{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install dependencies:\n",
    "!pip install requests pydash"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import dependencies\n",
    "import requests, timeit, pydash\n",
    "from getdeep import getdeep\n",
    "# Import large data\n",
    "data = requests.get('https://raw.githubusercontent.com/json-iterator/test-data/master/large-file.json').json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute a large number of times\n",
    "number = 500\n",
    "get_deep = timeit.timeit(lambda: [getdeep(data, f\"{i}.repo.url\") for i in range(len(data)-1)], number=number)\n",
    "pydash_get = timeit.timeit(lambda: [pydash.get(data, f\"{i}.repo.url\") for i in range(len(data)-1)], number=number)\n",
    "builtin = timeit.timeit(lambda: [data[i]['repo']['url'] for i in range(len(data)-1)], number=number)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Execution time for getdeep: 4.7918364580255\n",
      "Execution time for pydash.get: 44.680755833978765\n",
      "Execution time for built-in: 0.8221777090220712\n",
      "Speedup pydash.get/getdeep: 9.324349072712238\n",
      "Speedup getdeep/builtin: 5.82822473224808\n"
     ]
    }
   ],
   "source": [
    "# Print results\n",
    "print(\"Execution time for getdeep:\", get_deep)\n",
    "print(\"Execution time for pydash.get:\", pydash_get)\n",
    "print(\"Execution time for built-in:\", builtin)\n",
    "print(\"Speedup pydash.get/getdeep:\", (pydash_get/get_deep))\n",
    "print(\"Speedup getdeep/builtin:\", (get_deep/builtin))"
   ]
  }
 ],
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