconsistent_target": [
        2.0,
        3.0,
        5.2
      ],
      "same_output_commands": {
        "first": [
          2.0,
          3.0,
          0.0,
          0.0
        ],
        "second": [
          2.0,
          2.0,
          0.0,
          1.0
        ]
      }
    }
  }
}

python3 -B python/applications/python/bolum06_temel_alt_uzaylar.py

{
  "kitap_bolumu": 8,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "ivme_izdusumu": {
      "kaynak": "bolum08_ortogonallik_qr.main_direction_matrix ve main_measurement_vector",
      "direction_matrix_dimensionless": [
        [
          2.0,
          3.0
        ],
        [
          1.0,
          1.0
        ],
        [
          2.0,
          1.0
        ]
      ],
      "acceleration_m_per_s2": [
        1.0,
        2.0,
        -1.0
      ]
    }
  }
}

python3 -B python/applications/python/bolum08_ortogonallik_qr.py

{
  "kitap_bolumu": 9,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "yuk_hucresi": {
      "kaynak": "bolum09_en_kucuk_kareler.load_cell_dataset",
      "force_newton": [
        0.0,
        0.0,
        250.0,
        250.0,
        500.0,
        500.0,
        750.0,
        750.0,
        1000.0,
        1000.0
      ],
      "temperature_change_kelvin": [
        -5.0,
        -5.0,
        5.0,
        5.0,
        0.0,
        0.0,
        -5.0,
        -5.0,
        5.0,
        5.0
      ],
      "response_millivolt": [
        0.16000000000000003,
        0.14,
        1.27,
        1.23,
        2.21,
        2.1900000000000004,
        3.1700000000000004,
        3.1300000000000003,
        4.26,
        4.24
      ],
      "standard_deviation_millivolt": [
        0.015,
        0.015,
        0.025,
        0.025,
        0.02,
        0.02,
        0.03,
        0.03,
        0.02,
        0.02
      ],
      "deterministic_residual_millivolt": [
        0.01,
        -0.01,
        0.02,
        -0.02,
        0.01,
        -0.01,
        0.02,
        -0.02,
        0.01,
        -0.01
      ],
      "true_physical_coefficients": [
        0.2,
        0.004,
        0.01
      ],
      "force_scale_newton": 250.0,
      "temperature_scale_kelvin": 5.0,
      "check": {
        "force_newton": 625.0,
        "temperature_change_kelvin": 2.0,
        "observed_response_millivolt": 2.73
      }
    },
    "nivelman_agi": {
      "kaynak": "bolum09_en_kucuk_kareler.leveling_network_case",
      "design": [
        [
          1.0,
          0.0
        ],
        [
          -1.0,
          1.0
        ],
        [
          0.0,
          1.0
        ]
      ],
      "observed_height_differences_metre": [
        1.02,
        0.98,
        2.01
      ],
      "standard_deviation_metre": [
        0.01,
        0.02,
        0.01
      ],
      "reference_height_a_metre": 100.0
    }
  }
}

python3 -B python/applications/python/bolum09_en_kucuk_kareler.py

{
  "kitap_bolumu": 10,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "robot_yorungesi": {
      "kaynak": "bolum10_sayisal_dogruluk.robot_trajectory_case",
      "start_position_radian": 0.2,
      "end_position_radian": 1.1,
      "duration_seconds": 2.0,
      "boundary_velocity_radian_per_second": [
        0.0,
        0.0
      ],
      "boundary_acceleration_radian_per_second_squared": [
        0.0,
        0.0
      ]
    },
    "optik_ters_problem": {
      "kaynak": "bolum10_sayisal_dogruluk.optical_inverse_problem_case",
      "path_length_centimetre": 1.0,
      "absorbance_unit": "dimensionless",
      "concentration_unit": "mmol/L",
      "sensitivity_entry_unit": "L/mmol",
      "well_separated": {
        "sensitivity_matrix": [
          [
            1.0,
            0.2
          ],
          [
            0.15,
            1.1
          ]
        ],
        "true_concentration_millimole_per_litre": [
          0.8,
          0.4
        ],
        "absorbance_perturbation": [
          0.0001,
          -0.0001
        ]
      },
      "nearly_parallel": {
        "sensitivity_matrix": [
          [
            1.0,
            0.99
          ],
          [
            0.98,
            0.9703
          ]
        ],
        "true_concentration_millimole_per_litre": [
          0.8,
          0.4
        ],
        "absorbance_perturbation": [
          0.0001,
          -0.0001
        ]
      }
    }
  }
}

python3 -B python/applications/python/bolum10_sayisal_dogruluk.py

{
  "kitap_bolumu": 11,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "mesnetli_yay": {
      "kaynak": "bolum11_simetri_enerji.grounded_spring_case",
      "incidence": [
        [
          1.0,
          0.0,
          0.0
        ],
        [
          -1.0,
          1.0,
          0.0
        ],
        [
          0.0,
          -1.0,
          1.0
        ],
        [
          0.0,
          0.0,
          1.0
        ]
      ],
      "spring_constants": [
        1200.0,
        800.0,
        1500.0,
        1000.0
      ],
      "applied_force": [
        100.0,
        -40.0,
        60.0
      ],
      "perturbation": [
        0.001,
        -0.0005,
        0.0008
      ],
      "units": {
        "spring_constant": "N/m",
        "applied_force": "N",
        "displacement": "m"
      }
    }
  }
}

python3 -B python/applications/python/bolum11_simetri_enerji.py

{
  "kitap_bolumu": 12,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "uc_platform": {
      "kaynak": "bolum12_ozdeger_modlar.three_platform_modal_case",
      "masses_kg": [
        2000.0,
        1500.0,
        1000.0
      ],
      "story_stiffnesses_n_per_m": [
        8000000.0,
        6000000.0,
        4000000.0
      ],
      "assumptions": [
        "small horizontal displacements",
        "linear elastic story springs",
        "lumped platform masses",
        "fixed base",
        "undamped free vibration for modal extraction",
        "constant time-invariant parameters"
      ]
    }
  }
}

python3 -B python/applications/python/bolum12_ozdeger_modlar.py

{
  "kitap_bolumu": 13,
  "tur": "Öğretim örneği girdileri",
  "ornekler": {
    "kopru_sensoru": {
      "kaynak": "bolum13_svd_dusuk_rank.bridge_strain_sensor_data",
      "observation_indices": [
        1,
        2,
        3,
        4,
        5,
        6,
        7,
        8,
        9,
        10,
        11,
        12,
        13,
        14,
        15,
        16,
        17,
        18,
        19,
        20,
        21,
        22,
        23,
        24
      ],
      "sensor_indices": [
        1,
        2,
        3,
        4,
        5,
        6,
        7,
        8
      ],
      "data_microstrain": [
        [
          -28.540685863675904,
          -12.126488948974181,
          -1.0697124007343408,
          14.609519469216938,
          29.942726797153007,
          40.008328849813196,
          54.92054166584218,
          64.8134910285952
        ],
        [
          0.6059746238826813,
          14.906329753210626,
          22.73936090987742,
          34.58559987811292,
          46.45307777088327,
          54.3919627821463,
          68.97032119642488,
          79.97728610518011
        ],
        [
          39.26892097978962,
          47.122161787214694,
          47.72865701423495,
          54.303199291413165,
          64.23642296225624,
          71.57203444694207,
          82.99035740901026,
          86.24904098515348
        ],
        [
          81.21680597317393,
          80.04737871115618,
          73.39493862662533,
          77.12315646013685,
          83.29377293063902,
          80.33896149585138,
          79.15501581448196,
          75.65367299442757
        ],
        [
          118.71265103991101,
          108.7051917263,
          98.0252008151705,
          98.01353807404853,
          92.4909816038483,
          79.64401319199862,
          76.90418030442774,
          66.96015282550445
        ],
        [
          144.34467857565554,
          128.5127636859341,
          117.09508578536733,
          108.98410731512888,
          95.62860790116743,
          83.4750086514049,
          71.07079578296177,
          54.216664024496794
        ],
        [
          152.83194794082982,
          136.09589340608647,
          124.98520520099666,
          110.00892319764986,
          100.15895905018377,
          81.24740605876242,
          68.05177215207318,
          56.784061678038476
        ],
        [
          142.33321732931827,
          129.9384120946686,
          118.80420099592786,
          106.3756788627501,
          98.11731736856305,
          78.86657044336074,
          75.31746017763143,
          54.93703935875479
        ],
        [
          114.91512128508819,
          110.77501079076863,
          100.60455105044976,
          97.9813170754941,
          87.74450755219891,
          83.82258367055391,
          74.63292834600652,
          67.58469885693304
        ],
        [
          76.05517350684629,
          81.61227883225997,
          75.76350987336083,
          80.3647571218756,
          79.49516208637878,
          78.73122434285617,
          81.14400704929976,
          73.91206710341388
        ],
        [
          33.307925221064394,
          47.275967262066715,
          49.19992127499095,
          55.40882535220355,
          69.88391158106191,
          69.75886728594195,
          78.04003019044151,
          87.02987993190798
        ],
        [
          -5.518488271371362,
          13.47226853330779,
          23.169038099122268,
          31.609388380728006,
          49.677414943058814,
          59.707871718728285,
          71.21835400620371,
          79.77038408642363
        ],
        [
          -34.201477732328534,
          -14.489580014374841,
          -1.5944838271318416,
          12.572686042984014,
          26.663970938040237,
          36.23855757347162,
          57.874232929961096,
          66.41831572950804
        ],
        [
          -49.48402307378511,
          -32.99685023432377,
          -23.385180571408124,
          -6.094437271272838,
          6.646523145801539,
          13.032238116408589,
          26.193510575369107,
          34.85905681105706
        ],
        [
          -51.6458390126123,
          -41.04762923230944,
          -39.05616916293761,
          -26.268371439033235,
          -17.795161510978563,
          -10.60773098288756,
          -3.7314799174067472,
          0.7499134493201769
        ],
        [
          -44.13325216897772,
          -40.42989060269386,
          -46.422346521804585,
          -42.30994644085789,
          -42.555117162617464,
          -42.9733014898479,
          -42.42833382058858,
          -42.63462399630058
        ],
        [
          -32.36674601185433,
          -35.03031450210899,
          -46.856875861677146,
          -50.3929687210345,
          -56.09361181838612,
          -65.92233014633962,
          -70.26321524498931,
          -81.4141415257499
        ],
        [
          -22.06333790956235,
          -29.443463210731394,
          -44.865909960998096,
          -54.8259727897776,
          -63.72529881934336,
          -81.25577607480083,
          -89.58308163097702,
          -107.7659901846568
        ],
        [
          -17.537706513857728,
          -27.327924925794697,
          -44.56989701824936,
          -59.61702939003243,
          -70.95663550577414,
          -90.97998619387047,
          -101.61722186956551,
          -116.559302275799
        ],
        [
          -20.447581933548992,
          -30.081110704676917,
          -46.405507099669876,
          -60.58391876433921,
          -68.01724711508885,
          -80.52611135553418,
          -90.70668460275618,
          -104.78350275431188
        ],
        [
          -29.32521703488346,
          -36.313501890663844,
          -47.240724299314124,
          -52.49964561837626,
          -54.250535085270414,
          -63.44481770864837,
          -73.61451168450581,
          -82.8909559995328
        ],
        [
          -40.02123586621676,
          -42.32156352022942,
          -43.56497910853201,
          -38.474326405485165,
          -39.88696712460526,
          -43.89250867176983,
          -38.10745141687581,
          -42.26623995612558
        ],
        [
          -46.937866388573944,
          -43.39469604601372,
          -34.32289318573139,
          -24.63654003618186,
          -21.293554618543375,
          -12.990014563153144,
          -3.672825174195708,
          -2.8427345275899243
        ],
        [
          -44.71259662236077,
          -35.490932755565176,
          -20.647444875716253,
          -9.79055099843387,
          6.299694203679053,
          13.177136466864791,
          26.223964295497108,
          40.670804173760274
        ]
      ]
    },
    "sentetik_termal_goruntu": {
      "kaynak": "bolum13_svd_dusuk_rank.synthetic_thermal_image",
      "image_celsius": [
        [
          25.39356388086777,
          27.346063092395404,
          29.222230724627266,
          30.80825385504052,
          32.01445524666786,
          32.83053426676564,
          33.292957915697656,
          33.49210669105217,
          33.56909523288232,
          33.64942001908508,
          33.74749167849042,
          33.742425205482796,
          33.47716900470982,
          32.916277099631664,
          32.23673434830512,
          31.775931828475223,
          31.86498001061576,
          32.647717944109864,
          33.98751198473273,
          35.510903641361,
          36.766720501550516,
          37.42521314950789,
          37.42493459593671,
          37.000025618135744
        ],
        [
          26.24855095593777,
          28.6044746694367,
          31.33992444147165,
          34.29906838386209,
          37.21293834875757,
          39.639387481544034,
          41.082271230525826,
          41.26398161816226,
          40.329418516496254,
          38.77450496506172,
          37.140441025364346,
          35.73320469387882,
          34.58176756484055,
          33.6107586885187,
          32.83357309413027,
          32.40454424577228,
          32.5170915992367,
          33.24793374486461,
          34.4616975761595,
          35.834131368018184,
          36.97966758649623,
          37.617474230241434,
          37.695225004738745,
          37.41198496488387
        ],
        [
          27.372716547136424,
          30.222081622257072,
          34.2532085601994,
          39.44179827310987,
          45.22065880482515,
          50.39960576168231,
          53.55281054451747,
          53.750923831353944,
          51.12504844756448,
          46.79593635433687,
          42.21706627660426,
          38.45280400889726,
          35.87769664963231,
          34.352160566418604,
          33.579980297729605,
          33.34886011423023,
          33.56522800107465,
          34.168402496224616,
          35.04491387552055,
          36.009953765482884,
          36.857161721917805,
          37.43842349173605,
          37.72625608061321,
          37.82508544609759
        ],
        [
          28.732666444695706,
          32.239112865492174,
          37.994929745937846,
          46.15080725110314,
          55.74265572401432,
          64.58480796846708,
          70.01425159888962,
          70.23440060337096,
          65.35818127813334,
          57.338123972272165,
          48.842037614519484,
          41.94374549363924,
          37.47770895190611,
          35.21865434933971,
          34.45780528203602,
          34.494188053432175,
          34.85147739287125,
          35.285513586568555,
          35.71177138817128,
          36.13130754699704,
          36.576932771868336,
          37.07798783706769,
          37.640792003098916,
          38.24431749145646
        ],
        [
          30.152581981851927,
          34.41604123457418,
          42.03781848675286,
          53.340235142975324,
          66.94102640295476,
          79.61649030244246,
          87.41611815175754,
          87.6443378182245,
          80.40291040359591,
          68.51863826334568,
          55.92692799118228,
          45.748680235161814,
          39.290095857965255,
          45.23376564905119,
          44.44716969315918,
          44.733049703895865,
          45.22862605781135,
          45.502695470973556,
          45.493249335443515,
          45.378070002304746,
          45.42021951998788,
          45.821627693622936,
          46.624228930174155,
          47.69000073885638
        ],
        [
          31.34344748121732,
          36.25306189604051,
          45.350593385890654,
          59.07593473622888,
          75.72776631372254,
          91.30181926650202,
          100.88241584884497,
          101.10451206150836,
          92.07160761815673,
          77.27819688349605,
          61.61779116498394,
          48.99572967378235,
          41.0654601377208,
          46.434477741014476,
          45.651185198733174,
          46.14845470367014,
          46.77487766341402,
          46.954791091766296,
          46.63285035234977,
          46.1065009220878,
          45.801668122194684,
          46.04840309286592,
          46.92532287505068,
          48.226522941970536
        ],
        [
          32.03057347951966,
          37.23113059238491,
          46.88483231135562,
          61.45783465808344,
          79.14060026877364,
          95.67593346175317,
          105.83930852091837,
          106.0583227871753,
          96.45343712999447,
          80.75531863723837,
          64.1840122465945,
          50.905333770976156,
          42.680140740180434,
          48.076522961105674,
          47.51594850699631,
          48.280708873481494,
          49.09156591561442,
          49.29564342661394,
          48.82238332925171,
          48.0098775689372,
          47.35802613468559,
          47.27331014565593,
          47.88661551938473,
          49.008007008911605
        ],
        [
          32.108128016470474,
          37.12856716014462,
          46.20298227686936,
          59.723617410587856,
          76.02549422078607,
          91.22340384679829,
          100.56025180896972,
          100.80261363307208,
          92.10638934511454,
          77.93182141978907,
          63.087896037906575,
          51.3940571294812,
          44.44297160791081,
          50.79822809872091,
          50.95326044592584,
          52.254357630004506,
          53.437952087054036,
          53.82302410459785,
          53.29648416739626,
          52.17209630932122,
          50.965457401031394,
          50.145346865112664,
          49.9443757964417,
          50.29561761262317
        ],
        [
          31.70404224059944,
          36.16150528959624,
          43.7536929068478,
          54.7226287102292,
          67.74747305437269,
          79.80636873098369,
          87.22078548392913,
          87.52925948143006,
          80.94556686743715,
          70.27462341777571,
          59.35196940614116,
          51.18988490868578,
          47.00214254253731,
          55.36115796951119,
          56.94977283786939,
          59.288545986198855,
          61.1805593393916,
          61.91127753683094,
          61.29430414610645,
          59.59701683196481,
          57.36082812902724,
          55.16797933018942,
          53.44060835031099,
          52.3438591632908
        ],
        [
          31.10187696038817,
          34.83035275345202,
          40.56435608333518,
          48.366653676746594,
          57.34267480923583,
          65.53447434292278,
          70.59251134913896,
          71.00808961800853,
          67.07123466081963,
          60.78972408999194,
          54.815676662590185,
          51.18396923304662,
          50.6496856138472,
          61.78369117977186,
          65.46333107074595,
          69.36436464539801,
          72.30943932893311,
          73.49979680988766,
          72.65242464785287,
          70.01054057170909,
          66.2064680599283,
          62.02516467445214,
          58.168413212201386,
          55.10634869067784
        ],
        [
          30.58368226605032,
          33.6088651504817,
          37.61952736030303,
          42.5227684641754,
          47.813175383281006,
          52.49759689834087,
          55.43123420327997,
          55.97016264067858,
          54.47731308346648,
          52.246688709459214,
          50.87247643175899,
          51.52033143517934,
          54.53816279304933,
          68.483920621171,
          74.3734786927616,
          79.96498297121806,
          84.03767120002362,
          85.67498796624207,
          84.50124368595141,
          80.7712553989373,
          75.258414651062,
          68.99295100861464,
          62.974120867692974,
          57.96508963596938
        ],
        [
          30.310587436646173,
          32.7243530860007,
          35.41425167513131,
          38.19569995081829,
          40.84337536165632,
          43.041052743158794,
          44.48445756133671,
          45.12574421483605,
          45.362071508397754,
          45.96870679222312,
          47.787371352984074,
          51.37604639880244,
          56.80774639746528,
          72.64245076198992,
          79.99953416804073,
          86.69821876133763,
          91.49314744969377,
          93.39739534337569,
          91.9875805236498,
          87.54306670890477,
          80.94414939916295,
          73.38673876424886,
          66.05632341815782,
          59.886778785794036
        ],
        [
          30.303709999344882,
          32.15468020550449,
          33.932680171726425,
          35.44320152079156,
          36.618184580046744,
          37.48533678601179,
          38.155556703798545,
          38.8548537587182,
          39.94833481168911,
          41.88840821992382,
          45.08717589504478,
          49.77648630915891,
          55.90610128734033,
          72.08165719514719,
          79.54280259440957,
          86.22723272269918,
          90.97510842289752,
          92.85191959771178,
          91.46232519655807,
          87.09588222276462,
          80.6287448107107,
          73.24116501101035,
          66.09501433574037,
          60.09721918038263
        ],
        [
          30.499503274420928,
          31.77245786449747,
          32.920944442091624,
          33.815520606352,
          34.44804201579064,
          34.91737646061519,
          35.398607973313126,
          36.121439718984014,
          37.35409728426652,
          39.37404482348127,
          42.418393852021595,
          46.62011931475969,
          51.93366153149065,
          67.05538702510009,
          73.37268009440933,
          79.00625008992861,
          82.99170932587406,
          84.5655850314958,
          83.43372978492529,
          79.88436591402078,
          74.6872485644229,
          68.83830799658699,
          63.27945252334045,
          58.7046886620743
        ],
        [
          30.81633356492262,
          31.48922409642643,
          32.16976145112938,
          32.841705256983,
          33.498232533048785,
          34.142882762476255,
          34.80115188897147,
          35.543889682242344,
          36.50853735400864,
          37.897805569092604,
          39.942548982617375,
          42.828291137695395,
          46.597157820258715,
          51.05313605877667,
          55.7181600027592,
          59.89024514602667,
          62.819888803158726,
          63.95340008844712,
          63.135746524888724,
          60.669657440615914,
          57.199534627409065,
          53.482017693925386,
          50.15643218192547,
          47.60868183699759
        ],
        [
          31.19232225727176,
          31.311772423306003,
          31.635143288240204,
          32.26908376450779,
          33.184120194705564,
          34.229338479032435,
          35.208348880753384,
          35.98549583331862,
          36.57423123633009,
          37.163793534264165,
          38.064612032741685,
          39.58586343973756,
          41.887379569840334,
          44.86426655407281,
          48.12037765044778,
          51.060660420957646,
          53.08367313311248,
          53.80215453356327,
          53.19300414228623,
          51.60254028532981,
          49.60206322458019,
          47.763922772220724,
          46.46420577026196,
          45.79550979822252
        ],
        [
          31.592479076730086,
          31.31466766924985,
          31.40191895689814,
          32.0541815247536,
          33.21941149543397,
          34.61816872723027,
          35.872899607664976,
          36.68516921212045,
          36.98147827665658,
          36.96076913207405,
          37.018902393231954,
          37.57866599846254,
          38.89563211517827,
          40.92351276641338,
          43.3017465814296,
          45.47917418769634,
          46.92837013667117,
          47.36062473214898,
          46.845124609395434,
          45.77577753269062,
          44.69941608222614,
          44.08487251061723,
          44.13904667819801,
          44.75024738412638
        ],
        [
          32.000990927213486,
          31.57734323679843,
          31.57930949921301,
          32.24133123698893,
          33.50230359767356,
          35.03356055315728,
          36.387791136061104,
          37.20252530569586,
          37.36702644792337,
          37.07726182493874,
          36.753045598709576,
          36.85250554856574,
          37.66487935901871,
          39.1733643936827,
          41.050470389493995,
          42.79102719546122,
          43.92683396637047,
          44.22886166782788,
          43.80627046097973,
          43.05668875994755,
          42.489642606406406,
          42.503230786911715,
          43.21515097107429,
          44.42306579843569
        ]
      ]
    }
  }
}

python3 -B python/applications/python/bolum13_svd_dusuk_rank.py