HDBSCAN_optimalHierarchies.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/NeuralClassifier/OutlierDetect/blob/main/HDBSCAN_optimalHierarchies.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "2tDS0-tt9MVm"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "from IPython.display import clear_output\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Dh4vY3gv9ZKb"
      },
      "outputs": [],
      "source": [
        "!unzip /content/HDBSCAN_outlier_noise.zip"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /content/HDBSCAN_outlier.zip"
      ],
      "metadata": {
        "id": "TxkAglkEdsdP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9PPAUcvn_zd9"
      },
      "outputs": [],
      "source": [
        "!unzip /content/reduced_synthetic_data_local_global.zip"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "hdb_backbone_path = '/content/HDBSCAN_outlier/'\n",
        "redc = [30,50,70,90]\n",
        "over = [1,2,3,4]\n",
        "dim = [2,10,20,40,80,100]\n",
        "\n",
        "def perf_measure(y_actual, y_hat):\n",
        "  TP = 0\n",
        "  FP = 0\n",
        "  TN = 0\n",
        "  FN = 0\n",
        "\n",
        "  for i in range(len(y_hat)):\n",
        "\n",
        "    if y_actual[i]==y_hat[i]==1:\n",
        "      TP += 1\n",
        "    if y_hat[i]==1 and y_actual[i]!=y_hat[i]:\n",
        "      FP += 1\n",
        "    if y_actual[i]==y_hat[i]==0:\n",
        "      TN += 1\n",
        "    if y_hat[i]==0 and y_actual[i]!=y_hat[i]:\n",
        "      FN += 1\n",
        "\n",
        "  return TP, FP, TN, FN\n",
        "\n",
        "\n",
        "def LOF_tp_fp_fn_tn(d1,d2,r,o,d):\n",
        "  \n",
        "  mpts_list = list(d1['mpts'].unique())\n",
        "  mpts_tr = []\n",
        "  reduc = []\n",
        "  ovr = []\n",
        "  dm = []\n",
        "  tp = []\n",
        "  fp = []\n",
        "  tn = []\n",
        "  fn = []\n",
        "  d2.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "  y_actual = np.array(d2.iloc[:,-1])\n",
        "  for mpts in mpts_list:\n",
        "    #clear_output(wait=True)\n",
        "    d1_temp = d1[d1['mpts']==mpts]\n",
        "    #mpts_list=list(d1_temp['mpts'].unique())\n",
        "    mpts_tr.append(mpts)\n",
        "    reduc.append(r)\n",
        "    ovr.append(o)\n",
        "    dm.append(d)\n",
        "    data = []\n",
        "    #data_idx = list(d1_temp['data index'].unique())\n",
        "    #print(d1_temp)\n",
        "    y_hat = np.array(d1_temp.iloc[:,-1])\n",
        "    TP, FP, TN, FN =  perf_measure(y_actual,y_hat)\n",
        "    tp.append(TP)\n",
        "    fp.append(FP)\n",
        "    tn.append(TN)\n",
        "    fn.append(FN)\n",
        "    print('TP: ',TP,' FP: ',FP,' TN: ',TN,' FN: ',FN)\n",
        "  reduc = pd.DataFrame(reduc,columns=['Outlier Quantity'])\n",
        "  ovr = pd.DataFrame(ovr,columns=['Overlap'])\n",
        "  dm = pd.DataFrame(dm,columns=['Dimension'])\n",
        "  mpts_tr = pd.DataFrame(mpts_tr,columns=['mpts'])\n",
        "  tp = pd.DataFrame(tp,columns=['TP'])\n",
        "  fp = pd.DataFrame(fp,columns=['FP'])\n",
        "  tn = pd.DataFrame(tn,columns=['TN'])\n",
        "  fn = pd.DataFrame(fn,columns=['FN'])\n",
        "  \n",
        "  precAtn, adjusted_precAtn, n_out, n_in = prec_at_n_lof(d1,d2)\n",
        "\n",
        "  return pd.concat([reduc,ovr,dm,mpts_tr,n_out, n_in,tp,fp,tn,fn,precAtn,adjusted_precAtn],axis=1)\n",
        "\n",
        "\n",
        "\n",
        "def KNN_tp_fp_fn_tn(d1,d2,r,o,d):\n",
        "  \n",
        "  mpts_list = list(d1['mpts'].unique())\n",
        "  mpts_tr = []\n",
        "  reduc = []\n",
        "  ovr = []\n",
        "  dm = []\n",
        "  tp = []\n",
        "  fp = []\n",
        "  tn = []\n",
        "  fn = []\n",
        "  d2.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "  y_actual = np.array(d2.iloc[:,-2])\n",
        "  for mpts in mpts_list:\n",
        "    #clear_output(wait=True)\n",
        "    d1_temp = d1[d1['mpts']==mpts]\n",
        "    #mpts_list=list(d1_temp['mpts'].unique())\n",
        "    mpts_tr.append(mpts)\n",
        "    reduc.append(r)\n",
        "    ovr.append(o)\n",
        "    dm.append(d)\n",
        "    data = []\n",
        "    #data_idx = list(d1_temp['data index'].unique())\n",
        "    #print(d1_temp)\n",
        "    y_hat = np.array(d1_temp.iloc[:,-1])\n",
        "    TP, FP, TN, FN =  perf_measure(y_actual,y_hat)\n",
        "    tp.append(TP)\n",
        "    fp.append(FP)\n",
        "    tn.append(TN)\n",
        "    fn.append(FN)\n",
        "    print('TP: ',TP,' FP: ',FP,' TN: ',TN,' FN: ',FN)\n",
        "  reduc = pd.DataFrame(reduc,columns=['Outlier Quantity'])\n",
        "  ovr = pd.DataFrame(ovr,columns=['Overlap'])\n",
        "  dm = pd.DataFrame(dm,columns=['Dimension'])\n",
        "  mpts_tr = pd.DataFrame(mpts_tr,columns=['mpts'])\n",
        "  tp = pd.DataFrame(tp,columns=['TP'])\n",
        "  fp = pd.DataFrame(fp,columns=['FP'])\n",
        "  tn = pd.DataFrame(tn,columns=['TN'])\n",
        "  fn = pd.DataFrame(fn,columns=['FN'])\n",
        "  \n",
        "  precAtn, adjusted_precAtn, n_out, n_in = prec_at_n_KNN(d1,d2)\n",
        "\n",
        "  return pd.concat([reduc,ovr,dm,mpts_tr,n_out, n_in,tp,fp,tn,fn,precAtn,adjusted_precAtn],axis=1)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "def prec_at_n_KNN(d1,d2):\n",
        "  out_idx = []\n",
        "  mpts_tr = []\n",
        "  prec_at_n = []\n",
        "  ap_lst = []\n",
        "  d2.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-2] == 1:\n",
        "      out_idx.append(d2.iloc[i,0])\n",
        "  #print(out_idx)\n",
        "\n",
        "  o = 0\n",
        "  i = 0\n",
        "  n = len(d2)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-1] == 1:\n",
        "      o += 1\n",
        "    else:\n",
        "      i += 1\n",
        "\n",
        "  n_out = []\n",
        "  n_in = []\n",
        "  mpts_list = list(d1['mpts'].unique())\n",
        "  for mpts in mpts_list:\n",
        "    mpts_tr.append(mpts)\n",
        "    num_cnt =0\n",
        "    d1_temp = d1[d1['mpts']==mpts]\n",
        "    for i in range(len(d1_temp)):\n",
        "      if d1_temp.iloc[i,-1] == 1:\n",
        "        if d1_temp.iloc[i,1] in out_idx:\n",
        "          num_cnt+=1\n",
        "    p_at_n = float(num_cnt/len(out_idx))\n",
        "    if o>n:\n",
        "      npm = 1\n",
        "    else:\n",
        "      npm = float(o/n)\n",
        "    ap = float((p_at_n-npm)/(1-npm))\n",
        "    prec_at_n.append(p_at_n)\n",
        "    ap_lst.append(ap)\n",
        "    n_out.append(o)\n",
        "    n_in.append(i)\n",
        "  #print(d3)\n",
        "  prec_at_n = pd.DataFrame(prec_at_n,columns=['P@n'])\n",
        "  ap_lst = pd.DataFrame(ap_lst,columns=['Adjusted P@n'])\n",
        "  n_out = pd.DataFrame(n_out,columns=['N_out'])\n",
        "  n_in = pd.DataFrame(n_in,columns=['N_in'])\n",
        "  #print(prec_at_n)\n",
        "  #df_res = pd.concat([d3,prec_at_n],axis = 1)\n",
        "  return prec_at_n, ap_lst, n_out, n_in\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "# n is the total number of outliers\n",
        "def prec_at_n_lof(d1,d2):\n",
        "  out_idx = []\n",
        "  mpts_tr = []\n",
        "  prec_at_n = []\n",
        "  ap_lst = []\n",
        "  d2.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-1] == 1:\n",
        "      out_idx.append(d2.iloc[i,0])\n",
        "  #print(out_idx)\n",
        "\n",
        "  o = 0\n",
        "  i = 0\n",
        "  n = len(d2)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-1] == 1:\n",
        "      o += 1\n",
        "    else:\n",
        "      i += 1\n",
        "\n",
        "  n_out = []\n",
        "  n_in = []\n",
        "  mpts_list = list(d1['mpts'].unique())\n",
        "  for mpts in mpts_list:\n",
        "    mpts_tr.append(mpts)\n",
        "    num_cnt =0\n",
        "    d1_temp = d1[d1['mpts']==mpts]\n",
        "    for i in range(len(d1_temp)):\n",
        "      if d1_temp.iloc[i,-1] == 1:\n",
        "        if d1_temp.iloc[i,1] in out_idx:\n",
        "          num_cnt+=1\n",
        "    p_at_n = float(num_cnt/len(out_idx))\n",
        "    if o>n:\n",
        "      npm = 1\n",
        "    else:\n",
        "      npm = float(o/n)\n",
        "    ap = float((p_at_n-npm)/(1-npm))\n",
        "    prec_at_n.append(p_at_n)\n",
        "    ap_lst.append(ap)\n",
        "    n_out.append(o)\n",
        "    n_in.append(i)\n",
        "  #print(d3)\n",
        "  prec_at_n = pd.DataFrame(prec_at_n,columns=['P@n'])\n",
        "  ap_lst = pd.DataFrame(ap_lst,columns=['Adjusted P@n'])\n",
        "  n_out = pd.DataFrame(n_out,columns=['N_out'])\n",
        "  n_in = pd.DataFrame(n_in,columns=['N_in'])\n",
        "  #print(prec_at_n)\n",
        "  #df_res = pd.concat([d3,prec_at_n],axis = 1)\n",
        "  return prec_at_n, ap_lst, n_out, n_in\n",
        "\n",
        "def ap_lof(d2,d3):\n",
        "  o = 0\n",
        "  n = len(d2)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-1] == 1:\n",
        "      o += 1\n",
        "  ap_lst = []\n",
        "  mpts_lst = list(d3['mpts'].unique())\n",
        "  for i in mpts_lst:\n",
        "    ap_lst = []\n",
        "    d3_temp = d3[d3['mpts']==i] \n",
        "    for j in range(len(d3_temp)):\n",
        "      p_at_n = d3_temp.iloc[j,-1]\n",
        "      ap = float((p_at_n-(o/n))/(1-(o/n)))\n",
        "      ap_lst.append(ap)\n",
        "    "
      ],
      "metadata": {
        "id": "nASGkMtbS_z3"
      },
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 63,
      "metadata": {
        "id": "iklpCXPVGDOt",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6ef0b006-a60b-408e-c495-3de43af44b41"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reduction:  90 , Overlap:  4 , Dimension:  100\n",
            "TP:  11  FP:  7  TN:  188  FN:  14\n",
            "TP:  9  FP:  9  TN:  186  FN:  16\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  5  FP:  13  TN:  182  FN:  20\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
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            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
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            "TP:  18  FP:  0  TN:  195  FN:  7\n",
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            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  18  FP:  0  TN:  195  FN:  7\n",
            "TP:  17  FP:  1  TN:  194  FN:  8\n",
            "TP:  15  FP:  3  TN:  192  FN:  10\n",
            "TP:  15  FP:  2  TN:  193  FN:  10\n",
            "TP:  13  FP:  3  TN:  192  FN:  12\n",
            "TP:  11  FP:  4  TN:  191  FN:  14\n",
            "TP:  11  FP:  3  TN:  192  FN:  14\n",
            "TP:  9  FP:  4  TN:  191  FN:  16\n",
            "TP:  8  FP:  4  TN:  191  FN:  17\n",
            "TP:  8  FP:  3  TN:  192  FN:  17\n",
            "TP:  7  FP:  3  TN:  192  FN:  18\n",
            "TP:  6  FP:  3  TN:  192  FN:  19\n",
            "TP:  4  FP:  4  TN:  191  FN:  21\n",
            "TP:  4  FP:  3  TN:  192  FN:  21\n",
            "TP:  3  FP:  3  TN:  192  FN:  22\n",
            "TP:  3  FP:  2  TN:  193  FN:  22\n",
            "TP:  3  FP:  1  TN:  194  FN:  22\n",
            "TP:  2  FP:  1  TN:  194  FN:  23\n",
            "TP:  1  FP:  1  TN:  194  FN:  24\n",
            "TP:  0  FP:  1  TN:  194  FN:  25\n"
          ]
        }
      ],
      "source": [
        "#LOF\n",
        "\n",
        "hdb_backbone_path = '/content/HDBSCAN_outlier/'\n",
        "redc = [30,50,70,90]\n",
        "over = [1,2,3,4]\n",
        "dim = [2,10,20,40,80,100]\n",
        "\n",
        "for r in redc:\n",
        "  redc_path = hdb_backbone_path + str(r)+'p/'\n",
        "  for o in over:\n",
        "    over_path = redc_path + str(o)+'/'\n",
        "    for d in dim:\n",
        "      clear_output(wait=True)\n",
        "      final_path_hdb = over_path+'OS_EachPt_mpts_o'+str(o)+'d'+str(d)+'r'+str(r)+'_hdbLabls.xlsx'\n",
        "      print('Reduction: ',r,', Overlap: ',o,', Dimension: ',d)\n",
        "      df_hdb = pd.read_excel(final_path_hdb)\n",
        "      df_hdb.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
        "\n",
        "      path_real = '/content/reduced_synthetic_data_local_global/'+str(r)+'p/'+str(o)+'/combined_global_local/'+str(r)+'p_m'+str(o)+'_dim'+str(d)+'_combined.xlsx'\n",
        "      df_real = pd.read_excel(path_real)\n",
        "      df_real.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
        "      if r == 30 and o == 1 and d == 2:\n",
        "        df_res = LOF_tp_fp_fn_tn(df_hdb,df_real,r,o,d)\n",
        "      else:\n",
        "        df_res = pd.concat([df_res,LOF_tp_fp_fn_tn(df_hdb,df_real,r,o,d)],axis=0)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_res.reset_index(drop=True, inplace=True)\n",
        "df_res.to_excel('/content/performance_rodm_LOF.xlsx')\n",
        "df_res"
      ],
      "metadata": {
        "id": "DxmCovfQo6GM",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "outputId": "e643d452-95c0-4920-96ad-2d47123223ce"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\n",
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              "      <div>\n",
              "<style scoped>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Outlier Quantity</th>\n",
              "      <th>Overlap</th>\n",
              "      <th>Dimension</th>\n",
              "      <th>mpts</th>\n",
              "      <th>N_out</th>\n",
              "      <th>N_in</th>\n",
              "      <th>TP</th>\n",
              "      <th>FP</th>\n",
              "      <th>TN</th>\n",
              "      <th>FN</th>\n",
              "      <th>P@n</th>\n",
              "      <th>Adjusted P@n</th>\n",
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              "      <td>-0.037949</td>\n",
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              "<p>26688 rows × 12 columns</p>\n",
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              "  "
            ],
            "text/plain": [
              "       Outlier Quantity  Overlap  Dimension  ...  FN       P@n  Adjusted P@n\n",
              "0                    30        1          2  ...   6  0.142857      0.124839\n",
              "1                    30        1          2  ...   2  0.714286      0.708280\n",
              "2                    30        1          2  ...   1  0.857143      0.854140\n",
              "3                    30        1          2  ...   0  1.000000      1.000000\n",
              "4                    30        1          2  ...   0  1.000000      1.000000\n",
              "...                 ...      ...        ...  ...  ..       ...           ...\n",
              "26683                90        4        100  ...  22  0.120000      0.007179\n",
              "26684                90        4        100  ...  22  0.120000      0.007179\n",
              "26685                90        4        100  ...  23  0.080000     -0.037949\n",
              "26686                90        4        100  ...  24  0.040000     -0.083077\n",
              "26687                90        4        100  ...  25  0.000000     -0.128205\n",
              "\n",
              "[26688 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#KNN Outlier\n",
        "\n",
        "hdb_backbone_path = '/content/HDBSCAN_outlier/'\n",
        "redc = [30,50,70,90]\n",
        "over = [1,2,3,4]\n",
        "dim = [2,10,20,40,80,100]\n",
        "\n",
        "for r in redc:\n",
        "  redc_path = hdb_backbone_path + str(r)+'p/'\n",
        "  for o in over:\n",
        "    over_path = redc_path + str(o)+'/'\n",
        "    for d in dim:\n",
        "      clear_output(wait=True)\n",
        "      final_path_hdb = over_path+'OS_EachPt_mpts_o'+str(o)+'d'+str(d)+'r'+str(r)+'_hdbLabls.xlsx'\n",
        "      print('Reduction: ',r,', Overlap: ',o,', Dimension: ',d)\n",
        "      df_hdb = pd.read_excel(final_path_hdb)\n",
        "      df_hdb.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
        "\n",
        "      path_real = '/content/reduced_synthetic_data_local_global/'+str(r)+'p/'+str(o)+'/combined_global_local/'+str(r)+'p_m'+str(o)+'_dim'+str(d)+'_combined.xlsx'\n",
        "      df_real = pd.read_excel(path_real)\n",
        "      df_real.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
        "      if r == 30 and o == 1 and d == 2:\n",
        "        df_res = KNN_tp_fp_fn_tn(df_hdb,df_real,r,o,d)\n",
        "      else:\n",
        "        df_res = pd.concat([df_res,KNN_tp_fp_fn_tn(df_hdb,df_real,r,o,d)],axis=0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8BZ9mMzhoO3P",
        "outputId": "5e6815fd-629e-441f-8730-8f16317a1b0f"
      },
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Reduction:  90 , Overlap:  4 , Dimension:  100\n",
            "TP:  16  FP:  2  TN:  176  FN:  26\n",
            "TP:  18  FP:  0  TN:  178  FN:  24\n",
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            "TP:  14  FP:  4  TN:  174  FN:  28\n",
            "TP:  13  FP:  5  TN:  173  FN:  29\n",
            "TP:  13  FP:  4  TN:  174  FN:  29\n",
            "TP:  12  FP:  4  TN:  174  FN:  30\n",
            "TP:  12  FP:  3  TN:  175  FN:  30\n",
            "TP:  11  FP:  3  TN:  175  FN:  31\n",
            "TP:  9  FP:  4  TN:  174  FN:  33\n",
            "TP:  9  FP:  3  TN:  175  FN:  33\n",
            "TP:  8  FP:  3  TN:  175  FN:  34\n",
            "TP:  7  FP:  3  TN:  175  FN:  35\n",
            "TP:  7  FP:  2  TN:  176  FN:  35\n",
            "TP:  6  FP:  2  TN:  176  FN:  36\n",
            "TP:  5  FP:  2  TN:  176  FN:  37\n",
            "TP:  4  FP:  2  TN:  176  FN:  38\n",
            "TP:  4  FP:  1  TN:  177  FN:  38\n",
            "TP:  4  FP:  0  TN:  178  FN:  38\n",
            "TP:  3  FP:  0  TN:  178  FN:  39\n",
            "TP:  2  FP:  0  TN:  178  FN:  40\n",
            "TP:  1  FP:  0  TN:  178  FN:  41\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_res.reset_index(drop=True, inplace=True)\n",
        "df_res.to_excel('/content/performance_rodm_KNN.xlsx')\n",
        "df_res"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "5w8_lryShza7",
        "outputId": "dd1bfb3b-12aa-4b13-da9e-8ef04995ecfe"
      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Outlier Quantity</th>\n",
              "      <th>Overlap</th>\n",
              "      <th>Dimension</th>\n",
              "      <th>mpts</th>\n",
              "      <th>N_out</th>\n",
              "      <th>N_in</th>\n",
              "      <th>TP</th>\n",
              "      <th>FP</th>\n",
              "      <th>TN</th>\n",
              "      <th>FN</th>\n",
              "      <th>P@n</th>\n",
              "      <th>Adjusted P@n</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>30</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>7</td>\n",
              "      <td>339</td>\n",
              "      <td>2</td>\n",
              "      <td>26</td>\n",
              "      <td>265</td>\n",
              "      <td>47</td>\n",
              "      <td>0.040816</td>\n",
              "      <td>0.020653</td>\n",
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              "      <td>30</td>\n",
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              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>339</td>\n",
              "      <td>7</td>\n",
              "      <td>21</td>\n",
              "      <td>270</td>\n",
              "      <td>42</td>\n",
              "      <td>0.142857</td>\n",
              "      <td>0.124839</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>30</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>339</td>\n",
              "      <td>15</td>\n",
              "      <td>13</td>\n",
              "      <td>278</td>\n",
              "      <td>34</td>\n",
              "      <td>0.306122</td>\n",
              "      <td>0.291536</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>30</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>339</td>\n",
              "      <td>20</td>\n",
              "      <td>8</td>\n",
              "      <td>283</td>\n",
              "      <td>29</td>\n",
              "      <td>0.408163</td>\n",
              "      <td>0.395722</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>30</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>339</td>\n",
              "      <td>28</td>\n",
              "      <td>0</td>\n",
              "      <td>291</td>\n",
              "      <td>21</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.562420</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26683</th>\n",
              "      <td>90</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>215</td>\n",
              "      <td>25</td>\n",
              "      <td>219</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>177</td>\n",
              "      <td>38</td>\n",
              "      <td>0.095238</td>\n",
              "      <td>-0.020757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26684</th>\n",
              "      <td>90</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>216</td>\n",
              "      <td>25</td>\n",
              "      <td>219</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>178</td>\n",
              "      <td>38</td>\n",
              "      <td>0.095238</td>\n",
              "      <td>-0.020757</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26685</th>\n",
              "      <td>90</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>217</td>\n",
              "      <td>25</td>\n",
              "      <td>219</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>178</td>\n",
              "      <td>39</td>\n",
              "      <td>0.071429</td>\n",
              "      <td>-0.047619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26686</th>\n",
              "      <td>90</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>218</td>\n",
              "      <td>25</td>\n",
              "      <td>219</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>178</td>\n",
              "      <td>40</td>\n",
              "      <td>0.047619</td>\n",
              "      <td>-0.074481</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26687</th>\n",
              "      <td>90</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>219</td>\n",
              "      <td>25</td>\n",
              "      <td>219</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>178</td>\n",
              "      <td>41</td>\n",
              "      <td>0.023810</td>\n",
              "      <td>-0.101343</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>26688 rows × 12 columns</p>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-669e5a2a-4cdf-4cdd-8944-add02060fa57')\"\n",
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              "      \n",
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              "      display:flex;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "          const element = document.querySelector('#df-669e5a2a-4cdf-4cdd-8944-add02060fa57');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "       Outlier Quantity  Overlap  Dimension  ...  FN       P@n  Adjusted P@n\n",
              "0                    30        1          2  ...  47  0.040816      0.020653\n",
              "1                    30        1          2  ...  42  0.142857      0.124839\n",
              "2                    30        1          2  ...  34  0.306122      0.291536\n",
              "3                    30        1          2  ...  29  0.408163      0.395722\n",
              "4                    30        1          2  ...  21  0.571429      0.562420\n",
              "...                 ...      ...        ...  ...  ..       ...           ...\n",
              "26683                90        4        100  ...  38  0.095238     -0.020757\n",
              "26684                90        4        100  ...  38  0.095238     -0.020757\n",
              "26685                90        4        100  ...  39  0.071429     -0.047619\n",
              "26686                90        4        100  ...  40  0.047619     -0.074481\n",
              "26687                90        4        100  ...  41  0.023810     -0.101343\n",
              "\n",
              "[26688 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 66
        }
      ]
    },
    {
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              "\n",
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              "                                                     [key], {});\n",
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              "\n",
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              "        }\n",
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              "  "
            ],
            "text/plain": [
              "        mpts  data index  outlier score  HDBSCAN_outliers\n",
              "0          2           0       0.000000                 0\n",
              "1          2           1       0.240688                 0\n",
              "2          2           2       0.000000                 0\n",
              "3          2           3       0.031608                 0\n",
              "4          2           4       0.275930                 0\n",
              "...      ...         ...            ...               ...\n",
              "114915   339         335       0.000000                 0\n",
              "114916   339         336       0.000000                 0\n",
              "114917   339         337       0.000000                 0\n",
              "114918   339         338       0.000000                 0\n",
              "114919   339         339       0.000000                 0\n",
              "\n",
              "[114920 rows x 4 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ],
      "source": [
        "df_hdb"
      ]
    },
    {
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      "metadata": {
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          "height": 424
        },
        "id": "0UftyU-ym0YP",
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        {
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>335</td>\n",
              "      <td>-1.259781</td>\n",
              "      <td>0.058599</td>\n",
              "      <td>1</td>\n",
              "      <td>0.179400</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>336</td>\n",
              "      <td>-0.657871</td>\n",
              "      <td>0.049916</td>\n",
              "      <td>1</td>\n",
              "      <td>0.122259</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>155</th>\n",
              "      <td>337</td>\n",
              "      <td>-0.797401</td>\n",
              "      <td>1.412470</td>\n",
              "      <td>1</td>\n",
              "      <td>0.086318</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>338</td>\n",
              "      <td>0.174586</td>\n",
              "      <td>-0.977099</td>\n",
              "      <td>1</td>\n",
              "      <td>0.111748</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>297</th>\n",
              "      <td>339</td>\n",
              "      <td>-0.324663</td>\n",
              "      <td>-0.729965</td>\n",
              "      <td>1</td>\n",
              "      <td>0.033732</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>340 rows × 7 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-64623c49-5955-4fae-bc1c-ba32271720a1')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-64623c49-5955-4fae-bc1c-ba32271720a1 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-64623c49-5955-4fae-bc1c-ba32271720a1');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
              "23            0  2.764052  1.400157  ...        0.427347            1            0\n",
              "15            1  1.978738  3.240893  ...        0.492060            1            0\n",
              "24            2  2.867558  0.022722  ...        0.425059            1            0\n",
              "303           3  1.950088  0.848643  ...        0.032013            0            0\n",
              "278           4  0.896781  1.410599  ...        0.038716            0            0\n",
              "..          ...       ...       ...  ...             ...          ...          ...\n",
              "83          335 -1.259781  0.058599  ...        0.179400            0            0\n",
              "116         336 -0.657871  0.049916  ...        0.122259            0            0\n",
              "155         337 -0.797401  1.412470  ...        0.086318            0            0\n",
              "122         338  0.174586 -0.977099  ...        0.111748            0            0\n",
              "297         339 -0.324663 -0.729965  ...        0.033732            0            0\n",
              "\n",
              "[340 rows x 7 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "df_real.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "df_real"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "liIpnVLS4-ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 798
        },
        "outputId": "b53b5a89-6ca7-4b10-cef7-ae260805b7a0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "     Outlier Quantity  Overlap  Dimension  mpts  TP  FP   TN  FN\n",
            "0                  30        1          2     2   1  27  306   6\n",
            "1                  30        1          2     3   5  23  310   2\n",
            "2                  30        1          2     4   6  22  311   1\n",
            "3                  30        1          2     5   7  21  312   0\n",
            "4                  30        1          2     6   7  21  312   0\n",
            "..                ...      ...        ...   ...  ..  ..  ...  ..\n",
            "213                90        4        100   215   3   2  193  22\n",
            "214                90        4        100   216   3   1  194  22\n",
            "215                90        4        100   217   2   1  194  23\n",
            "216                90        4        100   218   1   1  194  24\n",
            "217                90        4        100   219   0   1  194  25\n",
            "\n",
            "[26688 rows x 8 columns]\n",
            "     PrecAtN\n",
            "0       0.44\n",
            "1       0.36\n",
            "2       0.20\n",
            "3       0.20\n",
            "4       0.20\n",
            "..       ...\n",
            "213     0.12\n",
            "214     0.12\n",
            "215     0.08\n",
            "216     0.04\n",
            "217     0.00\n",
            "\n",
            "[218 rows x 1 columns]\n"
          ]
        },
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-21-05033d797ac4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprec_at_n_lof\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf_hdb\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf_real\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdf_res\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m<ipython-input-20-b59546f4c016>\u001b[0m in \u001b[0;36mprec_at_n_lof\u001b[0;34m(d1, d2, d3)\u001b[0m\n\u001b[1;32m     91\u001b[0m   \u001b[0mprec_at_n\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprec_at_n\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'PrecAtN'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     92\u001b[0m   \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprec_at_n\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 93\u001b[0;31m   \u001b[0mdf_res\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0md3\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mprec_at_n\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0maxis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     94\u001b[0m   \u001b[0;32mreturn\u001b[0m \u001b[0mdf_res\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     95\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/reshape/concat.py\u001b[0m in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[0m\n\u001b[1;32m    285\u001b[0m     )\n\u001b[1;32m    286\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 287\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    288\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    289\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/reshape/concat.py\u001b[0m in \u001b[0;36mget_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    501\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    502\u001b[0m             new_data = concatenate_block_managers(\n\u001b[0;32m--> 503\u001b[0;31m                 \u001b[0mmgrs_indexers\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnew_axes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconcat_axis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbm_axis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    504\u001b[0m             )\n\u001b[1;32m    505\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/internals/concat.py\u001b[0m in \u001b[0;36mconcatenate_block_managers\u001b[0;34m(mgrs_indexers, axes, concat_axis, copy)\u001b[0m\n\u001b[1;32m     82\u001b[0m         \u001b[0mblocks\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 84\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mBlockManager\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mblocks\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     85\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     86\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, blocks, axes, do_integrity_check)\u001b[0m\n\u001b[1;32m    147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    148\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mdo_integrity_check\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_verify_integrity\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    151\u001b[0m         \u001b[0;31m# Populate known_consolidate, blknos, and blklocs lazily\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/internals/managers.py\u001b[0m in \u001b[0;36m_verify_integrity\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    327\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mblock\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mblocks\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    328\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mblock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mmgr_shape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 329\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mconstruction_error\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtot_items\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mblock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    330\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mtot_items\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    331\u001b[0m             raise AssertionError(\n",
            "\u001b[0;31mValueError\u001b[0m: Shape of passed values is (2331648, 9), indices imply (26688, 9)"
          ]
        }
      ],
      "source": [
        "prec_at_n_lof(df_hdb,df_real,df_res)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "a0gNp3mWRkaE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "Z8EZH8Ov6M5P"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "mPw205BT6M_1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "##run this for noise\n",
        "\n",
        "hdb_backbone_path = '/content/HDBSCAN_outlier_noise/'\n",
        "redc = [30,50,70,90]\n",
        "over = [1,2,3,4]\n",
        "dim = [2,10,20,40,80,100]\n",
        "\n",
        "def perf_measure(y_actual, y_hat):\n",
        "  TP = 0\n",
        "  FP = 0\n",
        "  TN = 0\n",
        "  FN = 0\n",
        "\n",
        "  for i in range(len(y_hat)):\n",
        "\n",
        "    if y_actual[i]==y_hat[i]==1:\n",
        "      TP += 1\n",
        "    if y_hat[i]==1 and y_actual[i]!=y_hat[i]:\n",
        "      FP += 1\n",
        "    if y_actual[i]==y_hat[i]==0:\n",
        "      TN += 1\n",
        "    if y_hat[i]==0 and y_actual[i]!=y_hat[i]:\n",
        "      FN += 1\n",
        "\n",
        "  return TP, FP, TN, FN\n",
        "\n",
        "\n",
        "def LOF_tp_fp_fn_tn(d1,d2,r,o,d,n):\n",
        "  \n",
        "  mpts_list = list(d1['mpts'].unique())\n",
        "  mpts_tr = []\n",
        "  reduc = []\n",
        "  ovr = []\n",
        "  dm = []\n",
        "  no = []\n",
        "  tp = []\n",
        "  fp = []\n",
        "  tn = []\n",
        "  fn = []\n",
        "  d2.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "  y_actual = np.array(d2.iloc[:,-1])\n",
        "  for mpts in mpts_list:\n",
        "    #clear_output(wait=True)\n",
        "    d1_temp = d1[d1['mpts']==mpts]\n",
        "    #mpts_list=list(d1_temp['mpts'].unique())\n",
        "    mpts_tr.append(mpts)\n",
        "    reduc.append(r)\n",
        "    ovr.append(o)\n",
        "    dm.append(d)\n",
        "    no.append(n)\n",
        "    data = []\n",
        "    #data_idx = list(d1_temp['data index'].unique())\n",
        "    #print(d1_temp)\n",
        "    y_hat = np.array(d1_temp.iloc[:,-1])\n",
        "    TP, FP, TN, FN =  perf_measure(y_actual,y_hat)\n",
        "    tp.append(TP)\n",
        "    fp.append(FP)\n",
        "    tn.append(TN)\n",
        "    fn.append(FN)\n",
        "    print('TP: ',TP,' FP: ',FP,' TN: ',TN,' FN: ',FN)\n",
        "  reduc = pd.DataFrame(reduc,columns=['Outlier Quantity'])\n",
        "  ovr = pd.DataFrame(ovr,columns=['Overlap'])\n",
        "  dm = pd.DataFrame(dm,columns=['Dimension'])\n",
        "  no = pd.DataFrame(no,columns=['Noise'])\n",
        "  mpts_tr = pd.DataFrame(mpts_tr,columns=['mpts'])\n",
        "  tp = pd.DataFrame(tp,columns=['TP'])\n",
        "  fp = pd.DataFrame(fp,columns=['FP'])\n",
        "  tn = pd.DataFrame(tn,columns=['TN'])\n",
        "  fn = pd.DataFrame(fn,columns=['FN'])\n",
        "  \n",
        "  precAtn, adjusted_precAtn, n_out, n_in = prec_at_n_lof(d1,d2)\n",
        "\n",
        "  return pd.concat([reduc,ovr,dm,no,mpts_tr,n_out, n_in,tp,fp,tn,fn,precAtn,adjusted_precAtn],axis=1)\n",
        "\n",
        "\n",
        "\n",
        "def KNN_tp_fp_fn_tn(d1,d2,r,o,d,n):\n",
        "  \n",
        "  mpts_list = list(d1['mpts'].unique())\n",
        "  mpts_tr = []\n",
        "  reduc = []\n",
        "  ovr = []\n",
        "  dm = []\n",
        "  no = []\n",
        "  tp = []\n",
        "  fp = []\n",
        "  tn = []\n",
        "  fn = []\n",
        "  print(d2)\n",
        "  d2.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "  y_actual = np.array(d2.iloc[:,-2])\n",
        "  for mpts in mpts_list:\n",
        "    #clear_output(wait=True)\n",
        "    d1_temp = d1[d1['mpts']==mpts]\n",
        "    #mpts_list=list(d1_temp['mpts'].unique())\n",
        "    mpts_tr.append(mpts)\n",
        "    reduc.append(r)\n",
        "    ovr.append(o)\n",
        "    dm.append(d)\n",
        "    no.append(n)\n",
        "    data = []\n",
        "    #data_idx = list(d1_temp['data index'].unique())\n",
        "    #print(d1_temp)\n",
        "    y_hat = np.array(d1_temp.iloc[:,-1])\n",
        "    TP, FP, TN, FN =  perf_measure(y_actual,y_hat)\n",
        "    tp.append(TP)\n",
        "    fp.append(FP)\n",
        "    tn.append(TN)\n",
        "    fn.append(FN)\n",
        "    print('TP: ',TP,' FP: ',FP,' TN: ',TN,' FN: ',FN)\n",
        "  reduc = pd.DataFrame(reduc,columns=['Outlier Quantity'])\n",
        "  ovr = pd.DataFrame(ovr,columns=['Overlap'])\n",
        "  dm = pd.DataFrame(dm,columns=['Dimension'])\n",
        "  no = pd.DataFrame(no,columns=['Noise'])\n",
        "  mpts_tr = pd.DataFrame(mpts_tr,columns=['mpts'])\n",
        "  tp = pd.DataFrame(tp,columns=['TP'])\n",
        "  fp = pd.DataFrame(fp,columns=['FP'])\n",
        "  tn = pd.DataFrame(tn,columns=['TN'])\n",
        "  fn = pd.DataFrame(fn,columns=['FN'])\n",
        "  \n",
        "  precAtn, adjusted_precAtn, n_out, n_in = prec_at_n_knn(d1,d2)\n",
        "\n",
        "  return pd.concat([reduc,ovr,dm,no,mpts_tr,n_out, n_in,tp,fp,tn,fn,precAtn,adjusted_precAtn],axis=1)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "# n is the total number of outliers\n",
        "def prec_at_n_lof(d1,d2):\n",
        "  out_idx = []\n",
        "  mpts_tr = []\n",
        "  prec_at_n = []\n",
        "  ap_lst = []\n",
        "  d2.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-1] == 1:\n",
        "      out_idx.append(d2.iloc[i,0])\n",
        "  #print(out_idx)\n",
        "\n",
        "  o = 0\n",
        "  i = 0\n",
        "  n = len(d2)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-1] == 1:\n",
        "      o += 1\n",
        "    else:\n",
        "      i += 1\n",
        "\n",
        "  n_out = []\n",
        "  n_in = []\n",
        "  mpts_list = list(d1['mpts'].unique())\n",
        "  print(d1)\n",
        "  for mpts in mpts_list:\n",
        "    mpts_tr.append(mpts)\n",
        "    num_cnt =0\n",
        "    d1_temp = d1[d1['mpts']==mpts]\n",
        "    ol_pred = []\n",
        "    for i in range(len(d1_temp)):\n",
        "      if d1_temp.iloc[i,-1] == 1:\n",
        "        if d1_temp.iloc[i,0] in out_idx:\n",
        "          ol_pred.append(d1_temp.iloc[i,1])\n",
        "          num_cnt+=1\n",
        "    p_at_n = float(num_cnt/len(out_idx))\n",
        "    if p_at_n > 1:\n",
        "      print('>1 mpts = ',mpts)\n",
        "      print('>1 num_cnt = ',num_cnt)\n",
        "      print('>1 len(out_idx) = ',len(out_idx))\n",
        "      print('>1 len(df1_temp) = ',len(d1_temp))\n",
        "      print('>1 pred out idx',ol_pred)\n",
        "      print('>1 act out idx',out_idx)\n",
        "      print(d1_temp[d1_temp['mpts']==mpts])\n",
        "    if o>n:\n",
        "      npm = 1\n",
        "    else:\n",
        "      npm = float(o/n)\n",
        "    ap = float((p_at_n-npm)/(1-npm))\n",
        "    prec_at_n.append(p_at_n)\n",
        "    ap_lst.append(ap)\n",
        "    n_out.append(o)\n",
        "    n_in.append(i)\n",
        "  #print(d3)\n",
        "  prec_at_n = pd.DataFrame(prec_at_n,columns=['P@n'])\n",
        "  ap_lst = pd.DataFrame(ap_lst,columns=['Adjusted P@n'])\n",
        "  n_out = pd.DataFrame(n_out,columns=['N_out'])\n",
        "  n_in = pd.DataFrame(n_in,columns=['N_in'])\n",
        "  #print(prec_at_n)\n",
        "  #df_res = pd.concat([d3,prec_at_n],axis = 1)\n",
        "  return prec_at_n, ap_lst, n_out, n_in\n",
        "\n",
        "# n is the total number of outliers\n",
        "def prec_at_n_knn(d1,d2):\n",
        "  out_idx = []\n",
        "  mpts_tr = []\n",
        "  prec_at_n = []\n",
        "  ap_lst = []\n",
        "  d2.sort_values(by=['data index'], ascending=True,inplace=True)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-2] == 1:\n",
        "      out_idx.append(d2.iloc[i,0])\n",
        "  #print(out_idx)\n",
        "\n",
        "  o = 0\n",
        "  i = 0\n",
        "  n = len(d2)\n",
        "  for i in range(len(d2)):\n",
        "    if d2.iloc[i,-1] == 1:\n",
        "      o += 1\n",
        "    else:\n",
        "      i += 1\n",
        "\n",
        "  n_out = []\n",
        "  n_in = []\n",
        "  mpts_list = list(d1['mpts'].unique())\n",
        "  print(d1)\n",
        "  for mpts in mpts_list:\n",
        "    mpts_tr.append(mpts)\n",
        "    num_cnt =0\n",
        "    d1_temp = d1[d1['mpts']==mpts]\n",
        "    ol_pred = []\n",
        "    for i in range(len(d1_temp)):\n",
        "      if d1_temp.iloc[i,-1] == 1:\n",
        "        if d1_temp.iloc[i,0] in out_idx:\n",
        "          ol_pred.append(d1_temp.iloc[i,1])\n",
        "          num_cnt+=1\n",
        "    p_at_n = float(num_cnt/len(out_idx))\n",
        "    if p_at_n > 1:\n",
        "      print('>1 mpts = ',mpts)\n",
        "      print('>1 num_cnt = ',num_cnt)\n",
        "      print('>1 len(out_idx) = ',len(out_idx))\n",
        "      print('>1 len(df1_temp) = ',len(d1_temp))\n",
        "      print('>1 pred out idx',ol_pred)\n",
        "      print('>1 act out idx',out_idx)\n",
        "      print(d1_temp[d1_temp['mpts']==mpts])\n",
        "    if o>n:\n",
        "      npm = 1\n",
        "    else:\n",
        "      npm = float(o/n)\n",
        "    ap = float((p_at_n-npm)/(1-npm))\n",
        "    prec_at_n.append(p_at_n)\n",
        "    ap_lst.append(ap)\n",
        "    n_out.append(o)\n",
        "    n_in.append(i)\n",
        "  #print(d3)\n",
        "  prec_at_n = pd.DataFrame(prec_at_n,columns=['P@n'])\n",
        "  ap_lst = pd.DataFrame(ap_lst,columns=['Adjusted P@n'])\n",
        "  n_out = pd.DataFrame(n_out,columns=['N_out'])\n",
        "  n_in = pd.DataFrame(n_in,columns=['N_in'])\n",
        "  #print(prec_at_n)\n",
        "  #df_res = pd.concat([d3,prec_at_n],axis = 1)\n",
        "  return prec_at_n, ap_lst, n_out, n_in"
      ],
      "metadata": {
        "id": "ulHhlMYk6N38"
      },
      "execution_count": 78,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#LOF Noise\n",
        "\n",
        "hdb_backbone_path = '/content/HDBSCAN_outlier_noise/'\n",
        "redc = [70]\n",
        "over = [4]\n",
        "dim = [2,10,20,40,80,100]\n",
        "noise = [20,30,40,50]\n",
        "for r in redc:\n",
        "  for o in over:\n",
        "    for d in dim:\n",
        "      for n in noise:\n",
        "        #clear_output(wait=True)\n",
        "        final_path_hdb = hdb_backbone_path+'OS_EachPt_mpts_o'+str(o)+'d'+str(d)+'r'+str(r)+'n'+str(n)+'_hdbLabls.xlsx'\n",
        "        print('Reduction: ',r,', Overlap: ',o,', Dimension: ',d,', Noise: ',n)\n",
        "        df_hdb = pd.read_excel(final_path_hdb)\n",
        "        df_hdb.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
        "\n",
        "        path_real = '/content/reduced_synthetic_data_local_global/'+str(r)+'p/'+str(o)+'/combined_global_local/'+str(r)+'p_m'+str(o)+'_dim'+str(d)+'_combined.xlsx'\n",
        "        df_real = pd.read_excel(path_real)\n",
        "        df_real.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
        "        if r == 70 and o == 4 and d == 2 and n == 20:\n",
        "          df_res = LOF_tp_fp_fn_tn(df_hdb,df_real,r,o,d,n)\n",
        "        else:\n",
        "          df_res = pd.concat([df_res,LOF_tp_fp_fn_tn(df_hdb,df_real,r,o,d,n)],axis=0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jdM19Rty6Ucx",
        "outputId": "efe7d121-c1f8-4d1d-c17b-51c25d89f893"
      },
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.123377                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.047550                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.057473                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.000000                 0\n",
            "67076         256   259       0.000000                 0\n",
            "67077         257   259       0.000000                 0\n",
            "67078         258   259       0.000000                 0\n",
            "67079         259   259       0.000000                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  10 , Noise:  40\n",
            "TP:  1  FP:  20  TN:  235  FN:  4\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  0  FP:  3  TN:  252  FN:  5\n",
            "TP:  0  FP:  9  TN:  246  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.022044                 0\n",
            "1               1     2       0.126998                 0\n",
            "2               2     2       0.142914                 0\n",
            "3               3     2       0.068994                 0\n",
            "4               4     2       0.147544                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.148253                 0\n",
            "67076         256   259       0.272510                 1\n",
            "67077         257   259       0.299440                 1\n",
            "67078         258   259       0.267106                 1\n",
            "67079         259   259       0.181387                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  10 , Noise:  50\n",
            "TP:  4  FP:  17  TN:  238  FN:  1\n",
            "TP:  2  FP:  19  TN:  236  FN:  3\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  5  FP:  16  TN:  239  FN:  0\n",
            "TP:  0  FP:  6  TN:  249  FN:  5\n",
            "TP:  0  FP:  11  TN:  244  FN:  5\n",
            "TP:  0  FP:  14  TN:  241  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "TP:  0  FP:  21  TN:  234  FN:  5\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.022044                 0\n",
            "1               1     2       0.078238                 0\n",
            "2               2     2       0.142914                 0\n",
            "3               3     2       0.016995                 0\n",
            "4               4     2       0.147544                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.215234                 0\n",
            "67076         256   259       0.337837                 1\n",
            "67077         257   259       0.358633                 1\n",
            "67078         258   259       0.328581                 1\n",
            "67079         259   259       0.248675                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  20 , Noise:  20\n",
            "TP:  6  FP:  15  TN:  237  FN:  2\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.031892                 0\n",
            "1               1     2       0.160170                 1\n",
            "2               2     2       0.015884                 0\n",
            "3               3     2       0.035801                 0\n",
            "4               4     2       0.041838                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.017385                 1\n",
            "67076         256   259       0.019673                 1\n",
            "67077         257   259       0.033590                 1\n",
            "67078         258   259       0.035082                 1\n",
            "67079         259   259       0.000000                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  20 , Noise:  30\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.031892                 0\n",
            "1               1     2       0.160170                 1\n",
            "2               2     2       0.069290                 0\n",
            "3               3     2       0.021681                 0\n",
            "4               4     2       0.041838                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.144355                 1\n",
            "67076         256   259       0.142357                 1\n",
            "67077         257   259       0.153274                 1\n",
            "67078         258   259       0.159875                 1\n",
            "67079         259   259       0.103188                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  20 , Noise:  40\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.031892                 0\n",
            "1               1     2       0.160170                 1\n",
            "2               2     2       0.015884                 0\n",
            "3               3     2       0.021681                 0\n",
            "4               4     2       0.041838                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.231542                 1\n",
            "67076         256   259       0.233060                 1\n",
            "67077         257   259       0.240674                 1\n",
            "67078         258   259       0.242192                 1\n",
            "67079         259   259       0.197636                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  20 , Noise:  50\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "TP:  1  FP:  20  TN:  232  FN:  7\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.031892                 0\n",
            "1               1     2       0.160170                 1\n",
            "2               2     2       0.015884                 0\n",
            "3               3     2       0.021681                 0\n",
            "4               4     2       0.041838                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.250993                 0\n",
            "67076         256   259       0.251564                 1\n",
            "67077         257   259       0.258380                 1\n",
            "67078         258   259       0.265799                 1\n",
            "67079         259   259       0.219864                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  40 , Noise:  20\n",
            "TP:  8  FP:  13  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  237  FN:  2\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  20  TN:  231  FN:  9\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.106012                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.149718                 1\n",
            "3               3     2       0.004589                 0\n",
            "4               4     2       0.040707                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.000000                 0\n",
            "67076         256   259       0.000000                 0\n",
            "67077         257   259       0.000000                 0\n",
            "67078         258   259       0.000000                 0\n",
            "67079         259   259       0.022835                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  40 , Noise:  30\n",
            "TP:  8  FP:  13  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  237  FN:  2\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.106012                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.149718                 1\n",
            "3               3     2       0.004589                 0\n",
            "4               4     2       0.040707                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.143888                 0\n",
            "67076         256   259       0.137945                 0\n",
            "67077         257   259       0.163617                 0\n",
            "67078         258   259       0.124151                 0\n",
            "67079         259   259       0.186195                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  40 , Noise:  40\n",
            "TP:  8  FP:  13  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  237  FN:  2\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.117049                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.160216                 1\n",
            "3               3     2       0.004589                 0\n",
            "4               4     2       0.052550                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.180547                 0\n",
            "67076         256   259       0.173359                 0\n",
            "67077         257   259       0.198750                 0\n",
            "67078         258   259       0.164153                 0\n",
            "67079         259   259       0.222882                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  40 , Noise:  50\n",
            "TP:  8  FP:  13  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  237  FN:  2\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  9  FP:  12  TN:  239  FN:  0\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "TP:  0  FP:  21  TN:  230  FN:  9\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.117049                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.160216                 1\n",
            "3               3     2       0.004589                 0\n",
            "4               4     2       0.052550                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.219852                 0\n",
            "67076         256   259       0.211613                 0\n",
            "67077         257   259       0.236279                 0\n",
            "67078         258   259       0.202943                 0\n",
            "67079         259   259       0.257735                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  80 , Noise:  20\n",
            "TP:  8  FP:  13  TN:  232  FN:  7\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  19  TN:  226  FN:  14\n",
            "TP:  1  FP:  19  TN:  226  FN:  14\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.009615                 0\n",
            "1               1     2       0.013489                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000771                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.000000                 0\n",
            "67076         256   259       0.007320                 1\n",
            "67077         257   259       0.028883                 1\n",
            "67078         258   259       0.000000                 0\n",
            "67079         259   259       0.000000                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  80 , Noise:  30\n",
            "TP:  8  FP:  13  TN:  232  FN:  7\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.009615                 0\n",
            "1               1     2       0.013489                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000771                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.164605                 0\n",
            "67076         256   259       0.176030                 1\n",
            "67077         257   259       0.189853                 1\n",
            "67078         258   259       0.160155                 0\n",
            "67079         259   259       0.150577                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  80 , Noise:  40\n",
            "TP:  8  FP:  13  TN:  232  FN:  7\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.009615                 0\n",
            "1               1     2       0.013489                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000771                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.210868                 0\n",
            "67076         256   259       0.221041                 1\n",
            "67077         257   259       0.238761                 1\n",
            "67078         258   259       0.213004                 0\n",
            "67079         259   259       0.202507                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  80 , Noise:  50\n",
            "TP:  8  FP:  13  TN:  232  FN:  7\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  15  FP:  6  TN:  239  FN:  0\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  13  FP:  8  TN:  237  FN:  2\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  14  FP:  7  TN:  238  FN:  1\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "TP:  1  FP:  20  TN:  225  FN:  14\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.009615                 0\n",
            "1               1     2       0.013489                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000771                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.214048                 0\n",
            "67076         256   259       0.224886                 1\n",
            "67077         257   259       0.240130                 1\n",
            "67078         258   259       0.213218                 0\n",
            "67079         259   259       0.203884                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  100 , Noise:  20\n",
            "TP:  5  FP:  16  TN:  236  FN:  3\n",
            "TP:  6  FP:  15  TN:  237  FN:  2\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  19  TN:  233  FN:  8\n",
            "TP:  0  FP:  17  TN:  235  FN:  8\n",
            "TP:  0  FP:  14  TN:  238  FN:  8\n",
            "TP:  0  FP:  15  TN:  237  FN:  8\n",
            "TP:  0  FP:  13  TN:  239  FN:  8\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.000795                 0\n",
            "1               1     2       0.009460                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000280                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.008042                 1\n",
            "67076         256   259       0.000000                 0\n",
            "67077         257   259       0.000000                 0\n",
            "67078         258   259       0.000000                 0\n",
            "67079         259   259       0.040595                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  100 , Noise:  30\n",
            "TP:  5  FP:  16  TN:  236  FN:  3\n",
            "TP:  6  FP:  15  TN:  237  FN:  2\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.000795                 0\n",
            "1               1     2       0.009460                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000280                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.188855                 1\n",
            "67076         256   259       0.145161                 0\n",
            "67077         257   259       0.152084                 0\n",
            "67078         258   259       0.174346                 0\n",
            "67079         259   259       0.217093                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  100 , Noise:  40\n",
            "TP:  5  FP:  16  TN:  236  FN:  3\n",
            "TP:  6  FP:  15  TN:  237  FN:  2\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
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            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
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            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
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            "TP:  0  FP:  21  TN:  231  FN:  8\n",
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            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.000795                 0\n",
            "1               1     2       0.009460                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000280                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.228982                 1\n",
            "67076         256   259       0.185521                 0\n",
            "67077         257   259       0.193398                 0\n",
            "67078         258   259       0.212171                 0\n",
            "67079         259   259       0.252616                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  100 , Noise:  50\n",
            "TP:  5  FP:  16  TN:  236  FN:  3\n",
            "TP:  6  FP:  15  TN:  237  FN:  2\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  8  FP:  13  TN:  239  FN:  0\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  7  FP:  14  TN:  238  FN:  1\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
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            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
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            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "TP:  0  FP:  21  TN:  231  FN:  8\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.000795                 0\n",
            "1               1     2       0.009460                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000280                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.240853                 1\n",
            "67076         256   259       0.200487                 0\n",
            "67077         257   259       0.208366                 0\n",
            "67078         258   259       0.227691                 0\n",
            "67079         259   259       0.267878                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_res"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "xC3khs7D_4tg",
        "outputId": "8e0dd53d-8986-492e-a8df-5d28ffcae3f3"
      },
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
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              "        vertical-align: middle;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Outlier Quantity</th>\n",
              "      <th>Overlap</th>\n",
              "      <th>Dimension</th>\n",
              "      <th>Noise</th>\n",
              "      <th>mpts</th>\n",
              "      <th>N_out</th>\n",
              "      <th>N_in</th>\n",
              "      <th>TP</th>\n",
              "      <th>FP</th>\n",
              "      <th>TN</th>\n",
              "      <th>FN</th>\n",
              "      <th>P@n</th>\n",
              "      <th>Adjusted P@n</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>2</td>\n",
              "      <td>7</td>\n",
              "      <td>259</td>\n",
              "      <td>1</td>\n",
              "      <td>20</td>\n",
              "      <td>233</td>\n",
              "      <td>6</td>\n",
              "      <td>0.142857</td>\n",
              "      <td>0.119142</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>259</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>232</td>\n",
              "      <td>7</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.027668</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>259</td>\n",
              "      <td>2</td>\n",
              "      <td>19</td>\n",
              "      <td>234</td>\n",
              "      <td>5</td>\n",
              "      <td>0.285714</td>\n",
              "      <td>0.265951</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>259</td>\n",
              "      <td>4</td>\n",
              "      <td>17</td>\n",
              "      <td>236</td>\n",
              "      <td>3</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.559571</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>259</td>\n",
              "      <td>4</td>\n",
              "      <td>17</td>\n",
              "      <td>236</td>\n",
              "      <td>3</td>\n",
              "      <td>0.571429</td>\n",
              "      <td>0.559571</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>253</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>255</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>231</td>\n",
              "      <td>8</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.031746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>254</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>256</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>231</td>\n",
              "      <td>8</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.031746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>255</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>257</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>231</td>\n",
              "      <td>8</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.031746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>256</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>258</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>231</td>\n",
              "      <td>8</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.031746</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>257</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>259</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>231</td>\n",
              "      <td>8</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.031746</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6192 rows × 13 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f651e44d-a961-43ad-a6ce-6aa43b20e437')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-f651e44d-a961-43ad-a6ce-6aa43b20e437 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-f651e44d-a961-43ad-a6ce-6aa43b20e437');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "     Outlier Quantity  Overlap  Dimension  ...  FN       P@n  Adjusted P@n\n",
              "0                  70        4          2  ...   6  0.142857      0.119142\n",
              "1                  70        4          2  ...   7  0.000000     -0.027668\n",
              "2                  70        4          2  ...   5  0.285714      0.265951\n",
              "3                  70        4          2  ...   3  0.571429      0.559571\n",
              "4                  70        4          2  ...   3  0.571429      0.559571\n",
              "..                ...      ...        ...  ...  ..       ...           ...\n",
              "253                70        4        100  ...   8  0.000000     -0.031746\n",
              "254                70        4        100  ...   8  0.000000     -0.031746\n",
              "255                70        4        100  ...   8  0.000000     -0.031746\n",
              "256                70        4        100  ...   8  0.000000     -0.031746\n",
              "257                70        4        100  ...   8  0.000000     -0.031746\n",
              "\n",
              "[6192 rows x 13 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 80
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_res.reset_index(drop=True, inplace=True)\n",
        "df_res.to_excel('/content/performance_dn_LOF_noise.xlsx')\n",
        "df_res"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "a8g4szgH_Ol_",
        "outputId": "87ff5970-2fce-443c-9037-4fd6ac889607"
      },
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th></th>\n",
              "      <th>Outlier Quantity</th>\n",
              "      <th>Overlap</th>\n",
              "      <th>Dimension</th>\n",
              "      <th>Noise</th>\n",
              "      <th>mpts</th>\n",
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              "      <th>N_in</th>\n",
              "      <th>TP</th>\n",
              "      <th>FP</th>\n",
              "      <th>TN</th>\n",
              "      <th>FN</th>\n",
              "      <th>P@n</th>\n",
              "      <th>Adjusted P@n</th>\n",
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              "      <td>0.285714</td>\n",
              "      <td>0.265951</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>5</td>\n",
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              "      <th>4</th>\n",
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              "      <td>259</td>\n",
              "      <td>4</td>\n",
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              "      <td>236</td>\n",
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              "      <td>0.571429</td>\n",
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              "      <td>4</td>\n",
              "      <td>100</td>\n",
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              "      <td>259</td>\n",
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              "      <td>231</td>\n",
              "      <td>8</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.031746</td>\n",
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              "    <tr>\n",
              "      <th>6189</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>257</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
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              "      <td>21</td>\n",
              "      <td>231</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>-0.031746</td>\n",
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              "    <tr>\n",
              "      <th>6190</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>258</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>231</td>\n",
              "      <td>8</td>\n",
              "      <td>0.000000</td>\n",
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              "    <tr>\n",
              "      <th>6191</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>259</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>0</td>\n",
              "      <td>21</td>\n",
              "      <td>231</td>\n",
              "      <td>8</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-0.031746</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6192 rows × 13 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-341a4ff7-0262-4d1b-9e41-07edae44f936')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-341a4ff7-0262-4d1b-9e41-07edae44f936 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-341a4ff7-0262-4d1b-9e41-07edae44f936');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "      Outlier Quantity  Overlap  Dimension  ...  FN       P@n  Adjusted P@n\n",
              "0                   70        4          2  ...   6  0.142857      0.119142\n",
              "1                   70        4          2  ...   7  0.000000     -0.027668\n",
              "2                   70        4          2  ...   5  0.285714      0.265951\n",
              "3                   70        4          2  ...   3  0.571429      0.559571\n",
              "4                   70        4          2  ...   3  0.571429      0.559571\n",
              "...                ...      ...        ...  ...  ..       ...           ...\n",
              "6187                70        4        100  ...   8  0.000000     -0.031746\n",
              "6188                70        4        100  ...   8  0.000000     -0.031746\n",
              "6189                70        4        100  ...   8  0.000000     -0.031746\n",
              "6190                70        4        100  ...   8  0.000000     -0.031746\n",
              "6191                70        4        100  ...   8  0.000000     -0.031746\n",
              "\n",
              "[6192 rows x 13 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 81
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "gg= df_res[df_res['Noise']==30]\n",
        "list(gg['Dimension'].unique())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g_rsRt1GvcYj",
        "outputId": "e912972a-2ced-4b3f-a463-0b608434332b"
      },
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[2, 10, 20, 40, 80, 100]"
            ]
          },
          "metadata": {},
          "execution_count": 86
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#KNN Noise\n",
        "\n",
        "hdb_backbone_path = '/content/HDBSCAN_outlier_noise/'\n",
        "redc = [70]\n",
        "over = [4]\n",
        "dim = [2,10,20,40,80,100]\n",
        "noise = [20,30,40,50]\n",
        "for r in redc:\n",
        "  for o in over:\n",
        "    for d in dim:\n",
        "      for n in noise:\n",
        "        clear_output(wait=True)\n",
        "        final_path_hdb = hdb_backbone_path+'OS_EachPt_mpts_o'+str(o)+'d'+str(d)+'r'+str(r)+'n'+str(n)+'_hdbLabls.xlsx'\n",
        "        print('Reduction: ',r,', Overlap: ',o,', Dimension: ',d,', Noise: ',n)\n",
        "        df_hdb = pd.read_excel(final_path_hdb)\n",
        "        df_hdb.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
        "\n",
        "        path_real = '/content/reduced_synthetic_data_local_global/'+str(r)+'p/'+str(o)+'/combined_global_local/'+str(r)+'p_m'+str(o)+'_dim'+str(d)+'_combined.xlsx'\n",
        "        df_real = pd.read_excel(path_real)\n",
        "        df_real.drop(['Unnamed: 0'],axis=1,inplace=True)\n",
        "        if r == 70 and o == 4 and d == 2 and n == 20:\n",
        "          df_res = KNN_tp_fp_fn_tn(df_hdb,df_real,r,o,d,n)\n",
        "        else:\n",
        "          df_res = pd.concat([df_res,KNN_tp_fp_fn_tn(df_hdb,df_real,r,o,d,n)],axis=0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "92wqPTR7AFr_",
        "outputId": "8cf7f869-b7e4-42b0-8c00-b606261ffd15"
      },
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.022044                 0\n",
            "1               1     2       0.126998                 0\n",
            "2               2     2       0.142914                 0\n",
            "3               3     2       0.068994                 0\n",
            "4               4     2       0.147544                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.148253                 0\n",
            "67076         256   259       0.272510                 1\n",
            "67077         257   259       0.299440                 1\n",
            "67078         258   259       0.267106                 1\n",
            "67079         259   259       0.181387                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  10 , Noise:  50\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            68  3.408597  5.124419  ...        1.000000            1            1\n",
            "1           178  4.045166  5.859346  ...        0.798260            1            1\n",
            "2            27  4.399046  1.227407  ...        0.767833            1            1\n",
            "3           141  3.879593  2.520684  ...        0.752581            1            1\n",
            "4            10  5.883151  2.652241  ...        0.733476            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         190  3.970144  3.881829  ...        0.029405            0            0\n",
            "256          99  4.441033  4.178793  ...        0.028459            0            0\n",
            "257         147  4.886492  3.727868  ...        0.026207            0            0\n",
            "258         224  0.926126  0.042243  ...        0.025150            0            0\n",
            "259         163  4.156476  3.783656  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 15 columns]\n",
            "TP:  18  FP:  3  TN:  231  FN:  8\n",
            "TP:  17  FP:  4  TN:  230  FN:  9\n",
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            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "TP:  4  FP:  17  TN:  217  FN:  22\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.022044                 0\n",
            "1               1     2       0.078238                 0\n",
            "2               2     2       0.142914                 0\n",
            "3               3     2       0.016995                 0\n",
            "4               4     2       0.147544                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.215234                 0\n",
            "67076         256   259       0.337837                 1\n",
            "67077         257   259       0.358633                 1\n",
            "67078         258   259       0.328581                 1\n",
            "67079         259   259       0.248675                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  20 , Noise:  20\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            34  3.408597  5.124419  ...        1.000000            1            1\n",
            "1           155  5.116991  3.726444  ...        0.896758            1            1\n",
            "2            70  3.530689  4.875696  ...        0.854555            1            1\n",
            "3           172  2.451529  5.311427  ...        0.852006            1            1\n",
            "4             5  5.883151  2.652241  ...        0.832860            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         106  5.303181  4.128536  ...        0.018850            0            0\n",
            "256          73  5.761266  4.754096  ...        0.018012            0            0\n",
            "257          49  4.359504  3.855433  ...        0.017365            0            0\n",
            "258         115  3.731990  3.503392  ...        0.000480            0            0\n",
            "259           6  4.376426  2.900599  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 25 columns]\n",
            "TP:  21  FP:  0  TN:  215  FN:  24\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.031892                 0\n",
            "1               1     2       0.160170                 1\n",
            "2               2     2       0.015884                 0\n",
            "3               3     2       0.035801                 0\n",
            "4               4     2       0.041838                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.017385                 1\n",
            "67076         256   259       0.019673                 1\n",
            "67077         257   259       0.033590                 1\n",
            "67078         258   259       0.035082                 1\n",
            "67079         259   259       0.000000                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  20 , Noise:  30\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            34  3.408597  5.124419  ...        1.000000            1            1\n",
            "1           155  5.116991  3.726444  ...        0.896758            1            1\n",
            "2            70  3.530689  4.875696  ...        0.854555            1            1\n",
            "3           172  2.451529  5.311427  ...        0.852006            1            1\n",
            "4             5  5.883151  2.652241  ...        0.832860            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         106  5.303181  4.128536  ...        0.018850            0            0\n",
            "256          73  5.761266  4.754096  ...        0.018012            0            0\n",
            "257          49  4.359504  3.855433  ...        0.017365            0            0\n",
            "258         115  3.731990  3.503392  ...        0.000480            0            0\n",
            "259           6  4.376426  2.900599  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 25 columns]\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  10  FP:  11  TN:  204  FN:  35\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.031892                 0\n",
            "1               1     2       0.160170                 1\n",
            "2               2     2       0.069290                 0\n",
            "3               3     2       0.021681                 0\n",
            "4               4     2       0.041838                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.144355                 1\n",
            "67076         256   259       0.142357                 1\n",
            "67077         257   259       0.153274                 1\n",
            "67078         258   259       0.159875                 1\n",
            "67079         259   259       0.103188                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  20 , Noise:  40\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            34  3.408597  5.124419  ...        1.000000            1            1\n",
            "1           155  5.116991  3.726444  ...        0.896758            1            1\n",
            "2            70  3.530689  4.875696  ...        0.854555            1            1\n",
            "3           172  2.451529  5.311427  ...        0.852006            1            1\n",
            "4             5  5.883151  2.652241  ...        0.832860            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         106  5.303181  4.128536  ...        0.018850            0            0\n",
            "256          73  5.761266  4.754096  ...        0.018012            0            0\n",
            "257          49  4.359504  3.855433  ...        0.017365            0            0\n",
            "258         115  3.731990  3.503392  ...        0.000480            0            0\n",
            "259           6  4.376426  2.900599  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 25 columns]\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  10  FP:  11  TN:  204  FN:  35\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.031892                 0\n",
            "1               1     2       0.160170                 1\n",
            "2               2     2       0.015884                 0\n",
            "3               3     2       0.021681                 0\n",
            "4               4     2       0.041838                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.231542                 1\n",
            "67076         256   259       0.233060                 1\n",
            "67077         257   259       0.240674                 1\n",
            "67078         258   259       0.242192                 1\n",
            "67079         259   259       0.197636                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  20 , Noise:  50\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            34  3.408597  5.124419  ...        1.000000            1            1\n",
            "1           155  5.116991  3.726444  ...        0.896758            1            1\n",
            "2            70  3.530689  4.875696  ...        0.854555            1            1\n",
            "3           172  2.451529  5.311427  ...        0.852006            1            1\n",
            "4             5  5.883151  2.652241  ...        0.832860            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         106  5.303181  4.128536  ...        0.018850            0            0\n",
            "256          73  5.761266  4.754096  ...        0.018012            0            0\n",
            "257          49  4.359504  3.855433  ...        0.017365            0            0\n",
            "258         115  3.731990  3.503392  ...        0.000480            0            0\n",
            "259           6  4.376426  2.900599  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 25 columns]\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  19  FP:  2  TN:  213  FN:  26\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  18  FP:  3  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  17  FP:  4  TN:  211  FN:  28\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  16  FP:  5  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  15  FP:  6  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  13  FP:  8  TN:  207  FN:  32\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  14  FP:  7  TN:  208  FN:  31\n",
            "TP:  10  FP:  11  TN:  204  FN:  35\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  10  FP:  11  TN:  204  FN:  35\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  9  FP:  12  TN:  203  FN:  36\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  7  FP:  14  TN:  201  FN:  38\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "TP:  8  FP:  13  TN:  202  FN:  37\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.031892                 0\n",
            "1               1     2       0.160170                 1\n",
            "2               2     2       0.015884                 0\n",
            "3               3     2       0.021681                 0\n",
            "4               4     2       0.041838                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.250993                 0\n",
            "67076         256   259       0.251564                 1\n",
            "67077         257   259       0.258380                 1\n",
            "67078         258   259       0.265799                 1\n",
            "67079         259   259       0.219864                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  40 , Noise:  20\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            77  3.612687  3.652415  ...        1.000000            1            1\n",
            "1           102  3.227401  3.716375  ...        0.907998            1            1\n",
            "2           111  3.058185  3.297165  ...        0.865789            1            1\n",
            "3            31  6.320800  4.117091  ...        0.821206            1            1\n",
            "4           160  3.903696  1.805614  ...        0.800665            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         191  3.373046  4.908538  ...        0.009146            0            0\n",
            "256          34  4.246766  5.525958  ...        0.004837            0            0\n",
            "257         172  2.631096  4.938048  ...        0.003994            0            0\n",
            "258         107  3.760415  5.420229  ...        0.003556            0            0\n",
            "259         171  4.133300  3.033710  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 45 columns]\n",
            "TP:  20  FP:  1  TN:  229  FN:  10\n",
            "TP:  20  FP:  1  TN:  229  FN:  10\n",
            "TP:  18  FP:  3  TN:  227  FN:  12\n",
            "TP:  16  FP:  5  TN:  225  FN:  14\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  6  FP:  15  TN:  215  FN:  24\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  13  TN:  217  FN:  23\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.106012                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.149718                 1\n",
            "3               3     2       0.004589                 0\n",
            "4               4     2       0.040707                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.000000                 0\n",
            "67076         256   259       0.000000                 0\n",
            "67077         257   259       0.000000                 0\n",
            "67078         258   259       0.000000                 0\n",
            "67079         259   259       0.022835                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  40 , Noise:  30\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            77  3.612687  3.652415  ...        1.000000            1            1\n",
            "1           102  3.227401  3.716375  ...        0.907998            1            1\n",
            "2           111  3.058185  3.297165  ...        0.865789            1            1\n",
            "3            31  6.320800  4.117091  ...        0.821206            1            1\n",
            "4           160  3.903696  1.805614  ...        0.800665            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         191  3.373046  4.908538  ...        0.009146            0            0\n",
            "256          34  4.246766  5.525958  ...        0.004837            0            0\n",
            "257         172  2.631096  4.938048  ...        0.003994            0            0\n",
            "258         107  3.760415  5.420229  ...        0.003556            0            0\n",
            "259         171  4.133300  3.033710  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 45 columns]\n",
            "TP:  20  FP:  1  TN:  229  FN:  10\n",
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            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
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            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.106012                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.149718                 1\n",
            "3               3     2       0.004589                 0\n",
            "4               4     2       0.040707                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.143888                 0\n",
            "67076         256   259       0.137945                 0\n",
            "67077         257   259       0.163617                 0\n",
            "67078         258   259       0.124151                 0\n",
            "67079         259   259       0.186195                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  40 , Noise:  40\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            77  3.612687  3.652415  ...        1.000000            1            1\n",
            "1           102  3.227401  3.716375  ...        0.907998            1            1\n",
            "2           111  3.058185  3.297165  ...        0.865789            1            1\n",
            "3            31  6.320800  4.117091  ...        0.821206            1            1\n",
            "4           160  3.903696  1.805614  ...        0.800665            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         191  3.373046  4.908538  ...        0.009146            0            0\n",
            "256          34  4.246766  5.525958  ...        0.004837            0            0\n",
            "257         172  2.631096  4.938048  ...        0.003994            0            0\n",
            "258         107  3.760415  5.420229  ...        0.003556            0            0\n",
            "259         171  4.133300  3.033710  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 45 columns]\n",
            "TP:  18  FP:  3  TN:  227  FN:  12\n",
            "TP:  20  FP:  1  TN:  229  FN:  10\n",
            "TP:  18  FP:  3  TN:  227  FN:  12\n",
            "TP:  16  FP:  5  TN:  225  FN:  14\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  6  FP:  15  TN:  215  FN:  24\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.117049                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.160216                 1\n",
            "3               3     2       0.004589                 0\n",
            "4               4     2       0.052550                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.180547                 0\n",
            "67076         256   259       0.173359                 0\n",
            "67077         257   259       0.198750                 0\n",
            "67078         258   259       0.164153                 0\n",
            "67079         259   259       0.222882                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  40 , Noise:  50\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0            77  3.612687  3.652415  ...        1.000000            1            1\n",
            "1           102  3.227401  3.716375  ...        0.907998            1            1\n",
            "2           111  3.058185  3.297165  ...        0.865789            1            1\n",
            "3            31  6.320800  4.117091  ...        0.821206            1            1\n",
            "4           160  3.903696  1.805614  ...        0.800665            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         191  3.373046  4.908538  ...        0.009146            0            0\n",
            "256          34  4.246766  5.525958  ...        0.004837            0            0\n",
            "257         172  2.631096  4.938048  ...        0.003994            0            0\n",
            "258         107  3.760415  5.420229  ...        0.003556            0            0\n",
            "259         171  4.133300  3.033710  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 45 columns]\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  20  FP:  1  TN:  229  FN:  10\n",
            "TP:  18  FP:  3  TN:  227  FN:  12\n",
            "TP:  16  FP:  5  TN:  225  FN:  14\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  15  FP:  6  TN:  224  FN:  15\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  14  FP:  7  TN:  223  FN:  16\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  13  FP:  8  TN:  222  FN:  17\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  12  FP:  9  TN:  221  FN:  18\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  8  FP:  13  TN:  217  FN:  22\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "TP:  7  FP:  14  TN:  216  FN:  23\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.117049                 0\n",
            "1               1     2       0.000000                 0\n",
            "2               2     2       0.160216                 1\n",
            "3               3     2       0.004589                 0\n",
            "4               4     2       0.052550                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.219852                 0\n",
            "67076         256   259       0.211613                 0\n",
            "67077         257   259       0.236279                 0\n",
            "67078         258   259       0.202943                 0\n",
            "67079         259   259       0.257735                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  80 , Noise:  20\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0           187  3.784831  5.866817  ...        1.000000            1            1\n",
            "1           216  0.212197 -1.029822  ...        0.925430            1            1\n",
            "2           161  2.745421  5.731663  ...        0.911855            1            1\n",
            "3            38  3.932055  6.360229  ...        0.905405            1            1\n",
            "4           152  4.062179  5.317423  ...        0.879455            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         193  4.256399  4.627625  ...        0.011994            0            0\n",
            "256         233 -0.247692 -1.299444  ...        0.011828            0            0\n",
            "257          86  2.631096  4.938048  ...        0.009299            0            0\n",
            "258         177  3.669760  4.376758  ...        0.003965            0            0\n",
            "259         179  4.526702  3.662989  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 85 columns]\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  17  FP:  4  TN:  222  FN:  17\n",
            "TP:  18  FP:  3  TN:  223  FN:  16\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  6  TN:  220  FN:  20\n",
            "TP:  14  FP:  6  TN:  220  FN:  20\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.009615                 0\n",
            "1               1     2       0.013489                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000771                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.000000                 0\n",
            "67076         256   259       0.007320                 1\n",
            "67077         257   259       0.028883                 1\n",
            "67078         258   259       0.000000                 0\n",
            "67079         259   259       0.000000                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  80 , Noise:  30\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0           187  3.784831  5.866817  ...        1.000000            1            1\n",
            "1           216  0.212197 -1.029822  ...        0.925430            1            1\n",
            "2           161  2.745421  5.731663  ...        0.911855            1            1\n",
            "3            38  3.932055  6.360229  ...        0.905405            1            1\n",
            "4           152  4.062179  5.317423  ...        0.879455            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         193  4.256399  4.627625  ...        0.011994            0            0\n",
            "256         233 -0.247692 -1.299444  ...        0.011828            0            0\n",
            "257          86  2.631096  4.938048  ...        0.009299            0            0\n",
            "258         177  3.669760  4.376758  ...        0.003965            0            0\n",
            "259         179  4.526702  3.662989  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 85 columns]\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  17  FP:  4  TN:  222  FN:  17\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.009615                 0\n",
            "1               1     2       0.013489                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000771                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.164605                 0\n",
            "67076         256   259       0.176030                 1\n",
            "67077         257   259       0.189853                 1\n",
            "67078         258   259       0.160155                 0\n",
            "67079         259   259       0.150577                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  80 , Noise:  40\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0           187  3.784831  5.866817  ...        1.000000            1            1\n",
            "1           216  0.212197 -1.029822  ...        0.925430            1            1\n",
            "2           161  2.745421  5.731663  ...        0.911855            1            1\n",
            "3            38  3.932055  6.360229  ...        0.905405            1            1\n",
            "4           152  4.062179  5.317423  ...        0.879455            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         193  4.256399  4.627625  ...        0.011994            0            0\n",
            "256         233 -0.247692 -1.299444  ...        0.011828            0            0\n",
            "257          86  2.631096  4.938048  ...        0.009299            0            0\n",
            "258         177  3.669760  4.376758  ...        0.003965            0            0\n",
            "259         179  4.526702  3.662989  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 85 columns]\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  17  FP:  4  TN:  222  FN:  17\n",
            "TP:  18  FP:  3  TN:  223  FN:  16\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.009615                 0\n",
            "1               1     2       0.013489                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000771                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.210868                 0\n",
            "67076         256   259       0.221041                 1\n",
            "67077         257   259       0.238761                 1\n",
            "67078         258   259       0.213004                 0\n",
            "67079         259   259       0.202507                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  80 , Noise:  50\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0           187  3.784831  5.866817  ...        1.000000            1            1\n",
            "1           216  0.212197 -1.029822  ...        0.925430            1            1\n",
            "2           161  2.745421  5.731663  ...        0.911855            1            1\n",
            "3            38  3.932055  6.360229  ...        0.905405            1            1\n",
            "4           152  4.062179  5.317423  ...        0.879455            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         193  4.256399  4.627625  ...        0.011994            0            0\n",
            "256         233 -0.247692 -1.299444  ...        0.011828            0            0\n",
            "257          86  2.631096  4.938048  ...        0.009299            0            0\n",
            "258         177  3.669760  4.376758  ...        0.003965            0            0\n",
            "259         179  4.526702  3.662989  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 85 columns]\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  17  FP:  4  TN:  222  FN:  17\n",
            "TP:  18  FP:  3  TN:  223  FN:  16\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  16  FP:  5  TN:  221  FN:  18\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  13  FP:  8  TN:  218  FN:  21\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  15  FP:  6  TN:  220  FN:  19\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "TP:  14  FP:  7  TN:  219  FN:  20\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.009615                 0\n",
            "1               1     2       0.013489                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000771                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.214048                 0\n",
            "67076         256   259       0.224886                 1\n",
            "67077         257   259       0.240130                 1\n",
            "67078         258   259       0.213218                 0\n",
            "67079         259   259       0.203884                 0\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  100 , Noise:  20\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0           116  2.916327  5.880087  ...        1.000000            1            1\n",
            "1           150  6.469982  4.587017  ...        0.982880            1            1\n",
            "2           238  1.170583 -1.255788  ...        0.910415            1            1\n",
            "3            90  5.417079  4.443729  ...        0.866396            1            1\n",
            "4           129  2.710009  5.964084  ...        0.826217            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         240 -1.271497  1.559721  ...        0.013592            0            0\n",
            "256          71  3.600007  1.341613  ...        0.012633            0            0\n",
            "257         183  3.214032  3.589934  ...        0.007841            0            0\n",
            "258         152  3.459229  2.861323  ...        0.005924            0            0\n",
            "259         181  2.813586  4.009534  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 105 columns]\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  21  FP:  0  TN:  217  FN:  22\n",
            "TP:  21  FP:  0  TN:  217  FN:  22\n",
            "TP:  19  FP:  2  TN:  215  FN:  24\n",
            "TP:  19  FP:  2  TN:  215  FN:  24\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  18  FP:  3  TN:  214  FN:  25\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  18  FP:  3  TN:  214  FN:  25\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  8  TN:  209  FN:  32\n",
            "TP:  10  FP:  7  TN:  210  FN:  33\n",
            "TP:  9  FP:  5  TN:  212  FN:  34\n",
            "TP:  9  FP:  6  TN:  211  FN:  34\n",
            "TP:  9  FP:  4  TN:  213  FN:  34\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.000795                 0\n",
            "1               1     2       0.009460                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000280                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.008042                 1\n",
            "67076         256   259       0.000000                 0\n",
            "67077         257   259       0.000000                 0\n",
            "67078         258   259       0.000000                 0\n",
            "67079         259   259       0.040595                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  100 , Noise:  30\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0           116  2.916327  5.880087  ...        1.000000            1            1\n",
            "1           150  6.469982  4.587017  ...        0.982880            1            1\n",
            "2           238  1.170583 -1.255788  ...        0.910415            1            1\n",
            "3            90  5.417079  4.443729  ...        0.866396            1            1\n",
            "4           129  2.710009  5.964084  ...        0.826217            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         240 -1.271497  1.559721  ...        0.013592            0            0\n",
            "256          71  3.600007  1.341613  ...        0.012633            0            0\n",
            "257         183  3.214032  3.589934  ...        0.007841            0            0\n",
            "258         152  3.459229  2.861323  ...        0.005924            0            0\n",
            "259         181  2.813586  4.009534  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 105 columns]\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  21  FP:  0  TN:  217  FN:  22\n",
            "TP:  21  FP:  0  TN:  217  FN:  22\n",
            "TP:  19  FP:  2  TN:  215  FN:  24\n",
            "TP:  19  FP:  2  TN:  215  FN:  24\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  18  FP:  3  TN:  214  FN:  25\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  18  FP:  3  TN:  214  FN:  25\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.000795                 0\n",
            "1               1     2       0.009460                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000280                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.188855                 1\n",
            "67076         256   259       0.145161                 0\n",
            "67077         257   259       0.152084                 0\n",
            "67078         258   259       0.174346                 0\n",
            "67079         259   259       0.217093                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  100 , Noise:  40\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0           116  2.916327  5.880087  ...        1.000000            1            1\n",
            "1           150  6.469982  4.587017  ...        0.982880            1            1\n",
            "2           238  1.170583 -1.255788  ...        0.910415            1            1\n",
            "3            90  5.417079  4.443729  ...        0.866396            1            1\n",
            "4           129  2.710009  5.964084  ...        0.826217            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         240 -1.271497  1.559721  ...        0.013592            0            0\n",
            "256          71  3.600007  1.341613  ...        0.012633            0            0\n",
            "257         183  3.214032  3.589934  ...        0.007841            0            0\n",
            "258         152  3.459229  2.861323  ...        0.005924            0            0\n",
            "259         181  2.813586  4.009534  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 105 columns]\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  21  FP:  0  TN:  217  FN:  22\n",
            "TP:  21  FP:  0  TN:  217  FN:  22\n",
            "TP:  19  FP:  2  TN:  215  FN:  24\n",
            "TP:  19  FP:  2  TN:  215  FN:  24\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  18  FP:  3  TN:  214  FN:  25\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  18  FP:  3  TN:  214  FN:  25\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.000795                 0\n",
            "1               1     2       0.009460                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000280                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.228982                 1\n",
            "67076         256   259       0.185521                 0\n",
            "67077         257   259       0.193398                 0\n",
            "67078         258   259       0.212171                 0\n",
            "67079         259   259       0.252616                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n",
            "Reduction:  70 , Overlap:  4 , Dimension:  100 , Noise:  50\n",
            "     data index        A1        A2  ...  normalized_LOF  knn_outlier  LOF_outlier\n",
            "0           116  2.916327  5.880087  ...        1.000000            1            1\n",
            "1           150  6.469982  4.587017  ...        0.982880            1            1\n",
            "2           238  1.170583 -1.255788  ...        0.910415            1            1\n",
            "3            90  5.417079  4.443729  ...        0.866396            1            1\n",
            "4           129  2.710009  5.964084  ...        0.826217            1            1\n",
            "..          ...       ...       ...  ...             ...          ...          ...\n",
            "255         240 -1.271497  1.559721  ...        0.013592            0            0\n",
            "256          71  3.600007  1.341613  ...        0.012633            0            0\n",
            "257         183  3.214032  3.589934  ...        0.007841            0            0\n",
            "258         152  3.459229  2.861323  ...        0.005924            0            0\n",
            "259         181  2.813586  4.009534  ...        0.000000            0            0\n",
            "\n",
            "[260 rows x 105 columns]\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  21  FP:  0  TN:  217  FN:  22\n",
            "TP:  21  FP:  0  TN:  217  FN:  22\n",
            "TP:  19  FP:  2  TN:  215  FN:  24\n",
            "TP:  19  FP:  2  TN:  215  FN:  24\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  18  FP:  3  TN:  214  FN:  25\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  18  FP:  3  TN:  214  FN:  25\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  17  FP:  4  TN:  213  FN:  26\n",
            "TP:  16  FP:  5  TN:  212  FN:  27\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  15  FP:  6  TN:  211  FN:  28\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  14  FP:  7  TN:  210  FN:  29\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  13  FP:  8  TN:  209  FN:  30\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  11  FP:  10  TN:  207  FN:  32\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "TP:  12  FP:  9  TN:  208  FN:  31\n",
            "       data index  mpts  outlier score  HDBSCAN_outliers\n",
            "0               0     2       0.000795                 0\n",
            "1               1     2       0.009460                 0\n",
            "2               2     2       0.000000                 0\n",
            "3               3     2       0.000000                 0\n",
            "4               4     2       0.000280                 0\n",
            "...           ...   ...            ...               ...\n",
            "67075         255   259       0.240853                 1\n",
            "67076         256   259       0.200487                 0\n",
            "67077         257   259       0.208366                 0\n",
            "67078         258   259       0.227691                 0\n",
            "67079         259   259       0.267878                 1\n",
            "\n",
            "[67080 rows x 4 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_res"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "MK801NN5BLKA",
        "outputId": "c08ded2f-f46d-4cf9-d262-4608641716d2"
      },
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "        text-align: right;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Outlier Quantity</th>\n",
              "      <th>Overlap</th>\n",
              "      <th>Dimension</th>\n",
              "      <th>Noise</th>\n",
              "      <th>mpts</th>\n",
              "      <th>N_out</th>\n",
              "      <th>N_in</th>\n",
              "      <th>TP</th>\n",
              "      <th>FP</th>\n",
              "      <th>TN</th>\n",
              "      <th>FN</th>\n",
              "      <th>P@n</th>\n",
              "      <th>Adjusted P@n</th>\n",
              "    </tr>\n",
              "  </thead>\n",
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              "      <th>0</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
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              "      <td>0.100791</td>\n",
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              "      <td>16</td>\n",
              "      <td>0.333333</td>\n",
              "      <td>0.314888</td>\n",
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              "    <tr>\n",
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              "      <td>0.791667</td>\n",
              "      <td>0.785903</td>\n",
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              "      <th>3</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
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              "      <td>20</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>259</td>\n",
              "      <td>17</td>\n",
              "      <td>4</td>\n",
              "      <td>232</td>\n",
              "      <td>7</td>\n",
              "      <td>0.708333</td>\n",
              "      <td>0.700264</td>\n",
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              "      <th>4</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
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              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>259</td>\n",
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              "      <td>232</td>\n",
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              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "    <tr>\n",
              "      <th>253</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>255</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
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              "      <td>9</td>\n",
              "      <td>208</td>\n",
              "      <td>31</td>\n",
              "      <td>0.279070</td>\n",
              "      <td>0.256183</td>\n",
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              "    <tr>\n",
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              "      <td>259</td>\n",
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              "      <td>208</td>\n",
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              "    <tr>\n",
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              "      <td>257</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>12</td>\n",
              "      <td>9</td>\n",
              "      <td>208</td>\n",
              "      <td>31</td>\n",
              "      <td>0.279070</td>\n",
              "      <td>0.256183</td>\n",
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              "    <tr>\n",
              "      <th>256</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>258</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>12</td>\n",
              "      <td>9</td>\n",
              "      <td>208</td>\n",
              "      <td>31</td>\n",
              "      <td>0.279070</td>\n",
              "      <td>0.256183</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>257</th>\n",
              "      <td>70</td>\n",
              "      <td>4</td>\n",
              "      <td>100</td>\n",
              "      <td>50</td>\n",
              "      <td>259</td>\n",
              "      <td>8</td>\n",
              "      <td>259</td>\n",
              "      <td>12</td>\n",
              "      <td>9</td>\n",
              "      <td>208</td>\n",
              "      <td>31</td>\n",
              "      <td>0.279070</td>\n",
              "      <td>0.256183</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>6192 rows × 13 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c8b593b4-0fb5-4449-95e0-8da98b3d0b8e')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-c8b593b4-0fb5-4449-95e0-8da98b3d0b8e button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c8b593b4-0fb5-4449-95e0-8da98b3d0b8e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "     Outlier Quantity  Overlap  Dimension  ...  FN       P@n  Adjusted P@n\n",
              "0                  70        4          2  ...  21  0.125000      0.100791\n",
              "1                  70        4          2  ...  16  0.333333      0.314888\n",
              "2                  70        4          2  ...   5  0.791667      0.785903\n",
              "3                  70        4          2  ...   7  0.708333      0.700264\n",
              "4                  70        4          2  ...   7  0.708333      0.700264\n",
              "..                ...      ...        ...  ...  ..       ...           ...\n",
              "253                70        4        100  ...  31  0.279070      0.256183\n",
              "254                70        4        100  ...  31  0.279070      0.256183\n",
              "255                70        4        100  ...  31  0.279070      0.256183\n",
              "256                70        4        100  ...  31  0.279070      0.256183\n",
              "257                70        4        100  ...  31  0.279070      0.256183\n",
              "\n",
              "[6192 rows x 13 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 84
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_res.reset_index(drop=True, inplace=True)\n",
        "df_res.to_excel('/content/performance_dn_KNN_noise.xlsx')\n",
        "df_res"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "JI7WzosLAw4b",
        "outputId": "3e200602-214d-4213-8399-6156e8486bd0"
      },
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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            ],
            "text/plain": [
              "      Outlier Quantity  Overlap  Dimension  ...  FN       P@n  Adjusted P@n\n",
              "0                   70        4          2  ...  21  0.125000      0.100791\n",
              "1                   70        4          2  ...  16  0.333333      0.314888\n",
              "2                   70        4          2  ...   5  0.791667      0.785903\n",
              "3                   70        4          2  ...   7  0.708333      0.700264\n",
              "4                   70        4          2  ...   7  0.708333      0.700264\n",
              "...                ...      ...        ...  ...  ..       ...           ...\n",
              "6187                70        4        100  ...  31  0.279070      0.256183\n",
              "6188                70        4        100  ...  31  0.279070      0.256183\n",
              "6189                70        4        100  ...  31  0.279070      0.256183\n",
              "6190                70        4        100  ...  31  0.279070      0.256183\n",
              "6191                70        4        100  ...  31  0.279070      0.256183\n",
              "\n",
              "[6192 rows x 13 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "H87un6y3BkPu"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "name": "HDBSCAN_optimalHierarchies",
      "provenance": [],
      "authorship_tag": "ABX9TyMF9/fDJmeqVdT5du2oLRSK",
      "include_colab_link": true
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    "kernelspec": {
      "display_name": "Python 3",
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