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@yueyericardo
Created June 7, 2019 18:23
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{
"cells": [
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import os\n",
"import matplotlib\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [],
"source": [
"def plot_from_contact(filename, py=0, px=0):\n",
" f = open(filename, \"r\")\n",
" lines = f.readlines()\n",
" x = []\n",
" y = []\n",
" contact = []\n",
"\n",
" for line in lines:\n",
" line = line.strip()\n",
" line = line.split(\" \")\n",
" this_contact = float(line[2])\n",
" if (this_contact != 0.):\n",
" x.append(int(line[0]))\n",
" y.append(int(line[1]))\n",
" contact.append(this_contact)\n",
"\n",
" x = np.array(x) + px\n",
" y = np.array(y) + py\n",
"\n",
" area = 5 * np.array(contact)\n",
" plt.scatter(x, y, s=area, alpha=0.5)\n",
" plt.gca().invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_from_contact('trimer_modified_clean.txt')\n",
"plot_from_contact('evolution_fixed.txt')\n",
"plt.vlines(443, ymin=0, ymax=1400)\n",
"plt.vlines(886, ymin=0, ymax=1400)\n",
"plt.hlines(443, xmin=0, xmax=1400)\n",
"plt.hlines(886, xmin=0, xmax=1400)\n",
"plt.xlim(0, 1328)\n",
"plt.ylim(0, 1328)\n",
"plt.gca().invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_from_contact('trimer_modified_clean.txt')\n",
"plot_from_contact('evolution_fixed.txt', py=443)\n",
"plt.vlines(443, ymin=0, ymax=1400)\n",
"plt.vlines(886, ymin=0, ymax=1400)\n",
"plt.hlines(443, xmin=0, xmax=1400)\n",
"plt.hlines(886, xmin=0, xmax=1400)\n",
"plt.xlim(0, 1328)\n",
"plt.ylim(0, 1328)\n",
"plt.gca().invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_from_contact('trimer_modified_clean.txt')\n",
"plot_from_contact('evolution_fixed.txt', py=886)\n",
"plt.vlines(443, ymin=0, ymax=1400)\n",
"plt.vlines(886, ymin=0, ymax=1400)\n",
"plt.hlines(443, xmin=0, xmax=1400)\n",
"plt.hlines(886, xmin=0, xmax=1400)\n",
"plt.xlim(0, 1328)\n",
"plt.ylim(0, 1328)\n",
"plt.gca().invert_yaxis()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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