marie_gold_model.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "marie_gold_model.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "HLCY9wnKebaW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pickle\n",
        "\n",
        "s = open(\"Marie_Gold_resnet50_features.pkl\",\"rb\")\n",
        "features = pickle.load(s)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D5JOTkXIezL1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "10530eb6-fe1a-414b-8df5-957c4bc734b8"
      },
      "source": [
        "features"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'Growth_Level_100% (1)': array([[0.03281399, 0.06364062, 2.3193734 , ..., 1.1893226 , 0.15890734,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (10)': array([[0.07809813, 0.01437728, 2.3017478 , ..., 1.0496184 , 0.04566933,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (100)': array([[0.        , 0.08566881, 2.6463888 , ..., 2.2790148 , 0.00422315,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (101)': array([[0.08078468, 0.03692079, 2.8457265 , ..., 2.6314323 , 0.04094396,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (11)': array([[0.09528582, 0.06712721, 2.8561532 , ..., 1.0709512 , 0.01536464,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (12)': array([[0.01745872, 0.15136912, 2.8559308 , ..., 1.0082291 , 0.01204478,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (13)': array([[0.13408595, 0.02144098, 2.8926094 , ..., 1.300814  , 0.02366045,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (14)': array([[2.9074210e-03, 7.6555451e-03, 4.4219527e+00, ..., 2.9424601e+00,\n",
              "         6.9563299e-02, 0.0000000e+00]], dtype=float32),\n",
              " 'Growth_Level_100% (15)': array([[0.01699113, 0.00807286, 3.5640998 , ..., 3.4782977 , 0.02348296,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (16)': array([[0.01487366, 0.00675913, 3.7620983 , ..., 3.1090329 , 0.02904397,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (17)': array([[0.0323324 , 0.01153591, 3.3682828 , ..., 3.1029541 , 0.01019012,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (18)': array([[0.        , 0.01940228, 3.2066734 , ..., 3.2948506 , 0.        ,\n",
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              " 'Growth_Level_100% (19)': array([[7.5069274e-04, 2.5173554e-02, 3.3198915e+00, ..., 3.2457683e+00,\n",
              "         9.7265787e-02, 0.0000000e+00]], dtype=float32),\n",
              " 'Growth_Level_100% (2)': array([[0.07838619, 0.03190254, 3.1847494 , ..., 1.873413  , 0.52433693,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (20)': array([[0.01752107, 0.04190579, 3.197132  , ..., 3.047656  , 0.10826761,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (21)': array([[0.00826129, 0.01003353, 2.867117  , ..., 3.233334  , 0.11259396,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (22)': array([[0.00564042, 0.02271422, 2.5750709 , ..., 2.1755574 , 0.0710521 ,\n",
              "         0.02722682]], dtype=float32),\n",
              " 'Growth_Level_100% (23)': array([[0.02945365, 0.04996219, 2.8345819 , ..., 2.26972   , 0.10328382,\n",
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              " 'Growth_Level_100% (24)': array([[0.435075  , 0.11227764, 2.3168778 , ..., 1.5045953 , 0.26048872,\n",
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              " 'Growth_Level_100% (25)': array([[0.29829082, 0.13531823, 2.1010914 , ..., 1.3500866 , 0.47797635,\n",
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              " 'Growth_Level_100% (26)': array([[0.19045326, 0.16352554, 2.000633  , ..., 1.1095353 , 0.3191498 ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (27)': array([[0.28770953, 0.10761166, 2.0863864 , ..., 1.0462221 , 0.21158573,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (28)': array([[2.6895252e-01, 1.3715915e-01, 2.0680480e+00, ..., 1.1846495e+00,\n",
              "         5.5284131e-01, 1.5221789e-03]], dtype=float32),\n",
              " 'Growth_Level_100% (29)': array([[0.47347566, 0.05284644, 1.6828386 , ..., 1.1640668 , 0.6772697 ,\n",
              "         0.01885547]], dtype=float32),\n",
              " 'Growth_Level_100% (3)': array([[0.0319492 , 0.02599607, 2.7328026 , ..., 1.5855465 , 0.1449378 ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (30)': array([[0.18809076, 0.19159101, 1.8696285 , ..., 1.2104452 , 0.67976284,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (31)': array([[0.26005384, 0.37132734, 2.3644142 , ..., 2.125883  , 0.01120682,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (32)': array([[0.04855153, 0.09577102, 1.6757773 , ..., 1.2488298 , 0.        ,\n",
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              " 'Growth_Level_100% (33)': array([[0.21246174, 0.01383927, 1.6819162 , ..., 1.2845565 , 0.03815994,\n",
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              " 'Growth_Level_100% (34)': array([[0.02544221, 0.23932247, 1.7121481 , ..., 1.1101093 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (35)': array([[0.08604351, 0.04738032, 2.107146  , ..., 1.1058744 , 0.        ,\n",
              "         0.04409951]], dtype=float32),\n",
              " 'Growth_Level_100% (36)': array([[0.04266073, 0.05297092, 1.8143516 , ..., 2.0775397 , 0.02832738,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (37)': array([[0.04482172, 0.02942133, 2.4535239 , ..., 1.5193889 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (38)': array([[0.10787719, 0.06958025, 1.8699352 , ..., 1.2300031 , 0.01954787,\n",
              "         0.04423327]], dtype=float32),\n",
              " 'Growth_Level_100% (39)': array([[2.2214185e-01, 6.7028023e-02, 2.2109601e+00, ..., 1.3545141e+00,\n",
              "         1.6407004e-02, 1.2135881e-03]], dtype=float32),\n",
              " 'Growth_Level_100% (4)': array([[0.00992247, 0.02575044, 2.931061  , ..., 1.3623928 , 0.30855474,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (40)': array([[0.01392971, 0.08343756, 4.110439  , ..., 1.7639271 , 0.0632139 ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (41)': array([[0.02635519, 0.05247173, 2.9919128 , ..., 2.391779  , 0.13881572,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (42)': array([[0.        , 0.02948172, 3.3756568 , ..., 2.5252514 , 0.04678342,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (43)': array([[0.00353731, 0.03502487, 3.470915  , ..., 2.2042894 , 0.01947807,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (44)': array([[0.01057357, 0.07148956, 3.544626  , ..., 2.3968961 , 0.05836759,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (45)': array([[0.04392736, 0.06840122, 3.2295988 , ..., 2.2446718 , 0.03149377,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (46)': array([[0.        , 0.0319898 , 2.999178  , ..., 2.3473299 , 0.02789981,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (47)': array([[0.05906488, 0.16151124, 4.1376734 , ..., 1.990985  , 0.01228403,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (48)': array([[0.01793701, 0.02314436, 3.3316073 , ..., 1.5627075 , 0.09240954,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (49)': array([[0.06497151, 0.        , 3.1235685 , ..., 1.1956636 , 0.03577253,\n",
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              " 'Growth_Level_100% (5)': array([[0.11694009, 0.04818588, 2.4973338 , ..., 1.7954931 , 0.23594868,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (50)': array([[0.0133074 , 0.        , 2.9765534 , ..., 1.7649153 , 0.06149883,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (51)': array([[0.08865442, 0.00608256, 2.9334993 , ..., 1.4520172 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (52)': array([[0.11537176, 0.01459045, 3.2470117 , ..., 1.4767879 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (53)': array([[0.0545827 , 0.11353564, 3.3322642 , ..., 1.568964  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (54)': array([[0.01769017, 0.04583157, 2.7765129 , ..., 3.1937392 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (55)': array([[0.00261689, 0.00997394, 2.3754232 , ..., 2.1853423 , 0.0035591 ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (56)': array([[0.00426   , 0.00319108, 2.6073856 , ..., 1.8389283 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (57)': array([[0.        , 0.02348728, 2.62506   , ..., 2.2508783 , 0.01933342,\n",
              "         0.01161689]], dtype=float32),\n",
              " 'Growth_Level_100% (58)': array([[0.0491621 , 0.00555658, 2.2729487 , ..., 2.030629  , 0.01710607,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (59)': array([[1.5490490e-03, 8.7582693e-03, 2.8841519e+00, ..., 2.5338891e+00,\n",
              "         1.6436761e-02, 0.0000000e+00]], dtype=float32),\n",
              " 'Growth_Level_100% (6)': array([[0.05487567, 0.00807432, 3.4882596 , ..., 2.2240243 , 0.35340902,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (60)': array([[0.02940383, 0.02925685, 2.424314  , ..., 2.4418836 , 0.03364486,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (61)': array([[1.4571181e-02, 0.0000000e+00, 2.4925470e+00, ..., 2.5981405e+00,\n",
              "         2.2392226e-03, 0.0000000e+00]], dtype=float32),\n",
              " 'Growth_Level_100% (62)': array([[0.00336205, 0.        , 2.880743  , ..., 2.5831633 , 0.        ,\n",
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              " 'Growth_Level_100% (63)': array([[0.04940908, 0.01345906, 2.5132256 , ..., 2.3846066 , 0.        ,\n",
              "         0.01495737]], dtype=float32),\n",
              " 'Growth_Level_100% (64)': array([[5.5306056e-03, 1.8088149e-02, 2.3020382e+00, ..., 2.2094073e+00,\n",
              "         5.9928469e-05, 2.8746914e-02]], dtype=float32),\n",
              " 'Growth_Level_100% (65)': array([[0.05864094, 0.00308152, 2.4562929 , ..., 2.4325798 , 0.01039464,\n",
              "         0.05934941]], dtype=float32),\n",
              " 'Growth_Level_100% (66)': array([[0.12696081, 0.248197  , 1.8177835 , ..., 0.98793316, 0.02465079,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (67)': array([[0.03804101, 0.10486981, 1.3624761 , ..., 0.8904556 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (68)': array([[0.02149118, 0.24959958, 1.9002578 , ..., 0.8713915 , 0.04097214,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (69)': array([[0.        , 0.10455813, 1.8505375 , ..., 0.75959134, 0.0305478 ,\n",
              "         0.01038899]], dtype=float32),\n",
              " 'Growth_Level_100% (7)': array([[0.0520841 , 0.05609806, 3.3274517 , ..., 2.4954534 , 0.5976832 ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (70)': array([[1.4346003e-02, 2.9303792e-01, 1.9725912e+00, ..., 1.0207083e+00,\n",
              "         0.0000000e+00, 9.1535330e-04]], dtype=float32),\n",
              " 'Growth_Level_100% (71)': array([[0.09638582, 0.1804953 , 1.7277604 , ..., 1.4044987 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (72)': array([[0.06027238, 0.05439553, 2.9984946 , ..., 3.0603757 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (73)': array([[0.08956481, 0.07937745, 2.0107608 , ..., 2.1113183 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (74)': array([[0.05815457, 0.06836563, 2.3781292 , ..., 2.3119018 , 0.0336909 ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (75)': array([[0.03874374, 0.04520248, 2.226907  , ..., 2.1320858 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (76)': array([[0.02043188, 0.07553708, 2.4462264 , ..., 2.199396  , 0.02041021,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (77)': array([[0.03218491, 0.05908221, 2.3032603 , ..., 2.2695906 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (78)': array([[0.01268719, 0.03270726, 2.2425394 , ..., 2.0135477 , 0.04188807,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (79)': array([[5.5990588e-02, 1.8657851e-01, 2.2638795e+00, ..., 2.0670567e+00,\n",
              "         1.8028016e-03, 0.0000000e+00]], dtype=float32),\n",
              " 'Growth_Level_100% (8)': array([[0.05495333, 0.02834844, 3.76675   , ..., 2.5871034 , 0.34583974,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (80)': array([[0.02498419, 0.04489482, 1.9233459 , ..., 2.0179684 , 0.00599044,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (81)': array([[0.00738066, 0.02547826, 2.225141  , ..., 2.1862922 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (82)': array([[0.02170148, 0.09732975, 1.6958979 , ..., 1.9582987 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (83)': array([[0.07357045, 0.        , 2.4316516 , ..., 2.0559254 , 0.021294  ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (84)': array([[0.01021415, 0.        , 2.1397896 , ..., 1.7254349 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (85)': array([[1.1282122e-02, 1.5311599e-03, 1.6306578e+00, ..., 1.4262269e+00,\n",
              "         1.0084712e-02, 0.0000000e+00]], dtype=float32),\n",
              " 'Growth_Level_100% (86)': array([[0.23576024, 0.13858807, 2.6781015 , ..., 1.9143144 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (87)': array([[0.17293675, 0.2331955 , 2.5149674 , ..., 2.0057168 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (88)': array([[0.15915376, 0.15081841, 2.317942  , ..., 2.0002005 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (89)': array([[0.03692493, 0.13652393, 2.1217763 , ..., 2.0056193 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (9)': array([[0.01475225, 0.0645007 , 2.4619153 , ..., 1.1233486 , 0.011689  ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (90)': array([[0.10516937, 0.0920781 , 2.0018938 , ..., 2.3142698 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (91)': array([[0.02574197, 0.07664566, 1.9221754 , ..., 2.1604958 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_100% (92)': array([[9.8139338e-02, 1.0489865e-01, 2.1330378e+00, ..., 1.7323365e+00,\n",
              "         0.0000000e+00, 1.9774021e-04]], dtype=float32),\n",
              " 'Growth_Level_100% (93)': array([[0.11139885, 0.3588509 , 1.063301  , ..., 1.1001418 , 0.02780864,\n",
              "         0.48620686]], dtype=float32),\n",
              " 'Growth_Level_100% (94)': array([[0.01686816, 0.48029408, 1.4676204 , ..., 1.2614783 , 0.        ,\n",
              "         0.21060403]], dtype=float32),\n",
              " 'Growth_Level_100% (95)': array([[0.11376058, 0.6071409 , 1.1909105 , ..., 1.3018703 , 0.23357847,\n",
              "         0.3189444 ]], dtype=float32),\n",
              " 'Growth_Level_100% (96)': array([[0.18279265, 0.53708136, 1.104653  , ..., 1.1425962 , 0.2995659 ,\n",
              "         0.26573756]], dtype=float32),\n",
              " 'Growth_Level_100% (97)': array([[0.0175367 , 0.5039567 , 1.0864954 , ..., 0.7551379 , 0.08031908,\n",
              "         0.4192872 ]], dtype=float32),\n",
              " 'Growth_Level_100% (98)': array([[4.0814888e-02, 3.3270827e-04, 2.7913842e+00, ..., 2.2351246e+00,\n",
              "         3.9454319e-02, 0.0000000e+00]], dtype=float32),\n",
              " 'Growth_Level_100% (99)': array([[0.04093019, 0.        , 2.8137522 , ..., 2.3632498 , 0.16955234,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_25% (1)': array([[2.7892494 , 0.22434862, 3.0431347 , ..., 4.6673217 , 0.        ,\n",
              "         0.316361  ]], dtype=float32),\n",
              " 'Growth_Level_25% (10)': array([[2.6303205 , 1.7151575 , 3.5586026 , ..., 2.9268098 , 0.03205597,\n",
              "         0.18581334]], dtype=float32),\n",
              " 'Growth_Level_25% (11)': array([[1.7694917 , 2.040665  , 3.4453168 , ..., 2.3975065 , 0.05000364,\n",
              "         0.07625509]], dtype=float32),\n",
              " 'Growth_Level_25% (12)': array([[2.126852  , 0.6007242 , 3.0775046 , ..., 3.9566019 , 0.        ,\n",
              "         0.01289333]], dtype=float32),\n",
              " 'Growth_Level_25% (13)': array([[0.9318487 , 0.47858644, 3.025402  , ..., 3.4736657 , 0.        ,\n",
              "         0.42762297]], dtype=float32),\n",
              " 'Growth_Level_25% (14)': array([[2.5878842e+00, 3.7951785e-01, 4.4090447e+00, ..., 4.9700861e+00,\n",
              "         3.6746701e-03, 3.6847326e-01]], dtype=float32),\n",
              " 'Growth_Level_25% (15)': array([[1.3765239 , 0.17883547, 2.6581256 , ..., 5.385111  , 0.        ,\n",
              "         0.01495807]], dtype=float32),\n",
              " 'Growth_Level_25% (16)': array([[2.3587515 , 0.38187036, 3.0313804 , ..., 4.7199855 , 0.        ,\n",
              "         0.05517204]], dtype=float32),\n",
              " 'Growth_Level_25% (17)': array([[1.7689884 , 0.5397731 , 4.0627837 , ..., 4.4942603 , 0.        ,\n",
              "         0.00622426]], dtype=float32),\n",
              " 'Growth_Level_25% (18)': array([[2.0049825e+00, 4.4776449e-01, 4.4204721e+00, ..., 4.9805923e+00,\n",
              "         0.0000000e+00, 3.5578914e-03]], dtype=float32),\n",
              " 'Growth_Level_25% (19)': array([[2.2378237 , 0.54568297, 5.1944933 , ..., 4.679847  , 0.        ,\n",
              "         0.02452179]], dtype=float32),\n",
              " 'Growth_Level_25% (2)': array([[3.1276858 , 0.16243277, 3.4065928 , ..., 3.8797007 , 0.        ,\n",
              "         0.31192923]], dtype=float32),\n",
              " 'Growth_Level_25% (20)': array([[2.2624929e+00, 5.5884135e-01, 4.4223762e+00, ..., 4.3421984e+00,\n",
              "         0.0000000e+00, 6.6389103e-04]], dtype=float32),\n",
              " 'Growth_Level_25% (21)': array([[0.9513817 , 0.15607792, 3.6452026 , ..., 3.0962002 , 0.05387494,\n",
              "         0.13326491]], dtype=float32),\n",
              " 'Growth_Level_25% (22)': array([[0.9858212 , 0.18326437, 3.369825  , ..., 3.9197397 , 0.        ,\n",
              "         0.009108  ]], dtype=float32),\n",
              " 'Growth_Level_25% (23)': array([[2.702298  , 0.7263468 , 4.634391  , ..., 3.446566  , 0.07942182,\n",
              "         0.58348   ]], dtype=float32),\n",
              " 'Growth_Level_25% (24)': array([[2.1116486e+00, 8.5361105e-01, 3.6839662e+00, ..., 2.6323078e+00,\n",
              "         3.1847076e-03, 1.4194769e-01]], dtype=float32),\n",
              " 'Growth_Level_25% (25)': array([[1.6933526 , 0.35426188, 3.5764768 , ..., 3.1151004 , 0.12190988,\n",
              "         0.04084783]], dtype=float32),\n",
              " 'Growth_Level_25% (26)': array([[0.087178  , 0.6495678 , 4.4042563 , ..., 3.7120116 , 0.02879795,\n",
              "         0.2289893 ]], dtype=float32),\n",
              " 'Growth_Level_25% (27)': array([[0.07806233, 0.16378753, 4.6423807 , ..., 4.07301   , 0.02890242,\n",
              "         0.36300516]], dtype=float32),\n",
              " 'Growth_Level_25% (28)': array([[1.5980188 , 0.14089252, 4.9725814 , ..., 3.94233   , 0.00778886,\n",
              "         0.10183467]], dtype=float32),\n",
              " 'Growth_Level_25% (29)': array([[1.4329306 , 0.09874932, 3.920592  , ..., 4.0879917 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_25% (3)': array([[2.6601992 , 0.4709548 , 4.214539  , ..., 3.7577229 , 0.        ,\n",
              "         0.13838239]], dtype=float32),\n",
              " 'Growth_Level_25% (30)': array([[1.6065533 , 0.22440422, 4.8775835 , ..., 4.5090394 , 0.        ,\n",
              "         0.03985571]], dtype=float32),\n",
              " 'Growth_Level_25% (31)': array([[0.9521901 , 0.24785861, 3.8975344 , ..., 3.96024   , 0.        ,\n",
              "         0.02361399]], dtype=float32),\n",
              " 'Growth_Level_25% (32)': array([[0.8277403 , 0.14686409, 3.8364043 , ..., 3.6651716 , 0.        ,\n",
              "         0.07281282]], dtype=float32),\n",
              " 'Growth_Level_25% (33)': array([[0.6155597 , 0.06695688, 4.0245934 , ..., 3.998903  , 0.        ,\n",
              "         0.0407754 ]], dtype=float32),\n",
              " 'Growth_Level_25% (34)': array([[0.45659155, 0.30287066, 3.807848  , ..., 3.2237885 , 0.        ,\n",
              "         0.03711912]], dtype=float32),\n",
              " 'Growth_Level_25% (35)': array([[0.5052988 , 0.19140427, 4.034929  , ..., 3.8770194 , 0.        ,\n",
              "         0.03961997]], dtype=float32),\n",
              " 'Growth_Level_25% (36)': array([[1.3654219 , 0.13681531, 3.3954499 , ..., 3.123963  , 0.        ,\n",
              "         0.04560354]], dtype=float32),\n",
              " 'Growth_Level_25% (37)': array([[0.7699666 , 0.2742926 , 3.477059  , ..., 3.0928922 , 0.        ,\n",
              "         0.00604668]], dtype=float32),\n",
              " 'Growth_Level_25% (38)': array([[0.6575795 , 0.35866687, 3.1523325 , ..., 3.4379416 , 0.        ,\n",
              "         0.01009474]], dtype=float32),\n",
              " 'Growth_Level_25% (39)': array([[0.46334767, 0.39714736, 4.042264  , ..., 2.3815136 , 0.        ,\n",
              "         0.02706236]], dtype=float32),\n",
              " 'Growth_Level_25% (4)': array([[2.027664  , 0.4457596 , 3.8152432 , ..., 3.5931578 , 0.        ,\n",
              "         0.23867214]], dtype=float32),\n",
              " 'Growth_Level_25% (40)': array([[0.50300276, 0.64178044, 4.1264777 , ..., 2.7725267 , 0.        ,\n",
              "         0.11745194]], dtype=float32),\n",
              " 'Growth_Level_25% (41)': array([[0.38192353, 0.4014502 , 3.7215698 , ..., 2.5563219 , 0.        ,\n",
              "         0.03601325]], dtype=float32),\n",
              " 'Growth_Level_25% (42)': array([[0.40919417, 0.4408068 , 5.2059126 , ..., 4.1012363 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_25% (43)': array([[0.10160799, 0.18148358, 6.490503  , ..., 3.7537372 , 0.        ,\n",
              "         0.00675535]], dtype=float32),\n",
              " 'Growth_Level_25% (44)': array([[0.07646232, 0.17143877, 5.8494534 , ..., 3.9491224 , 0.        ,\n",
              "         0.03762525]], dtype=float32),\n",
              " 'Growth_Level_25% (45)': array([[0.19417778, 0.2716325 , 6.294767  , ..., 3.5682952 , 0.        ,\n",
              "         0.07605422]], dtype=float32),\n",
              " 'Growth_Level_25% (46)': array([[0.16513817, 0.22614755, 6.191738  , ..., 3.7409604 , 0.        ,\n",
              "         0.04420266]], dtype=float32),\n",
              " 'Growth_Level_25% (47)': array([[0.07525165, 0.32269558, 7.4627643 , ..., 4.325841  , 0.        ,\n",
              "         0.02059666]], dtype=float32),\n",
              " 'Growth_Level_25% (48)': array([[0.1241393 , 0.29928067, 7.826695  , ..., 4.0169964 , 0.        ,\n",
              "         0.073954  ]], dtype=float32),\n",
              " 'Growth_Level_25% (49)': array([[0.6092373 , 0.13995828, 4.792961  , ..., 4.42376   , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_25% (5)': array([[1.2924353 , 0.37441963, 5.531709  , ..., 3.2397585 , 0.        ,\n",
              "         0.09285443]], dtype=float32),\n",
              " 'Growth_Level_25% (50)': array([[0.4471372 , 0.06384509, 4.722173  , ..., 4.097833  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_25% (51)': array([[0.22767663, 0.08870323, 4.0136585 , ..., 3.9636128 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_25% (52)': array([[5.4983681e-01, 3.0942710e-02, 4.5417886e+00, ..., 3.6491580e+00,\n",
              "         0.0000000e+00, 2.8126680e-03]], dtype=float32),\n",
              " 'Growth_Level_25% (53)': array([[0.11662254, 0.15816772, 2.8503466 , ..., 4.1902776 , 0.        ,\n",
              "         0.04688553]], dtype=float32),\n",
              " 'Growth_Level_25% (54)': array([[0.09602846, 0.1427215 , 2.8562987 , ..., 3.3406537 , 0.12385883,\n",
              "         0.06046971]], dtype=float32),\n",
              " 'Growth_Level_25% (55)': array([[0.08386025, 0.2464311 , 2.8101194 , ..., 3.5247827 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_25% (56)': array([[0.7946935 , 0.03897842, 3.193823  , ..., 3.7316601 , 0.        ,\n",
              "         0.02561919]], dtype=float32),\n",
              " 'Growth_Level_25% (57)': array([[1.6800537 , 0.28863907, 4.2623963 , ..., 3.33615   , 0.        ,\n",
              "         0.04339743]], dtype=float32),\n",
              " 'Growth_Level_25% (6)': array([[1.571468  , 1.737964  , 1.9411182 , ..., 3.3939607 , 0.        ,\n",
              "         0.08533109]], dtype=float32),\n",
              " 'Growth_Level_25% (7)': array([[1.0073297 , 2.005362  , 1.9737519 , ..., 3.8878994 , 0.        ,\n",
              "         0.02920271]], dtype=float32),\n",
              " 'Growth_Level_25% (8)': array([[2.1862519, 1.0415878, 3.3034782, ..., 3.9328218, 0.       ,\n",
              "         0.195104 ]], dtype=float32),\n",
              " 'Growth_Level_25% (9)': array([[2.6277194 , 0.48347935, 4.5685663 , ..., 4.3541646 , 0.        ,\n",
              "         0.48213693]], dtype=float32),\n",
              " 'Growth_Level_50% (1)': array([[0.4692057 , 0.68260676, 5.412045  , ..., 3.905196  , 0.        ,\n",
              "         0.08159945]], dtype=float32),\n",
              " 'Growth_Level_50% (10)': array([[0.3280011 , 0.42107394, 5.861287  , ..., 3.262564  , 0.        ,\n",
              "         0.04634631]], dtype=float32),\n",
              " 'Growth_Level_50% (11)': array([[0.46497688, 0.23183751, 5.4789696 , ..., 3.8107076 , 0.        ,\n",
              "         0.08815884]], dtype=float32),\n",
              " 'Growth_Level_50% (12)': array([[0.15371105, 0.33221847, 4.596386  , ..., 3.1471841 , 0.        ,\n",
              "         0.06444687]], dtype=float32),\n",
              " 'Growth_Level_50% (13)': array([[0.26572013, 0.2325342 , 5.372612  , ..., 3.5054455 , 0.        ,\n",
              "         0.11990956]], dtype=float32),\n",
              " 'Growth_Level_50% (14)': array([[0.30526012, 0.26884356, 5.5410523 , ..., 3.060706  , 0.        ,\n",
              "         0.26837933]], dtype=float32),\n",
              " 'Growth_Level_50% (15)': array([[0.8283923 , 0.7076334 , 4.145062  , ..., 2.6432743 , 0.        ,\n",
              "         0.06477359]], dtype=float32),\n",
              " 'Growth_Level_50% (16)': array([[0.3592533 , 0.6817826 , 3.7857983 , ..., 2.3073714 , 0.        ,\n",
              "         0.11688782]], dtype=float32),\n",
              " 'Growth_Level_50% (17)': array([[0.49382773, 1.0762843 , 3.7114642 , ..., 2.636741  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (18)': array([[0.19147389, 0.4333869 , 3.6355267 , ..., 1.8964727 , 0.        ,\n",
              "         0.02276676]], dtype=float32),\n",
              " 'Growth_Level_50% (19)': array([[0.35332334, 0.5325825 , 4.1553183 , ..., 2.140816  , 0.        ,\n",
              "         0.05371704]], dtype=float32),\n",
              " 'Growth_Level_50% (2)': array([[0.5843018 , 0.71383154, 5.2717524 , ..., 4.0221868 , 0.        ,\n",
              "         0.04112739]], dtype=float32),\n",
              " 'Growth_Level_50% (20)': array([[1.9069244 , 0.5152523 , 4.1126385 , ..., 2.8266437 , 0.        ,\n",
              "         0.32128042]], dtype=float32),\n",
              " 'Growth_Level_50% (21)': array([[2.134884  , 0.5960384 , 4.1947875 , ..., 3.1063988 , 0.        ,\n",
              "         0.24061336]], dtype=float32),\n",
              " 'Growth_Level_50% (22)': array([[2.2285638 , 0.36580175, 3.903195  , ..., 2.6833446 , 0.        ,\n",
              "         0.35549104]], dtype=float32),\n",
              " 'Growth_Level_50% (23)': array([[1.7654647 , 0.5657708 , 3.634382  , ..., 2.8902874 , 0.02502975,\n",
              "         0.3635634 ]], dtype=float32),\n",
              " 'Growth_Level_50% (24)': array([[2.34342   , 0.3911698 , 3.8713846 , ..., 3.0061536 , 0.        ,\n",
              "         0.50072986]], dtype=float32),\n",
              " 'Growth_Level_50% (25)': array([[2.3169346 , 0.38653842, 3.7173767 , ..., 3.0794065 , 0.        ,\n",
              "         0.36934242]], dtype=float32),\n",
              " 'Growth_Level_50% (26)': array([[0.13128431, 0.20413925, 3.5683076 , ..., 3.4879804 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (27)': array([[0.2763545, 0.1969353, 3.9878805, ..., 3.113697 , 0.       ,\n",
              "         0.       ]], dtype=float32),\n",
              " 'Growth_Level_50% (28)': array([[0.17730558, 0.33982942, 3.6773674 , ..., 2.9190586 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (29)': array([[0.15024294, 0.25048962, 3.6320503 , ..., 2.946186  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (3)': array([[0.96384233, 0.09019597, 4.462242  , ..., 2.778302  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (30)': array([[1.2570235, 0.6559685, 5.1098294, ..., 4.1256247, 0.       ,\n",
              "         0.       ]], dtype=float32),\n",
              " 'Growth_Level_50% (31)': array([[0.56069875, 0.7480805 , 4.7655883 , ..., 4.090868  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (32)': array([[0.76802444, 0.38867292, 5.124699  , ..., 3.7862265 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (33)': array([[2.9062638e-01, 7.4191011e-02, 1.1205441e+00, ..., 2.1913333e+00,\n",
              "         0.0000000e+00, 1.2065683e-03]], dtype=float32),\n",
              " 'Growth_Level_50% (34)': array([[0.24975438, 0.        , 1.3878748 , ..., 3.1590977 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (35)': array([[0.18779992, 1.5468146 , 2.47907   , ..., 1.9902062 , 0.33146238,\n",
              "         0.03625485]], dtype=float32),\n",
              " 'Growth_Level_50% (36)': array([[0.2337605 , 0.58373684, 3.1380033 , ..., 2.753665  , 0.        ,\n",
              "         0.2797244 ]], dtype=float32),\n",
              " 'Growth_Level_50% (37)': array([[0.24391015, 0.71551186, 3.3113315 , ..., 3.0379272 , 0.00444247,\n",
              "         0.08835144]], dtype=float32),\n",
              " 'Growth_Level_50% (38)': array([[0.15796651, 0.6538159 , 3.1009958 , ..., 3.3753645 , 0.02218579,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (39)': array([[0.02484903, 0.50605136, 5.883416  , ..., 4.302937  , 0.        ,\n",
              "         0.0138176 ]], dtype=float32),\n",
              " 'Growth_Level_50% (4)': array([[0.6105707 , 0.07671162, 4.5253553 , ..., 3.1661549 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (40)': array([[0.15929125, 0.32296267, 5.1582403 , ..., 4.0186534 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (41)': array([[1.8936467 , 0.33060557, 5.0400453 , ..., 5.3422065 , 0.        ,\n",
              "         0.10587916]], dtype=float32),\n",
              " 'Growth_Level_50% (42)': array([[1.9484723 , 0.45425966, 5.461159  , ..., 5.029104  , 0.        ,\n",
              "         0.02786846]], dtype=float32),\n",
              " 'Growth_Level_50% (43)': array([[2.3637424 , 0.5069831 , 5.4623528 , ..., 5.286806  , 0.        ,\n",
              "         0.04763848]], dtype=float32),\n",
              " 'Growth_Level_50% (44)': array([[2.308135  , 0.95115864, 5.7101326 , ..., 5.3658786 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (45)': array([[2.0315263 , 0.15953349, 5.072664  , ..., 4.451491  , 0.        ,\n",
              "         0.2289779 ]], dtype=float32),\n",
              " 'Growth_Level_50% (46)': array([[1.3007673 , 0.2045358 , 4.287768  , ..., 4.2785454 , 0.        ,\n",
              "         0.14865322]], dtype=float32),\n",
              " 'Growth_Level_50% (47)': array([[0.4696153 , 2.5588372 , 2.469884  , ..., 2.4193945 , 0.00983983,\n",
              "         0.00313001]], dtype=float32),\n",
              " 'Growth_Level_50% (48)': array([[0.3845866 , 2.3087695 , 2.418327  , ..., 2.04007   , 0.06684984,\n",
              "         0.0439011 ]], dtype=float32),\n",
              " 'Growth_Level_50% (49)': array([[0.9616656 , 0.47462568, 4.989773  , ..., 5.555872  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (5)': array([[6.7730743e-01, 2.7075496e-01, 3.0805702e+00, ..., 3.4215608e+00,\n",
              "         0.0000000e+00, 2.5135356e-03]], dtype=float32),\n",
              " 'Growth_Level_50% (50)': array([[1.4099959, 0.4792526, 5.6143575, ..., 4.8467126, 0.       ,\n",
              "         0.       ]], dtype=float32),\n",
              " 'Growth_Level_50% (51)': array([[1.6305727 , 0.49725047, 5.3324842 , ..., 4.8859854 , 0.        ,\n",
              "         0.02205927]], dtype=float32),\n",
              " 'Growth_Level_50% (52)': array([[4.4481391e-01, 5.4617953e-01, 5.4165320e+00, ..., 4.0776658e+00,\n",
              "         0.0000000e+00, 3.3211587e-03]], dtype=float32),\n",
              " 'Growth_Level_50% (53)': array([[0.579077  , 0.53372234, 5.224056  , ..., 4.529636  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (54)': array([[0.54926676, 0.38903135, 4.9404397 , ..., 4.110191  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (6)': array([[0.8543758, 0.4660964, 3.9866138, ..., 3.454876 , 0.       ,\n",
              "         0.       ]], dtype=float32),\n",
              " 'Growth_Level_50% (7)': array([[0.37605068, 0.38343543, 3.2723582 , ..., 3.3588624 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_50% (8)': array([[1.0181283 , 0.32040584, 3.694297  , ..., 3.6903067 , 0.        ,\n",
              "         0.02352773]], dtype=float32),\n",
              " 'Growth_Level_50% (9)': array([[0.73822844, 0.34661257, 3.3279772 , ..., 3.6609933 , 0.        ,\n",
              "         0.03631779]], dtype=float32),\n",
              " 'Growth_Level_75% (1)': array([[4.2040062e-01, 4.8928896e-01, 4.0116792e+00, ..., 3.5662067e+00,\n",
              "         0.0000000e+00, 3.0417033e-03]], dtype=float32),\n",
              " 'Growth_Level_75% (10)': array([[1.3016547e+00, 8.9396900e-01, 3.6453695e+00, ..., 2.1429522e+00,\n",
              "         2.5160568e-02, 1.8067885e-03]], dtype=float32),\n",
              " 'Growth_Level_75% (11)': array([[6.7332655e-01, 6.6902864e-01, 4.1929350e+00, ..., 3.6832690e+00,\n",
              "         0.0000000e+00, 9.3541172e-04]], dtype=float32),\n",
              " 'Growth_Level_75% (12)': array([[0.37038296, 0.2856092 , 4.1178555 , ..., 3.0374765 , 0.        ,\n",
              "         0.00630437]], dtype=float32),\n",
              " 'Growth_Level_75% (13)': array([[5.0995386e-01, 2.9764852e-01, 3.6993542e+00, ..., 3.1119490e+00,\n",
              "         1.3228822e-03, 0.0000000e+00]], dtype=float32),\n",
              " 'Growth_Level_75% (14)': array([[0.2799681, 0.2596245, 3.5150454, ..., 3.329664 , 0.       ,\n",
              "         0.       ]], dtype=float32),\n",
              " 'Growth_Level_75% (15)': array([[0.22216961, 0.46917507, 3.8051167 , ..., 3.0272958 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (16)': array([[0.41824073, 0.56766117, 2.1568804 , ..., 1.4998513 , 0.00818353,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (17)': array([[0.29497138, 0.40157598, 3.190609  , ..., 0.8906589 , 0.0097585 ,\n",
              "         0.17053774]], dtype=float32),\n",
              " 'Growth_Level_75% (18)': array([[0.32436883, 0.5394779 , 3.0661855 , ..., 1.2574434 , 0.        ,\n",
              "         0.3435612 ]], dtype=float32),\n",
              " 'Growth_Level_75% (19)': array([[0.50163674, 0.49691558, 3.2419167 , ..., 0.70442814, 0.0096475 ,\n",
              "         0.246218  ]], dtype=float32),\n",
              " 'Growth_Level_75% (2)': array([[0.55859077, 0.35600623, 3.5637336 , ..., 3.6323805 , 0.        ,\n",
              "         0.02587275]], dtype=float32),\n",
              " 'Growth_Level_75% (20)': array([[1.3031648 , 1.3589009 , 4.963471  , ..., 2.5409274 , 0.        ,\n",
              "         0.13540022]], dtype=float32),\n",
              " 'Growth_Level_75% (21)': array([[0.9724462, 1.1343703, 5.0846786, ..., 2.8550172, 0.       ,\n",
              "         0.0735937]], dtype=float32),\n",
              " 'Growth_Level_75% (22)': array([[1.3333577 , 0.29273888, 4.2241836 , ..., 4.0968614 , 0.07942484,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (23)': array([[0.6314634 , 0.35936385, 3.6234393 , ..., 3.872623  , 0.03410732,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (24)': array([[0.55466443, 0.5101676 , 3.8437192 , ..., 3.990493  , 0.049838  ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (25)': array([[1.1994727 , 0.5206077 , 4.7662663 , ..., 4.073618  , 0.03289522,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (26)': array([[0.43545645, 0.63536215, 4.9870877 , ..., 3.4512331 , 0.04094125,\n",
              "         0.00742735]], dtype=float32),\n",
              " 'Growth_Level_75% (27)': array([[0.79881054, 1.0837531 , 4.9283614 , ..., 3.6107352 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (28)': array([[0.53742856, 1.0711868 , 4.7821813 , ..., 3.0942976 , 0.0055371 ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (29)': array([[1.0828619 , 0.31869727, 4.117888  , ..., 1.6609253 , 0.00922996,\n",
              "         0.00677885]], dtype=float32),\n",
              " 'Growth_Level_75% (3)': array([[1.1363527 , 0.7774262 , 4.0245886 , ..., 2.7804105 , 0.        ,\n",
              "         0.01239267]], dtype=float32),\n",
              " 'Growth_Level_75% (30)': array([[1.1821874e+00, 2.6560047e-01, 3.1612480e+00, ..., 2.0006614e+00,\n",
              "         1.0072758e-02, 9.1812108e-04]], dtype=float32),\n",
              " 'Growth_Level_75% (31)': array([[1.0809414 , 0.18307406, 3.3708963 , ..., 1.530624  , 0.06981256,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (32)': array([[1.6131023 , 0.19662496, 5.8678036 , ..., 2.888033  , 0.03453892,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (33)': array([[0.92726624, 0.32773858, 5.71766   , ..., 3.366342  , 0.04495015,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (34)': array([[0.5487164 , 0.25250962, 4.765147  , ..., 3.4439209 , 0.21848693,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (35)': array([[0.67219514, 0.31151423, 2.501552  , ..., 2.5780175 , 0.        ,\n",
              "         0.00883855]], dtype=float32),\n",
              " 'Growth_Level_75% (36)': array([[1.4324102 , 0.59570736, 3.421505  , ..., 2.7089882 , 0.12853952,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (37)': array([[1.1960291 , 0.72925645, 3.3206708 , ..., 2.063176  , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (38)': array([[1.2650877 , 0.19606401, 2.826176  , ..., 1.7106876 , 0.17214072,\n",
              "         0.04731655]], dtype=float32),\n",
              " 'Growth_Level_75% (39)': array([[1.5511633 , 0.3170424 , 2.3042114 , ..., 1.9884074 , 0.25877416,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (4)': array([[1.0844712 , 0.5680662 , 3.9281392 , ..., 3.206248  , 0.00556949,\n",
              "         0.0768354 ]], dtype=float32),\n",
              " 'Growth_Level_75% (40)': array([[1.0399501 , 0.39414188, 2.706434  , ..., 2.0725832 , 0.22190395,\n",
              "         0.00726839]], dtype=float32),\n",
              " 'Growth_Level_75% (41)': array([[0.6524633 , 0.3992458 , 3.9713757 , ..., 3.1828043 , 0.02518655,\n",
              "         0.02269369]], dtype=float32),\n",
              " 'Growth_Level_75% (42)': array([[6.5200597e-01, 5.3867531e-01, 3.5833468e+00, ..., 3.8459015e+00,\n",
              "         2.9150607e-02, 2.0589090e-03]], dtype=float32),\n",
              " 'Growth_Level_75% (43)': array([[1.06505   , 0.605716  , 4.1595006 , ..., 2.888923  , 0.01576047,\n",
              "         0.01409782]], dtype=float32),\n",
              " 'Growth_Level_75% (44)': array([[1.9015467 , 0.2555013 , 3.2611136 , ..., 2.2467303 , 0.01340948,\n",
              "         0.04346154]], dtype=float32),\n",
              " 'Growth_Level_75% (45)': array([[1.78167   , 0.2921342 , 2.7839313 , ..., 2.2644885 , 0.01973786,\n",
              "         0.0029172 ]], dtype=float32),\n",
              " 'Growth_Level_75% (46)': array([[2.0060673 , 0.31136984, 2.5339983 , ..., 2.0070632 , 0.02348431,\n",
              "         0.01426042]], dtype=float32),\n",
              " 'Growth_Level_75% (47)': array([[1.3717163 , 0.8060204 , 2.603854  , ..., 1.7158716 , 0.05358777,\n",
              "         0.38440976]], dtype=float32),\n",
              " 'Growth_Level_75% (48)': array([[1.3643157e+00, 9.7235167e-01, 2.5730803e+00, ..., 1.8058043e+00,\n",
              "         1.0186065e-03, 3.0587226e-01]], dtype=float32),\n",
              " 'Growth_Level_75% (49)': array([[1.2127396 , 1.1040841 , 2.6276348 , ..., 1.4485215 , 0.00489394,\n",
              "         0.11523183]], dtype=float32),\n",
              " 'Growth_Level_75% (5)': array([[1.2563256 , 0.7013651 , 4.252127  , ..., 3.0748017 , 0.00694768,\n",
              "         0.02531776]], dtype=float32),\n",
              " 'Growth_Level_75% (50)': array([[1.0132378 , 1.011533  , 2.3335686 , ..., 1.7892584 , 0.05356965,\n",
              "         0.20336908]], dtype=float32),\n",
              " 'Growth_Level_75% (51)': array([[1.986857  , 0.31299567, 2.554553  , ..., 2.3583589 , 0.09047654,\n",
              "         0.17473216]], dtype=float32),\n",
              " 'Growth_Level_75% (52)': array([[1.4123913 , 0.2757636 , 2.6786144 , ..., 2.8069243 , 0.01778741,\n",
              "         0.01419239]], dtype=float32),\n",
              " 'Growth_Level_75% (53)': array([[1.6153573 , 0.19392249, 2.7186494 , ..., 2.5900023 , 0.05965638,\n",
              "         0.09443918]], dtype=float32),\n",
              " 'Growth_Level_75% (54)': array([[1.8152252 , 0.3265794 , 2.7581668 , ..., 1.7839372 , 0.05655172,\n",
              "         0.14295174]], dtype=float32),\n",
              " 'Growth_Level_75% (55)': array([[1.6280054 , 0.15989454, 2.5715506 , ..., 1.9328105 , 0.06291786,\n",
              "         0.08323465]], dtype=float32),\n",
              " 'Growth_Level_75% (56)': array([[1.2843114 , 0.20259887, 2.552897  , ..., 1.6749766 , 0.0755987 ,\n",
              "         0.10578337]], dtype=float32),\n",
              " 'Growth_Level_75% (57)': array([[1.4031602 , 0.12615332, 2.4288588 , ..., 1.5928259 , 0.09580141,\n",
              "         0.54449886]], dtype=float32),\n",
              " 'Growth_Level_75% (58)': array([[1.0306911 , 0.40404245, 4.1720595 , ..., 3.0511067 , 0.02176199,\n",
              "         0.05097063]], dtype=float32),\n",
              " 'Growth_Level_75% (59)': array([[0.7317424 , 0.35598543, 4.226692  , ..., 2.9622633 , 0.05341052,\n",
              "         0.04053221]], dtype=float32),\n",
              " 'Growth_Level_75% (6)': array([[1.737473  , 1.5846714 , 4.896601  , ..., 2.0212119 , 0.02864228,\n",
              "         0.11402359]], dtype=float32),\n",
              " 'Growth_Level_75% (60)': array([[0.43542197, 0.51154006, 4.6299806 , ..., 3.1750033 , 0.06172198,\n",
              "         0.04457721]], dtype=float32),\n",
              " 'Growth_Level_75% (61)': array([[1.6732988 , 0.8637301 , 2.8398237 , ..., 1.8514119 , 0.04468011,\n",
              "         0.12802228]], dtype=float32),\n",
              " 'Growth_Level_75% (62)': array([[1.4389048 , 0.91095656, 2.9245536 , ..., 1.7330158 , 0.01488754,\n",
              "         0.09735997]], dtype=float32),\n",
              " 'Growth_Level_75% (63)': array([[0.94373393, 0.60232574, 4.7972846 , ..., 2.7819424 , 0.02483831,\n",
              "         0.08884912]], dtype=float32),\n",
              " 'Growth_Level_75% (64)': array([[1.9397303 , 0.44901508, 4.1690664 , ..., 3.5198874 , 0.05851557,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (65)': array([[1.7157979 , 0.30677342, 4.0680566 , ..., 3.0067456 , 0.23481685,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (66)': array([[1.243874  , 1.1226419 , 1.1117754 , ..., 1.4233505 , 0.16460243,\n",
              "         0.55239135]], dtype=float32),\n",
              " 'Growth_Level_75% (67)': array([[0.8654673 , 1.4115635 , 1.221173  , ..., 1.0975046 , 0.1260427 ,\n",
              "         0.24000199]], dtype=float32),\n",
              " 'Growth_Level_75% (68)': array([[8.7458873e-01, 5.5821764e-01, 3.2873697e+00, ..., 2.7632887e+00,\n",
              "         9.4921023e-02, 3.1232985e-03]], dtype=float32),\n",
              " 'Growth_Level_75% (69)': array([[1.1016488 , 0.54871374, 3.5849674 , ..., 3.2167225 , 0.        ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (7)': array([[1.8132594 , 1.7102946 , 4.861001  , ..., 2.2837145 , 0.03136066,\n",
              "         0.17827798]], dtype=float32),\n",
              " 'Growth_Level_75% (70)': array([[6.8267310e-01, 3.8678807e-01, 3.5852227e+00, ..., 3.3588634e+00,\n",
              "         5.0077856e-02, 1.9919996e-03]], dtype=float32),\n",
              " 'Growth_Level_75% (71)': array([[7.8686935e-01, 4.0575540e-01, 3.0290642e+00, ..., 3.1803477e+00,\n",
              "         2.6390042e-02, 2.6660264e-03]], dtype=float32),\n",
              " 'Growth_Level_75% (72)': array([[1.8280417 , 0.23937269, 3.3297071 , ..., 3.0210614 , 0.29378888,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (73)': array([[2.2413611 , 0.45865604, 3.5389564 , ..., 3.0739048 , 0.40205434,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (74)': array([[1.9982458 , 0.34022233, 2.8521278 , ..., 2.8476102 , 0.23149335,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (75)': array([[2.427702  , 0.3005773 , 3.901467  , ..., 3.1835294 , 0.25844127,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (76)': array([[2.189566  , 0.34369853, 3.16704   , ..., 3.491519  , 0.15418504,\n",
              "         0.05474335]], dtype=float32),\n",
              " 'Growth_Level_75% (77)': array([[1.0221823 , 0.98707014, 1.6568822 , ..., 1.5704132 , 0.09956791,\n",
              "         0.14590901]], dtype=float32),\n",
              " 'Growth_Level_75% (78)': array([[0.1312722 , 1.0601413 , 1.3547728 , ..., 2.2618985 , 0.3172609 ,\n",
              "         0.04470044]], dtype=float32),\n",
              " 'Growth_Level_75% (79)': array([[0.10338201, 1.2287556 , 1.8369013 , ..., 1.967252  , 0.55024046,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (8)': array([[1.5323658 , 0.7580113 , 3.493908  , ..., 1.9507564 , 0.        ,\n",
              "         0.06667931]], dtype=float32),\n",
              " 'Growth_Level_75% (80)': array([[0.02778182, 1.1492456 , 1.6059533 , ..., 2.1924837 , 0.6785133 ,\n",
              "         0.        ]], dtype=float32),\n",
              " 'Growth_Level_75% (81)': array([[0.2922712 , 0.73895824, 4.4312253 , ..., 3.5317187 , 0.        ,\n",
              "         0.02472409]], dtype=float32),\n",
              " 'Growth_Level_75% (9)': array([[1.8468122 , 0.9897559 , 3.0285122 , ..., 2.0930312 , 0.        ,\n",
              "         0.01999868]], dtype=float32)}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "13nBCLJ0e_pR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "label = {}"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LhZnfFvoe_zr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def get_class(ipt):\n",
        "    class_id = 0\n",
        "    if 'Growth_Level_25%' in ipt : \n",
        "        class_id = \"Growth_Level_25%\"\n",
        "   \n",
        "   \n",
        "    elif 'Growth_Level_50%' in ipt:\n",
        "        class_id = \"Growth_Level_50%\"\n",
        "\n",
        "    elif 'Growth_Level_75%' in ipt:\n",
        "        class_id = \"Growth_Level_75%\"\n",
        "    else :\n",
        "      class_id = \"Growth_Level_100%\"\n",
        "\n",
        "    \n",
        "    return class_id"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AMEp38FTe_4-",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "for key, value in features.items() :\n",
        "    label[key] = get_class(key)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r_hA0zAKe_-1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "dd80474a-658c-46f0-ad25-b82cdc7cac17"
      },
      "source": [
        "get_class('Growth_Level_100% (33)')"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Growth_Level_100%'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R0ZH6Gr9fAGx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x = []\n",
        "y = []"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eq5IWc82fAL8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "for key, value in features.items() :\n",
        "    x.append(features[key][0])\n",
        "    y.append(label[key])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7TKpa0whfAPm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "450a4a48-9cc3-4a96-e876-30a29e56ae40"
      },
      "source": [
        "x[1].shape"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2048,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "L2ZObI17fAKd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "bb6b8b97-3dcc-4d28-c30d-5143f055020a"
      },
      "source": [
        "label['Growth_Level_100% (33)']"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Growth_Level_100%'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ahNGHuLpfAFQ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        },
        "outputId": "34905615-9645-4d91-f262-86e3a582a41d"
      },
      "source": [
        "print (type(x))\n",
        "print (type(y))"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'list'>\n",
            "<class 'list'>\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HmdeThLje_3e",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "x=np.array(x)\n",
        "y=np.array(y)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fMDNaFtDe_xV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size=.4,\n",
        "                                                    random_state=0)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HJFCd1fte_uz",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "75ff3bb2-2883-484c-d6a9-846899ea3acd"
      },
      "source": [
        "#svm classifier\n",
        "\n",
        "from sklearn.model_selection import cross_val_score\n",
        "from sklearn import svm\n",
        "clf = svm.SVC(kernel='linear')\n",
        "scoresvm = cross_val_score(clf, x, y, cv=4)\n",
        "scoresvm\n",
        "print(\"Accuracy: %0.2f (+/- %0.2f)\" % (scoresvm.mean(), scoresvm.std() * 2))"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy: 1.00 (+/- 0.00)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mRQz7RHJe_tk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "d3d6af08-c170-49e9-f42a-b718f204b76b"
      },
      "source": [
        "#KNN classifier\n",
        "\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "from sklearn.model_selection import cross_val_score\n",
        "clfknn = KNeighborsClassifier(n_neighbors=10)\n",
        "scores = cross_val_score(clfknn, x, y, cv=4)\n",
        "print(\"Accuracy: %0.2f (+/- %0.2f)\" % (scores.mean(), scores.std() * 2))"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy: 0.97 (+/- 0.03)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EOnU2-loe_mJ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import cross_val_score\n",
        "from sklearn.neighbors import KNeighborsClassifier\n",
        "\n",
        "clf = KNeighborsClassifier(n_neighbors=10)\n",
        "\n",
        "#Train the model using the training sets\n",
        "clf=clf.fit(X_train, y_train)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rARYndQuiXTI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pickle\n",
        "from pickle import dump\n",
        "dump(clf, open('Marie_Gold.pkl', 'wb'))\n",
        "s = open(\"Marie_Gold.pkl\",\"rb\")\n",
        "clf2 = pickle.load(s)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zs91K3xQi1Yk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 697
        },
        "outputId": "81ecbfdc-de53-44c1-eea1-e72aa1f9a2c5"
      },
      "source": [
        "clf2.predict(X_test)"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Growth_Level_75%', 'Growth_Level_75%', 'Growth_Level_50%',\n",
              "       'Growth_Level_75%', 'Growth_Level_25%', 'Growth_Level_50%',\n",
              "       'Growth_Level_75%', 'Growth_Level_100%', 'Growth_Level_25%',\n",
              "       'Growth_Level_100%', 'Growth_Level_75%', 'Growth_Level_100%',\n",
              "       'Growth_Level_50%', 'Growth_Level_100%', 'Growth_Level_25%',\n",
              "       'Growth_Level_75%', 'Growth_Level_25%', 'Growth_Level_75%',\n",
              "       'Growth_Level_50%', 'Growth_Level_100%', 'Growth_Level_50%',\n",
              "       'Growth_Level_75%', 'Growth_Level_75%', 'Growth_Level_50%',\n",
              "       'Growth_Level_25%', 'Growth_Level_100%', 'Growth_Level_75%',\n",
              "       'Growth_Level_50%', 'Growth_Level_75%', 'Growth_Level_100%',\n",
              "       'Growth_Level_50%', 'Growth_Level_25%', 'Growth_Level_25%',\n",
              "       'Growth_Level_75%', 'Growth_Level_50%', 'Growth_Level_100%',\n",
              "       'Growth_Level_100%', 'Growth_Level_50%', 'Growth_Level_25%',\n",
              "       'Growth_Level_100%', 'Growth_Level_50%', 'Growth_Level_75%',\n",
              "       'Growth_Level_75%', 'Growth_Level_50%', 'Growth_Level_25%',\n",
              "       'Growth_Level_25%', 'Growth_Level_75%', 'Growth_Level_100%',\n",
              "       'Growth_Level_75%', 'Growth_Level_50%', 'Growth_Level_100%',\n",
              "       'Growth_Level_50%', 'Growth_Level_75%', 'Growth_Level_100%',\n",
              "       'Growth_Level_25%', 'Growth_Level_100%', 'Growth_Level_25%',\n",
              "       'Growth_Level_75%', 'Growth_Level_50%', 'Growth_Level_25%',\n",
              "       'Growth_Level_100%', 'Growth_Level_25%', 'Growth_Level_100%',\n",
              "       'Growth_Level_25%', 'Growth_Level_25%', 'Growth_Level_100%',\n",
              "       'Growth_Level_100%', 'Growth_Level_50%', 'Growth_Level_100%',\n",
              "       'Growth_Level_75%', 'Growth_Level_75%', 'Growth_Level_100%',\n",
              "       'Growth_Level_100%', 'Growth_Level_50%', 'Growth_Level_50%',\n",
              "       'Growth_Level_75%', 'Growth_Level_25%', 'Growth_Level_50%',\n",
              "       'Growth_Level_75%', 'Growth_Level_75%', 'Growth_Level_75%',\n",
              "       'Growth_Level_50%', 'Growth_Level_100%', 'Growth_Level_75%',\n",
              "       'Growth_Level_50%', 'Growth_Level_100%', 'Growth_Level_25%',\n",
              "       'Growth_Level_100%', 'Growth_Level_50%', 'Growth_Level_75%',\n",
              "       'Growth_Level_25%', 'Growth_Level_50%', 'Growth_Level_100%',\n",
              "       'Growth_Level_75%', 'Growth_Level_100%', 'Growth_Level_50%',\n",
              "       'Growth_Level_75%', 'Growth_Level_100%', 'Growth_Level_100%',\n",
              "       'Growth_Level_50%', 'Growth_Level_75%', 'Growth_Level_25%',\n",
              "       'Growth_Level_75%', 'Growth_Level_25%', 'Growth_Level_25%',\n",
              "       'Growth_Level_100%', 'Growth_Level_100%', 'Growth_Level_75%',\n",
              "       'Growth_Level_50%', 'Growth_Level_25%', 'Growth_Level_100%',\n",
              "       'Growth_Level_100%', 'Growth_Level_75%', 'Growth_Level_100%',\n",
              "       'Growth_Level_100%', 'Growth_Level_100%', 'Growth_Level_50%',\n",
              "       'Growth_Level_25%'], dtype='<U17')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    }
  ]
}