Mito_Netwokin.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "neither-tulsa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from pyteomics import fasta\n",
    "import sys\n",
    "import os\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "threaded-gazette",
   "metadata": {},
   "source": [
    "<h1> NetworKin KSA analysis --> Table prep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "available-attachment",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
      "C:\\Users\\fhansen\\AppData\\Local\\Temp\\ipykernel_21832\\1665647794.py:26: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
      "  df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n"
     ]
    }
   ],
   "source": [
    "##############################################\n",
    "#####       NetworKin KSA analysis       #####\n",
    "#####            Table prep              #####\n",
    "##############################################\n",
    "\n",
    "## load NetworKin KSA predictions and filter/format table\n",
    "path_read = os.path.abspath('')+'\\\\Prepared_tables'\n",
    "df_pred = pd.read_csv((path_read+ '\\\\networkin_predictions_new.tsv'),sep = '\\t', low_memory= False)\n",
    "df_pred['position'] = df_pred['position'].astype(str)\n",
    "df_pred['site_id'] = df_pred[['#substrate', 'position']].agg('_'.join, axis=1)\n",
    "df_pred = df_pred[df_pred['tree']=='KIN'].reset_index(drop=True)\n",
    "\n",
    "## Kinase mapping dataframe. This table uses Kinase groups of the NetworKin KSA and mappes them to Kinase \"Superfamily\" and \"Group\" annotations as used by the kinase.com website. This will allow comparisons to the DeepKinZero approach.\n",
    "pd_kinase_group_mapping = pd.DataFrame()\n",
    "pd_kinase_group_mapping['NetworKin'] = ['ACTR2_ACTR2B_TGFbR2_group','AMPK_group','ATM_ATR_group','AuroraA','CDK2_CDK3_CDK1_CDK5_group','CK1_group','CK2_group','CLK_group','CaMKII_group','CaMKIV','DAPK_group','DMPK_group','DNAPK','GRK_group','GSK3_group','HIPK1_HIPK2_group','IKKalpha_IKKbeta_group','InsR_group','JAK2','JNK_group','MAP2K_group','MAPK3_MAPK1_MAPK7_NLK_group','MST_group','Met_group','NEK1_NEK5_NEK3_NEK4_NEK11_NEK2_group','PAK_group','PDHK_group','PKA_group','PKB_group','PKC_group','PKD_group','PKGcGK_group','Pim3_Pim1_group','RCK_group','ROCK_group','RSK_group','Src_group','TLK_group','TTK','p38_group']\n",
    "pd_kinase_group_mapping['Superfamily'] = ['TKL','CAMK','Atypical','Other','CMGC','CK1','Other','CMGC','CAMK','CAMK','CAMK','AGC','Atypical','AGC','CMGC','CMGC','Other','TK','TK','CMGC','STE','CMGC','STE','TK','Other','STE','Atypical','AGC','AGC','AGC','CAMK','AGC','CAMK','CMGC','AGC','AGC','TK','Other','Other','CMGC']\n",
    "pd_kinase_group_mapping['Group'] = ['STKR','CAMKL','PIKK','AUR','CDK','CK1','CK2','CLK','CAMK2','CAMK1','DAPK','DMPK','PIKK','GRK','GSK','DYRK','IKK','InsR','JakA','MAPK','STE7','MAPK','STE20','Met','NEK','STE20','PDHK','PKA','AKT','PKC','PKD','PKA','PIM','RCK','DMPK','RSK','Src','TLK','TTK','MAPK']\n",
    "\n",
    "## The NetworKin prediction tool reports multiple Kinases for a given substrate. These KSA differ by the 'Networkin_score', wof which we only want to keep the highest.\n",
    "sites = list(set(df_pred['site_id']))\n",
    "\n",
    "df_top_hits = pd.DataFrame(columns=df_pred.columns )\n",
    "for s in sites: \n",
    "    df_temp = df_pred[df_pred['site_id'] == s].reset_index(drop = True)\n",
    "    top_score = df_temp['networkin_score'].max()\n",
    "    df_top_hits = df_top_hits.append(df_temp[df_temp['networkin_score'] == top_score]).reset_index(drop= True)\n",
    "    \n",
    "## Use the kinase mapping dataframe to add kinase 'Superfamily' and 'Group' information to the table.\n",
    "df_top_hits['Superfamily'] = [list(pd_kinase_group_mapping[pd_kinase_group_mapping['NetworKin'] == df_top_hits['netphorest_group'][i]]['Superfamily'])[0] for i in range(len(df_top_hits))]\n",
    "df_top_hits['Group'] = [list(pd_kinase_group_mapping[pd_kinase_group_mapping['NetworKin'] == df_top_hits['netphorest_group'][i]]['Group'])[0] for i in range(len(df_top_hits))]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "authorized-discovery",
   "metadata": {},
   "source": [
    "<h1> NetworKin KSA analysis\n",
    "<h2> Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "brilliant-farmer",
   "metadata": {},
   "outputs": [],
   "source": [
    "##############################################\n",
    "#####       NetworKin KSA analysis       #####\n",
    "#####             Plotting               #####\n",
    "##############################################\n",
    "\n",
    "\n",
    "## Read\n",
    "path_read = os.path.abspath('')+'\\\\Prepared_tables'\n",
    "df = pd.read_csv((path_read+ '\\\\Prep_STYsites_mito.csv'), low_memory= False)\n",
    "\n",
    "\n",
    "## Add new columns to 'Prep_STYsites' containing NetworKin and kinase.com kinase annotation information. \n",
    "Kinase_predict = []\n",
    "networkin_score = []\n",
    "netphorest_group = []\n",
    "Group = []\n",
    "Superfamily = []\n",
    "\n",
    "for x in range(len(df)):\n",
    "    Kinase_predict.append([df_top_hits['id'][i] for i in range(len(df_top_hits)) if ((df_top_hits['#substrate'][i]==df['Protein'][x]) & (int(df_top_hits['position'][i])==df['Position'][x]))] )\n",
    "    networkin_score.append([df_top_hits['networkin_score'][i] for i in range(len(df_top_hits)) if ((df_top_hits['#substrate'][i]==df['Protein'][x]) & (int(df_top_hits['position'][i])==df['Position'][x]))])\n",
    "    netphorest_group.append([df_top_hits['netphorest_group'][i] for i in range(len(df_top_hits)) if ((df_top_hits['#substrate'][i]==df['Protein'][x]) & (int(df_top_hits['position'][i])==df['Position'][x]))])\n",
    "    Group.append([df_top_hits['Group'][i] for i in range(len(df_top_hits)) if ((df_top_hits['#substrate'][i]==df['Protein'][x]) & (int(df_top_hits['position'][i])==df['Position'][x]))])\n",
    "    Superfamily.append([df_top_hits['Superfamily'][i] for i in range(len(df_top_hits)) if ((df_top_hits['#substrate'][i]==df['Protein'][x]) & (int(df_top_hits['position'][i])==df['Position'][x]))])\n",
    "networkin_score = [-1 if networkin_score[i]==[]else networkin_score[i][0] for i in range(len(networkin_score))]\n",
    "\n",
    "df['Kinase_predict'] = Kinase_predict\n",
    "df['networkin_score'] = networkin_score\n",
    "df['netphorest_group'] = netphorest_group\n",
    "df['Group'] = Group\n",
    "df['Superfamily'] = Superfamily\n",
    "\n",
    "cols = ['Proteins','Positions within proteins','Gene names','PTM_Identifier','ESNG','Entrez_GeneID','SubMitoLocalization','IMPI_new','Localization prob','Kinase_predict','networkin_score','netphorest_group','Group','Superfamily']\n",
    "df_top_hits = df[cols]\n",
    "\n",
    "path_save = os.path.abspath('')+'\\\\raw_figures\\\\Figure_6\\\\'\n",
    "df_top_hits.to_csv((path_save+ 'NetworKin_prediction_tophits.csv'), index= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "simple-partition",
   "metadata": {},
   "outputs": [],
   "source": [
    "##############################################\n",
    "#####       NetworKin KSA analysis       #####\n",
    "#####             Plottin                #####\n",
    "#####         all tissues in one         #####\n",
    "##############################################\n",
    "\n",
    "#path_save = os.path.abspath('')+'\\\\raw_figures\\\\Figure_6\\\\'\n",
    "\n",
    "## Chose plotting level 'Group' 'Superfamily'\n",
    "Plot_level = 'Group'\n",
    "\n",
    "## networKin score cutoff\n",
    "cutoff = 1\n",
    "\n",
    "## percente cutoff for display\n",
    "cutoff_display = 0\n",
    "\n",
    "tissues = ['B','BAT','H','SKM','S','K','L']\n",
    "\n",
    "## filter for mitochondrial localizations\n",
    "Matrix = df[df['SubMitoLocalization'] == \"['Matrix']\"].reset_index(drop=True)\n",
    "MOM = df[df['SubMitoLocalization'] == \"['MOM']\"].reset_index(drop=True)\n",
    "MIM = df[df['SubMitoLocalization'] == \"['MIM']\"].reset_index(drop=True)\n",
    "\n",
    "## get groups (see Plot_level) for fifferent tissues\n",
    "Matrix_groups = [Matrix[Plot_level][i][0] for i in range(len(Matrix)) if Matrix['networkin_score'][i]>=cutoff]\n",
    "MOM_groups = [MOM[Plot_level][i][0] for i in range(len(MOM)) if MOM['networkin_score'][i]>=cutoff]\n",
    "MIM_groups = [MIM[Plot_level][i][0] for i in range(len(MIM)) if MIM['networkin_score'][i]>=cutoff]\n",
    "\n",
    "## calculate percentage values for each group instance for each mitochondrial localization\n",
    "total_Matrix = sum(list(Counter(Matrix_groups).values()))\n",
    "Matrix_counter = Counter(Matrix_groups).items()\n",
    "Matrix_counter_percentages = {x: int(float(y) / total_Matrix * 100) for x, y in Matrix_counter}\n",
    "\n",
    "total_MOM = sum(list(Counter(MOM_groups).values()))\n",
    "MOM_counter = Counter(MOM_groups).items()\n",
    "MOM_counter_percentages = {x: int(float(y) / total_MOM * 100) for x, y in MOM_counter}\n",
    "\n",
    "total_MIM = sum(list(Counter(MIM_groups).values()))\n",
    "MIM_counter = Counter(MIM_groups).items()\n",
    "MIM_counter_percentages = {x: int(float(y) / total_MIM * 100) for x, y in MIM_counter}\n",
    "\n",
    "## combine all results in one dictionary\n",
    "xx = {}\n",
    "yy = list(set((list(Matrix_counter_percentages.keys())+list(MOM_counter_percentages.keys())+list(MIM_counter_percentages.keys()))))\n",
    "\n",
    "for z in range(len(yy)):\n",
    "    if yy[z] in list(Matrix_counter_percentages.keys()):\n",
    "        xx[yy[z]] = {'Matrix':Matrix_counter_percentages[yy[z]]}\n",
    "    else:\n",
    "        xx[yy[z]] = {'Matrix':0}\n",
    "        \n",
    "    if yy[z] in list(MOM_counter_percentages.keys()):\n",
    "        xx[yy[z]].update({'MOM':MOM_counter_percentages[yy[z]]})\n",
    "    else:\n",
    "        xx[yy[z]].update({'MOM':0})\n",
    "\n",
    "    if yy[z] in list(MIM_counter_percentages.keys()):\n",
    "        xx[yy[z]].update({'MIM':MIM_counter_percentages[yy[z]]})\n",
    "    else:\n",
    "        xx[yy[z]].update({'MIM':0})\n",
    "        \n",
    "    names = list(xx.keys())\n",
    "    \n",
    "    cc = {}\n",
    "    [cc.update({names[i]:xx[names[i]]}) for i in range(len(names)) if xx[names[i]]['Matrix'] >=cutoff_display or xx[names[i]]['MOM'] >=cutoff_display or xx[names[i]]['MIM'] >=cutoff_display]\n",
    "\n",
    "path_save = os.path.abspath('')+'\\\\raw_figures\\\\Figure_6\\\\'\n",
    "pd.DataFrame.from_dict(cc).to_csv((path_save+ 'NetworKin_prediction_kinases.csv'), index= True)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "mighty-reviewer",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "path_save = os.path.abspath('')+'\\\\raw_figures\\\\Figure_6\\\\'\n",
    "\n",
    "selection = ['PKC', 'MAPK', 'PDHK']\n",
    "\n",
    "Matrix_selection_val = [cc[selection[i]]['Matrix'] for i in range(len(selection))]\n",
    "MIM_selection_val = [cc[selection[i]]['MIM'] for i in range(len(selection))]\n",
    "MOM_selection_val = [cc[selection[i]]['MOM'] for i in range(len(selection))]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4, 4))\n",
    "x = np.arange(len(selection))\n",
    "bar_width = 0.3\n",
    "\n",
    "b1 = ax.bar(x, MOM_selection_val,width=bar_width, label='OMM', color = '#fef0d9', ec = 'black')\n",
    "b2 = ax.bar(x+bar_width, MIM_selection_val,width=bar_width, label='IMM', color = '#fc8d59', ec = 'black')\n",
    "b3 = ax.bar(x+2*bar_width, Matrix_selection_val,width=bar_width, label='Matrix', color = '#d7301f', ec = 'black')\n",
    "\n",
    "ax.set_xticks(x + bar_width)\n",
    "ax.set_xticklabels(selection, size = 16,rotation='vertical')\n",
    "\n",
    "ax.legend(fontsize = 'large', facecolor='white', framealpha = 1)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_color('black')\n",
    "ax.tick_params(bottom=False, left=False)\n",
    "ax.set_axisbelow(True)\n",
    "ax.yaxis.grid(True, color='black')\n",
    "\n",
    "ax.set_xlabel('', labelpad=15,size = 18,family='Arial')\n",
    "ax.set_ylabel('Predicted KSA [%]', labelpad=15,size = 18,family='Arial')\n",
    "ax.set_title('Kinase Groups (selection)', pad=15,size = 24,family='Arial')\n",
    "ax.set_facecolor(\"white\")\n",
    "fig.tight_layout()\n",
    "##plt.savefig(path_save+'Kinase_all_'+Plot_level+'_selection.pdf', bbox_inches = \"tight\")\n",
    "plt.savefig(path_save+'Kinase_all_'+Plot_level+'_selection.pdf', bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "known-count",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'CAMK1': {'Matrix': 0, 'MOM': 0, 'MIM': 0},\n",
       " 'PKA': {'Matrix': 3, 'MOM': 1, 'MIM': 2},\n",
       " 'PDHK': {'Matrix': 3, 'MOM': 0, 'MIM': 0},\n",
       " 'CK1': {'Matrix': 12, 'MOM': 18, 'MIM': 13},\n",
       " 'RCK': {'Matrix': 2, 'MOM': 0, 'MIM': 0},\n",
       " 'DYRK': {'Matrix': 0, 'MOM': 1, 'MIM': 0},\n",
       " 'NEK': {'Matrix': 0, 'MOM': 2, 'MIM': 0},\n",
       " 'CDK': {'Matrix': 0, 'MOM': 1, 'MIM': 0},\n",
       " 'DAPK': {'Matrix': 6, 'MOM': 5, 'MIM': 2},\n",
       " 'CAMK2': {'Matrix': 16, 'MOM': 16, 'MIM': 9},\n",
       " 'GSK': {'Matrix': 2, 'MOM': 1, 'MIM': 3},\n",
       " 'IKK': {'Matrix': 0, 'MOM': 2, 'MIM': 0},\n",
       " 'STE20': {'Matrix': 5, 'MOM': 6, 'MIM': 9},\n",
       " 'GRK': {'Matrix': 1, 'MOM': 0, 'MIM': 2},\n",
       " 'MAPK': {'Matrix': 13, 'MOM': 19, 'MIM': 6},\n",
       " 'CAMKL': {'Matrix': 3, 'MOM': 0, 'MIM': 1},\n",
       " 'CK2': {'Matrix': 4, 'MOM': 2, 'MIM': 0},\n",
       " 'AKT': {'Matrix': 0, 'MOM': 2, 'MIM': 1},\n",
       " 'PKC': {'Matrix': 26, 'MOM': 16, 'MIM': 42},\n",
       " 'STKR': {'Matrix': 1, 'MOM': 0, 'MIM': 0},\n",
       " 'RSK': {'Matrix': 0, 'MOM': 2, 'MIM': 0},\n",
       " 'PIKK': {'Matrix': 0, 'MOM': 1, 'MIM': 1}}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "placed-location",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CAMK1</th>\n",
       "      <th>PKA</th>\n",
       "      <th>PDHK</th>\n",
       "      <th>CK1</th>\n",
       "      <th>RCK</th>\n",
       "      <th>DYRK</th>\n",
       "      <th>NEK</th>\n",
       "      <th>CDK</th>\n",
       "      <th>DAPK</th>\n",
       "      <th>CAMK2</th>\n",
       "      <th>...</th>\n",
       "      <th>STE20</th>\n",
       "      <th>GRK</th>\n",
       "      <th>MAPK</th>\n",
       "      <th>CAMKL</th>\n",
       "      <th>CK2</th>\n",
       "      <th>AKT</th>\n",
       "      <th>PKC</th>\n",
       "      <th>STKR</th>\n",
       "      <th>RSK</th>\n",
       "      <th>PIKK</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Matrix</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOM</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MIM</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        CAMK1  PKA  PDHK  CK1  RCK  DYRK  NEK  CDK  DAPK  CAMK2  ...  STE20  \\\n",
       "Matrix      0    3     3   12    2     0    0    0     6     16  ...      5   \n",
       "MOM         0    1     0   18    0     1    2    1     5     16  ...      6   \n",
       "MIM         0    2     0   13    0     0    0    0     2      9  ...      9   \n",
       "\n",
       "        GRK  MAPK  CAMKL  CK2  AKT  PKC  STKR  RSK  PIKK  \n",
       "Matrix    1    13      3    4    0   26     1    0     0  \n",
       "MOM       0    19      0    2    2   16     0    2     1  \n",
       "MIM       2     6      1    0    1   42     0    0     1  \n",
       "\n",
       "[3 rows x 22 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame.from_dict(cc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "italian-saturday",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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