compb-dla-data-analysis/notebooks/boxcount.ipynb
2023-03-14 15:05:22 +00:00

263 lines
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Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"outputs": [],
"source": [
"from pathlib import Path\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy\n",
"from glob import glob"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 71,
"outputs": [],
"source": [
"data = [\n",
"# [1, 3],\n",
"# [2, 20],\n",
"# [3, 50],\n",
"# [4, 93],\n",
"# [5, 142],\n",
"# [6, 215],\n",
"# [7, 312],\n",
"# [8, 415],\n",
"# [9, 535],\n",
"# [10, 688],\n",
"# [11, 841],\n",
"[12, 1069],\n",
"[13, 1248],\n",
"[14, 1483],\n",
"[15, 1736],\n",
"[16, 2028],\n",
"[17, 2310],\n",
"[18, 2574],\n",
"[19, 2883],\n",
"[20, 3254],\n",
"[21, 3600],\n",
"[22, 3962],\n",
"[23, 4316],\n",
"[24, 4729],\n",
"[25, 5098],\n",
"[26, 5469],\n",
"[27, 5925],\n",
"[28, 6395],\n",
"[29, 6715],\n",
"# [30, 7295],\n",
"# [31, 7741],\n",
"# [32, 8191],\n",
"# [33, 8563],\n",
"# [34, 9049],\n",
"# [35, 9554],\n",
"# [36, 10091],\n",
"# [37, 10485],\n",
"# [38, 11032],\n",
"# [39, 11639],\n",
"# [40, 12049],\n",
"# [41, 12530],\n",
"# [42, 13029],\n",
"# [43, 13580],\n",
"# [44, 13986],\n",
"# [45, 14515],\n",
"# [46, 14945],\n",
"# [47, 15430],\n",
"# [48, 15992],\n",
"# [49, 16385],\n",
"# [50, 16962],\n",
"# [51, 17453],\n",
"# [52, 18051],\n",
"# [53, 18541],\n",
"# [54, 18993],\n",
"# [55, 19629],\n",
"# [56, 20040],\n",
"# [57, 20510],\n",
"# [58, 21061],\n",
"# [59, 21339],\n",
"# [60, 22433],\n",
"# [61, 23037],\n",
"# [62, 23307],\n",
"# [63, 23744],\n",
"# [64, 24163],\n",
"# [65, 24519],\n",
"# [66, 24970],\n",
"# [67, 25378],\n",
"# [68, 25863],\n",
"# [69, 26298],\n",
"# [70, 26843],\n",
"# [71, 27236],\n",
"# [72, 27633],\n",
"# [73, 28121],\n",
"# [74, 28529],\n",
"# [75, 29025],\n",
"# [76, 29518],\n",
"# [77, 29873],\n",
"# [78, 30471],\n",
"# [79, 30856],\n",
"# [80, 31333],\n",
"# [81, 31535],\n",
"# [82, 32172],\n",
"# [83, 32792],\n",
"# [84, 33007],\n",
"# [85, 33592],\n",
"# [86, 34019],\n",
"# [87, 34618],\n",
"# [88, 34900],\n",
"# [89, 35279]\n",
"]"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 72,
"outputs": [],
"source": [
"a, b = list(zip(*data))\n",
"a = list(a)\n",
"b = list(b)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 73,
"outputs": [
{
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x1341fd420>]"
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(-np.log(a), np.log(b))"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 74,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2.1053594 1.75942604]\n"
]
}
],
"source": [
"c = np.polyfit(np.log(a), np.log(b), 1)\n",
"print(c)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 57,
"outputs": [],
"source": [
"c = np.polyfit(-np.log(a), np.log(b), 1)"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 11,
"outputs": [],
"source": [
"f = pd.read_json(\"/Users/joshuacoles/Developer/checkouts/jc3091/CompB DLA/rust-codebase/g2kt-fixed-no-diag.json\").fd"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "code",
"execution_count": 18,
"outputs": [
{
"data": {
"text/plain": "[<matplotlib.lines.Line2D at 0x127a16590>]"
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": "<Figure size 640x480 with 1 Axes>",
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(f[1000:])"
],
"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
}