{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy\n",
    "from glob import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [],
   "source": [
    "def read_xy(path: str):\n",
    "    df = pd.read_csv(path)\n",
    "    df['N'] = df.index + 1\n",
    "    df['r'] = (df.x ** 2 + df.y ** 2) ** 0.5\n",
    "    df['cr'] = df.r.cummax()\n",
    "    df['fd'] = np.log(df.N) / np.log(df.cr)\n",
    "\n",
    "    return df"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [],
   "source": [
    "def read_all(load_dir: str):\n",
    "    paths = glob(f'{load_dir}/*.csv')\n",
    "    return [read_xy(path) for path in paths]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": "      x   y     N          r         cr        fd\n0     0   0     1   0.000000   0.000000 -0.000000\n1    -1   0     2   1.000000   1.000000       inf\n2    -2   0     3   2.000000   2.000000  1.584963\n3     1   0     4   1.000000   2.000000  2.000000\n4    -3   0     5   3.000000   3.000000  1.464974\n..   ..  ..   ...        ...        ...       ...\n995 -18  -4   996  18.439089  54.120237  1.729739\n996 -47 -19   997  50.695167  54.120237  1.729990\n997  -3  20   998  20.223748  54.120237  1.730241\n998 -40  14   999  42.379240  54.120237  1.730492\n999  35  -3  1000  35.128336  54.120237  1.730743\n\n[1000 rows x 6 columns]",
      "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>x</th>\n      <th>y</th>\n      <th>N</th>\n      <th>r</th>\n      <th>cr</th>\n      <th>fd</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0.000000</td>\n      <td>0.000000</td>\n      <td>-0.000000</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>-1</td>\n      <td>0</td>\n      <td>2</td>\n      <td>1.000000</td>\n      <td>1.000000</td>\n      <td>inf</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>-2</td>\n      <td>0</td>\n      <td>3</td>\n      <td>2.000000</td>\n      <td>2.000000</td>\n      <td>1.584963</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1</td>\n      <td>0</td>\n      <td>4</td>\n      <td>1.000000</td>\n      <td>2.000000</td>\n      <td>2.000000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>-3</td>\n      <td>0</td>\n      <td>5</td>\n      <td>3.000000</td>\n      <td>3.000000</td>\n      <td>1.464974</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>995</th>\n      <td>-18</td>\n      <td>-4</td>\n      <td>996</td>\n      <td>18.439089</td>\n      <td>54.120237</td>\n      <td>1.729739</td>\n    </tr>\n    <tr>\n      <th>996</th>\n      <td>-47</td>\n      <td>-19</td>\n      <td>997</td>\n      <td>50.695167</td>\n      <td>54.120237</td>\n      <td>1.729990</td>\n    </tr>\n    <tr>\n      <th>997</th>\n      <td>-3</td>\n      <td>20</td>\n      <td>998</td>\n      <td>20.223748</td>\n      <td>54.120237</td>\n      <td>1.730241</td>\n    </tr>\n    <tr>\n      <th>998</th>\n      <td>-40</td>\n      <td>14</td>\n      <td>999</td>\n      <td>42.379240</td>\n      <td>54.120237</td>\n      <td>1.730492</td>\n    </tr>\n    <tr>\n      <th>999</th>\n      <td>35</td>\n      <td>-3</td>\n      <td>1000</td>\n      <td>35.128336</td>\n      <td>54.120237</td>\n      <td>1.730743</td>\n    </tr>\n  </tbody>\n</table>\n<p>1000 rows × 6 columns</p>\n</div>"
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = read_xy(\"/Users/joshuacoles/Developer/checkouts/jc3091/CompB DLA/data-analysis/data/minimal-viable-alteration/1-1000.csv\")\n",
    "a"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "dfs = read_all('/Users/joshuacoles/Developer/checkouts/jc3091/CompB DLA/data-analysis/data/minimal-viable-alteration')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for df in dfs:\n",
    "    plt.plot(df.N, df.fd)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "outputs": [],
   "source": [
    "def convergent_tail_index(series, tol):\n",
    "    diffs = np.abs(np.ediff1d(series))\n",
    "    for i in range(0, len(diffs)):\n",
    "        if np.max(diffs[i:]) <= tol:\n",
    "            return i\n",
    "\n",
    "    # No convergence found\n",
    "    return None"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "outputs": [],
   "source": [
    "def compute_fd(df, tol = 0.05):\n",
    "    tail_index = convergent_tail_index(df.fd, tol)\n",
    "    return np.mean(df.fd[tail_index:]), np.std(df.fd[tail_index:])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "outputs": [],
   "source": [
    "fds = [compute_fd(df, 0.001) for df in dfs]\n",
    "fds_clean = [f for f in fds if f[0] < np.inf]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "outputs": [],
   "source": [
    "means, stds = list(zip(*fds_clean))"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "outputs": [
    {
     "data": {
      "text/plain": "(1.7311567309540636, 0.020648406595153657)"
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(means), np.std(means)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}