Best_threshold.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "a11df068",
   "metadata": {},
   "source": [
    "## At the end of this notebook you can find the different F1 Scores for different combinations of initial h_o and finals h_f heights. \n",
    "\n",
    "(Full documented \"paz\" module can be found in this same repository.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7dcb474a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import paz\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.sparse as sparse\n",
    "from matplotlib.font_manager import FontProperties\n",
    "from tqdm.notebook import tqdm\n",
    "\n",
    "font = FontProperties()\n",
    "font.set_family('serif')\n",
    "font.set_name('Times New Roman')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "32eaf9a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = paz.read_and_merge('paz_metadata_actualitzat.pkl',\n",
    "                       'paz_profiles_actualitzat.pkl')\n",
    "df = paz.clean_dataframe(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3c9b71fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "his = np.arange(0.1,9.,0.1)\n",
    "hfs = np.arange(1.,21.,0.1)\n",
    "percentiles = np.linspace(0.90,0.99,10)\n",
    "results=[[],[],[],[],[],[],[],[],[],[]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ed7d8c40",
   "metadata": {},
   "outputs": [
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     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
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      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
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      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
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      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
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      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
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      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
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      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
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      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
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     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b2082df3a0284163b860d9f25fad8ee2",
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     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    }
   ],
   "source": [
    "i = 0 \n",
    "for p in tqdm(percentiles):\n",
    "    matrix = np.zeros([111,211])\n",
    "    print(matrix.max())\n",
    "    for hi in tqdm(his):\n",
    "        for hf in hfs:\n",
    "\n",
    "            if hi<hf:\n",
    "                array = paz.getF1score(df,hi,hf,p)\n",
    "                results[i].append(array)\n",
    "    i = i+1\n",
    "          \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b051aa39",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.1        8.2        4.52988    7.56070975 0.3963964 ]\n"
     ]
    }
   ],
   "source": [
    "y=np.array([np.array(element) for element in results[9]]) #aqui tendras que añadir un \"for element in results[0]\" (para el primer percentile)\n",
    "f1scores = y[:,4]\n",
    "x = np.argmax(f1scores)\n",
    "print(y[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "2d6f16ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For the avg_dphi h001 - h082 :\n",
      "Optimal threshold: = 7.56\n",
      "F1score: 0.396\n",
      "\n",
      "0.32673267326732675 0.5038167938931297\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:379: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    }
   ],
   "source": [
    "p1,r1,p,r,truth,label1 = paz.getPrecisionRecall(df,0.1,8.2,0.99)\n",
    "print(p,r)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "320f787e",
   "metadata": {},
   "source": [
    "### 95% percentile for True precipitation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ebae7707",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "466ddb61399d44cea3ea07e098b53e90",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/109 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n",
      "/Users/codefrom0/Documents/final_thesis/do_functions.py:333: RuntimeWarning: invalid value encountered in true_divide\n",
      "  f1_scores = (2.0*precision*recall)/(precision+recall)\n"
     ]
    }
   ],
   "source": [
    "his = np.arange(0.1,11.,0.1)\n",
    "hfs = np.arange(1.,21.,0.1)\n",
    "matrix = np.zeros([111,211])\n",
    "results=[]\n",
    "print(matrix.max())\n",
    "for hi in tqdm(his):\n",
    "    for hf in hfs:\n",
    "        \n",
    "        i = int(10.*hi)\n",
    "        j = int(10.*hf)\n",
    "        \n",
    "        if hi<hf:\n",
    "            array = paz.getF1score(df,hi,hf,0.95)\n",
    "            matrix[i][j] = array[4]\n",
    "            results.append(array)\n",
    "\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "baabbb9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.6        9.3        1.776      3.8216935  0.53410248]\n"
     ]
    }
   ],
   "source": [
    "y=np.array([np.array(element) for element in results])\n",
    "f1scores = y[:,4]\n",
    "x = np.argmax(f1scores)\n",
    "print(y[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "49bc0d26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5341024770953513"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "matrix[6,93]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "2c12f0e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1224x792 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix = np.ma.masked_equal(matrix,0)\n",
    "matrix[44,:] = (matrix[43,:]+matrix[45,:])/2.0\n",
    "\n",
    "plt.figure(figsize=(17,11), tight_layout=True)\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.imshow(matrix[1:85,21:166].T,cmap='inferno')\n",
    "\n",
    "plt.gca().invert_yaxis()\n",
    "\n",
    "\n",
    "plt.xticks(ticks=[0,20,40,\n",
    "                  60,80], \n",
    "           labels=['0.1','2.0','4.0',\n",
    "                   '6.0','8.0'],\n",
    "           fontproperties=font, \n",
    "           fontsize=35)\n",
    "plt.yticks(ticks=[20,\n",
    "                  40,60,80,\n",
    "                  100,120,140], \n",
    "           labels=['4.0','6.0',\n",
    "                   '8.0','10.0','12.0',\n",
    "                   '14.0','16.0'],\n",
    "           fontproperties=font, \n",
    "           fontsize=35)\n",
    "       \n",
    "\n",
    "plt.xlabel(r'$h_0 (km)$', \n",
    "           fontproperties=font,\n",
    "           fontsize=35)\n",
    "plt.ylabel(r'$h_f (km)$',\n",
    "           fontproperties=font,\n",
    "           fontsize=35)\n",
    "\n",
    "cb = plt.colorbar(pad=0.025)\n",
    "for t in cb.ax.get_yticklabels():\n",
    "     t.set_font(font)\n",
    "     t.set_fontsize(30)\n",
    "        \n",
    "\n",
    "cb.set_label('F1 SCORE',\n",
    "               rotation=270,\n",
    "               fontproperties=font,\n",
    "               fontsize=40,labelpad=70, y=0.45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "42d6a78d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x792 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix = np.ma.masked_equal(matrix,0)\n",
    "matrix[44,:] = (matrix[43,:]+matrix[45,:])/2.0\n",
    "plt.figure(figsize=(14,11), tight_layout=True)\n",
    "plt.imshow(matrix[1:35,40:141].T,cmap='inferno')\n",
    "\n",
    "plt.gca().invert_yaxis()\n",
    "\n",
    "plt.xticks(ticks=[0,10,20,30], \n",
    "           labels=['0.1','1.0','2.0','3.0'],\n",
    "           fontproperties=font, \n",
    "           fontsize=35)\n",
    "plt.yticks(ticks=[10,20,30,40,\n",
    "                  50,60,70,80,90], \n",
    "           labels=['5.0','6.0','7.0','8.0',\n",
    "                   '9.0','10.0','11.0','12.0','13.0'],\n",
    "           fontproperties=font, \n",
    "           fontsize=35)\n",
    "       \n",
    "plt.xlabel(r'$h_0 (km)$', \n",
    "           fontproperties=font,\n",
    "           fontsize=35)\n",
    "plt.ylabel(r'$h_f (km)$',\n",
    "           fontproperties=font,\n",
    "           fontsize=35)\n",
    "\n",
    "cb = plt.colorbar(pad=0.025)\n",
    "for t in cb.ax.get_yticklabels():\n",
    "     t.set_font(font)\n",
    "     t.set_fontsize(30)\n",
    "        \n",
    "cb.set_label('F1 SCORE',\n",
    "               rotation=270,\n",
    "               fontproperties=font,\n",
    "               fontsize=40,labelpad=40, y=0.45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f116cba3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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