tugas_kecerdasan_buatan_draft2

tugas_kecerdasan_buatan_draft2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7e173f7d-fe0a-4df2-9fee-517fa750b19c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib import cm\n",
    "from matplotlib.ticker import LinearLocator\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dbaf1fee-74da-43b5-befe-968f49123a3a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def f(x1,x2):\n",
    "    return -(np.sin(x1)*np.cos(x2) + (4/5)*np.exp(1-np.sqrt(x1**2+x2**2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "799107e1-9eb0-472f-955a-e954d56c3581",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(50.722222222222214, 0.5, 'x2')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_ = np.arange(-10, 10, 0.2)\n",
    "Y_ = np.arange(-10, 10, 0.2)\n",
    "X, Y = np.meshgrid(X_, Y_)\n",
    "Z = f(X,Y)\n",
    "\n",
    "sns.heatmap(Z,center=0)\n",
    "plt.xticks(range(0, 101, 10), range(-10, 11, 2))\n",
    "plt.yticks(range(0, 101, 10), range(-10, 11, 2))\n",
    "plt.xlabel('x1')\n",
    "plt.ylabel('x2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "07bcc946-fcf1-4b0a-8d91-c614d71ae5ae",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def fitness(x1,x2):\n",
    "    return -f(x1,x2)\n",
    "\n",
    "def fitness2(x1,x2):\n",
    "    return 1/(f(x1,x2)+np.finfo(np.float32).eps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "823a4025-fcda-4943-a31c-8bf170888f90",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def scale(x: np.ndarray):\n",
    "    I32MAX=np.iinfo(np.int32).max\n",
    "    return (x/10*I32MAX).astype(np.int32)\n",
    "\n",
    "def unscale(x: np.ndarray):\n",
    "    I32MAX=np.iinfo(np.int32).max\n",
    "    return x/I32MAX*10\n",
    "\n",
    "def int_to_bin(arr: np.ndarray, n_bytes=1):     \n",
    "    arr_ = np.fliplr(arr[:, None].view(np.uint8))[:, -n_bytes:]        \n",
    "    return np.unpackbits(arr_, axis=1)\n",
    "\n",
    "def bin_to_int(x: np.ndarray):\n",
    "    return x.dot(2**np.arange(x.shape[-1],dtype=np.int32)[::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b951ab92-8603-4ae9-b64c-10d23a0755b3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def encode_(x: np.ndarray):\n",
    "    return int_to_bin(scale(x),4)\n",
    "\n",
    "def decode_(x: np.ndarray):\n",
    "    return unscale(bin_to_int(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f542f2a5-cda1-4e09-8b58-ec7bf633e6a3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def encode(x1: np.ndarray,x2: np.ndarray):\n",
    "    return np.concatenate([encode_(x1),encode_(x2)],axis=1)\n",
    "\n",
    "def decode(c: np.ndarray):\n",
    "    return decode_(c[...,:32]),decode_(c[...,32:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ca087ebb-9ca9-4bef-87a6-e05d77e079a4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def softmax(x):\n",
    "    return np.exp(x)/np.exp(x).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ee4df3c-73cb-4641-9f89-fcd59291947a",
   "metadata": {},
   "source": [
    "## INILISASI POPULASI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bfaa86ac-3c53-493f-a431-01f5371727a4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "NPOP=1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2f2bfc18-26b4-473c-88f3-385ab8895d0e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "k=(np.random.random((NPOP,64))>0.5)\n",
    "x=fitness(*decode(k))\n",
    "probs=softmax(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5316b839-3165-40fc-be7f-9cc4c0d57f31",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def pemilihan_orangtua(k: np.ndarray):\n",
    "    scores=fitness(*decode(k))\n",
    "    probs=softmax(scores)\n",
    "    chosen_idx=np.random.choice(k.shape[0],k.shape[0],p=probs)#index\n",
    "    chosen=k[chosen_idx]\n",
    "    return chosen.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5af92cae-f423-4624-9bfd-a3ad9a9d6a8f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def rekombinasi_seragam(x: np.ndarray,y: np.ndarray,z: np.ndarray):\n",
    "    return np.concatenate([(1-z)*x+z*y,z*x+(1-z)*y])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ffa19cea-0618-4da7-b37d-6dc04ae5e5f4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def rekombinasi(k: np.ndarray,pc=0.5):\n",
    "    x1=k[:k.shape[0]//2]\n",
    "    np.random.shuffle(k)\n",
    "    x2=k[:k.shape[0]//2]\n",
    "    z=np.random.random(x1.shape)<pc\n",
    "    return rekombinasi_seragam(x1,x2,z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6060e9e7-4165-4b2d-8fd9-ab13e41eaf8e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def mutasi(k: np.ndarray, p: float = 0.05):\n",
    "    mutation_points=np.random.random(k.shape)<p\n",
    "    return k^mutation_points # XOR = bit flip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "bfde0af6-0795-427f-be5f-1207e4c5a4de",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='x1', ylabel='x2'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "sns.scatterplot(data=pd.DataFrame(np.array(decode(k)).T,columns=['x1','x2']),x='x1',y='x2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c2136cc2-563e-4b5f-81ca-72cdef3049b5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def best_chromosome(k):\n",
    "    return decode(k[np.argmax(fitness(*decode(k)))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "beb45537-5e8b-4140-90b1-b7316eda8ac1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "best: x1,x2=(-0.023818071942691726, 0.03401877360139916); f(x1,x2)=-2.0623649698109996\n",
      "best chromosome: 1111111110110001111100111111010000000000011011110111100100000100\n",
      "new best chromosome at epoch-2: 1111111110110011111100111111010000000000011011110111100100000100\n",
      "new best chromosome at epoch-4: 1111111110110001111100111111010000000000010011110111100100100100\n",
      "new best chromosome at epoch-5: 1111111111110001111100111111010000000000011011110111100100010100\n",
      "new best chromosome at epoch-6: 1111111111110001111100111111010000000000011011110111100000000100\n",
      "new best chromosome at epoch-7: 1111111110110001111100111101010000000000000011110111100000011100\n",
      "new best chromosome at epoch-8: 1111111111110001111100111111010000000000010011100111100100100100\n",
      "new best chromosome at epoch-10: 1111111111110001111100111111010000000000001011110111100000000100\n",
      "new best chromosome at epoch-11: 1111111111110001111101111111010000000000001011110111100000000100\n",
      "new best chromosome at epoch-13: 1111111111110001111101111111010000000000001010110111100000000100\n",
      "new best chromosome at epoch-14: 1111111111110101111100111111010100000000001001010111100000000100\n",
      "new best chromosome at epoch-16: 1111111111111101111100110111010000000000000011110111000100000100\n",
      "new best chromosome at epoch-27: 1111111111111101111100110011100000000000000011010111100010001110\n",
      "new best chromosome at epoch-32: 1111111111111001011100111111110000000000000001110110100000000100\n",
      "new best chromosome at epoch-33: 1111111111111001011100111111110000000000000001010110100000000000\n",
      "new best chromosome at epoch-38: 1111111111111101111100110110100000000000000010010110100000100110\n",
      "new best chromosome at epoch-39: 1111111111111101111100110110100000000000000010010110000000100110\n",
      "new best chromosome at epoch-51: 1111111111111001111110110101010100000000000000010010000010000110\n",
      "new best chromosome at epoch-62: 1111111111111001111101111011000100000000000000000101000011000110\n",
      "new best chromosome at epoch-63: 1111111111111101100101111011011000000000000000000101100001000110\n",
      "new best chromosome at epoch-73: 1111111111111111110101100011010100000000000000000111000000011101\n",
      "new best chromosome at epoch-76: 1111111111111111110101100011010100000000000000000110000000011101\n",
      "new best chromosome at epoch-86: 1111111111111111111110100001000100000000000000000011001000110100\n",
      "new best chromosome at epoch-87: 1111111111111111111110100001000100000000000000000010001000110100\n",
      "best: x1,x2=(-7.0733949574983655e-06, 4.07733023356522e-05); f(x1,x2)=-2.1745284002218903\n"
     ]
    }
   ],
   "source": [
    "k=(np.random.random((NPOP,64))>0.5)\n",
    "best=best_chromosome(k)\n",
    "print(f\"best: x1,x2={best}; f(x1,x2)={f(*best)}\")\n",
    "print(f\"best chromosome: {''.join(encode(np.array([best[0]]),np.array([best[1]]))[0].astype(str))}\")\n",
    "x1,x2=decode(k)\n",
    "g=[0]*len(k)\n",
    "\n",
    "pc=0.7\n",
    "pm=0.01\n",
    "\n",
    "for e in range(1,100):\n",
    "    tmp_best_idx=best_chromosome(k)\n",
    "    if fitness(*tmp_best_idx)>fitness(*best):\n",
    "        best=tmp_best_idx\n",
    "        print(f\"new best chromosome at epoch-{e}: {''.join(encode(np.array([best[0]]),np.array([best[1]]))[0].astype(str))}\")\n",
    "    k=pemilihan_orangtua(k)\n",
    "    k=rekombinasi(k,pc)\n",
    "    k=mutasi(k,pm)\n",
    "    x1_,x2_=decode(k)\n",
    "    x1=np.concatenate([x1,x1_])\n",
    "    x2=np.concatenate([x2,x2_])\n",
    "    g+=[e]*len(k)\n",
    "print(f\"best: x1,x2={best}; f(x1,x2)={f(*best)}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8e2a8f2b-5478-4bb5-ae59-5578f551bb8c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='x1', ylabel='x2'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df=pd.DataFrame({\n",
    "    'x1':x1,'x2':x2,'g':g\n",
    "})\n",
    "sns.scatterplot(data=df,x='x1',y='x2',hue='g',legend=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "a61ffea8-d6d2-4ab1-b341-c8fcdaf17114",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "97343c08-3f31-4389-bc8f-ec06f2541d88",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.99 , 0.982, 0.993, 0.99 , 0.986, 0.983, 0.978, 0.948, 0.868,\n",
       "       0.85 , 0.66 , 0.663, 0.333, 0.384, 0.284, 0.666, 0.749, 0.583,\n",
       "       0.676, 0.534, 0.484, 0.263, 0.548, 0.649, 0.361, 0.427, 0.548,\n",
       "       0.729, 0.494, 0.75 , 0.54 , 0.422, 0.011, 0.005, 0.01 , 0.011,\n",
       "       0.014, 0.023, 0.047, 0.075, 0.123, 0.439, 0.27 , 0.383, 0.512,\n",
       "       0.374, 0.192, 0.621, 0.487, 0.394, 0.753, 0.751, 0.708, 0.212,\n",
       "       0.455, 0.359, 0.436, 0.342, 0.245, 0.712, 0.12 , 0.58 , 0.574,\n",
       "       0.552])"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "2174599c-44ff-4abb-bdd4-ab893da2a6aa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(k.mean(0).reshape(1,-1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74ef8017-589b-4c12-83f7-96daeba740f3",
   "metadata": {},
   "source": [
    "## pencarian $P_m$ dan $P_c$ yang bagus:\n",
    "\n",
    "akan dicari dengan constraint, max epoch = 100 dan population size = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "67ff842f-b1cb-4413-bf26-5fba63fc7cac",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def score_p(pm,pc):\n",
    "    k=(np.random.random((100,64))>0.5)\n",
    "    best=best_chromosome(k)\n",
    "    for e in range(1,100):\n",
    "        tmp_best_idx=best_chromosome(k)\n",
    "        if fitness(*tmp_best_idx)>fitness(*best):\n",
    "            best=tmp_best_idx\n",
    "        k=pemilihan_orangtua(k)\n",
    "        k=rekombinasi(k,pc)\n",
    "        k=mutasi(k,pm)\n",
    "    return fitness(*best)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "d59f9633-4be5-412d-96d6-288ed5214b1e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 16/16 [00:07<00:00,  2.11it/s]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "\n",
    "pms=[]\n",
    "pcs=[]\n",
    "bests=[]\n",
    "\n",
    "for pm in tqdm(np.arange(16)/30):\n",
    "    for pc in np.arange(16)/15:\n",
    "        pms.append(pm)\n",
    "        pcs.append(pc)\n",
    "        bests.append(score_p(pm,pc))\n",
    "        \n",
    "pmpcs=pd.DataFrame({\n",
    "    'pms':pms,\n",
    "    'pcs':pcs,\n",
    "    'bests':bests\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "65054e9e-aab8-4ab1-a505-704eab464bb4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pms</th>\n",
       "      <th>pcs</th>\n",
       "      <th>bests</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.166667</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.173404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>2.172059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.866667</td>\n",
       "      <td>2.171242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.866667</td>\n",
       "      <td>2.170629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>2.170310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0.066667</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.170014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.033333</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.169777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>2.169717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.066667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>2.169678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.033333</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>2.169453</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         pms       pcs     bests\n",
       "95  0.166667  1.000000  2.173404\n",
       "28  0.033333  0.800000  2.172059\n",
       "45  0.066667  0.866667  2.171242\n",
       "29  0.033333  0.866667  2.170629\n",
       "30  0.033333  0.933333  2.170310\n",
       "47  0.066667  1.000000  2.170014\n",
       "31  0.033333  1.000000  2.169777\n",
       "35  0.066667  0.200000  2.169717\n",
       "42  0.066667  0.666667  2.169678\n",
       "22  0.033333  0.400000  2.169453"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pmpcs.sort_values('bests',ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7957c578-e1c0-4e9c-aaee-93096f6f2409",
   "metadata": {},
   "source": [
    "$P_m$ terbaik = 0.125\n",
    "\n",
    "$P_c$ terbaik = 0.5\n",
    "\n",
    "fitness terbaik menggunakan $P$ tersebut = 2.172145"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "0bab1938-02e3-41e2-95d0-d6164268e1a3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='pcs', ylabel='pms'>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pmpc2=pmpcs.copy()\n",
    "pmpc2['pms']=pmpc2['pms'].round(2)\n",
    "pmpc2['pcs']=pmpc2['pcs'].round(2)\n",
    "sns.heatmap(pmpc2.pivot(index='pms',columns='pcs',values='bests'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "a0738a25-d575-493b-ac8d-72af561dc5e8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='pcs', ylabel='pms'>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pmpc2=pmpcs.copy()\n",
    "pmpc2['pms']=pmpc2['pms'].round(2)\n",
    "pmpc2['pcs']=pmpc2['pcs'].round(2)\n",
    "sns.heatmap(pmpc2.pivot(index='pms',columns='pcs',values='bests'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "493db031-ccaa-41d3-a31e-f304a347c302",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ec1901f910>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(data=pmpcs,x='pms',y='bests')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "3e1dadba-dce0-4bb8-bf8b-b9c90175171c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1ec11933690>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(data=pmpcs,x='pcs',y='bests')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "f604f4aa-bfe2-4939-bcf0-c2ebdf042342",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "pcs=%{x}<br>pms=%{y}<br>bests=%{marker.color}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           1.710619428044205,
           1.777679671904227,
           1.41602617322596,
           1.4779383970560884,
           0.9396679887066599,
           1.5198069428456025,
           1.1565281160821006,
           1.0016863846920967,
           0.9938759549529698,
           1.2519175740060098,
           1.496714196801701,
           1.2329628661934995,
           1.8020024902231,
           0.9975660385969777,
           1.8163025310389846,
           0.9526747236005031,
           2.161835169360855,
           2.1212001375322083,
           2.162364223964596,
           2.163046432988321,
           2.162132047111732,
           2.157556947413499,
           2.1694532239636675,
           2.168957497788019,
           2.160225117713745,
           2.1644242507995366,
           2.119326300728205,
           2.1626074122096295,
           2.172058961452491,
           2.1706292254396753,
           2.170309944520397,
           2.16977660173157,
           2.1641721494399415,
           2.138791608682583,
           2.1576872215093696,
           2.1697168266628823,
           2.159024051822803,
           2.139530543626086,
           2.152017010490287,
           2.1566063335429395,
           2.148502784311149,
           2.1675374023778544,
           2.1696780369692457,
           2.1559990440687256,
           2.164795680697997,
           2.171242345835851,
           2.163185712357881,
           2.1700143969538863,
           2.1484721703015834,
           2.1604301277097298,
           2.1618191691514457,
           2.153547752502956,
           2.1666819361275853,
           2.1653801370031247,
           2.150447312073616,
           2.157741350653769,
           2.1587611564438567,
           2.160371030283854,
           2.1422800778948035,
           2.1467150154590158,
           2.160370712599896,
           2.1604560363107974,
           2.147103678578306,
           2.16645634352562,
           2.1405873207916772,
           2.1218204972916643,
           2.1405146015933307,
           2.065912593133983,
           2.0862009841483533,
           2.1346793193474314,
           2.0446408799442017,
           2.136181975551479,
           2.153558512304999,
           2.118214974717711,
           2.153680462453022,
           2.145201229181466,
           2.111500121355116,
           2.1304136639137567,
           2.149884383657084,
           2.119062518525787,
           2.096577593983607,
           2.0871486544209974,
           2.118946354472126,
           2.0794573523935727,
           2.022457298061048,
           2.0959604341459452,
           2.0771059973268082,
           2.0318152488558634,
           2.0309663496789345,
           2.0287990996796847,
           2.0861208305829266,
           2.0486836586627244,
           2.1119960205998476,
           2.1052451235815726,
           2.0782814093537163,
           2.1734043580739266,
           2.089608843989941,
           1.9218667787394497,
           2.105667105017362,
           2.12327556250324,
           2.06373768672451,
           1.9150025419284795,
           2.056114808187295,
           2.162058304888582,
           2.123344291044141,
           1.965790390663746,
           2.094597516125359,
           1.9970378854807513,
           2.115163624335437,
           2.044400255176244,
           2.1114854639570644,
           2.0816692252612166,
           2.0293808164920946,
           1.9236195625610102,
           1.9711592021682116,
           2.0953262151870637,
           2.1050651706062187,
           2.0343014702255697,
           2.097244636227959,
           2.0908345788043214,
           1.9426413530126783,
           2.045126149164491,
           1.9409107218889796,
           1.9503723817106269,
           1.9822638155004535,
           2.035544637153604,
           2.14300030630448,
           2.11713416080831,
           1.950847223119279,
           1.9791933474458296,
           2.0167617581182116,
           1.9565995678441566,
           1.8989963413178423,
           2.155557420772146,
           2.0926092973397434,
           2.0162729344511265,
           1.96679956503713,
           2.083432259026982,
           2.0999412960149657,
           2.063939373416357,
           2.0842750214972665,
           1.9189385707326332,
           2.1205006390645953,
           2.1048501507899138,
           1.9436148147900394,
           1.9282479620063901,
           2.09283903130077,
           1.9647941433723746,
           2.051043551986578,
           2.1440666180823666,
           1.988206681146071,
           2.1197999078647096,
           1.9805168584169537,
           2.02282306037835,
           2.059476779840616,
           2.120304503110778,
           2.002214255060345,
           1.9382027012941458,
           1.9694135622213182,
           2.1003736397251385,
           2.095027224603402,
           2.0139277396802897,
           1.9887978154977761,
           2.1139245268752123,
           1.9433079779085425,
           1.9387444665234845,
           2.0422134636718385,
           2.0954088298564315,
           2.0402019311366666,
           2.085520996099207,
           2.010652168221709,
           2.110085461401078,
           2.0128366675181617,
           2.033805780805562,
           1.927261394266301,
           1.9267891052443198,
           2.053664959061461,
           1.9376279718804956,
           2.125345051397332,
           2.0170923625867867,
           2.1097918003729155,
           2.067717688938786,
           1.9356010666390633,
           1.9373337069950058,
           2.0805734564861456,
           2.0243641079169294,
           1.9856084824237756,
           2.021759278137571,
           2.096066116091493,
           2.1041017618513185,
           1.9250057753946668,
           1.7769527024603848,
           2.079236527577787,
           1.976004836044411,
           1.9736793563146273,
           2.054768410837458,
           2.0771884577028317,
           2.1395536795786705,
           2.06344461927024,
           2.0862450943840223,
           2.021215676705642,
           1.9186875647813597,
           2.1453820532972534,
           1.996488581561548,
           1.9846743242708555,
           2.055913409171687,
           2.080711936806738,
           2.049415803946288,
           1.9976319018742859,
           2.1523536538484196,
           1.94359193746623,
           2.0929640263261695,
           1.9729521158435983,
           1.923252176598539,
           1.9691718550022785,
           2.0174975483479365,
           1.828628240874293,
           2.018175431262846,
           2.0246761186737956,
           2.045466010851066,
           1.8848185266071082,
           2.0960466404595506,
           2.0109380528773753,
           1.981070549053356,
           2.0752945327347065,
           2.110972524748137,
           1.897268793435169,
           2.0698107836023314,
           1.849949418032594,
           1.9372504907936765,
           2.0297702529649317,
           2.02394048736135,
           2.0984224036420467,
           2.0671308495403733,
           2.041717419837417,
           2.0165028035915444,
           1.8629919512155138,
           1.8661596821086246,
           2.0021895177443283,
           1.9808818151659844,
           2.1187451296441147,
           1.8879972180927314,
           2.025320440109584,
           1.9956251085540382,
           2.114843582246541,
           2.0959451337398916,
           1.900748956035529,
           1.9023543329022463,
           1.9136951659381638,
           1.8637620077842125,
           2.109110868410194,
           1.9080228078057093,
           2.0334112177160493,
           1.9764685047971098,
           1.9216058452934983,
           1.8621675395172697
          ],
          "coloraxis": "coloraxis",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "",
         "scene": "scene",
         "showlegend": false,
         "type": "scatter3d",
         "x": [
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1,
          0,
          0.06666666666666667,
          0.13333333333333333,
          0.2,
          0.26666666666666666,
          0.3333333333333333,
          0.4,
          0.4666666666666667,
          0.5333333333333333,
          0.6,
          0.6666666666666666,
          0.7333333333333333,
          0.8,
          0.8666666666666667,
          0.9333333333333333,
          1
         ],
         "y": [
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.03333333333333333,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.06666666666666667,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.1,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.13333333333333333,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.16666666666666666,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.2,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.23333333333333334,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.26666666666666666,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.3333333333333333,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.36666666666666664,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.4,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.43333333333333335,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.4666666666666667,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5,
          0.5
         ],
         "z": [
          1.710619428044205,
          1.777679671904227,
          1.41602617322596,
          1.4779383970560884,
          0.9396679887066599,
          1.5198069428456025,
          1.1565281160821006,
          1.0016863846920967,
          0.9938759549529698,
          1.2519175740060098,
          1.496714196801701,
          1.2329628661934995,
          1.8020024902231,
          0.9975660385969777,
          1.8163025310389846,
          0.9526747236005031,
          2.161835169360855,
          2.1212001375322083,
          2.162364223964596,
          2.163046432988321,
          2.162132047111732,
          2.157556947413499,
          2.1694532239636675,
          2.168957497788019,
          2.160225117713745,
          2.1644242507995366,
          2.119326300728205,
          2.1626074122096295,
          2.172058961452491,
          2.1706292254396753,
          2.170309944520397,
          2.16977660173157,
          2.1641721494399415,
          2.138791608682583,
          2.1576872215093696,
          2.1697168266628823,
          2.159024051822803,
          2.139530543626086,
          2.152017010490287,
          2.1566063335429395,
          2.148502784311149,
          2.1675374023778544,
          2.1696780369692457,
          2.1559990440687256,
          2.164795680697997,
          2.171242345835851,
          2.163185712357881,
          2.1700143969538863,
          2.1484721703015834,
          2.1604301277097298,
          2.1618191691514457,
          2.153547752502956,
          2.1666819361275853,
          2.1653801370031247,
          2.150447312073616,
          2.157741350653769,
          2.1587611564438567,
          2.160371030283854,
          2.1422800778948035,
          2.1467150154590158,
          2.160370712599896,
          2.1604560363107974,
          2.147103678578306,
          2.16645634352562,
          2.1405873207916772,
          2.1218204972916643,
          2.1405146015933307,
          2.065912593133983,
          2.0862009841483533,
          2.1346793193474314,
          2.0446408799442017,
          2.136181975551479,
          2.153558512304999,
          2.118214974717711,
          2.153680462453022,
          2.145201229181466,
          2.111500121355116,
          2.1304136639137567,
          2.149884383657084,
          2.119062518525787,
          2.096577593983607,
          2.0871486544209974,
          2.118946354472126,
          2.0794573523935727,
          2.022457298061048,
          2.0959604341459452,
          2.0771059973268082,
          2.0318152488558634,
          2.0309663496789345,
          2.0287990996796847,
          2.0861208305829266,
          2.0486836586627244,
          2.1119960205998476,
          2.1052451235815726,
          2.0782814093537163,
          2.1734043580739266,
          2.089608843989941,
          1.9218667787394497,
          2.105667105017362,
          2.12327556250324,
          2.06373768672451,
          1.9150025419284795,
          2.056114808187295,
          2.162058304888582,
          2.123344291044141,
          1.965790390663746,
          2.094597516125359,
          1.9970378854807513,
          2.115163624335437,
          2.044400255176244,
          2.1114854639570644,
          2.0816692252612166,
          2.0293808164920946,
          1.9236195625610102,
          1.9711592021682116,
          2.0953262151870637,
          2.1050651706062187,
          2.0343014702255697,
          2.097244636227959,
          2.0908345788043214,
          1.9426413530126783,
          2.045126149164491,
          1.9409107218889796,
          1.9503723817106269,
          1.9822638155004535,
          2.035544637153604,
          2.14300030630448,
          2.11713416080831,
          1.950847223119279,
          1.9791933474458296,
          2.0167617581182116,
          1.9565995678441566,
          1.8989963413178423,
          2.155557420772146,
          2.0926092973397434,
          2.0162729344511265,
          1.96679956503713,
          2.083432259026982,
          2.0999412960149657,
          2.063939373416357,
          2.0842750214972665,
          1.9189385707326332,
          2.1205006390645953,
          2.1048501507899138,
          1.9436148147900394,
          1.9282479620063901,
          2.09283903130077,
          1.9647941433723746,
          2.051043551986578,
          2.1440666180823666,
          1.988206681146071,
          2.1197999078647096,
          1.9805168584169537,
          2.02282306037835,
          2.059476779840616,
          2.120304503110778,
          2.002214255060345,
          1.9382027012941458,
          1.9694135622213182,
          2.1003736397251385,
          2.095027224603402,
          2.0139277396802897,
          1.9887978154977761,
          2.1139245268752123,
          1.9433079779085425,
          1.9387444665234845,
          2.0422134636718385,
          2.0954088298564315,
          2.0402019311366666,
          2.085520996099207,
          2.010652168221709,
          2.110085461401078,
          2.0128366675181617,
          2.033805780805562,
          1.927261394266301,
          1.9267891052443198,
          2.053664959061461,
          1.9376279718804956,
          2.125345051397332,
          2.0170923625867867,
          2.1097918003729155,
          2.067717688938786,
          1.9356010666390633,
          1.9373337069950058,
          2.0805734564861456,
          2.0243641079169294,
          1.9856084824237756,
          2.021759278137571,
          2.096066116091493,
          2.1041017618513185,
          1.9250057753946668,
          1.7769527024603848,
          2.079236527577787,
          1.976004836044411,
          1.9736793563146273,
          2.054768410837458,
          2.0771884577028317,
          2.1395536795786705,
          2.06344461927024,
          2.0862450943840223,
          2.021215676705642,
          1.9186875647813597,
          2.1453820532972534,
          1.996488581561548,
          1.9846743242708555,
          2.055913409171687,
          2.080711936806738,
          2.049415803946288,
          1.9976319018742859,
          2.1523536538484196,
          1.94359193746623,
          2.0929640263261695,
          1.9729521158435983,
          1.923252176598539,
          1.9691718550022785,
          2.0174975483479365,
          1.828628240874293,
          2.018175431262846,
          2.0246761186737956,
          2.045466010851066,
          1.8848185266071082,
          2.0960466404595506,
          2.0109380528773753,
          1.981070549053356,
          2.0752945327347065,
          2.110972524748137,
          1.897268793435169,
          2.0698107836023314,
          1.849949418032594,
          1.9372504907936765,
          2.0297702529649317,
          2.02394048736135,
          2.0984224036420467,
          2.0671308495403733,
          2.041717419837417,
          2.0165028035915444,
          1.8629919512155138,
          1.8661596821086246,
          2.0021895177443283,
          1.9808818151659844,
          2.1187451296441147,
          1.8879972180927314,
          2.025320440109584,
          1.9956251085540382,
          2.114843582246541,
          2.0959451337398916,
          1.900748956035529,
          1.9023543329022463,
          1.9136951659381638,
          1.8637620077842125,
          2.109110868410194,
          1.9080228078057093,
          2.0334112177160493,
          1.9764685047971098,
          1.9216058452934983,
          1.8621675395172697
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "bests"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
          ],
          [
           0.1111111111111111,
           "#46039f"
          ],
          [
           0.2222222222222222,
           "#7201a8"
          ],
          [
           0.3333333333333333,
           "#9c179e"
          ],
          [
           0.4444444444444444,
           "#bd3786"
          ],
          [
           0.5555555555555556,
           "#d8576b"
          ],
          [
           0.6666666666666666,
           "#ed7953"
          ],
          [
           0.7777777777777778,
           "#fb9f3a"
          ],
          [
           0.8888888888888888,
           "#fdca26"
          ],
          [
           1,
           "#f0f921"
          ]
         ]
        },
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "scene": {
         "aspectmode": "auto",
         "aspectratio": {
          "x": 1.1747240931264444,
          "y": 0.5873620465632222,
          "z": 1.4492998376620745
         },
         "camera": {
          "center": {
           "x": 0,
           "y": 0,
           "z": 0
          },
          "eye": {
           "x": -2.0592648534782265,
           "y": -0.34267470669256433,
           "z": 0.26312638070565475
          },
          "projection": {
           "type": "perspective"
          },
          "up": {
           "x": 0,
           "y": 0,
           "z": 1
          }
         },
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "xaxis": {
          "title": {
           "text": "pcs"
          },
          "type": "linear"
         },
         "yaxis": {
          "title": {
           "text": "pms"
          },
          "type": "linear"
         },
         "zaxis": {
          "title": {
           "text": "bests"
          },
          "type": "linear"
         }
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "fillpattern": {
             "fillmode": "overlay",
             "size": 10,
             "solidity": 0.2
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        }
       }
      },
      "image/png": "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",
      "text/html": [
       "<div>                            <div id=\"9d0a152f-4ccb-46b7-9b34-a4e89e2c1fbf\" class=\"plotly-graph-div\" style=\"height:525px; width:100%;\"></div>            <script type=\"text/javascript\">                require([\"plotly\"], function(Plotly) {                    window.PLOTLYENV=window.PLOTLYENV || {};                                    if (document.getElementById(\"9d0a152f-4ccb-46b7-9b34-a4e89e2c1fbf\")) {                    Plotly.newPlot(                        \"9d0a152f-4ccb-46b7-9b34-a4e89e2c1fbf\",                        [{\"hovertemplate\":\"pcs=%{x}<br>pms=%{y}<br>bests=%{marker.color}<extra></extra>\",\"legendgroup\":\"\",\"marker\":{\"color\":[1.710619428044205,1.777679671904227,1.41602617322596,1.4779383970560884,0.9396679887066599,1.5198069428456025,1.1565281160821006,1.0016863846920967,0.9938759549529698,1.2519175740060098,1.496714196801701,1.2329628661934995,1.8020024902231,0.9975660385969777,1.8163025310389846,0.9526747236005031,2.161835169360855,2.1212001375322083,2.162364223964596,2.163046432988321,2.162132047111732,2.157556947413499,2.1694532239636675,2.168957497788019,2.160225117713745,2.1644242507995366,2.119326300728205,2.1626074122096295,2.172058961452491,2.1706292254396753,2.170309944520397,2.16977660173157,2.1641721494399415,2.138791608682583,2.1576872215093696,2.1697168266628823,2.159024051822803,2.139530543626086,2.152017010490287,2.1566063335429395,2.148502784311149,2.1675374023778544,2.1696780369692457,2.1559990440687256,2.164795680697997,2.171242345835851,2.163185712357881,2.1700143969538863,2.1484721703015834,2.1604301277097298,2.1618191691514457,2.153547752502956,2.1666819361275853,2.1653801370031247,2.150447312073616,2.157741350653769,2.1587611564438567,2.160371030283854,2.1422800778948035,2.1467150154590158,2.160370712599896,2.1604560363107974,2.147103678578306,2.16645634352562,2.1405873207916772,2.1218204972916643,2.1405146015933307,2.065912593133983,2.0862009841483533,2.1346793193474314,2.0446408799442017,2.136181975551479,2.153558512304999,2.118214974717711,2.153680462453022,2.145201229181466,2.111500121355116,2.1304136639137567,2.149884383657084,2.119062518525787,2.096577593983607,2.0871486544209974,2.118946354472126,2.0794573523935727,2.022457298061048,2.0959604341459452,2.0771059973268082,2.0318152488558634,2.0309663496789345,2.0287990996796847,2.0861208305829266,2.0486836586627244,2.1119960205998476,2.1052451235815726,2.0782814093537163,2.1734043580739266,2.089608843989941,1.9218667787394497,2.105667105017362,2.12327556250324,2.06373768672451,1.9150025419284795,2.056114808187295,2.162058304888582,2.123344291044141,1.965790390663746,2.094597516125359,1.9970378854807513,2.115163624335437,2.044400255176244,2.1114854639570644,2.0816692252612166,2.0293808164920946,1.9236195625610102,1.9711592021682116,2.0953262151870637,2.1050651706062187,2.0343014702255697,2.097244636227959,2.0908345788043214,1.9426413530126783,2.045126149164491,1.9409107218889796,1.9503723817106269,1.9822638155004535,2.035544637153604,2.14300030630448,2.11713416080831,1.950847223119279,1.9791933474458296,2.0167617581182116,1.9565995678441566,1.8989963413178423,2.155557420772146,2.0926092973397434,2.0162729344511265,1.96679956503713,2.083432259026982,2.0999412960149657,2.063939373416357,2.0842750214972665,1.9189385707326332,2.1205006390645953,2.1048501507899138,1.9436148147900394,1.9282479620063901,2.09283903130077,1.9647941433723746,2.051043551986578,2.1440666180823666,1.988206681146071,2.1197999078647096,1.9805168584169537,2.02282306037835,2.059476779840616,2.120304503110778,2.002214255060345,1.9382027012941458,1.9694135622213182,2.1003736397251385,2.095027224603402,2.0139277396802897,1.9887978154977761,2.1139245268752123,1.9433079779085425,1.9387444665234845,2.0422134636718385,2.0954088298564315,2.0402019311366666,2.085520996099207,2.010652168221709,2.110085461401078,2.0128366675181617,2.033805780805562,1.927261394266301,1.9267891052443198,2.053664959061461,1.9376279718804956,2.125345051397332,2.0170923625867867,2.1097918003729155,2.067717688938786,1.9356010666390633,1.9373337069950058,2.0805734564861456,2.0243641079169294,1.9856084824237756,2.021759278137571,2.096066116091493,2.1041017618513185,1.9250057753946668,1.7769527024603848,2.079236527577787,1.976004836044411,1.9736793563146273,2.054768410837458,2.0771884577028317,2.1395536795786705,2.06344461927024,2.0862450943840223,2.021215676705642,1.9186875647813597,2.1453820532972534,1.996488581561548,1.9846743242708555,2.055913409171687,2.080711936806738,2.049415803946288,1.9976319018742859,2.1523536538484196,1.94359193746623,2.0929640263261695,1.9729521158435983,1.923252176598539,1.9691718550022785,2.0174975483479365,1.828628240874293,2.018175431262846,2.0246761186737956,2.045466010851066,1.8848185266071082,2.0960466404595506,2.0109380528773753,1.981070549053356,2.0752945327347065,2.110972524748137,1.897268793435169,2.0698107836023314,1.849949418032594,1.9372504907936765,2.0297702529649317,2.02394048736135,2.0984224036420467,2.0671308495403733,2.041717419837417,2.0165028035915444,1.8629919512155138,1.8661596821086246,2.0021895177443283,1.9808818151659844,2.1187451296441147,1.8879972180927314,2.025320440109584,1.9956251085540382,2.114843582246541,2.0959451337398916,1.900748956035529,1.9023543329022463,1.9136951659381638,1.8637620077842125,2.109110868410194,1.9080228078057093,2.0334112177160493,1.9764685047971098,1.9216058452934983,1.8621675395172697],\"coloraxis\":\"coloraxis\",\"symbol\":\"circle\"},\"mode\":\"markers\",\"name\":\"\",\"scene\":\"scene\",\"showlegend\":false,\"x\":[0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0,0.0,0.06666666666666667,0.13333333333333333,0.2,0.26666666666666666,0.3333333333333333,0.4,0.4666666666666667,0.5333333333333333,0.6,0.6666666666666666,0.7333333333333333,0.8,0.8666666666666667,0.9333333333333333,1.0],\"y\":[0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.03333333333333333,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.06666666666666667,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.1,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.13333333333333333,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.16666666666666666,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.23333333333333334,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.26666666666666666,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.3333333333333333,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.36666666666666664,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.4,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.43333333333333335,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.4666666666666667,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5,0.5],\"z\":[1.710619428044205,1.777679671904227,1.41602617322596,1.4779383970560884,0.9396679887066599,1.5198069428456025,1.1565281160821006,1.0016863846920967,0.9938759549529698,1.2519175740060098,1.496714196801701,1.2329628661934995,1.8020024902231,0.9975660385969777,1.8163025310389846,0.9526747236005031,2.161835169360855,2.1212001375322083,2.162364223964596,2.163046432988321,2.162132047111732,2.157556947413499,2.1694532239636675,2.168957497788019,2.160225117713745,2.1644242507995366,2.119326300728205,2.1626074122096295,2.172058961452491,2.1706292254396753,2.170309944520397,2.16977660173157,2.1641721494399415,2.138791608682583,2.1576872215093696,2.1697168266628823,2.159024051822803,2.139530543626086,2.152017010490287,2.1566063335429395,2.148502784311149,2.1675374023778544,2.1696780369692457,2.1559990440687256,2.164795680697997,2.171242345835851,2.163185712357881,2.1700143969538863,2.1484721703015834,2.1604301277097298,2.1618191691514457,2.153547752502956,2.1666819361275853,2.1653801370031247,2.150447312073616,2.157741350653769,2.1587611564438567,2.160371030283854,2.1422800778948035,2.1467150154590158,2.160370712599896,2.1604560363107974,2.147103678578306,2.16645634352562,2.1405873207916772,2.1218204972916643,2.1405146015933307,2.065912593133983,2.0862009841483533,2.1346793193474314,2.0446408799442017,2.136181975551479,2.153558512304999,2.118214974717711,2.153680462453022,2.145201229181466,2.111500121355116,2.1304136639137567,2.149884383657084,2.119062518525787,2.096577593983607,2.0871486544209974,2.118946354472126,2.0794573523935727,2.022457298061048,2.0959604341459452,2.0771059973268082,2.0318152488558634,2.0309663496789345,2.0287990996796847,2.0861208305829266,2.0486836586627244,2.1119960205998476,2.1052451235815726,2.0782814093537163,2.1734043580739266,2.089608843989941,1.9218667787394497,2.105667105017362,2.12327556250324,2.06373768672451,1.9150025419284795,2.056114808187295,2.162058304888582,2.123344291044141,1.965790390663746,2.094597516125359,1.9970378854807513,2.115163624335437,2.044400255176244,2.1114854639570644,2.0816692252612166,2.0293808164920946,1.9236195625610102,1.9711592021682116,2.0953262151870637,2.1050651706062187,2.0343014702255697,2.097244636227959,2.0908345788043214,1.9426413530126783,2.045126149164491,1.9409107218889796,1.9503723817106269,1.9822638155004535,2.035544637153604,2.14300030630448,2.11713416080831,1.950847223119279,1.9791933474458296,2.0167617581182116,1.9565995678441566,1.8989963413178423,2.155557420772146,2.0926092973397434,2.0162729344511265,1.96679956503713,2.083432259026982,2.0999412960149657,2.063939373416357,2.0842750214972665,1.9189385707326332,2.1205006390645953,2.1048501507899138,1.9436148147900394,1.9282479620063901,2.09283903130077,1.9647941433723746,2.051043551986578,2.1440666180823666,1.988206681146071,2.1197999078647096,1.9805168584169537,2.02282306037835,2.059476779840616,2.120304503110778,2.002214255060345,1.9382027012941458,1.9694135622213182,2.1003736397251385,2.095027224603402,2.0139277396802897,1.9887978154977761,2.1139245268752123,1.9433079779085425,1.9387444665234845,2.0422134636718385,2.0954088298564315,2.0402019311366666,2.085520996099207,2.010652168221709,2.110085461401078,2.0128366675181617,2.033805780805562,1.927261394266301,1.9267891052443198,2.053664959061461,1.9376279718804956,2.125345051397332,2.0170923625867867,2.1097918003729155,2.067717688938786,1.9356010666390633,1.9373337069950058,2.0805734564861456,2.0243641079169294,1.9856084824237756,2.021759278137571,2.096066116091493,2.1041017618513185,1.9250057753946668,1.7769527024603848,2.079236527577787,1.976004836044411,1.9736793563146273,2.054768410837458,2.0771884577028317,2.1395536795786705,2.06344461927024,2.0862450943840223,2.021215676705642,1.9186875647813597,2.1453820532972534,1.996488581561548,1.9846743242708555,2.055913409171687,2.080711936806738,2.049415803946288,1.9976319018742859,2.1523536538484196,1.94359193746623,2.0929640263261695,1.9729521158435983,1.923252176598539,1.9691718550022785,2.0174975483479365,1.828628240874293,2.018175431262846,2.0246761186737956,2.045466010851066,1.8848185266071082,2.0960466404595506,2.0109380528773753,1.981070549053356,2.0752945327347065,2.110972524748137,1.897268793435169,2.0698107836023314,1.849949418032594,1.9372504907936765,2.0297702529649317,2.02394048736135,2.0984224036420467,2.0671308495403733,2.041717419837417,2.0165028035915444,1.8629919512155138,1.8661596821086246,2.0021895177443283,1.9808818151659844,2.1187451296441147,1.8879972180927314,2.025320440109584,1.9956251085540382,2.114843582246541,2.0959451337398916,1.900748956035529,1.9023543329022463,1.9136951659381638,1.8637620077842125,2.109110868410194,1.9080228078057093,2.0334112177160493,1.9764685047971098,1.9216058452934983,1.8621675395172697],\"type\":\"scatter3d\"}],                        {\"template\":{\"data\":{\"histogram2dcontour\":[{\"type\":\"histogram2dcontour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"choropleth\":[{\"type\":\"choropleth\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"histogram2d\":[{\"type\":\"histogram2d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmap\":[{\"type\":\"heatmap\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"heatmapgl\":[{\"type\":\"heatmapgl\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"contourcarpet\":[{\"type\":\"contourcarpet\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"contour\":[{\"type\":\"contour\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"surface\":[{\"type\":\"surface\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]}],\"mesh3d\":[{\"type\":\"mesh3d\",\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"parcoords\":[{\"type\":\"parcoords\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolargl\":[{\"type\":\"scatterpolargl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"scattergeo\":[{\"type\":\"scattergeo\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterpolar\":[{\"type\":\"scatterpolar\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"scattergl\":[{\"type\":\"scattergl\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatter3d\":[{\"type\":\"scatter3d\",\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattermapbox\":[{\"type\":\"scattermapbox\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scatterternary\":[{\"type\":\"scatterternary\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"scattercarpet\":[{\"type\":\"scattercarpet\",\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}}}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"minorgridcolor\":\"white\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}],\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"#E5ECF6\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}]},\"layout\":{\"autotypenumbers\":\"strict\",\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"hovermode\":\"closest\",\"hoverlabel\":{\"align\":\"left\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"#E5ECF6\",\"polar\":{\"bgcolor\":\"#E5ECF6\",\"angularaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"radialaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"ternary\":{\"bgcolor\":\"#E5ECF6\",\"aaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"},\"caxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\"}},\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]]},\"xaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"yaxis\":{\"gridcolor\":\"white\",\"linecolor\":\"white\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"white\",\"automargin\":true,\"zerolinewidth\":2},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"yaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2},\"zaxis\":{\"backgroundcolor\":\"#E5ECF6\",\"gridcolor\":\"white\",\"linecolor\":\"white\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"white\",\"gridwidth\":2}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"geo\":{\"bgcolor\":\"white\",\"landcolor\":\"#E5ECF6\",\"subunitcolor\":\"white\",\"showland\":true,\"showlakes\":true,\"lakecolor\":\"white\"},\"title\":{\"x\":0.05},\"mapbox\":{\"style\":\"light\"}}},\"scene\":{\"domain\":{\"x\":[0.0,1.0],\"y\":[0.0,1.0]},\"xaxis\":{\"title\":{\"text\":\"pcs\"}},\"yaxis\":{\"title\":{\"text\":\"pms\"}},\"zaxis\":{\"title\":{\"text\":\"bests\"}}},\"coloraxis\":{\"colorbar\":{\"title\":{\"text\":\"bests\"}},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"legend\":{\"tracegroupgap\":0},\"margin\":{\"t\":60}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('9d0a152f-4ccb-46b7-9b34-a4e89e2c1fbf');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "fig = px.scatter_3d(pmpcs, x='pcs', y='pms', z='bests',color='bests')\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "91a949db-7f3e-461b-9bd0-58d6c798a189",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}