experimental-notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is used for experiment and testing the functionalities. The productionized version is packged in `random_data_generator.py` and `read_print_data.py` for the challenges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "import string\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Challenge A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_random_object(max_obj_length = 15):\n",
    "    \"\"\"\n",
    "    Get the random objects from the supported list including: integer, float, alphabet and alphanumeric.\n",
    "    \n",
    "    Args:\n",
    "        max_obj_length: the length of objects (note: integer part of float & excluding spaces in alphanumeric)\n",
    "    \n",
    "    Return:\n",
    "        random_obj: random object\n",
    "    \"\"\"\n",
    "    \n",
    "    obj_type = random.choice([\"integer\", \"float\", \"alphabet\", \"alphanumeric\"])\n",
    "    obj_length = random.randint(2, max_obj_length)\n",
    "    random_number = random.random()\n",
    "    \n",
    "    if obj_type == \"integer\":\n",
    "        rand_obj = int(random_number*(10**obj_length))\n",
    "    \n",
    "    elif obj_type == \"float\":\n",
    "        rand_obj = round(random_number*(10**obj_length), 5)\n",
    "        \n",
    "    elif obj_type == \"alphabet\":\n",
    "        rand_obj = \"\".join(random.choices(string.ascii_letters, k = obj_length))\n",
    "        \n",
    "    elif obj_type == \"alphanumeric\":\n",
    "        rand_obj = \"\".join(random.choices(string.ascii_letters + string.digits, k = obj_length-2))\n",
    "        rand_obj += random.choice(string.ascii_letters)\n",
    "        rand_obj += random.choice(string.digits)\n",
    "        \n",
    "        # Add random spaces before and after the alphanumeric object, total spaces <= 10\n",
    "        n_before = random.randint(0, 10)\n",
    "        n_after = random.randint(0, 10 - n_before)\n",
    "        rand_obj = n_before*\" \" + rand_obj + n_after*\" \"\n",
    "    else:\n",
    "        raise ValueError(f\"Not supported object type: '{obj_type}'\")\n",
    "    \n",
    "    return rand_obj\n",
    "\n",
    "def write_file(content, file_path):\n",
    "    \"\"\"\n",
    "    Write the content to file. If file is not exsited, it uses 'w' mode else 'a' (append) mode.\n",
    "    \n",
    "    Args:\n",
    "        content: content to write\n",
    "        file_path: path to store the file\n",
    "    \n",
    "    Returns:\n",
    "        None\n",
    "    \"\"\"\n",
    "    write_mode = \"a\" if os.path.exists(file_path) else \"w\"\n",
    "    with open(file_path, write_mode) as f:\n",
    "        if write_mode == \"w\":\n",
    "            f.write(content)\n",
    "        else:\n",
    "            f.write(\", \" + content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total generated objects: 77000\n",
      "File size: 1.002 MB\n"
     ]
    }
   ],
   "source": [
    "# Write object by batch of 500 objects, so it can scale to write the large file\n",
    "# to prevent out of memory\n",
    "\n",
    "obj_cnt = 0\n",
    "batch = 500\n",
    "rand_objs = []\n",
    "\n",
    "file_path = \"output.txt\"\n",
    "file_size = os.path.getsize(file_path) if os.path.exists(file_path) else 0\n",
    "\n",
    "one_mb = int(1<<20)\n",
    "while file_size < 1*one_mb:\n",
    "    \n",
    "    rand_objs.append(str(get_random_object()))\n",
    "    obj_cnt += 1\n",
    "    \n",
    "    if obj_cnt % batch == 0:\n",
    "        content = \", \".join(rand_objs)\n",
    "        write_file(content, file_path)\n",
    "        file_size = os.path.getsize(file_path)\n",
    "        rand_objs = []\n",
    "\n",
    "print(f\"Total generated objects: {obj_cnt}\")\n",
    "print(f\"File size: {round(file_size/one_mb, 3)} MB\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Challenge B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "aO - alphabetical strings\n",
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      "EJk - alphabetical strings\n",
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      "JdwnLBTtB - alphabetical strings\n",
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      "DrHDftQ - alphabetical strings\n",
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     "name": "stdout",
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    {
     "name": "stdout",
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     "text": [
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      "yHYYBNosexbuIah - alphabetical strings\n",
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    {
     "name": "stdout",
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     "text": [
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      "9991783839.98178 - real number\n",
      "471 - integer\n",
      "wI8 - alphanumeric\n",
      "SgwNeFHVfFGZU - alphabetical strings\n",
      "KdSBLoiZoH9 - alphanumeric\n",
      "4670231810289.061 - real number\n",
      "604677194151641.5 - real number\n",
      "7816679271.36324 - real number\n",
      "TqEsQRCELgBZlkS - alphabetical strings\n",
      "466 - integer\n",
      "XUUYdIr - alphabetical strings\n",
      "9947378925886.324 - real number\n",
      "9115253286.67535 - real number\n",
      "112975036 - integer\n",
      "78093001247.16182 - real number\n",
      "87934180948.98175 - real number\n",
      "72196090 - integer\n",
      "95667.68135 - real number\n",
      "463166241 - integer\n",
      "84874707856.51334 - real number\n",
      "BMEzIIEO - alphabetical strings\n",
      "N3QVi25rTAeBo4 - alphanumeric\n",
      "228029.84068 - real number\n",
      "5097937909580 - integer\n",
      "S9 - alphanumeric\n",
      "76862432 - integer\n",
      "Sg7 - alphanumeric\n",
      "IDHJI2wHz4 - alphanumeric\n",
      "Ucfb5f01hBg9 - alphanumeric\n",
      "872167654484.72 - real number\n",
      "5593196920 - integer\n",
      "3281796962586 - integer\n",
      "5q3RqCVAL8Kcm6 - alphanumeric\n",
      "xvHaEGTswIKGR - alphabetical strings\n",
      "ydbRhTRInH - alphabetical strings\n",
      "UeOvGTIdXfPFF - alphabetical strings\n",
      "194884931236.44635 - real number\n",
      "GwczkCuEbCNOi9 - alphanumeric\n",
      "4141.77238 - real number\n",
      "876 - integer\n",
      "75243888.81003 - real number\n",
      "7812294685092.467 - real number\n",
      "6298398 - integer\n",
      "RQLwbfRU - alphabetical strings\n",
      "YgfMO7lvU6 - alphanumeric\n",
      "52522433496065 - integer\n",
      "bMR1 - alphanumeric\n",
      "uIcWY0 - alphanumeric\n",
      "pnJMtQFRaMDO9 - alphanumeric\n",
      "AzWfWsa - alphabetical strings\n",
      "mE3GaGm0 - alphanumeric\n",
      "35 - integer\n",
      "60423 - integer\n",
      "94980542087.97205 - real number\n",
      "74665588933455 - integer\n",
      "qBU - alphabetical strings\n",
      "846690322.72764 - real number\n",
      "88038445036614 - integer\n",
      "PZwPNCJNhJO - alphabetical strings\n",
      "sIZVdm8jhAVMAa3 - alphanumeric\n",
      "78062429870257 - integer\n",
      "V1 - alphanumeric\n",
      "2840122.45548 - real number\n",
      "2402213.76103 - real number\n",
      "RrpIFfCs5 - alphanumeric\n",
      "1799 - integer\n",
      "RtUob6QPkFFLFc8 - alphanumeric\n",
      "cEToquXmZ - alphabetical strings\n",
      "ZBa6F9tHw1 - alphanumeric\n",
      "8235546196.70133 - real number\n",
      "1048023185.94927 - real number\n",
      "26436856135770 - integer\n",
      "lNxIgDILdj - alphabetical strings\n",
      "zsn1 - alphanumeric\n",
      "63116574804408.21 - real number\n",
      "3694786647055 - integer\n",
      "sJ9Z8Cvhqjhy7 - alphanumeric\n",
      "uPt6v2 - alphanumeric\n",
      "21.90404 - real number\n",
      "640487.98787 - real number\n",
      "QNiz4 - alphanumeric\n",
      "47165719.77924 - real number\n",
      "GMwJjQscgEPL9 - alphanumeric\n",
      "nJJmTOJVNAqfg - alphabetical strings\n",
      "ThW20nDkHEqKM6 - alphanumeric\n",
      "eUUlROx0a3ANY7 - alphanumeric\n",
      "uTcjdr - alphabetical strings\n",
      "sO538vlyOxG1 - alphanumeric\n",
      "848485132080937 - integer\n",
      "35.10107 - real number\n",
      "fiQZJnTkSebr - alphabetical strings\n",
      "11XH8 - alphanumeric\n",
      "9771628811.80482 - real number\n",
      "pnYeyoaMyYSzXzR - alphabetical strings\n",
      "841551648 - integer\n",
      "0lLuVhOPp7 - alphanumeric\n",
      "67309757266 - integer\n",
      "78 - integer\n",
      "117.12247 - real number\n",
      "556353605762357.7 - real number\n",
      "Gf - alphabetical strings\n",
      "4693324 - integer\n",
      "961658063946.0682 - real number\n",
      "837146314.16777 - real number\n",
      "39366048863.80344 - real number\n",
      "99128393805.78989 - real number\n",
      "914001404385274.0 - real number\n",
      "111270699538 - integer\n",
      "5ib9QJ4ns0 - alphanumeric\n",
      "863295 - integer\n",
      "42.29599 - real number\n",
      "147553.5454 - real number\n",
      "o2KyFyLj8 - alphanumeric\n",
      "2540446291071 - integer\n",
      "17716678003061.016 - real number\n",
      "B6YBjX6nlJy3 - alphanumeric\n",
      "i3 - alphanumeric\n",
      "mdi - alphabetical strings\n",
      "fWPaK - alphabetical strings\n",
      "gVFY4 - alphanumeric\n",
      "xUGc6 - alphanumeric\n",
      "5391161.42677 - real number\n",
      "gsQTGQ186Yenu8 - alphanumeric\n",
      "UwHbwVEw7Dsz9 - alphanumeric\n",
      "nJ - alphabetical strings\n",
      "87oZ6 - alphanumeric\n",
      "V1 - alphanumeric\n",
      "Q6 - alphanumeric\n",
      "037jFUgSn8 - alphanumeric\n",
      "d6 - alphanumeric\n",
      "58381939946.93426 - real number\n",
      "FIaXJucE - alphabetical strings\n",
      "278.80962 - real number\n",
      "eBxCENU - alphabetical strings\n",
      "dowjR - alphabetical strings\n",
      "7418894076 - integer\n",
      "EuWIQW - alphabetical strings\n",
      "W0 - alphanumeric\n",
      "TnH4A1 - alphanumeric\n",
      "mwbmlI9 - alphanumeric\n",
      "WfeKV6VtD7H9 - alphanumeric\n",
      "neA7NNUKKKiVcW1 - alphanumeric\n",
      "77409729 - integer\n",
      "OSHbTBbmri8 - alphanumeric\n",
      "mhZg - alphabetical strings\n",
      "BSjvRXWv - alphabetical strings\n",
      "737201 - integer\n",
      "nZ - alphabetical strings\n",
      "dMKZI9 - alphanumeric\n",
      "rLpAxGhF - alphabetical strings\n",
      "785865382049 - integer\n",
      "8903501.38762 - real number\n",
      "YTtXPNSLBzx - alphabetical strings\n",
      "iChukCxlCl - alphabetical strings\n",
      "356067751.89898 - real number\n",
      "58347966636174 - integer\n",
      "508239749.3505 - real number\n",
      "300417623.16913 - real number\n",
      "JuZF9BlyGS6 - alphanumeric\n",
      "62562 - integer\n",
      "ENKYoAlvUuvB - alphabetical strings\n",
      "50.07244 - real number\n",
      "134432 - integer\n",
      "7150285773791.012 - real number\n",
      "mGWG - alphabetical strings\n",
      "sjXXFrCOBzp - alphabetical strings\n",
      "78 - integer\n",
      "USPnm6 - alphanumeric\n",
      "a1 - alphanumeric\n",
      "cD9 - alphanumeric\n",
      "769104049934983 - integer\n",
      "JsmyPSGEgyEc - alphabetical strings\n",
      "5302129.85514 - real number\n",
      "hLjcQriAzwg - alphabetical strings\n",
      "eHMcoAZ - alphabetical strings\n",
      "7SzOBPVLv7 - alphanumeric\n",
      "52554843971606 - integer\n",
      "850380.47202 - real number\n",
      "6689958.52093 - real number\n",
      "Zn1 - alphanumeric\n",
      "547959743784331.75 - real number\n",
      "91264718 - integer\n",
      "256.05115 - real number\n",
      "39.32512 - real number\n",
      "5653073 - integer\n",
      "47072675394463.66 - real number\n",
      "uASlzBEW8zhD2 - alphanumeric\n",
      "516722523827.6466 - real number\n",
      "1857975275 - integer\n",
      "Af1 - alphanumeric\n",
      "XLKX - alphabetical strings\n",
      "271465513329.60233 - real number\n",
      "q3Kbw4 - alphanumeric\n",
      "58319.30255 - real number\n",
      "tUXxyvqILPIZZ - alphabetical strings\n",
      "qibFrvT0 - alphanumeric\n",
      "qlbBBJ - alphabetical strings\n",
      "5TmfVwoUUr9 - alphanumeric\n",
      "3207561444463 - integer\n",
      "BWFJm - alphabetical strings\n",
      "TXyINv - alphabetical strings\n",
      "4852152722211.961 - real number\n",
      "5654043 - integer\n",
      "pVtPvsFr - alphabetical strings\n",
      "197 - integer\n",
      "495 - integer\n",
      "RyDKefa - alphabetical strings\n",
      "681323765185000.9 - real number\n",
      "713665370.56824 - real number\n",
      "fanMUbwgeP - alphabetical strings\n",
      "RtvOCHclKAN - alphabetical strings\n",
      "0 - integer\n",
      "8759096567862.412 - real number\n",
      "5986529660 - integer\n",
      "25.4794 - real number\n",
      "ZjwLtbOJF5Uyr3 - alphanumeric\n",
      "REwo - alphabetical strings\n",
      "TAc - alphabetical strings\n",
      "OXL - alphabetical strings\n",
      "620055749.33296 - real number\n",
      "Jv7TGnM9 - alphanumeric\n",
      "2G1 - alphanumeric\n",
      "59843.82492 - real number\n",
      "RnZQm5 - alphanumeric\n",
      "seE - alphabetical strings\n",
      "WsKFH1cBme9 - alphanumeric\n",
      "WEFHbws44nt8 - alphanumeric\n",
      "p5PEoaKE5 - alphanumeric\n",
      "chbANY - alphabetical strings\n",
      "rwt - alphabetical strings\n",
      "38544 - integer\n",
      "pJ5fb8 - alphanumeric\n",
      "62735569714276 - integer\n",
      "cic9 - alphanumeric\n",
      "mWEb1BXKfGV7 - alphanumeric\n",
      "2043704913531.4766 - real number\n",
      "mTGUZ4Ys2lhN1 - alphanumeric\n",
      "73532189372202 - integer\n",
      "pfMmMSQzgOsJnU - alphabetical strings\n",
      "18 - integer\n",
      "74268.28421 - real number\n",
      "VWXmkScwxuTp - alphabetical strings\n",
      "ZAcfHeNBf793T0 - alphanumeric\n",
      "4803081826007 - integer\n",
      "QWRxfWGXX - alphabetical strings\n",
      "QdRXNh - alphabetical strings\n",
      "8856126 - integer\n",
      "922398 - integer\n",
      "246071521892.83298 - real number\n",
      "VzITueHLJ - alphabetical strings\n",
      "wp6GEQ5ieH0 - alphanumeric\n",
      "687 - integer\n",
      "214797.58891 - real number\n",
      "400069001.65276 - real number\n",
      "LxBkHCDg - alphabetical strings\n",
      "537519.08855 - real number\n",
      "RXdxden - alphabetical strings\n",
      "UK1k2 - alphanumeric\n",
      "PAahSHY - alphabetical strings\n",
      "BzUw6 - alphanumeric\n",
      "PfTRVptaBDOExDV - alphabetical strings\n",
      "LMZJtlrTB - alphabetical strings\n",
      "BhGaF - alphabetical strings\n",
      "TITloU - alphabetical strings\n",
      "43418 - integer\n",
      "uOV9U5 - alphanumeric\n",
      "lIewwPXJZECdH - alphabetical strings\n",
      "6025296.6638 - real number\n",
      "K3FSi5 - alphanumeric\n",
      "zpfz2 - alphanumeric\n",
      "96648099 - integer\n",
      "JgyBVN9VlTyk9 - alphanumeric\n",
      "12081461350727 - integer\n",
      "49721658174954 - integer\n",
      "SfPOceh - alphabetical strings\n",
      "14095205 - integer\n",
      "YuJaATwejshE - alphabetical strings\n",
      "39414 - integer\n",
      "j7Nt8JUy24t1 - alphanumeric\n",
      "aLBZOHn1 - alphanumeric\n",
      "JPZ5bhQUcgSEh8 - alphanumeric\n",
      "61.74785 - real number\n",
      "ZbsYFqHVuSOTjHX - alphabetical strings\n",
      "738 - integer\n",
      "LqPPmJvBSulKZ - alphabetical strings\n",
      "56 - integer\n",
      "ikg7As9 - alphanumeric\n",
      "Wdt - alphabetical strings\n",
      "WhojKvvHBznS - alphabetical strings\n",
      "KoONt - alphabetical strings\n",
      "TMdA - alphabetical strings\n",
      "bO2 - alphanumeric\n",
      "6531.35969 - real number\n",
      "478 - integer\n",
      "1052549.55477 - real number\n",
      "326961 - integer\n",
      "491088480126548 - integer\n",
      "eCYYOv9KUXsa5 - alphanumeric\n"
     ]
    }
   ],
   "source": [
    "def is_float(obj):\n",
    "    \"\"\"\n",
    "    Check if object is float datatype or not\n",
    "    \n",
    "    Args:\n",
    "        obj: input object in string\n",
    "    \n",
    "    Returns:\n",
    "        True if it is float, else False\n",
    "    \"\"\"\n",
    "    try:\n",
    "        float(obj)\n",
    "    except ValueError:\n",
    "        return False\n",
    "    return True\n",
    "\n",
    "with open(file_path, \"r\") as f:\n",
    "    content = f.read()\n",
    "    objs = [obj.strip() for obj in content.split(\",\")]\n",
    "\n",
    "for obj in objs:\n",
    "    if obj.isnumeric():\n",
    "        result = f\"{obj} - integer\"\n",
    "    elif obj.isalpha():\n",
    "        result = f\"{obj} - alphabetical strings\"\n",
    "    elif obj.isalnum():\n",
    "        result = f\"{obj} - alphanumeric\"\n",
    "    elif is_float(obj):\n",
    "        result = f\"{obj} - real number\"\n",
    "    else:\n",
    "        raise ValueError(f\"Unknown object type: '{result}', please check your code.\")\n",
    "    print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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