Skip to content

Instantly share code, notes, and snippets.

@icook
Last active February 24, 2016 19:38
Show Gist options
  • Save icook/1e90e1a44aaf76a7e090 to your computer and use it in GitHub Desktop.
Save icook/1e90e1a44aaf76a7e090 to your computer and use it in GitHub Desktop.
This IPython notebook generates graphs of the moving average inter-block time for a blockchain.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Got 107 blocks from height 24512 to 24406\n",
"Got 201 blocks from height 24405 to 24205\n",
"Got 201 blocks from height 24205 to 24004\n",
"Got 150 blocks from height 24004 to 23855\n",
"Got 201 blocks from height 23854 to 23654\n",
"Got 201 blocks from height 23654 to 23454\n",
"Got 201 blocks from height 23454 to 23254\n",
"Got 104 blocks from height 23254 to 23151\n",
"Got 201 blocks from height 23150 to 22949\n",
"Got 201 blocks from height 22949 to 22748\n",
"Got 201 blocks from height 22748 to 22547\n",
"Got 135 blocks from height 22547 to 22412\n"
]
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.mlab as mlab\n",
"import requests\n",
"\n",
"insight_root = \"http://seed.zmark.org:3030\"\n",
"prev_pag = None\n",
"blocks = []\n",
"blocks_to_get = 2000\n",
"while len(blocks) < blocks_to_get:\n",
" url = insight_root + \"/api/blocks?limit=200\"\n",
" if prev_pag:\n",
" if prev_pag.get('more'):\n",
" url += \"&startTimestamp={}\".format(int(prev_pag['moreTs']))\n",
" url += \"&blockDate={}\".format(prev_pag['current'])\n",
" else:\n",
" url += \"&blockDate={}\".format(prev_pag['prev'])\n",
" \n",
" block_info = requests.get(url).json()\n",
" print(\"Got {} blocks from height {} to {}\"\n",
" .format(len(block_info['blocks']),\n",
" block_info['blocks'][0]['height'],\n",
" block_info['blocks'][-1]['height']))\n",
" prev_pag = block_info['pagination']\n",
" blocks.extend(block_info['blocks'])"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Gap from 24040 to 24042\n",
"Gap from 23058 to 23060\n",
"Gap from 22911 to 22913\n",
"Gap from 22728 to 22730\n",
"Gap from 22485 to 22487\n"
]
}
],
"source": [
"blocks = {b['height']: b for b in blocks}\n",
"blocks = blocks.values()\n",
"blocks.sort(key=lambda b: b['height'], reverse=True)\n",
"p = None\n",
"for block in blocks:\n",
" if p is not None and block['height'] - p != -1:\n",
" print(\"Gap from {} to {}\".format(block['height'], p))\n",
" p = block['height']"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Creating graphs for 2096 blocks\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABEQAAAJ1CAYAAADQcyURAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106944b10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABEQAAAJ1CAYAAADQcyURAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x107077150>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABEQAAAJ1CAYAAADQcyURAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106bceb90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABD0AAAJ1CAYAAADaL4tDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106ccbf90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABD0AAAJ1CAYAAADaL4tDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nsW2ibsEbAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106b62e50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(\"Creating graphs for {} blocks\".format(len(blocks)))\n",
"def lastx(block_range):\n",
" times = []\n",
" heights = []\n",
" for i in range(len(blocks) - block_range):\n",
" start = blocks[i]\n",
" end = blocks[i + block_range]\n",
" time = (int(start['time']) - float(end['time'])) / block_range\n",
" times.append(time)\n",
" heights.append(end['height'])\n",
"\n",
" plt.title(\"Average interblock time with moving average of width {}\".format(block_range))\n",
" plt.plot(heights, times)\n",
" ax = plt.gca()\n",
" ax.get_xaxis().get_major_formatter().set_useOffset(False)\n",
" fig = plt.gcf()\n",
" fig.set_size_inches(18.5, 10.5)\n",
" plt.show()\n",
" \n",
"lastx(5)\n",
"lastx(10)\n",
"lastx(25)\n",
"lastx(50)\n",
"lastx(100)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment