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4823df602890bf386e446dd3bde52ffd1bc5c8c1
cryptokitties_genetics/scrape_data.ipynb
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wassname 4823df6028 init
2017-12-09 10:28:21 +08:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook is a mess, it's just provided if you want to see how I scraped the data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-09T00:21:29.815554Z",
"start_time": "2017-12-09T00:21:29.466631Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import requests\n",
"import json\n",
"from tqdm import tqdm\n",
"import os\n",
"import time"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# get sales"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T22:47:58.388176Z",
"start_time": "2017-12-08T22:47:57.996739Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"4"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sales_data_file = '.cache/sales.json'\n",
"try:\n",
" sales = json.load(open(sales_data_file))\n",
"except FileNotFoundError:\n",
" sales = {}\n",
"len(sales)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T22:47:58.395380Z",
"start_time": "2017-12-08T22:47:58.389677Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"4"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"if len(sales)==0:\n",
" r = requests.get(\"https://kittysales.herokuapp.com/data?offset=0&count=200000\")\n",
" sales = r.json()\n",
" json.dump(sales, open(sales_data_file,'w'))\n",
"len(sales)"
]
},
{
"cell_type": "markdown",
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-06T00:52:52.597752Z",
"start_time": "2017-12-06T00:52:52.589754Z"
}
},
"source": [
"# get stats"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T22:47:59.022123Z",
"start_time": "2017-12-08T22:47:58.676192Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"10024"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"api_data_file = '.cache/api_data.json'\n",
"try:\n",
" api_data = json.load(open(api_data_file))\n",
"except FileNotFoundError:\n",
" api_data = {}\n",
"len(api_data)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T14:58:54.072202Z",
"start_time": "2017-12-08T14:58:54.058960Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:12:22.681789Z",
"start_time": "2017-12-08T22:47:59.757119Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 19/89976 [00:43<57:44:01, 2.31s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error2 10043 <Response [503]> Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 0%| | 20/89976 [00:54<68:03:33, 2.72s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error2 10044 <Response [503]> Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 2%|▏ | 1491/89976 [18:43<18:31:08, 1.33it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error2 11515 <Response [503]> Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 2%|▏ | 1881/89976 [24:22<19:01:32, 1.29it/s]"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-5-1fc46a81b1c2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'http://api.cryptokitties.co/kitties/%s'\u001b[0m\u001b[0;34m%\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mwait\u001b[0m\u001b[0;34m*=\u001b[0m\u001b[0mwait_mult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/requests/api.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(url, params, **kwargs)\u001b[0m\n\u001b[1;32m 70\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 71\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetdefault\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'allow_redirects'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 72\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'get'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparams\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 73\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 74\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/requests/api.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(method, url, **kwargs)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0;31m# cases, and look like a memory leak in others.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0msessions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/requests/sessions.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[1;32m 506\u001b[0m }\n\u001b[1;32m 507\u001b[0m \u001b[0msend_kwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msettings\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 508\u001b[0;31m \u001b[0mresp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0msend_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 509\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 510\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/requests/sessions.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, **kwargs)\u001b[0m\n\u001b[1;32m 616\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 617\u001b[0m \u001b[0;31m# Send the request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 618\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0madapter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 619\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 620\u001b[0m \u001b[0;31m# Total elapsed time of the request (approximately)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/requests/adapters.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[1;32m 438\u001b[0m \u001b[0mdecode_content\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 439\u001b[0m \u001b[0mretries\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax_retries\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 440\u001b[0;31m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 441\u001b[0m )\n\u001b[1;32m 442\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36murlopen\u001b[0;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[1;32m 599\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout_obj\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 600\u001b[0m \u001b[0mbody\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 601\u001b[0;31m chunked=chunked)\n\u001b[0m\u001b[1;32m 602\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 603\u001b[0m \u001b[0;31m# If we're going to release the connection in ``finally:``, then\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m 355\u001b[0m \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest_chunked\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mhttplib_request_kw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 356\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 357\u001b[0;31m \u001b[0mconn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mhttplib_request_kw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 358\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 359\u001b[0m \u001b[0;31m# Reset the timeout for the recv() on the socket\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/lib/python3.5/http/client.py\u001b[0m in \u001b[0;36mrequest\u001b[0;34m(self, method, url, body, headers)\u001b[0m\n\u001b[1;32m 1105\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1106\u001b[0m \u001b[0;34m\"\"\"Send a complete request to the server.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1107\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_send_request\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1108\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1109\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_set_content_length\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/lib/python3.5/http/client.py\u001b[0m in \u001b[0;36m_send_request\u001b[0;34m(self, method, url, body, headers)\u001b[0m\n\u001b[1;32m 1150\u001b[0m \u001b[0;31m# default charset of iso-8859-1.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1151\u001b[0m \u001b[0mbody\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_encode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'body'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1152\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mendheaders\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbody\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1153\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1154\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgetresponse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/lib/python3.5/http/client.py\u001b[0m in \u001b[0;36mendheaders\u001b[0;34m(self, message_body)\u001b[0m\n\u001b[1;32m 1101\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1102\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mCannotSendHeader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1103\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_send_output\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage_body\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1104\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1105\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mrequest\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbody\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/lib/python3.5/http/client.py\u001b[0m in \u001b[0;36m_send_output\u001b[0;34m(self, message_body)\u001b[0m\n\u001b[1;32m 932\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 933\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 934\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 935\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmessage_body\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 936\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage_body\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/lib/python3.5/http/client.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, data)\u001b[0m\n\u001b[1;32m 875\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msock\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 876\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_open\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 877\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 878\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 879\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mNotConnected\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/urllib3/connection.py\u001b[0m in \u001b[0;36mconnect\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 165\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 166\u001b[0;31m \u001b[0mconn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_new_conn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 167\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_prepare_conn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 168\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/urllib3/connection.py\u001b[0m in \u001b[0;36m_new_conn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 139\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 140\u001b[0m conn = connection.create_connection(\n\u001b[0;32m--> 141\u001b[0;31m (self.host, self.port), self.timeout, **extra_kw)\n\u001b[0m\u001b[1;32m 142\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 143\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mSocketTimeout\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.pyenv/versions/3.5.3/envs/jupyter3/lib/python3.5/site-packages/urllib3/util/connection.py\u001b[0m in \u001b[0;36mcreate_connection\u001b[0;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[1;32m 71\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msource_address\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 72\u001b[0m \u001b[0msock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource_address\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 73\u001b[0;31m \u001b[0msock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconnect\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msa\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 74\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0msock\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 75\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"wait=1 # exponential backoff\n",
"wait_mult = 1.01\n",
"keys_left = set(range(1, 100000)) - set([int(i) for i in api_data.keys()])\n",
"for i in tqdm(keys_left):\n",
" \n",
" if i in api_data:\n",
" continue\n",
" i = str(i)\n",
" if i in api_data:\n",
" continue\n",
" url = 'http://api.cryptokitties.co/kitties/%s'%i\n",
" try:\n",
" r = requests.get(url)\n",
" except Exception as e:\n",
" wait*=wait_mult\n",
" print('error1', i, e)\n",
" time.sleep(wait)\n",
" \n",
" if 'Not Found' in r.content.decode():\n",
" print(i, r.text)\n",
" api_data[i]=np.nan\n",
" continue\n",
" \n",
" try:\n",
" api_data[i] = r.json()\n",
" except Exception as e:\n",
" print('error2', i, r, e)\n",
" wait*=wait_mult\n",
" time.sleep(wait)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T22:37:51.019234Z",
"start_time": "2017-12-08T22:37:49.142021Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"10024"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"json.dump(api_data, open(api_data_file,'w'))\n",
"len(api_data)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-09T00:21:43.862962Z",
"start_time": "2017-12-09T00:21:42.402697Z"
}
},
"outputs": [],
"source": [
"url = 'http://api.cryptokitties.co/kitties?limit=100&offset=%s'%0\n",
"r = requests.get(url)\n",
"kitty_data=r.json()\n",
"total_kitties = kitty_data['total']\n",
"limit=20\n",
"overlap=3 # total keeps changing so lets have some overlap to ensure we get them all\n",
"api_data2={}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-09T00:21:44.513643Z",
"start_time": "2017-12-09T00:21:44.474739Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2142"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"api_data2_file = '.cache/api_data2.json'\n",
"try:\n",
" api_data2 = json.load(open(api_data2_file))\n",
"except FileNotFoundError:\n",
" api_data2 = {}\n",
"len(api_data2)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-09T00:21:46.428664Z",
"start_time": "2017-12-09T00:21:45.234480Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"165164"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url = 'http://api.cryptokitties.co/kitties'\n",
"r = requests.get(url)\n",
"kitty_data = r.json()\n",
"total_kitties = kitty_data['total']\n",
"total_kitties"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"start_time": "2017-12-09T00:21:46.768Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 1/9716 [00:04<12:17:46, 4.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165164 20 17 165147 [17, 16, 15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 0%| | 2/9716 [00:08<11:40:36, 4.33s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165164 20 34 165130 [34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 19, 18, 17, 16, 15]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 0%| | 3/9716 [00:13<11:57:20, 4.43s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165164 20 51 165113 [51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 0%| | 4/9716 [00:17<11:48:43, 4.38s/it]"
]
},
{
"name": "stdout",
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]
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{
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{
"name": "stdout",
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"text": [
"165704 20 6443 159261 [8064, 8063, 8062, 8061, 8060, 8059, 8058, 8057, 8056, 8055, 8054, 8053, 8052, 8051, 8050, 8049, 8048, 8047, 8046, 8045]\n"
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{
"name": "stdout",
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"text": [
"165715 20 6460 159244 [8086, 8085, 8084, 8083, 8082, 8081, 8080, 8079, 8078, 8077, 8076, 8075, 8074, 8073, 8072, 8071, 8070, 8069, 8068, 8067]\n"
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{
"name": "stdout",
"output_type": "stream",
"text": [
"165715 20 6477 159238 [8098, 8097, 8096, 8095, 8094, 8093, 8092, 8091, 8090, 8089, 8088, 8087, 8086, 8085, 8084, 8083, 8082, 8081, 8080, 8079]\n"
]
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{
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{
"name": "stdout",
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"text": [
"165715 20 6494 159221 [8115, 8114, 8113, 8112, 8111, 8110, 8109, 8108, 8107, 8106, 8105, 8104, 8103, 8102, 8101, 8100, 8099, 8098, 8097, 8096]\n"
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{
"name": "stdout",
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"text": [
"165715 20 6511 159204 [8132, 8131, 8130, 8129, 8128, 8127, 8126, 8125, 8124, 8123, 8122, 8121, 8120, 8119, 8118, 8117, 8116, 8115, 8114, 8113]\n"
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{
"name": "stdout",
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"text": [
"165715 20 6528 159187 [8149, 8148, 8147, 8146, 8145, 8144, 8143, 8142, 8141, 8140, 8139, 8138, 8137, 8136, 8135, 8134, 8133, 8132, 8131, 8130]\n"
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{
"name": "stdout",
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"text": [
"165715 20 6545 159170 [8166, 8165, 8164, 8163, 8162, 8161, 8160, 8159, 8158, 8157, 8156, 8155, 8154, 8153, 8152, 8151, 8150, 8149, 8148, 8147]\n"
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{
"name": "stdout",
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"text": [
"165715 20 6562 159153 [8183, 8182, 8181, 8180, 8179, 8178, 8177, 8176, 8175, 8174, 8173, 8172, 8171, 8170, 8169, 8168, 8167, 8166, 8165, 8164]\n"
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{
"name": "stdout",
"output_type": "stream",
"text": [
"165715 20 6579 159136 [8200, 8199, 8198, 8197, 8196, 8195, 8194, 8193, 8192, 8191, 8190, 8189, 8188, 8187, 8186, 8185, 8184, 8183, 8182, 8181]\n"
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{
"name": "stdout",
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"165715 20 6596 159119 [8217, 8216, 8215, 8214, 8213, 8212, 8211, 8210, 8209, 8208, 8207, 8206, 8205, 8204, 8203, 8202, 8201, 8200, 8199, 8198]\n"
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"name": "stdout",
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"165715 20 6613 159102 [8234, 8233, 8232, 8231, 8230, 8229, 8228, 8227, 8226, 8225, 8224, 8223, 8222, 8221, 8220, 8219, 8218, 8217, 8216, 8215]\n"
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"name": "stdout",
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"165721 20 6630 159085 [8251, 8250, 8249, 8248, 8247, 8246, 8245, 8244, 8243, 8242, 8241, 8240, 8239, 8238, 8237, 8236, 8235, 8234, 8233, 8232]\n"
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"name": "stdout",
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"165721 20 6647 159074 [8268, 8267, 8266, 8265, 8264, 8263, 8262, 8261, 8260, 8259, 8258, 8257, 8256, 8255, 8254, 8253, 8252, 8251, 8250, 8249]\n"
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"name": "stdout",
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"165721 20 6664 159057 [8285, 8284, 8283, 8282, 8281, 8280, 8279, 8278, 8277, 8276, 8275, 8274, 8273, 8272, 8271, 8270, 8269, 8268, 8267, 8266]\n"
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"name": "stdout",
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"text": [
"165721 20 6681 159040 [8302, 8301, 8300, 8299, 8298, 8297, 8296, 8295, 8294, 8293, 8292, 8291, 8290, 8289, 8288, 8287, 8286, 8285, 8284, 8283]\n"
]
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{
"name": "stdout",
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"text": [
"165721 20 6698 159023 [8319, 8318, 8317, 8316, 8315, 8314, 8313, 8312, 8311, 8310, 8309, 8308, 8307, 8306, 8305, 8304, 8303, 8302, 8301, 8300]\n"
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"text": [
"165721 20 6715 159006 [8336, 8335, 8334, 8333, 8332, 8331, 8330, 8329, 8328, 8327, 8326, 8325, 8324, 8323, 8322, 8321, 8320, 8319, 8318, 8317]\n"
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]
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"name": "stdout",
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"165721 20 6749 158972 [8370, 8369, 8368, 8367, 8366, 8365, 8364, 8363, 8362, 8361, 8360, 8359, 8358, 8357, 8356, 8355, 8354, 8353, 8352, 8351]\n"
]
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"165721 20 6766 158955 [8387, 8386, 8385, 8384, 8383, 8382, 8381, 8380, 8379, 8378, 8377, 8376, 8375, 8374, 8373, 8372, 8371, 8370, 8369, 8368]\n"
]
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"name": "stdout",
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"165721 20 6783 158938 [8404, 8403, 8402, 8401, 8400, 8399, 8398, 8397, 8396, 8395, 8394, 8393, 8392, 8391, 8390, 8389, 8388, 8387, 8386, 8385]\n"
]
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"name": "stdout",
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"text": [
"165721 20 6800 158921 [8421, 8420, 8419, 8418, 8417, 8416, 8415, 8414, 8413, 8412, 8411, 8410, 8409, 8408, 8407, 8406, 8405, 8404, 8403, 8402]\n"
]
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"name": "stdout",
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"165721 20 6817 158904 [8438, 8437, 8436, 8435, 8434, 8433, 8432, 8431, 8430, 8429, 8428, 8427, 8426, 8425, 8424, 8423, 8422, 8421, 8420, 8419]\n"
]
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"165721 20 6834 158887 [8455, 8454, 8453, 8452, 8451, 8450, 8449, 8448, 8447, 8446, 8445, 8444, 8443, 8442, 8441, 8440, 8439, 8438, 8437, 8436]\n"
]
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},
{
"name": "stdout",
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"text": [
"165721 20 6851 158870 [8472, 8471, 8470, 8469, 8468, 8467, 8466, 8465, 8464, 8463, 8462, 8461, 8460, 8459, 8458, 8457, 8456, 8455, 8454, 8453]\n"
]
},
{
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{
"name": "stdout",
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"text": [
"165721 20 6868 158853 [8489, 8488, 8487, 8486, 8485, 8484, 8483, 8482, 8481, 8480, 8479, 8478, 8477, 8476, 8475, 8474, 8473, 8472, 8471, 8470]\n"
]
},
{
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},
{
"name": "stdout",
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"text": [
"165721 20 6885 158836 [8506, 8505, 8504, 8503, 8502, 8501, 8500, 8499, 8498, 8497, 8496, 8495, 8494, 8493, 8492, 8491, 8490, 8489, 8488, 8487]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165721 20 6902 158819 [8523, 8522, 8521, 8520, 8519, 8518, 8517, 8516, 8515, 8514, 8513, 8512, 8511, 8510, 8509, 8508, 8507, 8506, 8505, 8504]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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"\r",
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165721 20 6919 158802 [8540, 8539, 8538, 8537, 8536, 8535, 8534, 8533, 8532, 8531, 8530, 8529, 8528, 8527, 8526, 8525, 8524, 8523, 8522, 8521]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165725 20 6936 158785 [8557, 8556, 8555, 8554, 8553, 8552, 8551, 8550, 8549, 8548, 8547, 8546, 8545, 8544, 8543, 8542, 8541, 8540, 8539, 8538]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 409/9716 [29:35<11:13:22, 4.34s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 6953 158772 [8583, 8582, 8581, 8580, 8579, 8578, 8577, 8576, 8575, 8574, 8573, 8572, 8571, 8570, 8569, 8568, 8567, 8566, 8565, 8564]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 410/9716 [29:39<11:13:18, 4.34s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 6970 158771 [8591, 8590, 8589, 8588, 8587, 8586, 8585, 8584, 8583, 8582, 8581, 8580, 8579, 8578, 8577, 8576, 8575, 8574, 8573, 8572]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 411/9716 [29:42<11:12:46, 4.34s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error 158754 Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 412/9716 [29:48<11:13:11, 4.34s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error 158737 Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 413/9716 [29:55<11:14:08, 4.35s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error 158720 Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 414/9716 [29:56<11:12:40, 4.34s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error 158703 Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 415/9716 [29:56<11:11:12, 4.33s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error 158686 Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 416/9716 [29:58<11:09:59, 4.32s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error 158669 Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 417/9716 [30:00<11:09:18, 4.32s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error 158652 Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 418/9716 [30:03<11:08:31, 4.31s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"error 158635 Expecting value: line 1 column 1 (char 0)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 419/9716 [30:08<11:08:50, 4.32s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 7123 158618 [8744, 8743, 8742, 8741, 8740, 8739, 8738, 8737, 8736, 8735, 8734, 8733, 8732, 8731, 8730, 8729, 8728, 8727, 8726, 8725]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 4%|▍ | 420/9716 [30:11<11:08:18, 4.31s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 7140 158601 [8761, 8760, 8759, 8758, 8757, 8756, 8755, 8754, 8753, 8752, 8751, 8750, 8749, 8748, 8747, 8746, 8745, 8744, 8743, 8742]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 7157 158584 [8778, 8777, 8776, 8775, 8774, 8773, 8772, 8771, 8770, 8769, 8768, 8767, 8766, 8765, 8764, 8763, 8762, 8761, 8760, 8759]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 7174 158567 [8795, 8794, 8793, 8792, 8791, 8790, 8789, 8788, 8787, 8786, 8785, 8784, 8783, 8782, 8781, 8780, 8779, 8778, 8777, 8776]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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"\r",
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 7191 158550 [8812, 8811, 8810, 8809, 8808, 8807, 8806, 8805, 8804, 8803, 8802, 8801, 8800, 8799, 8798, 8797, 8796, 8795, 8794, 8793]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 7208 158533 [8829, 8828, 8827, 8826, 8825, 8824, 8823, 8822, 8821, 8820, 8819, 8818, 8817, 8816, 8815, 8814, 8813, 8812, 8811, 8810]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165741 20 7225 158516 [8846, 8845, 8844, 8843, 8842, 8841, 8840, 8839, 8838, 8837, 8836, 8835, 8834, 8833, 8832, 8831, 8830, 8829, 8828, 8827]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"165750 20 7242 158499 [8868, 8867, 8866, 8865, 8864, 8863, 8862, 8861, 8860, 8859, 8858, 8857, 8856, 8855, 8854, 8853, 8852, 8851, 8850, 8849]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
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},
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"167965 20 35938 132027 [37559, 37558, 37557, 37556, 37555, 37554, 37553, 37552, 37551, 37550, 37549, 37548, 37547, 37546, 37545, 37544, 37543, 37542, 37541, 37540]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2115/9716 [2:05:32<7:31:09, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167965 20 35955 132010 [37576, 37575, 37574, 37573, 37572, 37571, 37570, 37569, 37568, 37567, 37566, 37565, 37564, 37563, 37562, 37561, 37560, 37559, 37558, 37557]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2116/9716 [2:05:35<7:31:04, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167965 20 35972 131993 [37593, 37592, 37591, 37590, 37589, 37588, 37587, 37586, 37585, 37584, 37583, 37582, 37581, 37580, 37579, 37578, 37577, 37576, 37575, 37574]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2117/9716 [2:05:38<7:30:58, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167965 20 35989 131976 [37610, 37609, 37608, 37607, 37606, 37605, 37604, 37603, 37602, 37601, 37600, 37599, 37598, 37597, 37596, 37595, 37594, 37593, 37592, 37591]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2118/9716 [2:05:41<7:30:52, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167965 20 36006 131959 [37627, 37626, 37625, 37624, 37623, 37622, 37621, 37620, 37619, 37618, 37617, 37616, 37615, 37614, 37613, 37612, 37611, 37610, 37609, 37608]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2119/9716 [2:05:44<7:30:47, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167965 20 36023 131942 [37644, 37643, 37642, 37641, 37640, 37639, 37638, 37637, 37636, 37635, 37634, 37633, 37632, 37631, 37630, 37629, 37628, 37627, 37626, 37625]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2120/9716 [2:05:47<7:30:41, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167965 20 36040 131925 [37661, 37660, 37659, 37658, 37657, 37656, 37655, 37654, 37653, 37652, 37651, 37650, 37649, 37648, 37647, 37646, 37645, 37644, 37643, 37642]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2121/9716 [2:05:50<7:30:36, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167965 20 36057 131908 [37678, 37677, 37676, 37675, 37674, 37673, 37672, 37671, 37670, 37669, 37668, 37667, 37666, 37665, 37664, 37663, 37662, 37661, 37660, 37659]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2122/9716 [2:05:53<7:30:30, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167965 20 36074 131891 [37695, 37694, 37693, 37692, 37691, 37690, 37689, 37688, 37687, 37686, 37685, 37684, 37683, 37682, 37681, 37680, 37679, 37678, 37677, 37676]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2123/9716 [2:05:56<7:30:25, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167974 20 36091 131874 [37714, 37713, 37712, 37711, 37710, 37709, 37708, 37707, 37706, 37705, 37704, 37703, 37702, 37701, 37700, 37699, 37698, 37697, 37696, 37695]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2124/9716 [2:05:59<7:30:19, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167974 20 36108 131866 [37729, 37728, 37727, 37726, 37725, 37724, 37723, 37722, 37721, 37720, 37719, 37718, 37717, 37716, 37715, 37714, 37713, 37712, 37711, 37710]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2125/9716 [2:06:02<7:30:13, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167974 20 36125 131849 [37746, 37745, 37744, 37743, 37742, 37741, 37740, 37739, 37738, 37737, 37736, 37735, 37734, 37733, 37732, 37731, 37730, 37729, 37728, 37727]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2126/9716 [2:06:05<7:30:08, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167974 20 36142 131832 [37763, 37762, 37761, 37760, 37759, 37758, 37757, 37756, 37755, 37754, 37753, 37752, 37751, 37750, 37749, 37748, 37747, 37746, 37745, 37744]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2127/9716 [2:06:08<7:30:03, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167988 20 36159 131815 [37780, 37779, 37778, 37777, 37776, 37775, 37774, 37773, 37772, 37771, 37770, 37769, 37768, 37767, 37766, 37765, 37764, 37763, 37762, 37761]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2128/9716 [2:06:11<7:29:58, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167988 20 36176 131812 [37797, 37796, 37795, 37794, 37793, 37792, 37791, 37790, 37789, 37788, 37787, 37786, 37785, 37784, 37783, 37782, 37781, 37780, 37779, 37778]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2129/9716 [2:06:14<7:29:51, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167988 20 36193 131795 [37814, 37813, 37812, 37811, 37810, 37809, 37808, 37807, 37806, 37805, 37804, 37803, 37802, 37801, 37800, 37799, 37798, 37797, 37796, 37795]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2130/9716 [2:06:17<7:29:47, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167998 20 36210 131778 [37834, 37833, 37832, 37831, 37830, 37829, 37828, 37827, 37826, 37825, 37824, 37823, 37822, 37821, 37820, 37819, 37818, 37817, 37816, 37815]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"\r",
" 22%|██▏ | 2131/9716 [2:06:20<7:29:42, 3.56s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"167998 20 36227 131771 [37848, 37847, 37846, 37845, 37844, 37843, 37842, 37841, 37840, 37839, 37838, 37837, 37836, 37835, 37834, 37833, 37832, 37831, 37830, 37829]\n"
]
}
],
"source": [
"for i in tqdm(list(range(limit-overlap, total_kitties + limit, limit-overlap))):\n",
" offset = kitty_data['total'] - i\n",
" url = 'http://api.cryptokitties.co/kitties?limit=%s&offset=%s'%(limit, offset)\n",
" \n",
" r = requests.get(url)\n",
" \n",
" try:\n",
" kitty_data = r.json()\n",
" except json.JSONDecodeError as e:\n",
" print('error', offset, e) \n",
" continue\n",
" \n",
" print(kitty_data['total'], kitty_data['limit'], i, offset, [d['id'] for d in kitty_data['kitties']])\n",
" for kitty in kitty_data['kitties']:\n",
" if kitty['id'] not in api_data2:\n",
" api_data2[kitty['id']] = kitty "
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:56:44.158862Z",
"start_time": "2017-12-08T23:56:44.151418Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2142"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(api_data2)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:51:56.066152Z",
"start_time": "2017-12-08T23:51:49.209070Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"164438 200 164238 [1104, 1103, 1102, 1101, 1100, 1099, 1098, 1097, 1096, 1095, 1094, 1093, 1092, 1091, 1090, 1089, 1088, 1087, 1086, 1085]\n"
]
}
],
"source": [
"i=200\n",
"offset = total_kitties - i\n",
"url = 'http://api.cryptokitties.co/kitties?limit=%s&offset=%s'%(limit, offset)\n",
"\n",
"r = requests.get(url)\n",
"\n",
"kitty_data = r.json()\n",
"\n",
"print(kitty_data['total'], i, offset, [d['id'] for d in kitty_data['kitties']])"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:53:08.182868Z",
"start_time": "2017-12-08T23:53:06.992046Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"164470 201 164237 [165991, 165990, 165989, 165988, 165987, 165986, 165985, 165984, 165983, 165982, 165981, 165980, 165979, 165978, 165977, 165976, 165975, 165974, 165973, 165972]\n"
]
}
],
"source": [
"i=201\n",
"offset = total_kitties - i\n",
"url = 'http://api.cryptokitties.co/kitties?limit=%s&offset=%s'%(limit, offset)\n",
"\n",
"r = requests.get(url)\n",
"\n",
"kitty_data = r.json()\n",
"\n",
"print(kitty_data['total'], i, offset, [d['id'] for d in kitty_data['kitties']])"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:46:12.206825Z",
"start_time": "2017-12-08T23:46:12.202838Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(20, 'http://api.cryptokitties.co/kitties?limit=100&offset=164109')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kitty_data['limit'], url"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:36:25.110527Z",
"start_time": "2017-12-08T23:36:24.851320Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2142"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"json.dump(api_data2, open(api_data2_file,'w'))\n",
"len(api_data2)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:32:06.074967Z",
"start_time": "2017-12-08T23:32:04.673025Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[165691,\n",
" 165690,\n",
" 165689,\n",
" 165688,\n",
" 165687,\n",
" 165686,\n",
" 165685,\n",
" 165684,\n",
" 165683,\n",
" 165682,\n",
" 165681,\n",
" 165680,\n",
" 165679,\n",
" 165678,\n",
" 165677,\n",
" 165676,\n",
" 165675,\n",
" 165674,\n",
" 165673,\n",
" 165672]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"offset = kitty_data['total'] - i\n",
"url = 'http://api.cryptokitties.co/kitties?limit=%s&offset=%s'%(limit, offset)\n",
"r = requests.get(url)\n",
"kitty_data = r.json()\n",
"[d['id'] for d in kitty_data['kitties']]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:33:44.273659Z",
"start_time": "2017-12-08T23:33:40.360459Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[1218,\n",
" 1217,\n",
" 1216,\n",
" 1215,\n",
" 1214,\n",
" 1213,\n",
" 1212,\n",
" 1211,\n",
" 1210,\n",
" 1209,\n",
" 1208,\n",
" 1207,\n",
" 1206,\n",
" 1205,\n",
" 1204,\n",
" 1203,\n",
" 1202,\n",
" 1201,\n",
" 1200,\n",
" 1199]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"url = 'http://api.cryptokitties.co/kitties?limit=%s&offset=%s'%(limit, 163783-)\n",
"r = requests.get(url)\n",
"kitty_data = r.json()\n",
"[d['id'] for d in kitty_data['kitties']]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T23:33:56.108982Z",
"start_time": "2017-12-08T23:33:56.103465Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"164096"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T14:57:08.342957Z",
"start_time": "2017-12-08T14:57:08.338038Z"
}
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# genetics\n",
"\n",
"\n",
"```js\n",
"// go here https://etherscan.io/token/0x06012c8cf97bead5deae237070f9587f8e7a266d#readContract\n",
"// breakpoint at readContract 126 (where is says `eval(functionNametoCall + \"(\" + strparas + \");\"); `)\n",
"// then use the gui to use getKitty\n",
"// when it breaks execute this code\n",
"data={}\n",
"\n",
"for (i = 0; i < 100000; i++) {\n",
" if (i%10==0) {console.log(i, new Date())}\n",
" if (data[i]) {continue}\n",
" try {\n",
" d = myContractInstance.getKitty(''+i);\n",
"\n",
" // convert from bignumber\n",
" data[i] = d.map(dd=>dd.toFixed? dd.toFixed(): dd);\n",
" } catch (e ) {\n",
" console.log(i,'failed',e)\n",
" }\n",
"}\n",
"copy(data)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-08T22:37:54.987200Z",
"start_time": "2017-12-08T22:37:54.797497Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"38422"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\n",
"genetics_file = '.cache/genes.json'\n",
"genetics = json.load(open(genetics_file))\n",
"len(genetics)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Transform\n",
"\n",
"Lets embedd the genetics"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-06T14:07:30.462795Z",
"start_time": "2017-12-06T14:07:30.455671Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[0.1111111111111111,\n",
" 0.1111111111111111,\n",
" 0.5555555555555556,\n",
" 0.7777777777777778,\n",
" 1.0,\n",
" 0.2222222222222222,\n",
" 0.0,\n",
" 0.8888888888888888,\n",
" 1.0,\n",
" 0.2222222222222222,\n",
" 0.3333333333333333,\n",
" 0.7777777777777778,\n",
" 0.3333333333333333,\n",
" 0.1111111111111111,\n",
" 0.6666666666666666,\n",
" 0.1111111111111111,\n",
" 1.0,\n",
" 0.5555555555555556,\n",
" 0.4444444444444444,\n",
" 0.2222222222222222,\n",
" 0.3333333333333333,\n",
" 0.5555555555555556,\n",
" 0.7777777777777778,\n",
" 0.0,\n",
" 1.0,\n",
" 0.8888888888888888,\n",
" 0.5555555555555556,\n",
" 0.0,\n",
" 0.0,\n",
" 0.8888888888888888,\n",
" 0.6666666666666666,\n",
" 0.8888888888888888,\n",
" 0.7777777777777778,\n",
" 1.0,\n",
" 0.0,\n",
" 0.7777777777777778,\n",
" 0.8888888888888888,\n",
" 0.5555555555555556,\n",
" 0.3333333333333333,\n",
" 0.2222222222222222,\n",
" 0.6666666666666666,\n",
" 1.0,\n",
" 1.0,\n",
" 0.8888888888888888,\n",
" 0.4444444444444444,\n",
" 0.6666666666666666,\n",
" 0.6666666666666666,\n",
" 0.5555555555555556,\n",
" 0.6666666666666666,\n",
" 0.4444444444444444,\n",
" 0.0,\n",
" 0.5555555555555556,\n",
" 0.6666666666666666,\n",
" 0.4444444444444444,\n",
" 0.0,\n",
" 0.3333333333333333,\n",
" 1.0,\n",
" 0.4444444444444444,\n",
" 0.5555555555555556,\n",
" 0.7777777777777778,\n",
" 0.5555555555555556,\n",
" 0.8888888888888888,\n",
" 0.4444444444444444,\n",
" 0.0,\n",
" 0.0,\n",
" 0.7777777777777778,\n",
" 1.0,\n",
" 0.1111111111111111,\n",
" 0.3333333333333333,\n",
" 0.1111111111111111,\n",
" 0.2222222222222222,\n",
" 1.0,\n",
" 0.6666666666666666,\n",
" 0.3333333333333333,\n",
" 1.0,\n",
" 1.0,\n",
" 0.3333333333333333,\n",
" 0.5555555555555556]"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# isGestating, isReady, cooldownindex, nextActionAt, siringWithId, birthTime, sireId, generation, genes\n",
"genes = genetics['0'][-1]\n",
"def longstr_to_genes(genes):\n",
" return [int(i)/9 for i in genes]\n",
"genes = longstr_to_genes(genes)\n",
"genes"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"ExecuteTime": {
"end_time": "2017-12-06T14:07:47.441553Z",
"start_time": "2017-12-06T14:07:47.428361Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{'auction': {},\n",
" 'bio': 'Hey cutie! I\\'m G0 Progenitor. My friends describe me as stinky and raunchy. My friends describe me as \"tantalizing.\" It\\'s... accurate. Let\\'s pawty!',\n",
" 'cattributes': ['strawberry',\n",
" 'luckystripe',\n",
" 'sphynx',\n",
" 'soserious',\n",
" 'granitegrey',\n",
" 'chocolate',\n",
" 'thicccbrowz',\n",
" 'greymatter'],\n",
" 'children': [{'color': 'strawberry',\n",
" 'created_at': '2017-11-25T12:52:20.000Z',\n",
" 'generation': 13,\n",
" 'id': 7003,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/7003.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'Tooe Gaen',\n",
" 'owner_wallet_address': '0x118c191228cc79cfc886086fc346d1d47e29c2b1',\n",
" 'status': {'cooldown': 1512873963295,\n",
" 'is_gestating': False,\n",
" 'is_ready': False}},\n",
" {'color': 'strawberry',\n",
" 'created_at': '2017-11-26T07:39:10.000Z',\n",
" 'generation': 13,\n",
" 'id': 8056,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/8056.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'Red Eyes',\n",
" 'owner_wallet_address': '0x43e25f8a0a01da0513fca3b36a7d792e57f85220',\n",
" 'status': {'cooldown': 1512684219708,\n",
" 'is_gestating': False,\n",
" 'is_ready': False}},\n",
" {'color': 'mintgreen',\n",
" 'created_at': '2017-11-30T12:24:21.000Z',\n",
" 'generation': 12,\n",
" 'id': 16883,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/16883.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'Fluffster the 12th',\n",
" 'owner_wallet_address': '0x9d3f637f2bef02c86f95d9e22d7e3988c13fc86c',\n",
" 'status': {'cooldown': 1512372246728,\n",
" 'is_gestating': False,\n",
" 'is_ready': True}},\n",
" {'color': 'sizzurp',\n",
" 'created_at': '2017-11-25T11:13:15.000Z',\n",
" 'generation': 13,\n",
" 'id': 6937,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/6937.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'Grey Fiend the 13th',\n",
" 'owner_wallet_address': '0xef22f7161f128d8f7a1ebcc8d9a9f6330dc4845e',\n",
" 'status': {'cooldown': 1512410733742,\n",
" 'is_gestating': False,\n",
" 'is_ready': True}},\n",
" {'color': 'strawberry',\n",
" 'created_at': '2017-12-05T19:44:07.000Z',\n",
" 'generation': 1,\n",
" 'id': 92913,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/92913.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'G1 Mystique',\n",
" 'owner_wallet_address': '0xdcc47a74944ad6299dcc9fd65a557fa4fe1dbbfb',\n",
" 'status': {'cooldown': 1512550070547,\n",
" 'is_gestating': False,\n",
" 'is_ready': False}},\n",
" {'color': 'topaz',\n",
" 'created_at': '2017-11-28T08:45:51.000Z',\n",
" 'generation': 1,\n",
" 'id': 9823,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/9823.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'Crazy Muffin',\n",
" 'owner_wallet_address': '0x771738a044c49a06303b0037cb303535aca94d73',\n",
" 'status': {'cooldown': 1512428528323,\n",
" 'is_gestating': False,\n",
" 'is_ready': True}},\n",
" {'color': 'strawberry',\n",
" 'created_at': '2017-11-30T08:56:23.000Z',\n",
" 'generation': 13,\n",
" 'id': 16086,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/16086.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'Gen 13 Jag genes',\n",
" 'owner_wallet_address': '0x74623bc15ac6a92ce02243197e531595163f5290',\n",
" 'status': {'cooldown': 1512467447435,\n",
" 'is_gestating': False,\n",
" 'is_ready': True}},\n",
" {'color': 'mintgreen',\n",
" 'created_at': '2017-11-25T07:27:10.000Z',\n",
" 'generation': 1,\n",
" 'id': 6664,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/6664.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'Space Cake',\n",
" 'owner_wallet_address': '0x74f24ecda8a2d4fb3bfe5beeb1a1bdd87f9131d5',\n",
" 'status': {'cooldown': 1512635885822,\n",
" 'is_gestating': False,\n",
" 'is_ready': False}},\n",
" {'color': 'strawberry',\n",
" 'created_at': '2017-12-04T03:34:04.000Z',\n",
" 'generation': 11,\n",
" 'id': 53413,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/53413.svg',\n",
" 'is_fancy': False,\n",
" 'name': 'Happy Red Beard Eyes',\n",
" 'owner_wallet_address': '0xc7af99fe5513eb6710e6d5f44f9989da40f27f26',\n",
" 'status': {'cooldown': 1512454875593,\n",
" 'is_gestating': False,\n",
" 'is_ready': True}}],\n",
" 'color': 'strawberry',\n",
" 'created_at': '2017-11-23T13:12:54.000Z',\n",
" 'generation': 0,\n",
" 'id': 2392,\n",
" 'image_url': 'https://storage.googleapis.com/ck-kitty-image/0x06012c8cf97bead5deae237070f9587f8e7a266d/2392.svg',\n",
" 'is_fancy': False,\n",
" 'matron': {},\n",
" 'name': 'G0 Progenitor',\n",
" 'owner': {'address': '0xdcc47a74944ad6299dcc9fd65a557fa4fe1dbbfb',\n",
" 'image': '15',\n",
" 'nickname': 'Sandude'},\n",
" 'sire': {},\n",
" 'status': {'cooldown': 1512548756556,\n",
" 'cooldown_index': 9,\n",
" 'is_gestating': False,\n",
" 'is_ready': True}}"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# so given: parent genes, generations, time. predict soldprice\n",
"sale = sales['sales'][600]\n",
"kid = sale['returnValues']['tokenId']\n",
"genetics[kid]\n",
"api_data[kid]\n"
]
},
{
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"source": [
"# Train\n",
"\n",
"Predict sale price given parents"
]
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