TOMJ Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import enum\n",
    "import csv, re\n",
    "from collections import Counter\n",
    "from pprint import pprint\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#unknown regex: unknown|^\\?+$|don'?t know|idk|forg[oe]t|unsure|no idea\n",
    "\n",
    "plt.style.use('seaborn')\n",
    "\n",
    "plt.rcParams['axes.axisbelow'] = True\n",
    "plt.rcParams['axes.grid'] = False\n",
    "plt.rcParams['savefig.dpi'] = 300\n",
    "plt.rcParams['savefig.bbox'] = 'tight'\n",
    "plt.rcParams['savefig.facecolor'] = 'white'\n",
    "\n",
    "P_DATAFILE = './data/posts-pared.csv'\n",
    "C_DATAFILE = './data/pushshift/tipofmyjoystick_comment_1640934644.csv'\n",
    "PLATFORM_FILE = 'platformsRegex.csv'\n",
    "YEAR_FILE = 'yearsRegex.csv'\n",
    "\n",
    "START_DATE = '2012-10'\n",
    "END_DATE = '2022'\n",
    "\n",
    "MAX_SCORE = 300\n",
    "MAX_LENGTH = 4000\n",
    "MAX_COMMENTS = 121\n",
    "\n",
    "P_COLUMNS = (\n",
    "    'ID',\n",
    "    'TITLE',\n",
    "    'USER',\n",
    "    'TEXT',\n",
    "    'FLAIR',\n",
    "    'DATE',\n",
    "    'SCORE',\n",
    "    'NUM_COMMENTS',\n",
    "    'NSFW',\n",
    "    'LENGTH',\n",
    "    'FOLLOWS_FORMAT',\n",
    "    'SOLVED',\n",
    ")\n",
    "\n",
    "C_COLUMNS = (\n",
    "    'ID',\n",
    "    'USER',\n",
    "    'DATE',\n",
    ")\n",
    "\n",
    "PF = enum.IntEnum('PF', P_COLUMNS, start=0)\n",
    "CF = enum.IntEnum('CF', C_COLUMNS, start=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sanitizeFile(filename):\n",
    "    with open(filename, encoding='utf-8') as f:\n",
    "        raw = f.read()\n",
    "    \n",
    "    sanitized = raw.replace(\"’\", \"'\")\n",
    "    \n",
    "    with open(filename, 'w', encoding='utf-8') as f:\n",
    "        f.write(sanitized)\n",
    "\n",
    "\n",
    "def str2bool(s):\n",
    "    return True if s == 'True' else False\n",
    "\n",
    "\n",
    "# Makes x ticks only for each year\n",
    "def xtickDates(data, ax):\n",
    "    ax.tick_params(\n",
    "        axis='x', direction='out', which='major',\n",
    "        length=3, width=1)\n",
    "    \n",
    "    years = []\n",
    "    for i, dateRange in enumerate(data.index):\n",
    "        date = dateRange.right\n",
    "        if date.month == 1:\n",
    "            years.append((date.year, i-0.5))\n",
    "    \n",
    "    xlabels, xticks = list(zip(*years))\n",
    "    \n",
    "    plt.xticks(xticks, xlabels, rotation=0)\n",
    "\n",
    "    \n",
    "# Used for plotting missing data\n",
    "def getDateIndices(missing, data):\n",
    "    missingIndices = []\n",
    "    for i, dateRange in enumerate(data.index):\n",
    "        date = dateRange.right\n",
    "        for year, month in missing:\n",
    "            if date.year == year and date.month == month:\n",
    "                missingIndices.append(i)\n",
    "                \n",
    "    return missingIndices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyzing Classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            ID                                              TITLE  \\\n",
      "0       rqxfd8                 [PC][2000's] \"Night of Lycan Rock\"   \n",
      "1       rqxcp1  [PC][2010S] A horror game where you play a gir...   \n",
      "2       rqx1lw  [PS4][2010s] A third-person sci-fi game where ...   \n",
      "3       rqwwkx      [JAVA][2011] The tower defense versus goblins   \n",
      "4       rqwb9n  [PC][Late 90s/Early 2000s] Mostly realistic ra...   \n",
      "...        ...                                                ...   \n",
      "131290  13fbmb  Similar to Age of Empires, but older if I reme...   \n",
      "131291  13fb6j                        Old laser crystal game [PC]   \n",
      "131292  13fb5c  An old learning game starring cavemen. [X-POST...   \n",
      "131293  13fac0  [Gameengine] that used a reconstructed lightfi...   \n",
      "131294  13f3ye  Old (mid-90s?) puzzle game where you trap mons...   \n",
      "\n",
      "                       USER  TEXT                    FLAIR       DATE  SCORE  \\\n",
      "0            CaelenTheHuman   NaN  The Beast of Lycan Isle 2021-12-29      2   \n",
      "1                  AnnieXT3   NaN                 DreadOut 2021-12-29      3   \n",
      "2              DensePop9711   NaN                     ECHO 2021-12-29      3   \n",
      "3                     Ygh0r   NaN     Rise of Lost Empires 2021-12-29      4   \n",
      "4       snorlaxeseverywhere   NaN                      NaN 2021-12-29      3   \n",
      "...                     ...   ...                      ...        ...    ...   \n",
      "131290                  NaN   NaN     Stronghold: Crusader 2012-11-19      7   \n",
      "131291          Twinkie4sho   NaN            Aargon Deluxe 2012-11-19      5   \n",
      "131292                  NaN   NaN                      NaN 2012-11-19      4   \n",
      "131293                  NaN   NaN                Areograph 2012-11-19      3   \n",
      "131294                  NaN   NaN                      NaN 2012-11-18      4   \n",
      "\n",
      "        NUM_COMMENTS   NSFW  LENGTH  FOLLOWS_FORMAT  SOLVED  \n",
      "0                  6  False     792           False    True  \n",
      "1                  6  False    2976           False    True  \n",
      "2                  3  False    1221           False    True  \n",
      "3                  3  False     855           False    True  \n",
      "4                  8  False    1003            True   False  \n",
      "...              ...    ...     ...             ...     ...  \n",
      "131290             3  False     346           False    True  \n",
      "131291             2  False     400           False    True  \n",
      "131292             4  False     587           False   False  \n",
      "131293             5  False     559           False    True  \n",
      "131294             5  False       0           False   False  \n",
      "\n",
      "[131295 rows x 12 columns]\n"
     ]
    }
   ],
   "source": [
    "class PostAnalyzer():\n",
    "    def __init__(self, logging=False):\n",
    "        self.logging = logging\n",
    "        \n",
    "        self.weirdPlatforms = Counter()\n",
    "        self.weirdYears = Counter()\n",
    "        self.numsBinned = dict()\n",
    "        self.comparedBoolBool = dict()\n",
    "        \n",
    "        self.getRegex()\n",
    "        self.loadBins() # score: {all:..., solved:..., nsfw:...}, ...\n",
    "        self.loadData()\n",
    "\n",
    "    \n",
    "    def loadData(self):\n",
    "        self.data = pd.read_csv(P_DATAFILE, names=P_COLUMNS, parse_dates=[PF.DATE])\n",
    "        \n",
    "        print(self.data)\n",
    "\n",
    "    \n",
    "    # Gets bins for different data types\n",
    "    def loadBins(self):\n",
    "        def getSomeBinsLog(maximum, numBins):\n",
    "            bins = np.logspace(0, np.log10(maximum), numBins+1).astype(int)\n",
    "            bins[0] = -1 # So we get 0 included\n",
    "            bins = np.insert(bins, 1, 0)\n",
    "            return bins\n",
    "            \n",
    "        self.bins = dict()\n",
    "        \n",
    "        # Date\n",
    "        self.bins['DATE'] = pd.date_range(START_DATE, END_DATE, freq='M')\n",
    "        \n",
    "        # Score\n",
    "        self.bins['SCORE'] = getSomeBinsLog(MAX_SCORE, 14)\n",
    "        \n",
    "        # Length\n",
    "        self.bins['LENGTH'] = np.arange(0, MAX_LENGTH+1, 100).astype(int)\n",
    "        \n",
    "        # Num comments\n",
    "        self.bins['NUM_COMMENTS'] = getSomeBinsLog(MAX_COMMENTS, 13)\n",
    "    \n",
    "    \n",
    "    # Plots a probability mass distribution\n",
    "    def plotPMFHist(self, dataType):\n",
    "        fig = plt.figure()\n",
    "        ax = fig.add_subplot(111)\n",
    "\n",
    "        hist, bins = np.histogram(self.data[dataType], bins=self.bins[dataType]+1)\n",
    "        width = bins[1] - bins[0]\n",
    "        ax.bar(bins[:-1] + width/2, hist / hist.sum(), width=width)\n",
    "        return ax\n",
    "\n",
    "    \n",
    "    # Get list of all platforms and years (decade ranges)\n",
    "    # This was first suggested on 2021-1-24 and mandated 2020-4-15\n",
    "    def getAllPlatformsYears(self):\n",
    "        self.platformsCount = Counter()\n",
    "        self.yearsCount = Counter()\n",
    "        \n",
    "        self.platformsSolved = Counter()\n",
    "        self.yearsSolved = Counter()\n",
    "\n",
    "        for platform in self.allPlatforms:\n",
    "            self.platformsCount[platform] = 0\n",
    "            self.platformsSolved[platform] = 0\n",
    "        for year in self.allYears:\n",
    "            self.yearsCount[year] = 0\n",
    "            self.yearsSolved[year] = 0\n",
    "        \n",
    "        self.debugL = []\n",
    "        \n",
    "        [self.addPlatformYear(row[0].lower(), row[1])\n",
    "            for row in zip(\n",
    "                self.data.TITLE, \n",
    "                self.data.SOLVED,\n",
    "            )]\n",
    "        \n",
    "        # Converts normal and solved counts into dataframe\n",
    "        def countsToDF(normal, solved, allTags):\n",
    "            get1stIndex = lambda L: L[0]\n",
    "            n = len(allTags)\n",
    "            parts = []\n",
    "            for part in [normal, solved]:\n",
    "                parts.append(sorted(list(part.items()), key=get1stIndex))\n",
    "            allCounts = [(parts[0][i][1], parts[1][i][1]) for i in range(n)]\n",
    "            return pd.DataFrame(allCounts, index=allTags, columns=['ALL', 'SOLVED'])\n",
    "        \n",
    "        self.platforms = countsToDF(self.platformsCount, self.platformsSolved, self.allPlatforms)\n",
    "        self.years = countsToDF(self.yearsCount, self.yearsSolved, self.allYears)\n",
    "        \n",
    "        # Removes unknown label, since we don't care about it\n",
    "        self.platforms = self.platforms.drop(index='Unknown')\n",
    "        self.years = self.years.drop(index='Unknown')\n",
    "        \n",
    "        self.platforms['SOLVED_F'] = self.platforms['SOLVED'] / self.platforms['ALL']\n",
    "        self.years['SOLVED_F'] = self.years['SOLVED'] / self.years['ALL']\n",
    "        \n",
    "        self.platforms['SOLVED%'] = self.platforms['SOLVED_F'] * 100\n",
    "        self.years['SOLVED%'] = self.years['SOLVED_F'] * 100\n",
    "        \n",
    "        self.platforms.sort_values(by='SOLVED%', ascending=False, inplace=True)\n",
    "        #self.years.sort_values(by='SOLVED%', ascending=False, inplace=True)\n",
    "\n",
    "\n",
    "    # Extract platform and year from a title\n",
    "    def addPlatformYear(self, title, solved):\n",
    "        bracketed = re.findall('\\[.*?\\]', title)\n",
    "        bracketed = [match[1:-1] for match in bracketed]\n",
    "\n",
    "        # Only check for year and platform if the post uses the format\n",
    "        if len(bracketed) == 2:\n",
    "            platform, weirdPlatform = self.getBracketed(bracketed[0], self.platformsRegex)\n",
    "            year, weirdYear = self.getBracketed(bracketed[1], self.yearsRegex)\n",
    "\n",
    "            # Deal with flipped year/platform\n",
    "            if (platform == set()) and (year == set()):\n",
    "                platform, weirdPlatform = self.getBracketed(bracketed[1], self.platformsRegex)\n",
    "                year, weirdYear = self.getBracketed(bracketed[0], self.yearsRegex)\n",
    "\n",
    "            # DEBUG\n",
    "            if 'SEGA Console' in platform:\n",
    "                self.debugL.append(title)\n",
    "            # End DEBUG\n",
    "            \n",
    "            self.platformsCount.update(platform)\n",
    "            self.yearsCount.update(year)\n",
    "            if solved:\n",
    "                self.platformsSolved.update(platform)\n",
    "                self.yearsSolved.update(year)\n",
    "\n",
    "            if weirdPlatform:\n",
    "                self.weirdPlatforms[weirdPlatform] += 1\n",
    "            if weirdYear:\n",
    "                self.weirdYears[weirdYear] += 1\n",
    "\n",
    "\n",
    "    # Load regexes from files\n",
    "    def getRegex(self):\n",
    "        def getSomeRegex(filename):\n",
    "            filename = os.path.join('./regex/', filename)\n",
    "            with open(filename, encoding='utf-8-sig', newline='') as f:\n",
    "                reader = csv.reader(f)\n",
    "                regex = []\n",
    "                for row in list(reader):\n",
    "                    pattern = row[0]\n",
    "                    tags = [platform for platform in row[1:] if platform != '']\n",
    "                    regex.append((pattern, tags))\n",
    "                return regex\n",
    "\n",
    "        self.platformsRegex = getSomeRegex(PLATFORM_FILE)\n",
    "        self.yearsRegex = getSomeRegex(YEAR_FILE)\n",
    "        \n",
    "        # Converts regex and gets all tags\n",
    "        def getAllTagsFromRegex(regex):\n",
    "            allTags = []\n",
    "            for pattern, tags in regex:\n",
    "                for tag in tags:\n",
    "                    if tag not in allTags:\n",
    "                        allTags.append(tag)\n",
    "            allTags.sort()\n",
    "            return allTags\n",
    "        \n",
    "        self.allPlatforms = getAllTagsFromRegex(self.platformsRegex)\n",
    "        self.allYears = getAllTagsFromRegex(self.yearsRegex)\n",
    "\n",
    "\n",
    "    # Uses platform regexes to see which are in a given title\n",
    "    def getBracketed(self, text, regex):\n",
    "        results = set()\n",
    "        weirdResult = ''\n",
    "\n",
    "        for pattern, tags in regex:\n",
    "            if re.search(pattern, text) is not None:\n",
    "                results.update(tags)\n",
    "\n",
    "        # Text not found in any regex\n",
    "        if not results:\n",
    "            weirdResult = text\n",
    "\n",
    "        return results, weirdResult\n",
    "    \n",
    "    \n",
    "    # Computes some boolean value vs a numeric value\n",
    "    def compareBoolNum(self, boolVal, numVal):\n",
    "        # For some label and which data counts, get the distribution\n",
    "        def getSingleNumeric(val, counting):\n",
    "            counting = counting[numVal]\n",
    "            counting = pd.cut(counting, bins)\n",
    "            self.numsBinned[numVal][val] = counting.value_counts(sort=False)\n",
    "            \n",
    "        bins = self.bins[numVal]\n",
    "        \n",
    "        # Initialize the distribution for the entire set if it hasn't already been done\n",
    "        if numVal not in self.numsBinned.keys():\n",
    "            self.numsBinned[numVal] = dict()\n",
    "            getSingleNumeric('ALL', self.data)\n",
    "            \n",
    "        getSingleNumeric(boolVal, self.data[self.data[boolVal] == True])\n",
    "        # A fraction of (boolVal == True)/total\n",
    "        self.numsBinned[numVal][boolVal+'_F'] = self.numsBinned[numVal][boolVal] / self.numsBinned[numVal]['ALL']\n",
    "        self.numsBinned[numVal][boolVal+'%'] = self.numsBinned[numVal][boolVal+'_F'] * 100\n",
    "    \n",
    "    \n",
    "    # Compare two boolean variables in a 2x2 table\n",
    "    def compareBoolBool(self, depVar, indVar):\n",
    "        if depVar not in self.comparedBoolBool.keys():\n",
    "            self.comparedBoolBool[depVar] = dict()\n",
    "        \n",
    "        comparing = pd.crosstab(self.data[indVar], self.data[depVar], normalize='index')\n",
    "        self.comparedBoolBool[depVar][indVar] = comparing.reindex(index=[True, False], columns=[True, False])\n",
    "        \n",
    "    \n",
    "    def analyze(self):\n",
    "        self.getAllPlatformsYears()\n",
    "        \n",
    "        boolNumVals = [\n",
    "            ('SOLVED', ('DATE', 'SCORE', 'LENGTH', 'NUM_COMMENTS')),\n",
    "            ('NSFW', ('SCORE',))\n",
    "        ]\n",
    "        \n",
    "        for boolVal, numVals in boolNumVals:\n",
    "            for numVal in numVals:\n",
    "                self.compareBoolNum(boolVal, numVal)\n",
    "        \n",
    "        self.compareBoolBool('SOLVED', 'FOLLOWS_FORMAT')\n",
    "        self.compareBoolBool('SOLVED', 'NSFW')\n",
    "\n",
    "        \n",
    "pa = PostAnalyzer()\n",
    "pa.analyze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                           ALL  SOLVED  SOLVED_F    SOLVED%\n",
      "PlayStation 5               21      19  0.904762  90.476190\n",
      "PlayStation 4              489     383  0.783231  78.323108\n",
      "PlayStation Vita            44      34  0.772727  77.272727\n",
      "Xbox 1                     123      94  0.764228  76.422764\n",
      "SEGA Genesis/Mega Drive    618     471  0.762136  76.213592\n",
      "Wii U                       29      22  0.758621  75.862069\n",
      "Xbox Series X                4       3  0.750000  75.000000\n",
      "PlayStation 3              813     597  0.734317  73.431734\n",
      "SNES                      1432    1050  0.733240  73.324022\n",
      "Switch                     204     149  0.730392  73.039216\n",
      "SEGA Master System          36      26  0.722222  72.222222\n",
      "Xbox                      2707    1953  0.721463  72.146287\n",
      "NES                       2191    1577  0.719763  71.976267\n",
      "Xbox (original)            157     113  0.719745  71.974522\n",
      "Xbox 360                  1262     904  0.716323  71.632330\n",
      "SEGA Console              1053     750  0.712251  71.225071\n",
      "Arcade                    1676    1190  0.710024  71.002387\n",
      "Nintendo 3DS               123      87  0.707317  70.731707\n",
      "Nintendo Console          3633    2568  0.706854  70.685384\n",
      "PlayStation 1             3389    2376  0.701092  70.109177\n",
      "PlayStation               8563    5978  0.698120  69.811982\n",
      "GameCube                   412     287  0.696602  69.660194\n",
      "Amiga                      292     198  0.678082  67.808219\n",
      "PlayStation 2             3923    2648  0.674994  67.499363\n",
      "Wii                        461     310  0.672451  67.245119\n",
      "Commodore 64               307     205  0.667752  66.775244\n",
      "Dreamcast                  136      90  0.661765  66.176471\n",
      "SEGA Saturn                 74      48  0.648649  64.864865\n",
      "Nintendo 64                382     247  0.646597  64.659686\n",
      "Game Boy Color             140      88  0.628571  62.857143\n",
      "DOS                       1406     883  0.628023  62.802276\n",
      "PlayStation Portable       298     185  0.620805  62.080537\n",
      "Game Boy Advance           419     260  0.620525  62.052506\n",
      "Console (generic)          866     529  0.610855  61.085450\n",
      "Game Boy                   809     494  0.610630  61.063041\n",
      "Atari                      172     105  0.610465  61.046512\n",
      "Nintendo DS               1051     638  0.607041  60.704091\n",
      "PC                       56369   33430  0.593056  59.305647\n",
      "ZX Spectrum                 22      13  0.590909  59.090909\n",
      "Amstrad PC                  24      14  0.583333  58.333333\n",
      "Mac                       1376     778  0.565407  56.540698\n",
      "HTML5                       11       6  0.545455  54.545455\n",
      "Acorn PC                    26      14  0.538462  53.846154\n",
      "Linux                       45      24  0.533333  53.333333\n",
      "Roblox                      44      22  0.500000  50.000000\n",
      "Flash                     3170    1582  0.499054  49.905363\n",
      "Nokia                       69      34  0.492754  49.275362\n",
      "Browser                   6930    3316  0.478499  47.849928\n",
      "Shockwave                   38      17  0.447368  44.736842\n",
      "Handheld (generic)          94      42  0.446809  44.680851\n",
      "SEGA Game Gear              11       4  0.363636  36.363636\n",
      "iOS                       2436     878  0.360427  36.042693\n",
      "LeapFrog                    20       7  0.350000  35.000000\n",
      "Mobile                    7511    2587  0.344428  34.442817\n",
      "BBC Micro                   27       9  0.333333  33.333333\n",
      "Android                   1604     523  0.326060  32.605985\n",
      "Kindle                      58      18  0.310345  31.034483\n",
      "Tablet                      86      25  0.290698  29.069767\n",
      "Plug & Play                 49      14  0.285714  28.571429\n",
      "Facebook                    72      17  0.236111  23.611111\n",
      "BlackBerry                  18       4  0.222222  22.222222\n",
      "Game & Watch                 3       0  0.000000   0.000000\n",
      "Vtech                        6       0  0.000000   0.000000\n",
      "Airplane Entertainment       5       0  0.000000   0.000000\n",
      "\n",
      "         ALL  SOLVED  SOLVED_F    SOLVED%\n",
      "1970s     56      25  0.446429  44.642857\n",
      "1980s   2712    1709  0.630162  63.016224\n",
      "1990s  23680   14978  0.632517  63.251689\n",
      "2000s  47313   27135  0.573521  57.352102\n",
      "2010s  30487   16726  0.548627  54.862728\n",
      "2020s   2079    1365  0.656566  65.656566\n"
     ]
    }
   ],
   "source": [
    " with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
    "    print(pa.platforms)\n",
    "    print()\n",
    "    print(pa.years)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\"[sega sg1000][1980-90's] old shooter where you would fire from the bottom \"\n",
      " 'and hit targets upwards',\n",
      " '[sega][1990s] sci-fi / fantasy game',\n",
      " '[unsure, but possibly genesis, snes or neogeo][1985-2005] looking for a '\n",
      " \"co-op shoot 'em up or beat 'em up from when i was a kid.\",\n",
      " \"[sega genesis][mid 90's] plaftform game\",\n",
      " '[dreamcast][2002-2005] third person action game with a hidden easter egg 2d '\n",
      " 'multiplayer puzzle game in it.',\n",
      " \"[sega megadrive ii]['93-97?] mayan/incan/aztecan 2d platform sidescroller\",\n",
      " '[nes or genesis][1983-1995] timecrisis-esque shooter',\n",
      " '[genesis][1993-1999] wolverine game with an exploding little girl',\n",
      " '[snes, megadrive][1990s] action platformer where furry creature fought '\n",
      " 'ghosts',\n",
      " '[sega cd] [mid-90s] worm platforming game',\n",
      " '[sega genesis][early-mid 90s] top-down sci-fi shooter with 4 directional '\n",
      " 'movement',\n",
      " \"[genesis / mega drive] [90's to early 2000s] game in which the protagonist \"\n",
      " 'had a magic wand that gave life to objects and could throw them',\n",
      " '[arcade/sega genesis] [1991ish]side scrolling platformer where you shoot '\n",
      " 'magic',\n",
      " \"[genisis?] [mid- late 90's] jrpg with op knight female character.\",\n",
      " '[sega genesis][~1990-1997] side scrolling military shooter, first level was '\n",
      " 'a desert.',\n",
      " '[sega genesis?] [1990-2000?] game where you start on a airport/military '\n",
      " 'station.',\n",
      " '[genesis] [1990] crocodile money game',\n",
      " '[genesis] [1988] mario paint like game but with sonic paint sheets?',\n",
      " '[sega genesis/saturn] [mid-90s?] point and click choose your own adventure '\n",
      " 'game, playing as a ninja in a dojo, fighting medusa as a boss, etc.',\n",
      " '[ps1/ps2/dreamcast] [late 90s/ early 2000s] rpg or fighting game where '\n",
      " 'female character constantly says \"janai yo\"',\n",
      " '[sega master system ii/mega drive/genesis][90s] a dark platformer in which '\n",
      " 'you play as a guy with a gun that can turn himself into a spinning saw and '\n",
      " 'it was also possibly a movie',\n",
      " '[dreamcast][early 2000ish] japanese exclusive where you mess with a guy',\n",
      " '[ps1/n64/dreamcast][2000] old spawn ps1 game nobody remembers?',\n",
      " '[sega/nintendo][1999] hack/slash dungeon crawler',\n",
      " '[mega drive][90s]game on a multicart',\n",
      " '[genesis][early 90s]simplistic racing game',\n",
      " '[genesis/snes/pc][90s] looking for a game that has a very specific giggle '\n",
      " 'sound',\n",
      " \"[snes or genesis][90's] fighting game with water stage.\",\n",
      " '[sega genesis][mid-90s]blurry picture of screen and cartridge, which game '\n",
      " 'are we playing?',\n",
      " '[sega genesis/mega drive?][90s] a quote: \"wanna know why this guy\\'s so '\n",
      " 'happy? because he\\'s not going on the dangerous mission, you are.\"',\n",
      " '[snes or sega][1994-1999] you played as 3 short vikings. pretty sure one was '\n",
      " 'blue one was ginger and angry and the other yellow and blonde.',\n",
      " '[dreamcast?][early 2000s] comedy rpg in which your character has a shadow '\n",
      " 'that is a demon',\n",
      " '[sega genesis][1990s] side-scrolling shooter',\n",
      " '[dreamcast] [late 90s] homophobic game.',\n",
      " '[nes/snes/genesis][early 90s] get the orb and become a monster',\n",
      " '[nes/mega-drive][1990-1996] noir-like sidescroller',\n",
      " \"[sega genesis][mid 90's] sidescroller\",\n",
      " '[sega system or arcade? eventually modern systems][????/2021+] old cutesy '\n",
      " 'game getting rereleased',\n",
      " '[sega megadrive][90s] car racing battle game with missiles etc',\n",
      " '[sega genesis] [1988-1993ish] 3rd person shooter flying while holding a gun',\n",
      " '[megadrive] [1995-1998 i guess] 2d platform where you shot liquid/gunk',\n",
      " '[dreamcast?] [2000-2007?] anime influenced racing game',\n",
      " '[sega mega drive 2?] [90s?] action game where you can only fight with kicks',\n",
      " '[genesis/nes][pre 1993] mix of narc and rolling thunder. red ferrari with '\n",
      " 'oil drums',\n",
      " '[nesorgenesis][late 80s-early 90s] play as ninja character with large '\n",
      " 'enemies on screen.',\n",
      " \"[sega genesis][1990's] a japanese game like golden axe or something where \"\n",
      " 'you fight in a fantasy world. i only remember the intro. a young teenage boy '\n",
      " 'walking to school and the sun becomes super bright and he has to cover his '\n",
      " 'face. then he gets transported to another world to fight as a warrior.',\n",
      " '[sega genesis][1990] rpg with dragon warrior style combat, loud combat music',\n",
      " '[sega genesis][mid 90s] rpg intro sequence id',\n",
      " '[sega genesis/mega drive] [90s] sci-fi rpg with mechs',\n",
      " '[pc/sega?][90s,early 00s] game about a girl who can tame animals and '\n",
      " 'transform into them',\n",
      " '[genesis/ps1] [90s] 16 or 32 bit era 2d platformer',\n",
      " \"[nes or snes or genesis][late 80's-early 90's] rc car racing rpg 8 or 16 bit\",\n",
      " '[megadrive][90s] raiden type shooter',\n",
      " \"[sega dreamcast][before 2001 maybe?] 2d side-scrolling beat 'em up\",\n",
      " '[sega genesis][90s-ish] co-op (i think) shooter that looks kind of '\n",
      " 'contra-ish but is probably not contra.',\n",
      " '[megadrive][unknown release date] metroid-esque megadrive game',\n",
      " \"[dreamcast?][2000's] tactical fantasy strategy game with side scrolling hack \"\n",
      " 'and slash large army battles',\n",
      " '[sega genesis][1990] side-scroller/metroid, avoiding robots to hack/search '\n",
      " 'furniture for coloured puzzle-pieces for a map.',\n",
      " '[sega? ps1?][2000s] side scroller platformer',\n",
      " '[genesis][1985-1995]protagonist wakes up from stasis to medieval world',\n",
      " '[psp or sega genesis][2008-2014] an rpg top view',\n",
      " '[ps1/saturn][???] japan exclusive game about a girl travelling in some brown '\n",
      " 'labyrinths',\n",
      " '[psp or sega genesis][2008-2012] a view from corner game, little protagonist '\n",
      " 'and cities',\n",
      " '[megadrive] [2016] 4 rom hacks of sonic the hedgehog',\n",
      " '[nes or sega genesis] [1990ish] assortment of minigames',\n",
      " '[genesis] [1991] medieval side scroller with swords and skeleton enemies',\n",
      " '[nes or snes/genesis][early 1990s] side-scrolling motorcycle racing game '\n",
      " '(not excitebike)',\n",
      " '[sega/nes][mid 90s] space exploration game.',\n",
      " \"[sega genesis (probably)][1990s] 2d sidescroller where you're made of \"\n",
      " 'squares (cubes?)',\n",
      " '[dreamcast/xbox/n64] [10 years ago] 3d turn based rpg game, with a white '\n",
      " 'magician and door mimics. you play as the enemy against your previous '\n",
      " 'characters.',\n",
      " \"[megadrive] [mid to late 90's] looking for a platformer game\",\n",
      " '[sega master system][late 1980s] top-down combat game driving a card, '\n",
      " 'similar to jackal (nes)',\n",
      " '[dreamcast/ps2][1998 - 2003-ish] futuristic detective/horror rpg where your '\n",
      " 'wife ends up being the monster?',\n",
      " '[sega genesis][1991-1996] hardcore d&d style game',\n",
      " \"[sega genesis/pc?] [1990's/2000's] strategy game with a map that knights \"\n",
      " 'walked across',\n",
      " '[sega genesis or nintendo][1990-1999]2d platformer with four characters you '\n",
      " 'can change at any time',\n",
      " '[sega mega drive][mid-90s] vertical scrolling shooter in an aeroplane. man '\n",
      " 'dressed as a flying ace on the cover. in the uk so cover may have been '\n",
      " 'different elsewhere. possible ww2 setting?',\n",
      " '[genesis maybe][early 90s] turn based war strategy game. a single land mass '\n",
      " 'with numerous territories on it that you could attack/defend. human units '\n",
      " '(archer/cavalry for example) but a few different monsters who would '\n",
      " 'sometimes offer to fight for you.',\n",
      " '[sega genesis][92-97]swords and magic type game, 3d top-down view, like '\n",
      " 'diablo',\n",
      " '[dreamcast][~1999] dreamcast racing game with underground bonus level with '\n",
      " 'lava',\n",
      " '[megadrive or similar console] [early 1990s] top down turn based strategy '\n",
      " 'similar to shining force',\n",
      " '[sega/ps1?] [199x] a kind of a battle royale smash bros style',\n",
      " '[ps1 or sega] [1997-2000] shiny white bunny jumping through see-through '\n",
      " 'hoops',\n",
      " \"[genesis] [late 90s] extreme sports game with monsters where you're trying \"\n",
      " 'to get a ball in a soccer type goal',\n",
      " '[dreamcast][2000]army game where you played as a soldier who skipped',\n",
      " '[sega megadrive] [90s] megadrive rpg about wizards and cyborgs',\n",
      " '[dreamcast][1995] boat racing game',\n",
      " \"[atari/sega megadrive][2001'ish] lost asian game?\",\n",
      " '[sega genesis/mega drive] [1989-1997] side-scroller mech game where you are '\n",
      " 'a tiny pilot guy with 1 health that goes around piloting a bunch of robots.',\n",
      " '[sega?][80s-90s]a game like sega death dual',\n",
      " '[sega?][80s-90s]a game like sega death dual',\n",
      " \"[genesis][mid 90's]mecha battle game\",\n",
      " '[ sega genesis] [ 1988-1992ish ] side scrolling 2d game',\n",
      " \"[genesis/snes][90's] jungle adventure game with indiana jones style \"\n",
      " 'protagonist',\n",
      " '[sega mega drive] [90s] educational game with multi activities like drawing.',\n",
      " '[sega megadrive] [pre 2000] sidescroller , similar to mario and sonic',\n",
      " '[sega genesis or snes][1993-1995] cybernetic courier in game currency was in '\n",
      " 'yen ¥',\n",
      " '[dreamcast][1998] game about a woman who goes through 2.5d platformer '\n",
      " 'levels, might be japanese-only',\n",
      " '[snes? or sega genesis?] [1996?-1999?] old side scroller game, stars '\n",
      " 'anime-esque character that turns into a robot on some stages',\n",
      " '[1994-1995] [game gear/master system] racing game',\n",
      " '[pc - sega? - snes?] [2000s, maybe late 90s] platforming - adventure (not '\n",
      " 'really a metroidvania, more linear) game about an indiana jones-esque '\n",
      " \"character that looks like the protagonist of treasure planet that's raiding \"\n",
      " 'ruins and fighting jaguars',\n",
      " '[nes, snes or sega] [before 2000] a sidescrolling game where you platform '\n",
      " 'and play a white alien with blue hat.',\n",
      " '[ps2/ps3/dreamcast] [2000-2008] a jrpg rhythm game, with instruments that '\n",
      " 'are used as the battle mechanic',\n",
      " '[genesis?][early 90s] turn based game where you have to unveil pieces of a '\n",
      " 'map and match it to the world',\n",
      " '[super nintendo, sega genesis/mega drive] [1990-1999] action adventure side '\n",
      " 'scroller',\n",
      " '[ps1, n64 dreamcast] [1990-2004] a game with a vampire or something that '\n",
      " 'could turn into a ball and attack from the sky',\n",
      " '[sega(idk what system, just that it was a sega system)][idk when it was '\n",
      " 'released] 3d fighter with two characters, one with the ability to control '\n",
      " 'fire, and the other has a sharp hat',\n",
      " '[sega genesis][90s] pov space exploration game',\n",
      " \"[genesis][early-mid 90s]2d game where you're underground in a ship and shoot \"\n",
      " 'monsters',\n",
      " \"[sega genesis/32x] [1990's] isometric shooter\",\n",
      " '[mid 90s] [sega mega drive] sonic game',\n",
      " \"[nes/snes or sega][90's] help me find the game this piece of music i've had \"\n",
      " 'stuck in my head for 2 years.. please',\n",
      " '[90s][genesis maybe] had this game or part of a game stuck in my head as a '\n",
      " 'vague memories for a long time where you fight a building on legs.',\n",
      " '[sega genesis or snes][90s] side-scrolling co-op game with flying '\n",
      " 'dragon-knight brothers',\n",
      " '[90s][sega genesis or snes] brick breaker with dragon behind a wall',\n",
      " '[sega genesis] [1990-2000] action/adventure game of an karateka squirrel '\n",
      " 'similar to donkey kong',\n",
      " \"[possibly n64 or dreamcast] [late 90's early 2000's] racing game\",\n",
      " '[possibly ps2 or dreamcast] [unk. year] a weird fps game with a goo gun?',\n",
      " '[sega saturn][1997 - 2002] hotline miami style game, but it was horror.',\n",
      " '[ps2? dreamcast?] [2000s] jrpg where all the characters realize that they '\n",
      " 'are inside a game',\n",
      " '[sega megadrive/genesis][after 1990] cyborg vs aliens game, not contra, '\n",
      " 'gunstar, vectorman or alien soldier.',\n",
      " \"[nes/master system][early 90's]nes space themed colony builder/tower defense\",\n",
      " '[sega genesis (?)] [1990-2000 (?)] tiny orange helicopter',\n",
      " '[sega genesis] [1989-1998] old sega genesis roguelike game i played on a '\n",
      " 'portable console',\n",
      " '[master system] [2008] game that you transform into creatures',\n",
      " '[dreamcast] [best guess is 2000-2005] 3d, first person perspective. a game '\n",
      " 'that remembers half-life with weird controls',\n",
      " '[segacd][2010?] spacetrain game?',\n",
      " '[mega drive] [<1996] setting inside a spaceship, main character wears black '\n",
      " 'sunglasses, it is possible to get a red laser in one part of the game',\n",
      " '[snes 98% genesis 2%] [89-98] 16 bit game i remeber due to death of a main '\n",
      " 'character.',\n",
      " '[sega genesis][90s] game like cool spot where the main character was a blue '\n",
      " 'ball',\n",
      " '[sega master system] [1990 -1999] mother cat on her way to find her kitten',\n",
      " '[genesis] [90s] military style side scrolling shooter with native american '\n",
      " 'boss at end of first one of the first few levels (i think)',\n",
      " '[ps1/sega saturn][1990s] \"normal\" third person shooter?',\n",
      " '[sega] [2000?] the climbing game (sorry for my bad english)',\n",
      " '[sega][1999] side scroller shooter where you play as a kid and collecting '\n",
      " 'some gems',\n",
      " \"[dreamcast/ps1][late '90s] an obscure(?) racing game with an otherworldly \"\n",
      " 'map',\n",
      " '[ps1/dreamcast][90s] turn-based jrpg',\n",
      " '[sega or plug n play] [1990-2000] shoot alien spaceship game',\n",
      " '[sega genesis][1990s] spaceship game',\n",
      " '[snes/mega drive][1995] lamp sprite',\n",
      " '[sega or ps1?][1995-2000]top down prison shooter',\n",
      " '[mega drive/genesis/playstation?] [90s] rts where you battle other robots '\n",
      " 'for manufacturing stations.',\n",
      " '[most likely sega] [late 90s early 10s] side scrolling hunting aliens or bug '\n",
      " 'mutations',\n",
      " \"[genesis][early/mid 90s]somewhat generic side scrolling beat 'em up\",\n",
      " \"[mega drive / genesis] [early/mid 90's] cartoony side-scrolling platformer \"\n",
      " 'where you play as 3 characters',\n",
      " '[dreamcast][early 2000s] crash bandicoot-esque platformer',\n",
      " '[genesis] [1993] can someone help me find this old weird 2d puzzle(i '\n",
      " 'think)game about dreams with an operating table clown on the game over '\n",
      " 'screen?',\n",
      " '[sega or plug n play] [1990-2000] shoot alien spaceship game',\n",
      " '[genesis or sega cd] [1990-1993] mech 2d scroller',\n",
      " '[genesis][pre2000s] side scroller fantasy game. at least 2 players. left to '\n",
      " 'right. one of the characters yells, \"yothoma thingary\" or some variation in '\n",
      " 'my dumb soft kid head.',\n",
      " '[dreamcast][early2000s] i remember being in space. a dog with 6 arms. and '\n",
      " 'making a molotov cocktail.',\n",
      " \"[genesis][late 90's, unsure] a game where you collect magic rings that \"\n",
      " 'unlock different attacks',\n",
      " \"[master system?][before 2000] old car 'racing' game\",\n",
      " '[sega genesis][90s] a side scrolling 2d game where you could place things '\n",
      " 'and your cursor was a hand and you could move things.',\n",
      " '[sega or nintendo] [very old] green \"slimy guy',\n",
      " '[pc-maybe sega/snes][pre 2006] platformer shooter, sideview, weapon '\n",
      " 'upgrades, mutant pigs',\n",
      " \"[1990s] [genesis?] long lost game - i can't remember! zen coins?! flying \"\n",
      " 'ships?',\n",
      " '[snes/sega ?][1990s ?] game in which bosses explode into gems?',\n",
      " '[genesis & mega drive]][2015+] game in the style of turrican but obviously '\n",
      " 'made much later. side scrolling & collecting power ups is the name of the '\n",
      " 'game',\n",
      " '[sega genesis][90s]: action rpg... boy collecting monsters to change weapon '\n",
      " 'powers',\n",
      " '[sega mega drive] [90s] help please!',\n",
      " '[sega genesis] [90s] sailor moon-esque sidescrolling action platformer',\n",
      " '[mega drive/genesis] [mid-late 90s] platform action sidescroller where you '\n",
      " 'play as a robot with interchangeable parts you can collect from defeated '\n",
      " 'enemies',\n",
      " '[mega drive][early 1990s] dark fantasy platformer with an angel/valkyrie '\n",
      " 'type character',\n",
      " '[dreamcast] [1999-2002] 3rd person platformer/beat em up',\n",
      " '[genesis/megadrive][1990s]strategy rpg(?) with stolen final fantasy music.',\n",
      " '[genesis] [90s] platformer game with a helicopter shooting the windows of a '\n",
      " 'building',\n",
      " '[nes?/sega?] [late 80s or early 90s ] 2d platformer',\n",
      " '[sega genesis] [late 90s - early 2000s] i do not recall much of this game.',\n",
      " '[mega drive][late 90s/early 00s] rpg based of turns',\n",
      " \"[sega genesis/megadrive][mid 90's]cyborg side scroll adventure\",\n",
      " \"[master system][2010?] zoo game i don't know if exists or im crazy\",\n",
      " '[genesis][1990s] japanese 2d side-scroller with chargeable \"hadoken\" style '\n",
      " 'attack',\n",
      " '[master system][1987+]side-scroll fantasy arpg (?) with a talking tree',\n",
      " \"[mega drive or master system or genesis] [late 80s early 90s] jrpg. you're a \"\n",
      " 'kid, start on a island and will be sent to a cave/volcano, there will be a '\n",
      " 'scientist who will explode the volcano',\n",
      " '[dreamcast][2000-2001] an action/rpg game which has a naked buff male '\n",
      " 'character holding a gigantic sword/one steel hand',\n",
      " '[genesis] [not sure about the year] side scrolling adventure game with power '\n",
      " 'ring usage',\n",
      " '[sega master system 2] [1992ish] pls help',\n",
      " '[genesis][1990s] a platformer wherein you find and rescue caged animals, '\n",
      " 'each granting a new ability/mechanic',\n",
      " '[sega saturn] [1995-1996] sega saturn tactical rpg with a blonde girl in a '\n",
      " 'robot suit, might have been based off an anime.',\n",
      " '[saturn/psx] [1990s] third person game with 2d sprites',\n",
      " '[sega] [2000-2002] - 20 side-scrolling post-apocaliptic game.',\n",
      " '[ps1/dreamcast][late 90s] visual novel+first person horror game',\n",
      " '[probably snes/megadrive][1995] go-kart racing game with battle royale mode',\n",
      " \"[possibly sega genesis, or arcade][90's] falling blocks battle game where \"\n",
      " 'you have to complete circles.',\n",
      " '[sega genesis] [1995] christmas platformer by electronic arts',\n",
      " '[n64 or genesis?] [1990-1999] mario style game',\n",
      " '[sega? n64?][1996-1999?] soccer game, but you control career of an '\n",
      " 'individual player, with trials to get into first team. text dialogue with '\n",
      " 'teammates, girlfriend, parents etc.',\n",
      " '[sega master system] [80s] similar to space harrier',\n",
      " '[sega genesis][before 2000] old space game about collecting resources in a '\n",
      " 'orange planet',\n",
      " \"[possibly sega or ps] [1990s] i've been looking for this game for years...\",\n",
      " '[sega saturn] [1995-2000] werewolf game',\n",
      " '[snes/genesis][1992-1996] side-scrolling gnome/dwarf magical platformer',\n",
      " '[psone/sega saturn][1995] one v one fighting game where limbs would come off '\n",
      " 'characters',\n",
      " '[sega genesis][1995?] help name this game please.',\n",
      " '[sega megadrive 2][before 2000] searching for 15 years. a space themed '\n",
      " 'action shooter.',\n",
      " '[pc/sega?][1990?] a 2d side scroller, protagonist player is wearing a hat, '\n",
      " 'probably red.',\n",
      " '[nes? master system?][late 80s, early 90s?] weird real time 4 character '\n",
      " 'dnd-ish game that arin and jon played one time.',\n",
      " '\"[sega or ps1?] [1990\\'s] video game fever dream\"',\n",
      " '[genesis][90s] shmup/scrolling shooter where you had a ship that could '\n",
      " 'transform into a mech?',\n",
      " '[sega or nes] [1990 to 1999] survival rpg where you had to make your troops '\n",
      " 'survive in a certain amount of days/months',\n",
      " '[genesis][early 90s] space themed sticker and music game',\n",
      " \"[genesis] [early 90's] top down shooter about rats\",\n",
      " '[genesis] [1990s] obscure tournament shooter',\n",
      " '[sega genesis/cd][90s] multiplayer co-op fighting game',\n",
      " '[nes or sega][late 90\\'s] 2d rpg with \"real time\" combat',\n",
      " '[snes/megadrive] [mid 90-s] game based on street racing x-games',\n",
      " '[sega cd?] [95?] a game about a roach and a bird.',\n",
      " \"[sega genesis][mid to late 90's] electronic arts published space simulation \"\n",
      " 'game where the connective experience was slowly walking the hallway of a '\n",
      " 'space station and opening doors.',\n",
      " '[snes or mega drive][1990s] game with 4 characters about running in desert '\n",
      " 'and founding castles and enemies.',\n",
      " '[sega genesis or dreamcast][90s-2000s]game with box art of a guy with a '\n",
      " 'monocle',\n",
      " '[sega genesis?][early 1990s] a street fighter-type game where you could play '\n",
      " 'as just a torso with muscular arms',\n",
      " \"[xbox, gamecube, dreamcast] [2001-2004] early 2000's sonic game\",\n",
      " '[sega genesis most likely] [1990s ish?] comic book type beat em up game',\n",
      " '[1990s][sega] hex based turn-base strategy game that show square of units '\n",
      " 'shooting in combat',\n",
      " '[neo geo, sega] [80s-00s] side scroller ghost game',\n",
      " \"[sega saturn] [mid 90's] first person mech game\",\n",
      " '[sega/nintendo][1990s] sci fi shooter where you can in a car at end of '\n",
      " 'level?',\n",
      " '[snes/genesis] [90s] platformer with allies behind bars.',\n",
      " '[snes/genesis][unknown] a side scroller where you play as a police officer '\n",
      " 'in a mech suit.',\n",
      " \"[sega genesis] [1990's] top-down party based (a)rpg\",\n",
      " '[sega saturn][1994-2000] need help remembering a game',\n",
      " '[sega?] [1990-2000] excitebike like game',\n",
      " '[n64 or sega genesis][before 2007] split screen pvp robot fighting game, 3d '\n",
      " 'graphics',\n",
      " '[sega][2005] a medieval war game with magic',\n",
      " '[sega/nintendo] [90s] sidescroll adventure in a candyland environment',\n",
      " '[sega/ps1??] [late 90s, early 2000s] arena fight in a bowl?',\n",
      " '[genesis/sega?][2000-2005]cartoonish arcade 4 games in 1 game, one of which '\n",
      " 'was throwing bricks at a brickwall to complete it',\n",
      " '[snes/genesis?][90s] weird game where you try to draw lines to trap an '\n",
      " 'enemy.',\n",
      " '[mega drive/master system] [approx 1994-1998] helicopter game.',\n",
      " '[genesis] [1995] you play as a little orange gumdrop-like dude, and all of '\n",
      " 'the bosses/enemies are foxes?',\n",
      " '[nes or sega maybe][late 80s/early 90s]art/painting video game that had a '\n",
      " 'pad/stylus controller',\n",
      " '[genesis/snes?][90sish?] green alien/blob game, amazing ost.',\n",
      " '[sega genesis][1990-ish] shooter in which your character is constantly '\n",
      " 'flying forward, you can move around the screen to avoid attacks, i feel like '\n",
      " 'there were dragons?',\n",
      " '[sega megadrive] [1993-1995] side scrolling shooter with a strangely dark '\n",
      " 'art style reminiscent of h.r giger with very minimal colour palette.',\n",
      " '[sega genesis][1990s] star wars-y looking shooter. i have a small clip, just '\n",
      " \"can't match it\",\n",
      " '[pc or sega][1995-2000] including a flying sea snake or worm 3d old game',\n",
      " \"[snes/genesis][early/mid 90's] side scrolling pirate platformer\",\n",
      " \"[snes/genesis][1991ish]beat 'em up with a store, a wide variety of \"\n",
      " 'characters, and characters that \"transformed\"',\n",
      " '[amiga or sega megadrive][early 90s] a platformer where one of the levels '\n",
      " 'was a retro styled black and white cartoon.',\n",
      " '[sega saturn][1990s] a game about being a sega employee?',\n",
      " '[sega] [1990] need title of game',\n",
      " '[sega genesis][around 1990-1998] picking up packages, getting paid, and '\n",
      " 'beating up gangsters who try to steal your packages.',\n",
      " '[nes/sega or older][1995 or older] control a white glove to decorate '\n",
      " 'settings with stickers/gifs',\n",
      " \"[genesis (?)][early 1990's] fighting game my mother played back in ‘93 that \"\n",
      " 'she can barely remember but swears exists.',\n",
      " '[genesis][1990ish] free roam space shooter with top down perspective',\n",
      " '[genesis/megadrive] [1990s] a game similar to shadowrun in style',\n",
      " '[sega genesis][1990-1995] sidescroller with weird little brown alien guy',\n",
      " '[dreamcast][1999-2003] woman carrying soldier',\n",
      " '[snes or genesis] [80s/90s] a side scroller where you equip rings for power.',\n",
      " '[dreamcast or ps1?][year unknown] one of only 500 or 300 copies, comes in a '\n",
      " 'bizarre case.',\n",
      " '[genesis][1990s]help me find this game',\n",
      " '[sega][late 90s] \"toy story\" like game about fighting toys inside a house a '\n",
      " 'splitscreen shooter style',\n",
      " '[sega] [90s] a side scrolling shooter with aliens.',\n",
      " '[sega] [1990?] game at the 0:09 mark of this video, awesome ninja game i '\n",
      " 'used to play.',\n",
      " '[sega][2000ish]extremely difficult platformer similar to battletoads with a '\n",
      " \"weird name i can't find on google. all i can remember is it goes something \"\n",
      " 'like sqrzz in the title, you control a rabbit-like character.',\n",
      " '[snes/genesis/ps1][1998-2001] 2d jrpg',\n",
      " '[ps2 / master system / mega drive] [1990 - 2000] old rabbit (like animal) '\n",
      " 'fixing game',\n",
      " '[sega] [2000] cant rember the name of a game',\n",
      " \"[sega genesis] [90s] something that's like zelda but isnt\",\n",
      " '[sega mega drive 2, nintendo 64, maybe ps1][1992-2004]about killing enemies '\n",
      " 'with a electric (like a line of thunder) shoot',\n",
      " '[sega gienesis][wii u] it was like south park meets the sims 2??',\n",
      " '[famicom?/sega?/ps1][mid 90s] old racing combat car game',\n",
      " '[sega dreamcast][1998-2002] a choose your path game where one of the endings '\n",
      " 'allowed you to fight god',\n",
      " '[sega genesis][1988-now] greek mythology game',\n",
      " '[sega megadrive] [1990-1992] platform game set mostly in beach locations, '\n",
      " 'main character was pink or orange, wore a brown hat and looked like a '\n",
      " 'beanbag. the game was named after the character.',\n",
      " '[nes/famicom but maybe sega md] [90s] visually very similar to solstice',\n",
      " '[arcade/sega/pc] [90s-2000] fighting game with +20 / +30 characters and a '\n",
      " 'desert stage',\n",
      " '[sega??][1980-1990] a side-scrolling game like cyber police eswat and '\n",
      " 'robocop.',\n",
      " '[sega genesis][1990-1995?] side scroller with a green character that shoots '\n",
      " 'bugs similar to vectorman 2',\n",
      " '[pc or sega genesis] [1992] old medieval style game',\n",
      " \"[sega saturn] [94' - 98'] a exploration on an ocean world? a bomb rigged \"\n",
      " 'rig?',\n",
      " '[dreamcast][sometime around 2001]multiplayer co-op fighting game',\n",
      " '[dreamcast][possibly around 2001]weird puzzle game',\n",
      " '[snes/sega][1997-2000] side scrolling beatemup/shooter where you have to '\n",
      " 'jump to do damage',\n",
      " '[sega] [2002] isometric bullet-hell, not a scroller',\n",
      " '[sega] [1990-92] platform game where you played as different animals.',\n",
      " \"[sega?] [sidescroller action game from the 1990's] with a very scantily clad \"\n",
      " \"female protagonist in a red dress. the game itself wasn't nsfw.\",\n",
      " '[sega saturn?] [late 90s] destroying a tower',\n",
      " '[sega genesis][1999] old school games about dinosaurs',\n",
      " '[sega mega drive][early 90s] scrolling r-type/thunder force-type shoot-em-up '\n",
      " 'featuring an anime girl on cover',\n",
      " '[sega saturn/snes??] [1990s] rpg action game played as a knight',\n",
      " '[sega?] [<2000?] avengers game with coop and vs play',\n",
      " '[sega genisis or ps1?][90s- early2000s] super hero side scroller',\n",
      " '[sega master system] [1980s] a feudal ninja game.',\n",
      " '[sega genesis][1990] odd sandlot baseball game',\n",
      " \"[1990s] [pc or sega?] it's a side scrolling platform game. the character has \"\n",
      " 'a sword and when moved it shows as a crescent as it slashed. you collect '\n",
      " \"orbs that are silver but vary in size. think it's dark in colour and \"\n",
      " 'mechanical/space?',\n",
      " '[ps2/dreamcast] [early 2000s?] vehicular combat game.',\n",
      " \"[genesis][early 90's?] space shooter with demon face thing chasing you\",\n",
      " '[dreamcast] [2000-2005] game where you play as a family through unfortunate '\n",
      " 'events',\n",
      " \"[ps2/dreamcast][2008?] can't remember this game i played back in the day\",\n",
      " \"[sega genesis] [late 90's] scrolling space shooter with alarm before boss \"\n",
      " 'fight.',\n",
      " \"[sega megadrive/snes] [90's-99] 2d platformer game\",\n",
      " '[sega saturn][mid-90s] final fantasy vii/viii like rpg',\n",
      " \"[maybe sega genesis][1990's]older side scrolling game where you have a pet \"\n",
      " 'hawk that a second player could also control',\n",
      " '[sega genesis][early 90s]a game you played as a centaur',\n",
      " \"[sega saturn] [late 90's / early 2000's] cartoon-ish spooky side scroller, \"\n",
      " 'not mr bones or super ghouls and ghosts',\n",
      " \"[megadrive/genesis/snes] [90's] cover was man with a good gauntlet with blue \"\n",
      " 'gem.',\n",
      " \"[genesis] [early/mid 90's] - mickey mouse medieval game\",\n",
      " '[sega megadrive/sony ps1][94-04] ninja game 2d orizzontal brutally hard',\n",
      " '[90s?][sega genesis?]side-scrolling shooter with a bear boss??',\n",
      " '[saturn or jaguar] [early 90s] horror game',\n",
      " '[genesis or snes] [mid 90s] medieval game',\n",
      " '[mega drive / genesis] [90s] trying to find info about an unreleased game',\n",
      " '[sega][2000s] murdering anthropomorphic fruits',\n",
      " '[dreamcast][2000] japanese visual novel? image included.',\n",
      " '[sega][1990s?] unknown space shooter',\n",
      " '[saturn or ps1] [late 90s] 3d racing game, probably kart-like gameplay',\n",
      " '[sega genesis][early 90s] darker sf side-scroller/shmup-ish',\n",
      " '[sega saturn/ps1] [mid/late 90s] jrpg that used thunderbirds style puppets '\n",
      " 'during cutscenes.',\n",
      " '[snes/genesis] [mid 90s] i think it had a similar art style to secret of '\n",
      " 'mana and world map/overworld like final fantasy.',\n",
      " '[sega genesis][early 1990s] time warrior puzzle tactics',\n",
      " \"[sega genesis?] [1997?] it's not battletoads...\",\n",
      " '[sega genesis][2000] hard one: sega game from 1990-2000',\n",
      " \"[sega genesis i'm pretty sure][90's] i cannot for the life of me remember \"\n",
      " 'anything but the can death',\n",
      " '[snes or sega genesis][early 90s] 2d sidescroller collecting items as a '\n",
      " 'witch?',\n",
      " '[gamecube / dreamcast (?)] [2000s] sonic adventure 2 battle + dx directors '\n",
      " 'cut combo pack',\n",
      " '[genesis or snes][early 90s or 80s] side scroller rpg with platforming and '\n",
      " 'leveling',\n",
      " \"[sega saturn/genesis, maybe super nintendo][early 90's] played like a \"\n",
      " 'castlevania sidescroller. protagonist had a wide hat and was gangly, maybe '\n",
      " 'fought with sword...',\n",
      " '[snes/sega genesis][90s]game with animated flying air battle in background '\n",
      " '(mechs? psychic fighters?)',\n",
      " '[sega/nintendo console][90s i guess]some 90s platformer',\n",
      " '[sega genesis] [1995?] game where you play as a cyborg and start in some '\n",
      " 'sort of jungle level in the tree tops.',\n",
      " '[genesis?][before 1996] japanese mascot platformer that looked like a jet '\n",
      " 'set radio-ified invader zim bug guy.',\n",
      " '[megadrive/genesis][1990s] fighting game with a weird “noogie” move',\n",
      " '[genesis][mid 90s]. game in which you had to reset the console to progress',\n",
      " '[sega/namco console] [1990s] top down dungeon crawler from a compilation '\n",
      " 'unofficial console',\n",
      " '[1990s] [sega genesis] side scroller where you shoot at tiki heads?',\n",
      " '[dreamcast] [2005] horror shooter type game ive been searching for years',\n",
      " '[sega genesis][not sure] possible rare fighting game',\n",
      " '[sega][1995] sodescroller/beat em up w robots !',\n",
      " '[sega genesis][90s]anime/cutesy horizontal shump',\n",
      " '[genesis/mega drive][mid-90s, probably]trying to help a co-worker remember a '\n",
      " 'video game she played with her kids',\n",
      " '[sega masters system][1980-1990?]dracula and franskenstein platformer',\n",
      " \"[mega drive/genesis] [early/mid 90's] 4 robots side scrolling platformer \"\n",
      " \"that my mate had that i always wanted and can't think for the life of me \"\n",
      " 'what is was called.',\n",
      " '[snes/genesis/ps1][pre-2000] an rpg in which a party member is a pile of '\n",
      " 'bubbles.',\n",
      " '[sega][late 90s] sad moon character.',\n",
      " '[dreamcast][1999] dreamcast shoot em up game i had.',\n",
      " \"[pc emulator, maybe mega drive] [before 2010] a game where you're a fireman \"\n",
      " 'putting out a fire',\n",
      " '[dreamcast] [2000ish] you played as satan/devil in a puzzle/adventure kind '\n",
      " 'of game',\n",
      " '[dreamcast?] [early 2000s] lizard with sunglasses',\n",
      " '[sega?] [1990s] either a beat um up or a vs fighting game.',\n",
      " \"[megadrive/genesis][early 90's?]sci fi(?) ish action platformer where your \"\n",
      " 'attack can be powered up have a much larger arc.',\n",
      " '[sega dreamcast or genesis?][1992-1998?] isometric arena view, player has a '\n",
      " 'blaster, surrounded by swarms of robots, neon purple and yellow colors, '\n",
      " \"something like 'roboblaster 3000'\",\n",
      " '[sega genesis] [1990s] game where badass looking dragons have to go through '\n",
      " 'obstacle course made of floating rings to equally badass music',\n",
      " '[dreamcast][early 2000s] zombie survival game with 6 characters set in a '\n",
      " 'mall',\n",
      " '[genesis][late 90s] surfer guy side scroller',\n",
      " '[genesis][92?] weird game where you control a space ship',\n",
      " '[sega] [1990s?] sega genesis game that was a platform scroller where you '\n",
      " 'were some kind of rabbit or cat collecting balls of yarn on your run across '\n",
      " 'to the ending.',\n",
      " '[psx/saturn][1995] game on the screenshot',\n",
      " '[sega genesis][mid 90s] bizarre game with a baby as a boss for one of the '\n",
      " 'levels',\n",
      " '[sega][1990s] birds eye view game with ring of flowers?',\n",
      " '[sega genesis][early 1990s] \"3rd person\" shooter with neon colors where your '\n",
      " 'character is flying',\n",
      " '[snes or genesis][90s] sidescroller game where you used a robot that had the '\n",
      " 'ability to turn into a jet whenever you wanted',\n",
      " '[sega genesis][1990-1996] side scrolling shooter with some kind of wolfman',\n",
      " '[sega genesis] [90s] football game that had cutscenes for special throws and '\n",
      " 'super speed boosts.',\n",
      " '[sega genesis] [early-mid 90s] side scrolling space detective with total '\n",
      " 'recall/blade runner vibes',\n",
      " '[sega genesis][1999-200?] cannot for the life of me remember this game but i '\n",
      " 'always think about it',\n",
      " '[mega drive] [90s] top down shoot em up, non scrolling, not in a ship, weird '\n",
      " 'special ability system, may have been a non standard shaped cartirdge? (like '\n",
      " 'ea games were curved at the top etc)',\n",
      " \"[1990's][snes or genesis] you play as a knight or at least someone with a \"\n",
      " 'sword. please help.',\n",
      " '[snes? neo-geo? sega?] [id say early 90s] horizontal-scrolling shooter '\n",
      " 'arcade game',\n",
      " '[sega][1990s-2000s?] sega console that could play 32x games without the 32x '\n",
      " 'attachment',\n",
      " '[snes or sega genesis] [early-mid 90s] side scrolling platformer looks kind '\n",
      " 'of like joe and mac',\n",
      " '[nes or genesis][1990s?]adventure game with sidescrolling submarine',\n",
      " '[sega genesis][2005-2006] 2d shooter that looks like contra',\n",
      " '[sega genesis] [pre 2004] side scrolling beat-em-up street fighting game '\n",
      " 'with strange looking characters?',\n",
      " \"[nes/sega megadrive?] [1990's] a platformer where you try to go up a castle \"\n",
      " 'while being overrun by bats',\n",
      " '[megadrive] [idk the year] old but gold sega platformer about a black kirby '\n",
      " 'with a star-shaped mask (with template lol)',\n",
      " \"[sega] [90's] action platformer with mechanical environments and you can \"\n",
      " 'walk on the ceiling',\n",
      " '[genesis][1990-1995] vague memory of exploring a desert town',\n",
      " '[nes/sega/n64] [1980s-1990s] my 10+ year search continues',\n",
      " '[sega cd, [dreamcast or ps1][90s?] side scrolling hack n slash (arcade?) '\n",
      " 'possibly with darkstalker cameos',\n",
      " '[genesis(?)][played in 2000s]platformer about a kid exploring egyptian '\n",
      " 'looking ruins',\n",
      " '[amiga/st/dos/genesis/snes?][90s]platformer about rescuing people from a '\n",
      " 'ship',\n",
      " '[genesis(?)][played in 2000s]a sci-fi run-and-gun',\n",
      " '[sega genesis][1990s] what is the name of this block-trapping game?',\n",
      " '[sega megadrive][around 1995] adventure',\n",
      " '[genesis/nes/snes] [85~98] shooter game',\n",
      " '[nes/snes/genesis][85-95?]rpg where you could see enemies on the overworld '\n",
      " 'map',\n",
      " \"[sega genesis 3][90s?] game where you're in an airport/military base.\",\n",
      " '[genesis][1992] platformer side scroller where player controlled a res robot '\n",
      " 'who shot bombs from his head',\n",
      " '[genesis][1994] isometric small team tactics rpg, almost certain it was '\n",
      " \"‘dungeon & dragons' branded\",\n",
      " \"[unsure - sega cd? ][90's] rail shooter with spaceship controller\",\n",
      " '[90s] [sega cd] game where you blow up into a skeleton when you die',\n",
      " '[sega] [early 90s] adventure/rpg game similar to sword of vermillion',\n",
      " '[sega genesis][1990s] cartoon-style platformer starring a stretchy '\n",
      " 'protagonist',\n",
      " \"[sega genesis][1994-99?]unknown! can't remember the game name\",\n",
      " '[sega megadrive 2] [before 2000] space traveling combat fighter with white '\n",
      " 'character sprite',\n",
      " '[probably sega genesis][1990s] a game my friend rented from blockbuster '\n",
      " \"video that i haven't thought about in 25 years.\",\n",
      " \"[sega genesis][early 90's]side scrolling flying game where you could switch \"\n",
      " 'vehicles by going left',\n",
      " '[playstation 1/2 / dreamcast?][early 2000s] hardly remember the game, but i '\n",
      " 'need it!',\n",
      " \"[genesis] [90's] first person rpg\",\n",
      " '[sega genesis] [1995] \"the ooze\" missing cutscene',\n",
      " '[game gear or master system] [1990s] 8 bit sonic game',\n",
      " \"[sega genesis][idk, during it's life-span] a platformer where you could play \"\n",
      " 'as a girl or a boy',\n",
      " '[snes or genesis][1992-94] looking for an arpg, but have very vague '\n",
      " 'memories.',\n",
      " '[sega master system] [ 1990s] a cop game where he gets an armor and loses '\n",
      " 'when he is damaged',\n",
      " '[ps1/dreamcast][early 2000s] 1v1 3d fighting game that weirdly played like a '\n",
      " 'shmup with a medieval backdrop',\n",
      " '[sega genesis?][unknown year] fps in space',\n",
      " '[ps1 or dreamcast][1996-2001] action rpg game',\n",
      " '[sega][90s] one of the sonic games.',\n",
      " \"[sega game gear][1990-1997] portable robot game that i can't seem to \"\n",
      " 'remember the name of',\n",
      " '[sega genesis][90s] game, i think was like a side scrolling metroidvania '\n",
      " 'where you play like a magical musical instrument to solve puzzles and '\n",
      " 'collect stuff?',\n",
      " \"[dreamcast][late 90's early 2000's] a game where you played as toys and the \"\n",
      " 'maps where in rooms in the house',\n",
      " '[nes/sega/?][1990-2005?]tom & jerry(?) game',\n",
      " '[nes/sega genesis] [1997?] obscure platformer/shooter',\n",
      " '[gameboy/sega genesis/ps1][late 90s-early 2000s] rogue-like tower climb '\n",
      " 'dungeon crawl game with boxes',\n",
      " '[sega/family][early 90\\'s] as a \"strategic\" game, seen from above to the '\n",
      " 'whole field. ¿onvi?',\n",
      " '[sega genesis] [90s] side scrolling shooter game where you play as dinosaurs '\n",
      " 'with guns',\n",
      " \"[nes, snes or genesis] [ 90's ] an upward scrolling dinosaur game\",\n",
      " '[sega genesis][80/90] a soccer game',\n",
      " \"[genesis?snes?][90's] trying to find a beat em up game i once saw my late \"\n",
      " 'older brother playing one day.',\n",
      " \"[genesis/snes] [early '90s] 2d action sci-fi platformer\",\n",
      " '[super nintendo or genesis] [early to mid 90s] side-scroller/platformer your '\n",
      " 'character wakes up with amnesia and has a weird mask he cant take off',\n",
      " \"[console, fifth generation (ps1, n64, saturn)] [mid 1990's - early 2000's] \"\n",
      " 'an old platformer of sorts that i only remember a brief bit of.',\n",
      " \"[namco or sega home console] [1990's - early 2000's] 2d platformer. enemies \"\n",
      " 'you can kill, powerups you can collect. you play as a human but the '\n",
      " 'transformations turn you into weird monsters.',\n",
      " \"[sega genesis][early 1990's] space mining game\",\n",
      " '[saga megadrive] [90s]side scrolling platform game',\n",
      " '[ps2/dreamcast][2000] fantasy flight combat game, one boss is a talking '\n",
      " 'white dragon that raised the player character',\n",
      " '[atari/sega][2005 - 2007] party game',\n",
      " '[not sure. genesis? playstation?] [92-05?] you use a bird beak as a melee '\n",
      " 'weapon',\n",
      " '[sega saturn?][95-00] game with a boy running around a 3d spherical planet. '\n",
      " 'also there was a white owl.',\n",
      " '[sega genesis] [1990s] a side scroller with fps elements and fighting things '\n",
      " 'in a department store',\n",
      " '[sega/snes][1990s] outrun-style racing game where you can travel around the '\n",
      " 'world.',\n",
      " '[nes/genesis] [90s] run and gun game',\n",
      " '[sega cd?] [1992?] vigilante game?',\n",
      " \"[sega game gear] [90's] adventure platformer similar to wonder boy series\",\n",
      " '[sega genesis] [1996] help remembering space game',\n",
      " \"[snes/sega?][90's] platformer where you are a robot toy, and your main \"\n",
      " 'mechanic is that you can elongate your neck almost infinitely',\n",
      " '[sega saturn] [1996-1999] dark fps with robots or robotic suit',\n",
      " '[sega megadrive/genesis] [1990s?] old sega game with a kid fighting enemies '\n",
      " 'with a football.',\n",
      " '[sega genesis] [around 90s i guess] robotic crabs versus fight with balls',\n",
      " '[sega genesis] [80-90s] fantasy shooter game',\n",
      " \"[sega genesis] [90's] 2d side scroller with co-op\",\n",
      " '[sega genesis] [90s] 2d-shooter game about an agent rescuing people and '\n",
      " 'shooting bad guys',\n",
      " '[sega] [1998] so this is a very old game, played on an old sega or nintendo, '\n",
      " 'arcade style, the character moves from left to right and the screen follows. '\n",
      " \"you can't go back to the left. the character changes colours and depending \"\n",
      " 'on the colour it has a different weapon.',\n",
      " '[genesis, unsure][1990+] robot that turns to ball',\n",
      " '[nes,snes,sega][1990s] rpg where a team mate is revealed to be the dragon '\n",
      " 'your hunting.',\n",
      " '[genesis][1991-1994]fighting game',\n",
      " '[genesis][\\'90s] fps with annoying \"you\\'re about to die\" sfx',\n",
      " '[sega or snes][ played it in 2000] a megaman tetris battle game',\n",
      " '[snes or sega genesis] [1992-1996] i need help remembering a certain fighter '\n",
      " 'game.',\n",
      " '[genesis][90s] battle racing game with monster drivers and top down pov',\n",
      " '[genesis][93/94] - platformer with hat and scythe guy',\n",
      " '[master system or snes] [90s] platformer where you dog has been taken to a '\n",
      " 'kennel and you need to rescue him',\n",
      " '[sega genesis][1990] rock paper scissors platformer?',\n",
      " '[sega genesis][n/a] weird platformer with a magic theme.',\n",
      " '[sega genesis] [1992-ish] side-scrolling platform \"time travel\" game',\n",
      " '[sega][1990-2000]a fantasy game with alot of puzzles and a male protagonist '\n",
      " 'with fire being important.',\n",
      " '[ps1/ps2/dreamcast][late 90s/early 2000s] rts game where you can take direct '\n",
      " 'control of mechs',\n",
      " '[sega megadrive/genesis] [90s] police/elite officer. sidescroller, there the '\n",
      " 'player runs fast.',\n",
      " '[snes or sega genesis] [1990s or early 2000s] a plataformer where you play '\n",
      " 'as a character similar to tatewaki kuno from ranma 1/2',\n",
      " '[ps1/2, saturn/dreamcast, maybe snes][unknown] it looked like wild arms but '\n",
      " 'played like crosscode',\n",
      " '[mega drive/genesis clone? ] [1990-2003] sonic game but in part where '\n",
      " 'waterfall with falling logs thing...',\n",
      " \"[dreamcast or ps1] [late 90's/early 2000's] a world map that i think was a \"\n",
      " 'mountain, black background with the player icon being a 3d model of i think '\n",
      " 'a jester?',\n",
      " '[sega?][1991] samurai type guy with a hat',\n",
      " \"[sega dreamcast][maybe early 2000's] old fantasy top down fighting game?\",\n",
      " \"[1990's - ???][sega mega drive] a 2d platforming game about breaking floor \"\n",
      " 'to defeat your enemies',\n",
      " \"[dreamcast][late 90s] animal style racing game that i can't pin down.\",\n",
      " \"[sega][1980's-1990's] sega cocktail game cabinet (image inside).\",\n",
      " '[sega genesis] [early 90s] a game about sharks or perhaps dinosaurs',\n",
      " '[nes/snes/sega saturn/megadrive/ps1] [1996~2001] game running away from bomb',\n",
      " '[ps1 or sega][mid 90s] adventure/rpg with monkeys and some sort of train '\n",
      " 'track puzzle',\n",
      " '[sega saturn] [1998ish] rpg (or game with rpg elements), that was the most '\n",
      " 'difficult game i ever played',\n",
      " '[sega genisis] [1993 perhaps] a contra like shooter',\n",
      " '[1993-2002-ish][dreamcast? ps1?] old racing game where the announcer says '\n",
      " '\"peel out!\" and \"team up!\"',\n",
      " \"[sega genesis?] [late 90's] a retro car chasing game\",\n",
      " \"[nes or sega genesis] [90's] ninja or fighting game where the last boss \"\n",
      " 'attacks you with long hair.',\n",
      " '[nes, genesis][198?, 199?] sokoban of some kind?',\n",
      " '[mega drive][1991-ish?] action side-scroller on a haunted house',\n",
      " \"[dreamcast] [1997] it's not sonic.\",\n",
      " '[sega (possibly sega cd)] [early 1990s] fighting game (mortal kombat style) '\n",
      " 'where there was a tournament outside of time',\n",
      " \"[sega genesis][late 90's-early 00's]fighting game where you can fall through \"\n",
      " 'the floors-possibly teenage mutant ninja turtles related.',\n",
      " '[sega saturn?] [1998-2003] early fmv/survival horror game, millvale?',\n",
      " '[genesis][1990s] beat em up',\n",
      " \"[psx/saturn][90's] “lost” 3d game\",\n",
      " '[sega genesis][ late 90s-early2000s] 2d beat em up',\n",
      " '[sega or ps1?][1997ish] platformer with knights where as your progress you '\n",
      " 'play as their descendants.',\n",
      " '[n64 or dreamcast] [1998?] first level was in snow you were in a team and '\n",
      " 'you could kill your own guys and when ever you do a voice on a radio would '\n",
      " \"say “ man down, man down we've got this wrong\",\n",
      " '[megadrive] [mid 90s] platformer game',\n",
      " '[dreamcast][1990-96]you wake up naked in a high rise apartment',\n",
      " \"[sega arcade][80's or fowards] a sega top view of a car chase\",\n",
      " '[sega genesis][1990s or early 2000s] breaking jugs and eating apples and '\n",
      " 'chickens',\n",
      " '[dreamcast][late 90s-early 2000s] weird first person action game on dc',\n",
      " '[sega genesis] [90s] side-scrolling game w/ japanese school girl protag',\n",
      " '[sega genesis][90s]racing game on sega genesis with three weather icons at '\n",
      " 'the start of each race',\n",
      " '[genesis][the 1990s] space exploration game',\n",
      " '[sega genesis][90s]japanese slg game',\n",
      " '[old system, possibly ps1 n64 snes or sega] [1995-2005] fantasy game that '\n",
      " 'was 2d where you could play as multiple characters but one of them was '\n",
      " 'definitely a dwarf with an ax',\n",
      " '[ps1 or genesis][~1998] street basketball game with upgradeable stats',\n",
      " '[genesis][90s?] space shooter',\n",
      " '[ps1/genesis] [mid-90s] x-men style side scroller',\n",
      " '[gamecube?/dreamcast?/n64?] [2000-2004] action shooter game where you are '\n",
      " 'being chased nonstop around the map while shooting at them',\n",
      " '[sega genesis][year??] an rpg with blue haired guy',\n",
      " '[some sort of sega system?][late 90s/early 2000s] a two-player sonic game '\n",
      " 'where the characters are tethered together',\n",
      " \"[sega][199x] 2d adventure platformer where you're avoiding mummy's/zombies \"\n",
      " 'and other monster',\n",
      " '[something similar to n-nes or sega consoles][probably before 2005] a game '\n",
      " \"that's like old sega and nintendo games where you play as a thief starting \"\n",
      " 'from the top of an apartment trying to reach ground floor and escape without '\n",
      " 'getting caught by the police inside',\n",
      " '[snes/sega/nes][1990] game with runescape/like play ... spell caster/wizard. '\n",
      " 'first enemy is werewolf?',\n",
      " \"[top loading cartridge console, maybe a sega, not an n64][90's-2000's]: \"\n",
      " 'flying on motorcycles in space, two player and fighting an angry worm on top '\n",
      " 'of a building, potentially space',\n",
      " '[sega genesis] [1988-1997?] think it was a japanese war fighting game, where '\n",
      " 'you build your warrior and you can combine them to get a higher ranking '\n",
      " 'ones....',\n",
      " '[sega genesis?][90s?] game where you shoot at monsters in boss battles that '\n",
      " 'are covered in bricks? that you also have to destroy to hit them, can '\n",
      " 'purchase things from a cyborg/robot vendor to help you, i remember one boss '\n",
      " 'being a green dragon',\n",
      " '[very old sega/nintendo game, re-released on the wii][80-90s] adventure game '\n",
      " 'where you played as an adventurer who got turned into a dragon',\n",
      " '[snes or genesis][1990-1995] a spy game where you leave a ski resort',\n",
      " \"[turbografx 16/pc engine (or maybe sega master system?)][1990'ish] top down \"\n",
      " 'army shooter',\n",
      " '[megadrive][1990] adventure game where you collect items, including '\n",
      " 'pigmy/pygmy',\n",
      " '[sega genesis][1992-93] looking for the name and/or manufacturer of a '\n",
      " 'controller i used while playing desert strike.',\n",
      " '[nes/genesis?] [90s] phantasy star esque game with pixel conversations',\n",
      " '[sega genesis][1990s?] very difficult mid-evil fantasy game',\n",
      " '[dreamcast] [90s, 00s] virtua fighters pocket version?',\n",
      " '[sega genesis][probably the 90s] 2d western shooter',\n",
      " '[sega megadrive][between 1995-2000] game similar to indiana jones but with '\n",
      " 'supernatural creatures (not castlevania)',\n",
      " \"[sega genesis] [1994?] genesis brawler i can't remember\",\n",
      " '[genesis][1992] dark 2d platformer. the main character used a giant scythe '\n",
      " 'that could flip him higher in the level.',\n",
      " '[ps1/dreamcast] [90s] horror/investigation game likely only released in '\n",
      " 'japan. niche game with extremely vague details',\n",
      " '[megadrive] [early/mid 90s] racing game',\n",
      " \"[ps1 or sega megadrive][1995 - 2000] old racing game that's been bugging me \"\n",
      " 'for years.',\n",
      " '[ps1 or megadrive] [1996] skating or racing game where you score points by '\n",
      " 'going through coloured gates',\n",
      " '[ps1 or sega saturn][mid 90s] early jrpg with a looping time travel '\n",
      " 'storyline and i think a mix of sprites and 3d graphics',\n",
      " \"[sega genesis/famicom][1980's/90's]a game that starts with an eagle taking \"\n",
      " 'away a baby. a sidescroller where you fight demons.',\n",
      " '[sega genesis][1990s] monkey tropical platformer',\n",
      " '[ps2 or ps1 or dreamcast?][early 2000s] game where you play as a dragon and '\n",
      " 'can hunt down sheep',\n",
      " \"[sega master system] [1980's] side scroller that had a eerie soundtrack.\",\n",
      " '[snes/genesis][90s] 2d mega man-like game where you play like a constructor '\n",
      " 'robot and fight dracula',\n",
      " '[sega genesis][mid90s] side scroller where you would shoot electric orbs at '\n",
      " 'dragons',\n",
      " '[sega master system ii][1992-1998] alex kidd style hotel side scoller',\n",
      " \"[genesis/(maybe?)saturn] [ early to mid 90's] co-op 2d action shooter\",\n",
      " '[saturn/ps1/ps2 - not quite sure] [late 90s-early 00s] potentially a horror '\n",
      " 'game with portals?',\n",
      " \"[nes/snes/genesis][80's/90's] beat em up game that i have yet to find a \"\n",
      " 'concrete answer for',\n",
      " '[sega genesis] [1997-ish] asian streets of rage?',\n",
      " '[ps1 or dreamcast] [199x - 2000] horror game involving a blond protagonist',\n",
      " '[sega genesis][1990s]blond-haired platform game on the genesis?',\n",
      " '[megadrive] [late 1990s-2000] game by psygnosis i think, indian and '\n",
      " 'lightening in opening scene',\n",
      " '[sega genesis][90s] a minigame type of game where you play as an animal '\n",
      " 'police officer',\n",
      " \"[sega genesis] [90's] run away from the wall sidescroller\",\n",
      " '[sega gensis][1990s]-sega gensis side scroller with native american '\n",
      " 'character',\n",
      " '[90s] [sega] hunted for thirty years.',\n",
      " \"[dreamcast?][early-mid 200's] opens on a town in flames and a fight with a \"\n",
      " 'dragon.',\n",
      " \"[genesis] [1980-1990] a genesis game that i can't remember the name to.\",\n",
      " '[genesis, i think][80-90, i think] side-view platformer',\n",
      " \"[dreamcast] [2000] this is probably a tough one bit i'll try here anyway.\",\n",
      " '[snes or genesis][1990s]a retro shmup with meaty sewers',\n",
      " '[playstation/saturn][late 1990s] mystery music from (possibly) 32 bit jrpg',\n",
      " '[megadrive/pce][1994-1994]listen to the music',\n",
      " '[sega dreamcast] [90s or 2000s] old dreamcast game',\n",
      " '[sega saturn?][pre august 1995] this was a first person shooter vs aliens. '\n",
      " 'you were in a mech suit, similar in size and design to the one ripley used '\n",
      " 'in aliens.',\n",
      " \"[genesis or tg16][early 90's] side scrolling shooter, and one of the bosses \"\n",
      " 'was a weird squarish monster that would spit a green rope of leaves at you. '\n",
      " 'you have to shoot it in the mouth before it shot the leaves.',\n",
      " '[genesis][1990-1995] final fantasy like game.',\n",
      " '[sega dreamcast][1999] action/adventure or rpg game where at the end you '\n",
      " 'have to work 40 hours at some boring job and it takes 40 real-life hours to '\n",
      " 'do?',\n",
      " '[sega dc][~2000] a top-down game where you can rescue more characters to '\n",
      " 'play as',\n",
      " '[sega genesis?,n64?][89-98] isometric rpg dark fantasy',\n",
      " \"[sega channel][mid 90's]3d fighting game\",\n",
      " \"[sega genesis][mid-late 90's]\",\n",
      " '[dreamcast][1999 - 2001]possible fantasy game?',\n",
      " '[sega mega drive] [mid 90s?] helicopter game',\n",
      " '[sega dreamcast / genesis ] [80 or 90s era?] character shooting aliens in '\n",
      " 'space ?',\n",
      " '[genesis sega][dont know the year] name of a shooter side scroll game',\n",
      " '[megadrive][1990s] side-scrolling shmup with fairies giving power-ups',\n",
      " '[90s-00s][sega?] platformer where you could transform into animals',\n",
      " \"[sega pico][late 1990's] mona lisa\",\n",
      " '[ps1 or dreamcast][maybe 2000 to 2006] please help me end this long search.',\n",
      " '[dreamcast][early 2000s] third person action game on a pier/marina',\n",
      " '[sega genesis][1990-1995?]castlevania like game with 3 female characters',\n",
      " '[sega genesis] [1985-1995] the eye...',\n",
      " \"[snes or sega genesis][1990's] what's this cartoony 2d game called?\",\n",
      " '[dreamcast][90s] zombie/monster game with character selection.',\n",
      " '[arcade or dreamcast][1997-2002] blocky 3d game on a plane',\n",
      " '[snes/genesis][1990s]futuristic fighter/shooter 2d sidescroller.',\n",
      " \"[genesis][90's] electric alien jungle\",\n",
      " '[sega dreamcast][mid to late 90s] game where you were a wizard and you had '\n",
      " 'to jump across these concrete blocks and not fall down with a dark purple '\n",
      " 'background. this was just one instance of the game i remember. may or may '\n",
      " 'not have been a wizard but memory is telling me you were a wizard in a robe.',\n",
      " '[sega genesis/master system][????] sonic in a spaceship?',\n",
      " '[genesis or ps#][early-to-mid 1990s] 3d fighting game with japanese-speaking '\n",
      " 'female character.',\n",
      " \"[sega genesis][around 1995] still searching for shoot'em up where you defend \"\n",
      " 'a city under a deflector shield',\n",
      " '[genesis][2010s]sonic 1 romhack',\n",
      " '[dreamcast][04] animal jumping across sky bridge',\n",
      " '[snes or megadrive(genesis)][early 90s] game where you control a spider.',\n",
      " '[dreamcast or ps2] [2000-2005] fantasy sjrpg',\n",
      " \"[dreamcast][early 2000's] vehicle shooter\",\n",
      " '[sega genesis/snes][early 1990s] mario-style 2d adventure/fantasy platformer '\n",
      " 'with a giant sunflower enemy?',\n",
      " '[00s][dreamcast/xbox] open world drving game',\n",
      " '[snes and/or sega genesis] [90s?] 16-bit era game where you could take '\n",
      " \"control of any enemy's mech(?) you defeated\",\n",
      " \"[sega genesis][1990s]used to play this game as a kid and can't remember name \"\n",
      " 'of it',\n",
      " \"[arcade/dreamcast][early 2000's]game where you ride a flying bicycle and fly \"\n",
      " 'through balloons',\n",
      " \"[sega genesis][late 90's] old side-scrolling platformer were you could glide\",\n",
      " '[sega genesis][90s]breakout style game for sega genesis',\n",
      " '[sega genesis?][90s] straight path racing game with cactus plants and '\n",
      " 'mountains in the background.',\n",
      " '[snes/nes/genesis?][1990s] halloween-themed fighting game',\n",
      " '[sega genesis][n/a]looking for a side-scroller that had a dark tone and a '\n",
      " 'sort of specific opening',\n",
      " '[sega][1995?] jrpg possibly based on an anime',\n",
      " '[megadrive][199x] 2d viking/barbarian platformer',\n",
      " '[snes or genesis] [1990s]',\n",
      " '[sega game][90s]i can only remember the end of the tv commercial',\n",
      " \"[genesis][old] beat'em up game about hip hop kids beating fbi \"\n",
      " 'agents/security guards up',\n",
      " '[ps1/dreamcast(?)][90s]japanese experimental music video game with flying '\n",
      " 'shoe',\n",
      " '[ps1/flash/sega][1995-2006] lunar lander with cargo pickup swinging '\n",
      " 'pendulums',\n",
      " '[genesis][early-mid 90s] opening involved some sort of really high tower?',\n",
      " '[genesis/snes][90s] jrpg-style game with text-entry-based magic system',\n",
      " '[dreamcast] [1999-2004] 3rd person game, definitely made in japan',\n",
      " '[sega genesis][90s] a game where you use a group of cavemen to reach a goal. '\n",
      " 'similar to lemmings.',\n",
      " '[snes/genesis][90s]first person console rpg similar to miracle warriors',\n",
      " '[dreamcast][early 2000s] game about brightly colored top fighters on '\n",
      " 'floating arenas.',\n",
      " '[snes or sega][1990s]racing game',\n",
      " \"[sega genesis] [90's] japanese game\",\n",
      " '[sega genesis][mid 1990s] top down perspective action rpg',\n",
      " '[sega genesis][early 90s] bad game in a castle',\n",
      " \"[sega genesis][early/mid '90s] team game where you were sent to the \"\n",
      " 'underworld when you died',\n",
      " '[sega] [1990s] jungle game',\n",
      " '[sega?][nineties?]sides scroll rpg with a clock and schedule mechanic',\n",
      " '[genesis][1990-1995] horizontal shoot them up similar to r-type',\n",
      " '[genesis][1995] dark action platformer',\n",
      " \"[dreamcast][beat'em up] i'm trying to remember this game i played when i was \"\n",
      " 'younger.',\n",
      " '[genesis?][90s?]game briefly shown in haunting of hill house',\n",
      " '[nes or ..genesis?][est 93] side-scrolling third person shooter.',\n",
      " '[ps1/sega saturn][early 2000s] japanese tactical/sim game featuring anime '\n",
      " 'intro and it\\'s called \"bottom top\"?',\n",
      " '[sega genesis][95?]turn based fantasy strategy game, hexagonal or octagonal '\n",
      " 'tiles i think',\n",
      " '[sega][1998?]weird dog sega game?',\n",
      " '[sega genesis/mega drive] [top down shooter] game where you play as '\n",
      " 'different \"soldiers\".',\n",
      " \"[genesis or snes][90's] classic side scrolling spiderman game\",\n",
      " '[sega][early 90s] trying to find old space-based game',\n",
      " \"[n64/dreamcast][late 90's/early 2000's] trying to remember an old tactical \"\n",
      " 'fps from my childhood',\n",
      " \"[sega or psx][1990's]trying to think of a game. 3d spider moving on a grid?\",\n",
      " '[genesis/flash][1990s/2000s] chubby pixel soldiers rts or tactical game?',\n",
      " \"[sega saturn][1990's] a choice based game, starts on a sea platform.\",\n",
      " '[sega genesis][mid-90s] side-scrolling bee themed shooter? the 90s, what a '\n",
      " 'time.',\n",
      " '[sega genesis][1990s] mortal kombat??',\n",
      " '[dreamcast] [early 2000s/late 90s] dreamcast game in which you play as a '\n",
      " 'psycho killer woman',\n",
      " '[3do?/saturn?/amiga?/?][1995-2000]top down racing game with really cartoony '\n",
      " 'graphics.',\n",
      " '[dreamcast][1999-2001ish?] wireframe mountains car game',\n",
      " \"[dreamcast][2005]a japanese game i played as a kid at a friend's house\",\n",
      " \"[genesis][early 90's] side-scrolling, multiplayer beat-em-up with a vaguely \"\n",
      " 'fantasy theme',\n",
      " '[sega][2000+]awesome robots game',\n",
      " '[sega genesis/sega cd][90s] sidescroller where you fight over a girl against '\n",
      " 'some jerk',\n",
      " \"[dreamcast][late 90s- early 2000's] you started in the water as like a \"\n",
      " 'bacteria and you had to grow into an animal or something?',\n",
      " '[sega/snes][before 2002]war game where you control a (ufo?) ship that sucks '\n",
      " 'in enemy units (tanks, infantry) that you can then deploy to fight for you.',\n",
      " \"[genesis] [early 90's] what is this game? i need to know!\",\n",
      " '[sega genesis][between 1989 and 1992] a platform where the main character '\n",
      " 'attacks throwing an egg',\n",
      " '[sega saturn][1996-1999]a game like purikura daisakusen but different.',\n",
      " '[genesis][90s] 2d platformer, a little boy with a bubble gun and a pink '\n",
      " 'friend.',\n",
      " '[sega?][95-2005]can you please help me finding this game?',\n",
      " '[sega cd and/or 32x][1994-1996ish]i only remember this one awesome quote...',\n",
      " \"[snes or genesis][early/mid 90's] a strategy/tactics style game? not shining \"\n",
      " 'force',\n",
      " '[sega mega drive/genesis][90s]sidescroller shooter, very contra-like',\n",
      " '[sega mega drive][1994?]a robot sidescrolling beat-em-up',\n",
      " '[sega mega drive][1990-1999]looking for a action adventure rpg for sega',\n",
      " '[genesis][90s-ish]3 characters game',\n",
      " '[genesis? snes?][mid 90s]platformer game where you pick an animal to play as '\n",
      " 'with different abilities. bunny can jump very high, for example.',\n",
      " '[sega genesis] [1990-2000(?)] a game i used to play through emulation',\n",
      " '[snes/genesis][90s]third person soldiers',\n",
      " '[snes/genesis maybe nes][late 80s or early 90s] 2d puzzle platformer game '\n",
      " 'set in a tropical island',\n",
      " \"[unknown console with genesis controller][mid-90s] dragon's lair style game, \"\n",
      " 'but anime fantasy.',\n",
      " '[nes/sega][late 80s/early 90s] mobster/mafiagame rpg?',\n",
      " '[ps/ps2 or dreamcast][95-2005] rpg with combos required for combat',\n",
      " '[sega saturn/dreamcast(maybe)][1997-2003]early 2d platform fighter game, '\n",
      " 'final boss 3 sequential fights vs him as different elements',\n",
      " '[genesis/snes?] [1990s?] a side-scrolling shooter',\n",
      " '[megadrive/genesis?][1900s]2d sidescroll sewage themed',\n",
      " '[sega mega drive][1990-1997]game where you play as kid and catch butterflyes',\n",
      " '[genesis][90s] single-player platformer with violence/gore, monsters, '\n",
      " 'castevania looking graphics',\n",
      " '[sega genesis][1990+?]puzzle sort of game with multiple mini games',\n",
      " '[sega genesis][early 90s]violent 2d fighter game',\n",
      " \"[sega mega drive/genesis][mid 90's] zelda-type game\",\n",
      " \"[snes/genesis?][early 90's??]a game that had like a castle-medieval style\",\n",
      " '[a sega console... maybe][around 2000] i played it in italy, fighting game',\n",
      " \"[sega genesis][90's]genesis game i've tried to locate\",\n",
      " \"[ps1 and/or sega][late 90's/early 2000's]\",\n",
      " \"[nes/snes/maybe sega][mid-90's] rpg/platformer\",\n",
      " '[sega][1995-1999] sidescrolling platformer where you play as a humanoid '\n",
      " 'character with a sword in a colorful world',\n",
      " '[snes or genesis][90s] platform game where you defend yourself kind of an '\n",
      " 'umbrella and could co-op with cpu',\n",
      " '[genesis][1990s] single or multiplayer side-scroller where character is a '\n",
      " 'young child fighting medieval monsters and dragons',\n",
      " \"[megadrive/genesis] [mid '90s] game with a car chase animation\",\n",
      " '[sega saturn][mid 1990s] spacecraft fps - invisible aliens',\n",
      " '[nes/genesis][90s] mario like side-scrool platformer.',\n",
      " '[dendy(nes)/mega drive?][83-95] side scrolling shooter/beat-em-up with a '\n",
      " 'flat 8 bit art style, without perspective, that had crates and grey walls?',\n",
      " '[sega/nintendo?][90s]fighter game which uses your head as a weapon.',\n",
      " '[nes/sega][90s]trying to find the gaming console',\n",
      " \"[genesis/snes][1995]sci-fi game with both space ship shoot'em up and run and \"\n",
      " 'gun sections',\n",
      " \"[genesis][90's]survival game where you start out in a cave, kick slugs, and \"\n",
      " 'fight a bull',\n",
      " \"[sega megadrive/genesis][1990s]can't recall game name.. running down screen\",\n",
      " '[snes, megadrive, or ps1][1990-99] scifi rpg with first-person panel/screen '\n",
      " 'switching battles.',\n",
      " '[genesis/snes][early 90s] medieval action/adv sidescroller where first boss '\n",
      " 'is a huge bee/wasp',\n",
      " '[megadrive/genesis][early mid 90s] up scrolling shooter where you are in a '\n",
      " 'car/jeep',\n",
      " \"[sega genesis][early 90's]first-person mech battle\",\n",
      " '[genesis/playstation?][90s] isometric game where you are killed and '\n",
      " 'resurrected right away in a coffin',\n",
      " '[genesis / megadrive][unknown year] non sega-cd game with full motion video',\n",
      " '[sega saturn][1995-8]underwater first-person shooter',\n",
      " '[snes or some old sega][1990 - 2000]a top down view asterix & obelix game',\n",
      " '[genesis/snes][1996?]explorer adventure/puzzle game',\n",
      " '[pc/megadrive][early 90s]some game where one level is based on candy?',\n",
      " '[sega saturn][1995]a game about a flying monster',\n",
      " '[snes/genesis][90s] old turn based rpg with monsters as party members.',\n",
      " '[sega sc3000][early 1980s] 2x photos (in comments) of game with flying '\n",
      " \"machines. can you help identify? bonus amazing 70's wallpaper in photos.\",\n",
      " '[psx/dreamcast][???]old dungeon game',\n",
      " '[sega genesis] [early 2000s] - only memories of first level and really early '\n",
      " '2nd level',\n",
      " '[nes/snes/genesis?][1990]2d fantasy scroller rpg',\n",
      " \"[snes or master system/mega drive][late 90's/early 2000s] side scrolling rpg\",\n",
      " '[snes?sega?][over 22 years ago]possible rpg with turn based combat.',\n",
      " \"[genesis][90's]it was kind of like xcom but you fought other human soldiers\",\n",
      " '[genesis][1997-ish]played a sega genesis game at toys r us. metal slug style '\n",
      " 'where you attack a building and the building has people throwing things out '\n",
      " 'the window at you',\n",
      " '[master system] [90s] baby with a wooden stick',\n",
      " '[nes/megadrive2][90s]a kind fighter game of mine',\n",
      " '[ps1/sega][1995-2004] looking for a shooter game set in a '\n",
      " 'school/cafeteria/garden area. unsure if on ps1 or the sega.',\n",
      " '[dreamcast][2005-2006] controlling an anti air gun, trying to shoot down air '\n",
      " 'vehicles.',\n",
      " '[probably old console like the snes or genesis][2000s or probably earlier] '\n",
      " \"old timey jrpg, not in english, played as a child, didn't understand a \"\n",
      " 'thing, never found it again.',\n",
      " '[sega genesis][90s] side scroller platformer in which the characters run on '\n",
      " 'roofs',\n",
      " '[sega genesis][1990s]wierd futuristic shooter',\n",
      " '[sega genesis][mid-later 1990s] floating around with a laser canon under '\n",
      " 'your arms?',\n",
      " '[ps1? sega?][late 90s] someone has to know this!',\n",
      " \"[snes/sega/idk][early 90's] samurai megaman demonkiller?\",\n",
      " '[sega genesis][~1995]cartoon styled anthropomorphic airplane/copter '\n",
      " 'sidescroller',\n",
      " '[ps1/saturn][2001]looking for a game i saw played years ago.',\n",
      " \"[genesis][90's] hovercar on rails shooter\",\n",
      " '[pc/sega][1990-2004]cartoonish sidescroller shotter co-op',\n",
      " \"[snes, genesis, maybe dreamcast or ps1, but i don't think so][before 2005] \"\n",
      " 'japanese style fantasy game where you battled fictional armies with generals',\n",
      " '[sega i think][year no idea..] a game to do with combing rings to get '\n",
      " 'different magic abilities.',\n",
      " '[sega][90s??] cloud jumping action game',\n",
      " '[dreamcast] [unknown] dungeon crawling rpg',\n",
      " '[sega dreamcast][late 90s-very early 2000s?]dodgeball game where you play as '\n",
      " 'japanese girls in gym class uniforms',\n",
      " '[sega saturn][???]need help getting the name of a sega saturn game',\n",
      " '[snes /genesis][1991-1995]adventure / platformer game',\n",
      " '[sega dreamcast][1999-early 2000s(???)] sidescrolling adventure in a house',\n",
      " '[genesis/mega drive][92-94] shooting game on a non-standard cartridge with a '\n",
      " 'yellow bullseye label.',\n",
      " '[dreamcast or ps1][2000?]3d ninja game',\n",
      " '[sega genesis][90s] investigator game where you travelled to different '\n",
      " 'cities',\n",
      " \"[playstation/dreamcast/n64(i don't know)][late90s/early00s]game with tanks \"\n",
      " 'and plane combat, but like toy sized in a house.',\n",
      " '[genesis][1990s]cyberpunk overhead game with spells and guns',\n",
      " '[dreamcast?][year?]what game is the guy in this pic holding?',\n",
      " \"[genesis/snes] [mid 90's] airplane/car cartoony platforming game\",\n",
      " \"[dreamcast][1990's or early 2000's]fighting game where characters could fly\",\n",
      " \"[genesis][early 90's] isometric action adventure game. i remember you could \"\n",
      " 'pick up chickens in the towns.',\n",
      " '[genesis/saturn?] [1990-2000] sidescrolling shooter game with '\n",
      " 'monsters/zombies/ghosts',\n",
      " '[arcade/snes/genesis][1991-1995]old side scroller beat em up',\n",
      " \"[sega saturn] [90's] side scrolling fighter with multiple characters (a ton)\",\n",
      " \"[sega saturn][90's] rpg with multiple branching paths / endings\",\n",
      " \"[sega genesis][90's] a really awful, garbage dinosaur game.\",\n",
      " \"[sega mega drive][1990's] monkey platformer\",\n",
      " '[3do or saturn or else][early 1990s]\"horror\" fmv game',\n",
      " '[sega mega drive?][90s] 2d platformer. fantasy. wizard is a playable '\n",
      " 'character.',\n",
      " '[sega genesis][1994-1996?]beat em up',\n",
      " '[sega][late 90s] racing game.',\n",
      " '[nes or genesis/md][1988-1995] i remember the game being called '\n",
      " '\"beachcomber\" but that doesn\\'t appear to be correct',\n",
      " '[dreamcast/n64/ps1][1998-1999] old medieval type game, puzzle/platformer',\n",
      " '[genesis/nes][90s] the first rpg i ever played',\n",
      " \"[sega genesis][early 90's] fighting game with mortal kombat style finishers, \"\n",
      " 'but combo stats like killer instinct',\n",
      " '[sega genesis][1996] co-op scifi shooter',\n",
      " \"[sega saturn or psx][90's/2000's]space fight / exploration / rpg\",\n",
      " '[sega?][1990s]obscure turn-based rpg',\n",
      " '[arcade or ps1/saturn/dreamcast][mid-late 90s]looking for game with a '\n",
      " 'certain game over screen',\n",
      " '[sega genesis][???] jrpg',\n",
      " '[sega saturn, dreamcast][1996-2003] open-world? caveman? game from one of '\n",
      " 'the sega systems',\n",
      " '[nes/sgenesis/snes][1990-94]caveman? game with birds on powerlines in city '\n",
      " 'level',\n",
      " '[master system][early nineties]co-op shooter game',\n",
      " \"[console cant remember if snes or sega][90's]2 player robot battle\",\n",
      " \"[dreamcast][early 00's] looking for a dreamcast game where you flew around a \"\n",
      " 'kitchen in a tiny plane.',\n",
      " \"[megadrive/snes][90's]platformer chibi anime style with two playable \"\n",
      " 'characters',\n",
      " '[genesis] [90s] guy that throws his hat at enemies',\n",
      " \"[snes/genesis] [early/mid 90's] co-op game beat em up-ish\",\n",
      " '[sega genesis or snes][90s]played a slime/monster character with a hockey '\n",
      " 'stick who would hit a slime ball around',\n",
      " \"[genesis?][late 80's?] top-down speeder, blue and red cars...\",\n",
      " \"[sega/ps1?][early 2000's]robot fighting/arena game\",\n",
      " \"[sega] [90's] soccer game where you shoot against a wall\",\n",
      " '[ps1/2 or dreamcast][late 90s early 2000s] robot game with lasers and '\n",
      " 'missiles?',\n",
      " '[genesis][1990s]top down fantasy army game',\n",
      " '[genesis][late 80s] point and click puzzle based adventure game',\n",
      " \"[nes or genesis][early 1990's?]contra-like sidescroller\",\n",
      " \"[genesis/snes/dreamcast][90's]old 2d robot platformer\",\n",
      " '[dreamcast][2001ish]girlfriend has a very vague memory of a dreamcast game',\n",
      " '[genesis? snes?][early 90s] side scroller platformer',\n",
      " '[nes or master system][1990] top-down view, co-op game',\n",
      " '[genesis/megadrive][early to mid 90s]platformer, possibly scifi',\n",
      " '[sega genesis][90s]small animals where you go around a town',\n",
      " '[megadrive][early 90s]platformer where you could combine rings in different '\n",
      " 'combinations to give different attacks',\n",
      " '[sega][1995?] army game (blue and red team) where you control 4 men.',\n",
      " '[sega master system][90s]game with armored polarm holding guards, all '\n",
      " 'different animals. i recall a cat guard and a dog guard.',\n",
      " \"[sega genesis / mega drive][90's] 2d side scrolling platformer\",\n",
      " \"[genesis/md][90's] creepy space shooter\",\n",
      " \"[dreamcast][early 2000's] horror game\",\n",
      " '[megadrive/gensis][2006?] a shooter with this description',\n",
      " '[genesis][90s] non-scrolling platformer/adventure game',\n",
      " \"[megadrive][199x] game where you would punch off people's heads, side \"\n",
      " 'scroller',\n",
      " '[sega mega drive / genesis][year: unknown] platforming game',\n",
      " '[snes/genesis?] [90s?] game with a toyland level',\n",
      " '[sega master system][late 80s] adventure/platformer similar to kenseiden',\n",
      " '[nes or sega][late 90s] 3 hero platformer (bull head - lion head - fly head)',\n",
      " \"[snes? sega? ps1? n64?][90's] apparently extremely obscure secret of \"\n",
      " 'mana-like game',\n",
      " '[sega genesis][early 90s?] autoscrolling (side) shooter',\n",
      " '[sega genesis][pre 2000]play as some kind of blue robot mech with a motor '\n",
      " 'bike, cant remember what its called.',\n",
      " '[sega genesis(?)][1990s]platformer in which you play as a pink guy',\n",
      " '[sega genesis][80-90s]a 2d shooter with worm like aliens or parasites?',\n",
      " \"[dreamcast][2000's]ride a dragon through checkpoints\",\n",
      " '[sega][90s] a jrpg made by a co. that is no longer running',\n",
      " '[16 bit sega console][1990s] old game with a wizard/witch and other player '\n",
      " 'options',\n",
      " '[sega][<2000]looking for game with a guy in a flying wheelchair',\n",
      " '[dreamcast or saturn][1997ish] game that was frequently on demo mode in '\n",
      " 'blockbusters',\n",
      " '[ps1, possibly genesis][2002ish] medieval sprite based rpg where guards '\n",
      " 'cross axes',\n",
      " '[idk/genesis/saturn][90s]jrpg war game',\n",
      " '[90s] [snes/genesis] horror themed game',\n",
      " '[psone or dreamcast][1997-2000] rpg game with a sliding puzzle',\n",
      " '[sega megadrive][early 1990s] fantasy sidescroller set in a ruined world?',\n",
      " '[mega drive/genesis][1991] strategy game bit like total annihilation/supreme '\n",
      " 'commander',\n",
      " '[mastersystem3][1990-2002] security fox/cat in a haunted museum',\n",
      " \"[sega][early 90's] mcdonald's sponsored platform shooter/ 2 player / shot \"\n",
      " '\"goo\" from guns',\n",
      " '[ps1 or dreamcast][1999-2001] flying game where you play as a toy (or '\n",
      " 'something small).',\n",
      " '[sega genesis][199x]racing game where you can make your own track',\n",
      " \"[console-genesis?][90's]possibly mega drive sidescroller with freeze/flame \"\n",
      " 'guns ect , co-op',\n",
      " '[sega genesis][1994]2d side scroller fantasy setting multiple characters to '\n",
      " 'play as.',\n",
      " '[sega genesis][unknown year] sidescroller mecha/robot game that had 1vs1 '\n",
      " 'beat em up style battles for boss fights',\n",
      " '[sega saturn][1999-2003?]after forever of searching on my own, maybe some of '\n",
      " 'you can help.',\n",
      " \"[genesis][90's] hockey game with a world map team select screen\",\n",
      " '[sega(master/mega-drive)/famicom/atari consoles][1998-2001] '\n",
      " \"rpg/dungeon-esque with lots of elements related to popular rpg's of said \"\n",
      " 'time-frame.',\n",
      " '[sega saturn][~2000]side-scrolling shooter. players had a choice of 3(?) '\n",
      " 'characters.',\n",
      " '[sega genesis][1990s] what is the name of this brick-breaking game?',\n",
      " \"[snes/genesis??][late '90s/00s] game where you learned about healthy food, \"\n",
      " 'pretty sure the main character had diabetes and needed to eat to maintain '\n",
      " 'his blood sugar??',\n",
      " '[pc engine/turbografx or sega mega drive][about 1995] tiny superhero game',\n",
      " '[nes/snes/sega][199?-2000]2d action/fighter game',\n",
      " '[sega][columns iii] x-post from /r/gaming looking for help identifying a '\n",
      " 'mystery cover man',\n",
      " '[sega genesis][1994-1998]weird sidescroller, head throwing player character',\n",
      " \"[sega][90's] stage-based top-down action co-op game\",\n",
      " '[sega][late90s-early2000s] vertical view of a purple guy with 2 blasters and '\n",
      " 'you shoot big monsters and stuff',\n",
      " '[sega][unknown]cant remember this game for the life of me- serious reach '\n",
      " 'here..',\n",
      " '[genesis][1990s] top down multidirectional space shooter',\n",
      " '[sega ms or snes][early-mid 90s]searching for a two player shooting game '\n",
      " 'from my childhood.',\n",
      " '[psx/sega genesis][1999]top down alien shooter.',\n",
      " \"[n64?/ps-2?/sega's?][90's - early 2000's?] old scientist instructs player to \"\n",
      " 'collect items',\n",
      " '[genesis][1995?]flying ninja game.',\n",
      " \"[not sure maybe sega cd1][90's]what game is this. driving me crazy\",\n",
      " '[sega genesis][1990-1994] an rts/action game featuring cartoony military '\n",
      " 'squads of 5 soldiers each fighting on static maps. (not cannon fodder)',\n",
      " '[sega genesis][1990-2000] side scrolling, jungle themed game',\n",
      " '[sega genesis][90s]rpg. never played it but watched a friend play',\n",
      " '[old system possibly sega][unknown]',\n",
      " '[super nes / or sega gen?][1998ish] space fighter game, fighting giant '\n",
      " 'monster head',\n",
      " '[dreamcast][late 90s?] island/tiki themed 3d fighting game',\n",
      " '[dreamcast][1996-2003]adventure(?) game in tips&tricks magazine',\n",
      " '[nes/mega drive][early 90s]samurai themed - get kicked by a huge giant foot '\n",
      " 'when falling down',\n",
      " '[sega/genesis?][90s?] rpg soccer game',\n",
      " \"[sega, snes, commador, pm, idk] [90's] top down view airplane bombing game, \"\n",
      " 'able to move anywhere.',\n",
      " \"[sega,nes idk][19s]a platformer that i can't remember\",\n",
      " \"[sega saturn][90's] hilarious cartoony side scrolling game, music themed, \"\n",
      " 'little boy peeing waterfall',\n",
      " '[nes, snes, or something sega][around 1990] slightly surreal sidescroller',\n",
      " '[dreamcast][n/a]multiplayer game',\n",
      " \"[genesis][90's] sidescroller? intro had wireframe pseudo 3d graphics with a \"\n",
      " 'detailed analysis of a robot/mech',\n",
      " '[sega genesis] [1999-2001] platformer - had big red dude whose catchphrase '\n",
      " 'was \"plasma\"',\n",
      " '[dreamcast][early 2000s]game with many monsters and such coming out of caves '\n",
      " 'and portals and as you attacked the caves, the monsters coming out got '\n",
      " 'weaker?',\n",
      " \"[ps1 era, possibly saturn?][mid 90's] jrpg that opens on a boat\",\n",
      " '[sega ???][mid/ late 90s/ early 2000s] 2d platformer/ side scrolling shooter '\n",
      " 'with kirby- like character transformation mechanics',\n",
      " '[genesis][90-00]platformer with house as stage select',\n",
      " '[sega megadrive][early/mid 90s] single screen game with 2 players, each with '\n",
      " 'access to several spaceships, each with a particular ability. poss japanese '\n",
      " 'and may have had a 3/4 digit number in the title.',\n",
      " \"[sega genesis / mega drive][early-mid '90s] scrolling platformer with skater \"\n",
      " 'kid, first boss gets off the subway to fight you?',\n",
      " \"[pc/genesis][mid - late 90's] platformer with tornado spin mechanic\",\n",
      " '[sega ms or nes][1980s] side scroller where you gained animal powers',\n",
      " '[sega master system][mid-90s] please help me find out the name of a game i '\n",
      " 'played as a kid.',\n",
      " '[sega][90s] 2d action game on a rooftop',\n",
      " '[genesis/mega drive][1997-1999]first person shooter on sega genesis',\n",
      " '[sega genesis][1990s] turn based rpg',\n",
      " '[sega genisis][90s] little red robot',\n",
      " '[sega genesis][1995?]disney-related game. had a memory game with the three '\n",
      " 'ducks from ducktails.',\n",
      " '[sega genesis][~1995]war game where you control a team of ~4 soldiers and '\n",
      " 'combat another team of soldiers.',\n",
      " '[sega megadrive][199-]top down scroller where you control a tank',\n",
      " '[genesis][1990-92]bloody hack and slash game.',\n",
      " '[sega genesis/mega drive maybe][90s] 2d side scrolling, you collect coins '\n",
      " \"and it's a fantisy side scroller. possible name details as well...\",\n",
      " '[genesis][90s?] a game where your character (a robot) could use his head as '\n",
      " 'a nuke to kill everything on the screen.',\n",
      " '[sega genesis][mid 90s]red vs blue cartoony strategy game',\n",
      " '[nes, genesis, snes][not sure of year]action/adventure game similar to '\n",
      " 'castlevania',\n",
      " '[sega genesis][unknown] fighting game',\n",
      " '[sega genesis][1990s]i need help...',\n",
      " '[sega cd][1990s?] a space ship that turned into a tank.',\n",
      " '[sega genesis][1990s?] a top down, 2d space ship game.',\n",
      " '[genesis?][1988-1998]dark fantasy side scroller',\n",
      " '[genesis][early/mid 90s] platformer taking place in high fantasy world. 3 '\n",
      " 'playable characters, upgrade system, a lot hidden areas',\n",
      " '[sega megadrive/master system][?]platformer where the demo briefly shows the '\n",
      " 'cross section of a house/shop.',\n",
      " '[dreamcast][idk]rpg that i played in the early 2000s',\n",
      " '[sega][90s]first-person rpg?',\n",
      " '[snes or genesis?][90s]platformer with different animals',\n",
      " \"[nes/snes/megadrive][mid90's]looking for platformer from childhood\",\n",
      " '[sega 32x][90s]cave flyer/thrustlike game for sega 32x',\n",
      " \"[sega genesis][early 90's]rpg game with a purple cover???\",\n",
      " '[dreamcast/n65] [2001+] play as a boy, forest adventure/castle -woman '\n",
      " 'screams monsters in the castle.',\n",
      " \"[genesis][early 90's]sidescrolling robot fighting\",\n",
      " '[sega genesis][1990-2000]old pixel rope swinging game?',\n",
      " \"[(s)nes/genesis][90's] western platformer/shooter with map scene\",\n",
      " '[snes/saturn/genesis?][mid-to-late 90s] isometric rpg--been trying to find '\n",
      " 'this for about five years',\n",
      " \"[megadrive/genesis] [90's] top down shooter/fighting game controlling a \"\n",
      " 'person (wizard?).',\n",
      " \"[dreamcast/gamecube] [late 90's-mid 00's] please help me get nostalgia \"\n",
      " 'scares.',\n",
      " '[sega saturn?][1994-1997?]unbeatable game, screen had a town and the other a '\n",
      " 'dinosaur?',\n",
      " \"[genesis?][1990's] rpg where you could rename every character int he game \"\n",
      " 'with a cheat code?',\n",
      " '[sega genesis or snes][early 1990s] a beat-em-up set around wwii and with '\n",
      " 'lots of weapon pickups',\n",
      " '[sega megadrive/genesis][mid 1990s] old platformer, protagonist was a red '\n",
      " 'guy in bandages.',\n",
      " '[dreamcast(?)][idk]survival horor/horror movie',\n",
      " \"[sega genesis ][90's?] action rpg with elemental magic and an underground \"\n",
      " 'dungeon',\n",
      " '[ps1/dreamcast][unknown]trying to find old ps1 game i played with my '\n",
      " 'deceased father.',\n",
      " '[nes or sega][90s] sidescroller/platformer with magic spells to turn into '\n",
      " 'animals',\n",
      " '[dreamcast][1990s/2000s] oldschool dreamcast party game?!',\n",
      " '[dreamcast] [2000?] a four player fighter that was similar to how super '\n",
      " 'smash bros plays',\n",
      " '[16 bit snes? sega?][94?] disney? platformer',\n",
      " \"[sega saturn][early 90']downhill snowboarding game with a music track in it \"\n",
      " \"called 'egg tail.'\",\n",
      " \"[sega genesis][90's]platformer about a magic knight\",\n",
      " '[sega master system][early 90s] weird space game',\n",
      " '[genesis][early 90s]sega or nintendo 2-d sidescroller where you jump behind '\n",
      " 'a bush at the beginning to avoid a searchlight',\n",
      " '[possibly sega saturn][1995] old fighting game',\n",
      " \"[nes/sega][early 90's]sidescroller where you attack zombie-like people in \"\n",
      " 'pajamas or something',\n",
      " '[megadrive/genesis][90s] side scrolling alien shooter where you could buy '\n",
      " 'new ships',\n",
      " \"[snes/genesis?][early-mid 90's]fighting game with unique character select \"\n",
      " 'screen',\n",
      " \"[nes / sega master system?] [late 80's / early 90s?] looking for 8-bit side \"\n",
      " 'scroller',\n",
      " '[sega genesis][my white wale] main menu contains different colorful '\n",
      " 'furniture (against a dark background), with each selectable piece bringing '\n",
      " 'you to different \"levels\" or mini-games',\n",
      " '[dreamcast][90s] rpg game with tower in a forest',\n",
      " '[snes?/sega?][1993-1996?]2d sidescroller',\n",
      " '[dreamcast i believe][00s]like street fighter except it was like the '\n",
      " 'mini/child versions of the fighters.',\n",
      " '[snes or genesis][early 90s] adventure type game where you needed to find '\n",
      " 'the hidden crown',\n",
      " '[dreamcast][2000] a hoverboard racing game',\n",
      " '[arcade(possibly sega genesis)][late 80s] driving / combat game',\n",
      " '[sega gen][early 90s rpg]',\n",
      " \"[genesis][90's]you start the game running from a giant wheel. i remember it \"\n",
      " 'being dark and you are a soldier....',\n",
      " 'beat up an angry house? [sega or early playstation] [1994-1998]',\n",
      " '[dreamcast?][90s] car game with wings',\n",
      " \"[nes/snes/genesis/arcade] [1980-199x] can't remember what this game is, but \"\n",
      " 'the music has stuck with me for a long time.',\n",
      " '[mega drive][late 90s] top down space puzzle with giant centipede/snake '\n",
      " 'monster',\n",
      " '[genesis][2007] a game similar to sonic, play as a yellow creature, rock and '\n",
      " 'roll themed',\n",
      " '[nes/sega][90s]trying to find a game for ages',\n",
      " '[snes or sega][1995-1997] had to save four fairies lol',\n",
      " '[snes/sega][90s]popular musical sound from rpg.',\n",
      " \"[sega genesis][early/mid 90's]knight side-scroller that was on sega channel\",\n",
      " '[sega mega drive][90s] crash bandicoot-type 3d platformer',\n",
      " '[sega saturn][idk year]2 games!',\n",
      " '[sega/playstation][yr ?] old platforming game where you could hang glide.',\n",
      " \"[genesis][90's]shmup on the genesis\",\n",
      " '[segaish][90s] strategy game i think it had dragon in the name...',\n",
      " '[segaish][90s] strategy game i think it had dragon in the name...',\n",
      " '[segaish][90s] strategy game i think it had dragon in the name...',\n",
      " '[segaish][90s] strategy game i think it had dragon in the name...',\n",
      " '[segaish][90s] strategy game i think it had dragon in the name...',\n",
      " '[segaish][90s] strategy game i think it had dragon in the name...',\n",
      " '[segaish][90s] strategy game i think it had dragon in the name...',\n",
      " '[segaish][90s] strategy game i think it had dragon in the name...',\n",
      " '[ps1, dreamcast?][2000-2003?] cops seek into building to fight robots and '\n",
      " 'other people with guns.',\n",
      " \"[megadrive/genasis][90's]2d side scrolling puzzle game\",\n",
      " '[sega genesis][90s] side scroller/ fighter with robots with interchangable '\n",
      " 'parts.',\n",
      " \"[sega genesis][90's] knight making his way through grid-based dungeons.\",\n",
      " \"[sega genisis][90's] platformer with wizards collecting rabbits.\",\n",
      " '[sega cd/saturn][90s]fantasy game with hoppy rabbits',\n",
      " '[sega genesis] [~1993] sidescroller with \"power rings\", elemental powers '\n",
      " 'depend on ring in use',\n",
      " '[snes or sega][early 90s]looking for a specific jrpg',\n",
      " \"[sega mega drive][90's] adventure ish game where you fly?\",\n",
      " '[megadrive][early90s] black cartoony character with a star for a face',\n",
      " '[sega genesis][199x] spaceship battle game?',\n",
      " '[sega][1990s] first person shooter involving robots, maybe aliens, and a '\n",
      " 'screen that would rotate left and right',\n",
      " '[sega genesis][1990s]puzzle platform',\n",
      " '[sega genesis][90s] action / adventure game',\n",
      " '[sega saturn or nintendo 64][1995-2000]nba basketball game',\n",
      " '[it was either on sega genesis, super nintendo,nintendo 64, or sega '\n",
      " 'saturn][1995-1999]point and click white hand/glove type of game',\n",
      " \"[gens/saturn][90's/00's] warrior calling dragos with select button. burning \"\n",
      " 'hay stack to reveal hidden passages.',\n",
      " \"[genesis/megadrive][early '90s] a boy and his carrot?\",\n",
      " \"[genesis][early 90's] an early ninties space shooter similar to sub terrania\",\n",
      " '[genesis][1993-95]side scroller like streets of rage fighting poachers.',\n",
      " '[sega saturn(probably...)][1995-2000] sci-fi themed game: you are imprisoned '\n",
      " 'in a ship/base of a humanoid lizard race.',\n",
      " '[sega megadrive/ps1][1996-2002] 2 player side scroller, red and blue '\n",
      " 'characters?',\n",
      " '[sega arcade?][early 2000s] 2-4 player action arcade game, 3d, with top down '\n",
      " 'view?',\n",
      " '[sega genesis][mid 90s]medieval rts / turn based type game',\n",
      " '[dreamcast][idk]shooter on a cruise ship (not dynamite cop)',\n",
      " '[ps1/snes/genesis][1990-1999?]side scrolling adventure game involving a kid.',\n",
      " '[sega genesis] [90s or early 00s] beat em up type game with lots of gore '\n",
      " 'with a jason type mask wearing hero',\n",
      " '[sega saturn][90s] lost vikings type game',\n",
      " '[either pc or sega megadrive/cd/32x/saturn][1990s] terrible 90s pc/sega '\n",
      " \"ninja beat 'em up/fighting game\",\n",
      " '[psx and/or dreamcast][1998-2001] funny game with pie throwing',\n",
      " '[sega genesis] [mid 90s] rpg simular to civilization',\n",
      " '[sega master system ii][1985-1995] space fighter sim where you could fly '\n",
      " 'around in space and land on aircraft carrier.',\n",
      " '[snes/genesis][1994]fighting game with skill points as progression system',\n",
      " '[playstation or genesis?][late 90s] robot centaurs racing',\n",
      " '[sega saturn][before 2000?]combat driving game',\n",
      " '[dreamcast][early 2000s?] side scrolling brawler',\n",
      " '[sega genesis] [1992-1994?] an old fighting game i rented.',\n",
      " '[genesis/turbografx-16][1990]i need help identifying the game music playing '\n",
      " 'in the background of this video',\n",
      " '[sega saturn?][1995-2000]air combat / dogfighting game',\n",
      " '[sega cd][1993-1994]contra-type platform shooter but with two gun-toting '\n",
      " 'anime women. definitely not metal slug',\n",
      " \"[snes/megadrive][early-mid 90's]cowboy game\",\n",
      " '[sega genesis][1995?] a fighting game.',\n",
      " '[sega/nes?][dk] game about a boy shooting balls',\n",
      " \"[sega megadrive]['85-'95]side scroller rpg, similar style to ratan. green \"\n",
      " 'cartridge.',\n",
      " '[sega genesis][199x]mech shooter???',\n",
      " '[segamegadrive][early 90s]rpg like zelda with teleportation trees',\n",
      " '[sega megadrive/cd][late 80s-early90s]game similar to golden axe/ alter '\n",
      " 'beast, multiplayer, spells and power ups, dragons.',\n",
      " '[sega megadrive][1997???] fantasy side scrolling beat em up?',\n",
      " '[megadrive][1993] japanese schoolgirl, gets sword, fights demons and best '\n",
      " 'friend',\n",
      " '[sega genesis][mid-90s]side-scrolling beat-em-up with alien enemies',\n",
      " \"[genesis?][90's?] old jurassic park game\",\n",
      " '[sega genesis][early 90s]fairly graphic mech/fps shooter',\n",
      " '[nes/genesis] [early-mid 90s] platformer where you played as an android or '\n",
      " 'possibly time traveler, attacked with hair.',\n",
      " '[megadrive][90s?]platformer where you do loops.',\n",
      " '[snes or genesis][90s] caveman platformer with young hero that is not joe '\n",
      " \"and mac, bonk, chuck rock, dino city prehistorik man nor congo's caper.\",\n",
      " '[sega genesis][1992-1994]side scrolling shooter',\n",
      " \"[some sega console][80's-90's]pinball game with dark feel in it\",\n",
      " '[sega][late 90s]x-men/marvel platformer',\n",
      " '[console - genesis?][88-92] monster 1v1 fighting where you combine \"dna\" and '\n",
      " 'morph after victories.',\n",
      " \"[sega genesis][1990's]japanese punching rpg\",\n",
      " '[snes/sega][1995ish] beat-em-up game with coop-mode where you walk down a '\n",
      " 'street together and beat up enemies',\n",
      " '[sega genesis?][1994-95] one of the levels was walking through the snow, '\n",
      " 'killing crows on way to next level',\n",
      " \"[unknown/sega?] [early/mid-90's] disney platformer with magic blankets\",\n",
      " '[mega drive?][90s?] sci-fi sidescroller platformer shooter',\n",
      " '[sega genesis][late 90s]platformer with slight puzzle element',\n",
      " '[sega genesis ][90s]side scrolling shooter',\n",
      " \"[sega genesis][90's] a platformerwith ninjas in sewers\",\n",
      " \"[genesis][mid 90's] action/racing game with driving and sidescrolling \"\n",
      " 'levels, maybe in a desert.',\n",
      " \"[sega?][90's?]a game with a couple of dozen smaller games to play. including \"\n",
      " 'a top down tank shooter.',\n",
      " '[nes/genesis][early 90s] side scrolling karate game',\n",
      " '[sega][~2000?] side scroller where you filled up your guns with green goo, '\n",
      " 'and could wash it off in puddles.',\n",
      " '[sega genesis][90s]co-op side scroller shooter',\n",
      " \"[sega?][early 90's]candy/toy themed game where you are a guy that can make \"\n",
      " 'his legs grow to reach higher places...',\n",
      " \"[sega][90's]fantasy zone like shoot em up\",\n",
      " \"[snes/sega/unknown][90's]cant find demon game.\",\n",
      " \"[sega genesis]['95-'97]a super metroid ripoff, much of the platforming was \"\n",
      " 'based on a grappling hook gimmick',\n",
      " '[genesis] [1990s] top down view',\n",
      " \"[sega genesis][early 90's]2d robot platformer?\",\n",
      " '[genesis][1994] game with chibi-like anime art style and ability to change '\n",
      " 'outfits',\n",
      " \"[snes or sega genesis][pre90's] football (soccer) simulation where ball \"\n",
      " 'could turn into various objects',\n",
      " '[ps1 or sega saturn][1999 - 2002] 3 alien bums landed in a sporting good '\n",
      " 'store - beat em up',\n",
      " '[sega saturn][late 90s/early 2000s]steampunk western themed jrpg/visual '\n",
      " 'novel with anime visuals. is not steam hearts or sakura taisen',\n",
      " '[sega genesis][90s era] few random memories of this platformer... please '\n",
      " 'help!',\n",
      " '[sega genesis][90s] god game',\n",
      " '[genesis/mega drive][90s?] game about collecting rings (not sonic)',\n",
      " '[platform either nes, snes, or sega][1993-1998]planes with boxing gloves??',\n",
      " '[dreamcast/ps1] [early 2000s] been trying to find this game for a while...',\n",
      " \"[sega genesis][90's] i'm clueless, been trying to find this forever. sports \"\n",
      " 'fans, help me out?',\n",
      " '[genesis][early 90s] side scrolling/platform in dungeon',\n",
      " \"[snes/genesis][90's?] snes or genesis game with a green spinning mech suit?\",\n",
      " '[sega console i think][2000?]an old video game from about 15 years ago. some '\n",
      " 'sort of platformer or sidescroller.',\n",
      " '[sega genesis][1990]top down puzzle arena shooter. possible gem/potion '\n",
      " 'themed?',\n",
      " '[pc, sega mega][2002] huge game compilation',\n",
      " '[sega megadrive] [1990-1996] adventure game with slime ball characters',\n",
      " \"[megadrive/genesis] [mid 90's] shoot 'em up with blue walls and red bullets.\",\n",
      " '[genesis?][90s] platformer with run-down train/rollercoaster tracks in level '\n",
      " 'selection, played as rabbit?',\n",
      " '[sega master system][1987~1989] trying to remember name of a side scroller.',\n",
      " \"[megadrive][90's]a guy in a suit (?), jumping and swinging from ropes, \"\n",
      " 'jungle/mine/waterfall levels',\n",
      " '[sega][???]rpg played on an oldish sega console, one of the ones with cd.',\n",
      " \"[sega?][late 90's]racer game\",\n",
      " 'vague memory at funcoland [1990s][sega?]',\n",
      " '[sega gen][not sure]god rts(ish)',\n",
      " '[ps1 or sega saturn][1996]3d adventure/detective/puzzle game',\n",
      " '[pc/segacd/phillips cd-i][1993-1995] third person shooter starring a '\n",
      " 'digitized fmv long-haired metalhead who fights demons with two winchester '\n",
      " 'rifles',\n",
      " \"[nes/snes/genesis][90's]fantasy rpg with staves and gems\",\n",
      " '[mega drive, ps1 or snes][1990s or early 2000s]side scroller in which you '\n",
      " 'played as an egg',\n",
      " '[sega genesis or nes][dunno]help finding a game',\n",
      " \"[snes/megadrive][90's?]a game where you're ball that changes form\",\n",
      " \"[genesis][mid 90's] dark, gothic looking side scroller\",\n",
      " '[genesis?][90s]lava level with squiggly lava things that jump up.',\n",
      " '[mega drive][1997?] sci-fi platform game',\n",
      " '[sega genesis][unknown year] i can only recall a vocal sample at the '\n",
      " 'beginning of this game, can you name it?',\n",
      " \"[genesis][late '80s/early '90s]post-apocalyptic customizable robot beat'em \"\n",
      " 'up',\n",
      " '[nes or a sega console] [not sure of year] game where you use coloured faces '\n",
      " 'and involves a gum tree',\n",
      " \"[sega genesis][early-mid 90's]side scrolling beat 'em up like streets of \"\n",
      " 'rage',\n",
      " '[sega genesis][not sure about the year]fighter/platformer with main '\n",
      " 'character that looks sort of like ghost rider',\n",
      " \"[possibly sega(?)][late 90's or early 2000's]looking for old 2d, side \"\n",
      " 'scrolling, fighting game (looks just like samurai shodown)',\n",
      " '[genesis/snes][90s] side-scrolling robot fighter',\n",
      " \"[megadrive/sega genesis][estimate 90's]a game where the first level is a \"\n",
      " 'grayish wasteland.',\n",
      " '[sega mega drive ii][1990-1995?]cant remember for the life of me.',\n",
      " '[genesis] [year 90s?] isometric rpg similar to the fallout series.',\n",
      " \"[snes or megadrive][1990's] ready for the vaguest description ever?\",\n",
      " '[sega genesis] [1990s] side/topdown scrolling shooter',\n",
      " '[sega mega drive][mid to late 90s] side scrolling platformed where you '\n",
      " 'controlled a strange, mustached cartoon character who could stretch instead '\n",
      " 'of jump']\n"
     ]
    }
   ],
   "source": [
    "pprint(pa.debugL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ahura_Volvo       17700\n",
      "Karhtan            6565\n",
      "dre10g             3309\n",
      "MagicalHopStep     2586\n",
      "Chentzilla         2142\n",
      "                  ...  \n",
      "Legenderee            1\n",
      "chavalier             1\n",
      "MaddRevival           1\n",
      "Lbachch               1\n",
      "Dvdrummer360          1\n",
      "Name: USER, Length: 148453, dtype: int64\n",
      "\n",
      "(2012-10-31, 2012-11-30]       39\n",
      "(2012-11-30, 2012-12-31]        2\n",
      "(2012-12-31, 2013-01-31]        2\n",
      "(2013-01-31, 2013-02-28]        0\n",
      "(2013-02-28, 2013-03-31]        0\n",
      "                            ...  \n",
      "(2021-07-31, 2021-08-31]    15894\n",
      "(2021-08-31, 2021-09-30]    13625\n",
      "(2021-09-30, 2021-10-31]    13186\n",
      "(2021-10-31, 2021-11-30]    12931\n",
      "(2021-11-30, 2021-12-31]    15797\n",
      "Name: DATE, Length: 110, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "class CommentAnalyzer():\n",
    "    def __init__(self):\n",
    "        self.loadData()\n",
    "    \n",
    "    # load data\n",
    "    def loadData(self):\n",
    "        self.data = pd.read_csv(C_DATAFILE, names=C_COLUMNS, parse_dates=[CF.DATE])\n",
    "    \n",
    "    \n",
    "    # Get most frequent commenters\n",
    "    def getFrequentCommenters(self):\n",
    "        self.commenters = self.data.USER.value_counts()\n",
    "    \n",
    "    \n",
    "    # Gets a breakdown of how many posts were made each month\n",
    "    def getMonthlyCommentCounts(self):\n",
    "        dateBins = pd.date_range(START_DATE, END_DATE, freq='M')\n",
    "        counting = pd.cut(self.data.DATE, dateBins)\n",
    "        self.monthlyCommentCounts = counting.value_counts(sort=False)\n",
    "    \n",
    "    \n",
    "    def analyze(self):\n",
    "        self.loadData()\n",
    "        self.getFrequentCommenters()\n",
    "        self.getMonthlyCommentCounts()\n",
    "        print(self.commenters)\n",
    "        print()\n",
    "        print(self.monthlyCommentCounts)\n",
    "\n",
    "        \n",
    "ca = CommentAnalyzer()\n",
    "ca.analyze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overall Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total posts: 131295\n",
      "Total comments: 699700\n",
      "Overall solved: 57.5%\n",
      "Overall NSFW: 0.230%\n",
      "Overall Follows Format: 24.6%\n"
     ]
    }
   ],
   "source": [
    "# numsBinned['SCORE']['ALL']\n",
    "\n",
    "# Total posts\n",
    "print(f'Total posts: {len(pa.data)}')\n",
    "\n",
    "# Total comments\n",
    "print(f'Total comments: {len(ca.data)}')\n",
    "\n",
    "# Solved overall\n",
    "overallSolved = pa.data[pa.data.SOLVED == True].SOLVED.count() / len(pa.data)\n",
    "print(f'Overall solved: {overallSolved*100:.1f}%')\n",
    "\n",
    "# NSFW overall\n",
    "overallNSFW = pa.data[pa.data.NSFW == True].NSFW.count() / len(pa.data)\n",
    "print(f'Overall NSFW: {overallNSFW*100:.3f}%')\n",
    "\n",
    "# Follows format overall\n",
    "overallFormatted = pa.data[pa.data.FOLLOWS_FORMAT == True].FOLLOWS_FORMAT.count() / len(pa.data)\n",
    "print(f'Overall Follows Format: {overallFormatted*100:.1f}%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "pa.numsBinned['DATE']['ALL'].plot.bar(width=1.0, ec='k')\n",
    "\n",
    "# Mark some bars as having missing data\n",
    "missing = ((2021, 2), (2021, 3), (2021, 4))\n",
    "missingIndices = getDateIndices(missing, pa.numsBinned['DATE']['ALL'])\n",
    "plt.bar(missingIndices, \n",
    "        [pa.numsBinned['DATE']['ALL'].iloc[i] for i in missingIndices], \n",
    "        width=1.0, label='Missing Data', color=plt.rcParams['axes.prop_cycle'].by_key()['color'][2], ec='k')\n",
    "\n",
    "plt.title('Post Date Distribution')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Frequency')\n",
    "xtickDates(pa.numsBinned['DATE']['ALL'], ax)\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=13.5)\n",
    "plt.legend(['Normal', 'Missing Data'])\n",
    "\n",
    "plt.savefig('./figures/post date distribution.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "pa.numsBinned['DATE']['ALL'].plot.bar(width=1.0, ec='k')\n",
    "pa.numsBinned['DATE']['SOLVED'].plot.bar(color=plt.rcParams['axes.prop_cycle'].by_key()['color'][2], width=1.0, ec='k')\n",
    "\n",
    "plt.title('Date Distribution')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Frequency')\n",
    "xtickDates(pa.numsBinned['DATE']['ALL'], ax)\n",
    "\n",
    "plt.legend(['Unsolved', 'Solved'])\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=13.5)\n",
    "\n",
    "plt.savefig('./figures/solved vs date distribution.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "pa.numsBinned['DATE']['SOLVED%'].plot.bar(width=1.0, ec='k')\n",
    "\n",
    "plt.title('Solved % vs. Date')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('Solved %')\n",
    "xtickDates(pa.numsBinned['DATE']['ALL'], ax)\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=13.5)\n",
    "\n",
    "plt.savefig('./figures/solved percent vs date.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "ca.monthlyCommentCounts.plot.bar(width=1.0, ec='k', label='Normal')\n",
    "\n",
    "# Mark some bars as having missing data\n",
    "missing = ((2021, 2), (2021, 3), (2021, 4))\n",
    "missingIndices = getDateIndices(missing, ca.monthlyCommentCounts)\n",
    "plt.bar(missingIndices, \n",
    "        [ca.monthlyCommentCounts.iloc[i] for i in missingIndices], \n",
    "        width=1.0, label='Missing Data', color=plt.rcParams['axes.prop_cycle'].by_key()['color'][2], ec='k')\n",
    "    \n",
    "# Now for the completely missing bars\n",
    "missing = ((2017, 9), (2018, 2), (2018, 3))\n",
    "missingIndices = getDateIndices(missing, ca.monthlyCommentCounts)\n",
    "for i in missingIndices:\n",
    "    plt.plot(i, 150, 'o', color=plt.rcParams['axes.prop_cycle'].by_key()['color'][2], markersize=3)\n",
    "\n",
    "plt.title('Comment Date Distribution')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Frequency')\n",
    "xtickDates(ca.monthlyCommentCounts, ax)\n",
    "plt.legend()\n",
    "\n",
    "plt.grid(axis='y')\n",
    "\n",
    "plt.savefig('./figures/comment date distribution.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    131295.000000\n",
      "mean          4.578468\n",
      "std          11.464977\n",
      "min           0.000000\n",
      "25%           2.000000\n",
      "50%           3.000000\n",
      "75%           4.000000\n",
      "max         540.000000\n",
      "Name: SCORE, dtype: float64\n",
      "Median: 3.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "print(pa.data.SCORE.describe())\n",
    "print('Median:', pa.data.SCORE.median())\n",
    "\n",
    "pa.numsBinned['SCORE']['ALL'].plot.bar(width=1.0, ec='k')\n",
    "\n",
    "plt.title('Score Distribution')\n",
    "plt.xlabel('Score (logarithmic)')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xticks(np.arange(1, len(pa.bins['SCORE']))-0.5, pa.bins['SCORE'][1:])\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=-0.5, right=len(pa.bins['SCORE'])-1.5)\n",
    "\n",
    "plt.savefig('./figures/score distribution.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "pa.numsBinned['SCORE']['SOLVED%'].plot.bar(width=1.0, ec='k')\n",
    "\n",
    "plt.title('Solved % vs. Score')\n",
    "plt.xlabel('Score (logarithmic)')\n",
    "plt.ylabel('Solved %')\n",
    "plt.xticks(np.arange(1, len(pa.bins['SCORE']))-0.5, pa.bins['SCORE'][1:])\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=-0.5, right=len(pa.bins['SCORE'])-1.5)\n",
    "\n",
    "plt.savefig('./figures/solved percent vs score.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "# pa.numsBinned['SCORE']['ALL'].plot.bar(width=1.0, ec='k', logy=True)\n",
    "# pa.numsBinned['SCORE']['NSFW'].plot.bar(width=1.0, color='r', ec='k', logy=True)\n",
    "\n",
    "pa.numsBinned['SCORE']['SFW'] = pa.numsBinned['SCORE']['ALL'] - pa.numsBinned['SCORE']['NSFW']\n",
    "\n",
    "dists = ((pa.numsBinned['SCORE']['SFW'], \n",
    "          plt.rcParams['axes.prop_cycle'].by_key()['color'][0]), \n",
    "         \n",
    "         (pa.numsBinned['SCORE']['NSFW'], \n",
    "          plt.rcParams['axes.prop_cycle'].by_key()['color'][2]))\n",
    "\n",
    "for dist, c in dists:\n",
    "    normalized = dist / sum(dist)\n",
    "    normalized.plot.bar(width=1.0, ec='k', color=c, alpha=0.7)\n",
    "\n",
    "plt.title('Score Distribution, SFW vs NSFW')\n",
    "plt.xlabel('Score (logarithmic)')\n",
    "plt.ylabel('PMF')\n",
    "plt.xticks(np.arange(1, len(pa.bins['SCORE']))-0.5, pa.bins['SCORE'][1:])\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=-0.5, right=len(pa.bins['SCORE'])-1.5)\n",
    "plt.legend(['SFW', 'NSFW'])\n",
    "\n",
    "plt.savefig('./figures/nsfw vs score.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    131295.000000\n",
      "mean        717.492517\n",
      "std         539.013217\n",
      "min           0.000000\n",
      "25%         370.000000\n",
      "50%         589.000000\n",
      "75%         912.000000\n",
      "max       10901.000000\n",
      "Name: LENGTH, dtype: float64\n",
      "Median: 589.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "print(pa.data.LENGTH.describe())\n",
    "print('Median:', pa.data.LENGTH.median())\n",
    "\n",
    "pa.data.LENGTH.plot.hist(bins=pa.bins['LENGTH'], ec='k')\n",
    "\n",
    "plt.title('Length of Posts Distribution')\n",
    "plt.xlabel('Length (characters)')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=0, right=(len(pa.bins['LENGTH'])-1)*100)\n",
    "\n",
    "plt.savefig('./figures/length distribution.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "hist1, bins1 = np.histogram(pa.data.LENGTH, bins=pa.bins['LENGTH'])\n",
    "hist2, bins2 = np.histogram(pa.data.LENGTH[pa.data.SOLVED == True], bins=pa.bins['LENGTH'])\n",
    "\n",
    "width = bins1[1] - bins1[0]\n",
    "plt.bar(bins1[:-1] + width/2, hist2 / hist1 * 100, width=width, ec='k')\n",
    "\n",
    "plt.title('Solved % vs. Length')\n",
    "plt.xlabel('Length (characters)')\n",
    "plt.ylabel('Solved %')\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=0, right=(len(pa.bins['LENGTH'])-1)*100)\n",
    "\n",
    "plt.savefig('./figures/solved percent vs length.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Num Comments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    131295.000000\n",
      "mean          4.908199\n",
      "std           4.806868\n",
      "min           0.000000\n",
      "25%           2.000000\n",
      "50%           4.000000\n",
      "75%           6.000000\n",
      "max         203.000000\n",
      "Name: NUM_COMMENTS, dtype: float64\n",
      "Median: 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "print(pa.data.NUM_COMMENTS.describe())\n",
    "print('Median:', pa.data.NUM_COMMENTS.median())\n",
    "\n",
    "pa.numsBinned['NUM_COMMENTS']['ALL'].plot.bar(width=1.0, ec='k')\n",
    "\n",
    "plt.title('Number of Comments Distribution')\n",
    "plt.xlabel('# Comments (logarithmic)')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xticks(np.arange(1, len(pa.bins['NUM_COMMENTS']))-0.5, pa.bins['NUM_COMMENTS'][1:])\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=-0.5, right=len(pa.bins['NUM_COMMENTS'])-1.5)\n",
    "\n",
    "plt.savefig('./figures/num comments distribution.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "pa.numsBinned['NUM_COMMENTS']['SOLVED%'].plot.bar(width=1.0, ec='k')\n",
    "\n",
    "plt.title('Solved % vs. Number of Comments')\n",
    "plt.xlabel('# Comments (logarithmic)')\n",
    "plt.ylabel('Solved %')\n",
    "plt.xticks(np.arange(1, len(pa.bins['NUM_COMMENTS']))-0.5, pa.bins['NUM_COMMENTS'][1:])\n",
    "\n",
    "plt.grid(axis='y')\n",
    "ax.set_xlim(left=-0.5, right=len(pa.bins['NUM_COMMENTS'])-1.5)\n",
    "\n",
    "plt.savefig('./figures/solved percent vs num comments.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "SOLVED              True     False\n",
      "FOLLOWS_FORMAT                    \n",
      "True            0.612833  0.387167\n",
      "False           0.562189  0.437811\n",
      "\n",
      "SOLVED      True     False\n",
      "NSFW                      \n",
      "True    0.632450  0.367550\n",
      "False   0.574512  0.425488\n"
     ]
    }
   ],
   "source": [
    "# Solved vs. formatted (binary)\n",
    "print()\n",
    "print(pa.comparedBoolBool['SOLVED']['FOLLOWS_FORMAT'])\n",
    "\n",
    "\n",
    "# solved vs. NSFW (binary)\n",
    "print()\n",
    "print(pa.comparedBoolBool['SOLVED']['NSFW'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Platform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pa.platforms.sort_values(by='ALL', ascending=False)['ALL'].iloc[:15].plot.barh()\n",
    "\n",
    "plt.title('Most Popular Platforms')\n",
    "plt.ylabel('Platform')\n",
    "plt.xlabel('Frequency')\n",
    "\n",
    "plt.gca().invert_yaxis()\n",
    "plt.grid(axis='x')\n",
    "\n",
    "plt.savefig('./figures/platforms.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Console wars\n",
    "consoleBrands = pa.platforms.loc[['PlayStation', 'Xbox', 'Nintendo Console', 'SEGA Console']]\n",
    "consoleBrands.rename(index={'Nintendo Console':'Nintendo', 'SEGA Console':'SEGA'}, inplace=True)\n",
    "consoleBrands.sort_values(by='ALL', ascending=False)['ALL'].plot.barh()\n",
    "\n",
    "plt.title('Console Wars')\n",
    "plt.ylabel('Console')\n",
    "plt.xlabel('Frequency')\n",
    "\n",
    "plt.gca().invert_yaxis()\n",
    "plt.grid(axis='x')\n",
    "\n",
    "plt.savefig('./figures/console wars.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1008 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 14))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "# Remove platforms with very low numbers of posts\n",
    "solvedAdjusted = pa.platforms[pa.platforms['ALL'] >= 10]\n",
    "\n",
    "solvedAdjusted['SOLVED%'].plot.barh()\n",
    "\n",
    "plt.title('Solved % vs. Platform')\n",
    "plt.ylabel('Platform')\n",
    "plt.xlabel('Solved %')\n",
    "\n",
    "plt.gca().invert_yaxis()\n",
    "plt.grid(axis='x')\n",
    "\n",
    "plt.savefig('./figures/solved percent vs platform.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Played Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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erU6dOsnT01O+vr4KCAhQYWGh8vPzFR4e7hibl5enkpISVVRUKCAgQDabTWFhYcrLy3PVFAAAuKW4bHlfktzd3ZWSkqL/+Z//0bRp07R+/XrZbDZJkre3t4qLi1VSUiJfX1/Ha7y9vVVSUlJt++VjfXx8qo09evTodWto2rSR3N3tLpgdAJPdfrvvjQdBEr26mbg09CUpIyND48aNU1xcnMrLyx3bS0tL5efnJx8fH5WWllbb7uvrW2379cb6+fldd/9nzpyr4RkBgHTqVHFdl1Bv0Kvad60DLZct7y9dulQzZsyQJDVs2FA2m03t27fXtm3bJEm5ubkKCQlRhw4dlJ+fr/LychUXF+vgwYMKCgpScHCwNmzY4BjbuXNn+fj4yMPDQ0eOHJFlWdq0aZNCQkJcNQUAAG4pLjvTf/zxx/Xqq6/qmWee0YULF/Taa6+pdevWeuONN5SZmanAwED17NlTdrtdSUlJSkxMlGVZGjNmjLy8vJSQkKCUlBQlJCTIw8NDU6dOlSRNnDhR48aNU1VVlcLCwtSxY0dXTQEAgFuKzbIsq66LcCWWlYD6j6+hOY9eQaqD5X0AAHBzIfQBADAEoQ8AgCGcCv3nn39eX3zxhSoqKlxdDwAAcBGnQ3/jxo3q1auXJk6cqN27d7u6LgAAUMOc+speaGioQkNDVVZWptWrV2vUqFHy8fHRU089pcTERHl6erq6TgAA8G9y+nv627Zt07Jly7R582Z169ZNffr00ZYtWzRs2DDNmjXLlTUCAIAa4FToR0RE6J577lG/fv00YcIENWjQQJLUpUsX9evXz6UFAgCAmuFU6H/88cfy9vbWbbfdprKyMh0+fFgtW7aUm5ublixZ4uoaAQBADXDqQr6vvvpKQ4YMkSSdPn1aL774oj777DOXFgYAAGqWU6G/YMECffrpp5Kk5s2ba/HixZo3b55LCwMAADXLqdCvrKysdoW+h4eHywoCAACu4dRn+o8++qgGDhyo3r17y2azac2aNerRgxsoAABQnzgV+snJyVq9erV27Nghd3d3DRgwQI8++qirawMAADXI6e/pt27dWs2aNdNPd+LdsWOHfvWrX7msMAAAULOcCv2JEydq/fr1atGihWObzWbTJ5984rLCAABAzXIq9Ddv3qzVq1c7fpQHAADUP05dvd+iRQvHsj4AAKifnDrTb9y4sZ544gl16tSp2lf3pkyZ4rLCAABAzXIq9MPDwxUeHu7qWgAAgAs5FfoxMTE6duyY/v73vyssLEwnTpyodlEfAAC4+Tn1mf6qVas0bNgwTZ48WT/++KPi4+O1bNkyV9cGAABqkFOh/9FHHyknJ8dxp70lS5Zo5syZrq4NAADUIKdC383NTT4+Po7Hd9xxh9zcnHopAAC4STj1mX6bNm00b948XbhwQfv27VN2drbatm3r6toAAEANcup0fcKECTp58qS8vLz02muvycfHR2lpaa6uDQAA1CCnzvQbNWqksWPHauzYsa6uBwAAuIhTod+2bVvZbLZq226//Xbl5ua6pCgAAFDznAr9wsJCx9+VlZVau3atdu7c6aqaAACAC/zsS/A9PDzUu3dvbd261RX1AAAAF3HqTH/p0qWOvy3L0jfffCN3d6deCgAAbhJOJfe2bduqPW7atKl+//vfu6IeAADgIk6FPnfTAwCg/nMq9Hv06HHF1fvSpaV+m82mdevW1XhhgAkGvf1lXZdwhdmpPeq6BAAu4lToR0VFycPDQ3FxcXJ3d9eKFSu0Z88ejRkzxtX1AQCAGuJU6G/cuFGLFy92PB44cKBiY2PVvHlzlxUGAABqltNf2duyZYvj7/Xr18vb29slBQEAANdw6kz/zTffVEpKir7//ntJUmBgoDIyMlxaGAAAqFlOhX779u21cuVKFRUVqUGDBmrUqJGr6wIAADXMqeX948eP67nnnlN8fLxKS0s1YMAAHTt2zNW1AQCAGuT0rXUHDx6sRo0aqVmzZoqMjFRKSoqrawMAADXIqdA/c+aMwsLCJEk2m01xcXEqKSlxaWEAAKBmORX6DRo00D//+U/HD/R8/fXX8vT0dGlhAACgZjl1Id+rr76qF154QUeOHFF0dLR+/PFHvf/++66uDQAA1CCnQv/06dNauHChvv32W1VVVSkwMJAzfQAA6hmnlvffffddeXh4qE2bNmrbti2BDwBAPeTUmX6LFi306quvqmPHjmrQoIFje9++fV1VFwAAqGHXDf2TJ0/qzjvvVNOmTSVJu3btqvY8oQ8AQP1x3dB/8cUXtWTJEk2ZMkWzZ8/WoEGDaqsuAABQw677mb5lWY6/V6xY4fJiAACA61w39H/6Xr5U/QAAAADUP07fWvfyAwAAAFD/XPcz/W+++Ua//vWvJV26qO+nvy3Lks1m07p16676usrKSr322ms6fvy4KioqNGzYMN17771KTU2VzWZTmzZtlJaWJjc3Ny1YsEDz58+Xu7u7hg0bpoiICJWVlSk5OVmnT5+Wt7e3MjIy5O/vr507d2ry5Mmy2+0KCwvTiBEjargdAADcuq4b+mvWrPlFb7p8+XI1adJE7777rs6cOaOYmBi1bdtWo0ePVpcuXTRhwgStW7dODz74oObOnatFixapvLxciYmJ6tq1q3JychQUFKSRI0dq5cqVysrK0uuvv660tDRNnz5dLVq00NChQ1VQUKAHHnjgF9UIAIBprhv6zZs3/0Vv2qtXL/Xs2dPx2G63q6CgQKGhoZKkbt26afPmzXJzc1OnTp3k6ekpT09PBQQEqLCwUPn5+RoyZIhjbFZWlkpKSlRRUaGAgABJUlhYmPLy8gh9AACc5NSP8/xc3t7ekqSSkhKNGjVKo0ePVkZGhuO6AG9vbxUXF6ukpES+vr7VXldSUlJt++VjfXx8qo09evToDWtp2rSR3N3tNTk94JZ2++2+Nx4E+vQz0Kubh0tCX5JOnDih4cOHKzExUVFRUXr33Xcdz5WWlsrPz08+Pj4qLS2ttt3X17fa9uuN9fPzu2EdZ86cq8FZAbe+U6eK67qEeoE+OY9e1b5rHWg5ffX+z/H9999r0KBBSk5O1lNPPSVJateunbZt2yZJys3NVUhIiDp06KD8/HyVl5eruLhYBw8eVFBQkIKDg7VhwwbH2M6dO8vHx0ceHh46cuSILMvSpk2bFBIS4oryAQC4JbnkTP/DDz/U2bNnlZWVpaysLEnS+PHj9dZbbykzM1OBgYHq2bOn7Ha7kpKSlJiYKMuyNGbMGHl5eSkhIUEpKSlKSEiQh4eHpk6dKkmaOHGixo0bp6qqKoWFhaljx46uKB8AgFuSzbrFf3WHZSXczAa9/WVdl3CF2ak96rqEK9An59ErSLW8vA8AAG4+hD4AAIYg9AEAMAShDwCAIQh9AAAMQegDAGAIQh8AAEMQ+gAAGILQBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAhCHwAAQxD6AAAYgtAHAMAQhD4AAIYg9AEAMAShDwCAIQh9AAAMQegDAGAIQh8AAEMQ+gAAGILQBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAhCHwAAQxD6AAAYgtAHAMAQhD4AAIYg9AEAMAShDwCAIQh9AAAM4dLQ37Vrl5KSkiRJhw8fVkJCghITE5WWlqaLFy9KkhYsWKDY2FjFxcVp/fr1kqSysjKNHDlSiYmJev7551VUVCRJ2rlzp/r376/4+Hh98MEHriwdAIBbjstC/6OPPtLrr7+u8vJySdKUKVM0evRoZWdny7IsrVu3TqdOndLcuXM1f/58zZo1S5mZmaqoqFBOTo6CgoKUnZ2tvn37KisrS5KUlpamqVOnKicnR7t27VJBQYGrygcA4JbjstAPCAjQ9OnTHY8LCgoUGhoqSerWrZu2bNmi3bt3q1OnTvL09JSvr68CAgJUWFio/Px8hYeHO8bm5eWppKREFRUVCggIkM1mU1hYmPLy8lxVPgAAtxx3V71xz549dezYMcdjy7Jks9kkSd7e3iouLlZJSYl8fX0dY7y9vVVSUlJt++VjfXx8qo09evToDeto2rSR3N3tNTUt4JZ3++2+Nx4E+vQz0Kubh8tC/1+5uf3fokJpaan8/Pzk4+Oj0tLSatt9fX2rbb/eWD8/vxvu98yZczU4C+DWd+pUcV2XUC/QJ+fRq9p3rQOtWrt6v127dtq2bZskKTc3VyEhIerQoYPy8/NVXl6u4uJiHTx4UEFBQQoODtaGDRscYzt37iwfHx95eHjoyJEjsixLmzZtUkhISG2VDwBAvVdrZ/opKSl64403lJmZqcDAQPXs2VN2u11JSUlKTEyUZVkaM2aMvLy8lJCQoJSUFCUkJMjDw0NTp06VJE2cOFHjxo1TVVWVwsLC1LFjx9oqHwCAes9mWZZV10W4EstKuJkNevvLui7hCrNTe9R1CVegT86jV5BuguV9AABQtwh9AAAMQegDAGAIQh8AAEMQ+gAAGILQBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAhCHwAAQxD6AAAYgtAHAMAQhD4AAIYg9AEAMAShDwCAIQh9AAAMQegDAGAIQh8AAEMQ+gAAGILQBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBDudV0Abj2D3v6yrku4qtmpPeq6BACoU5zpAwBgCEIfAABDEPoAABiCz/QBAMa5Ga89qo3rjjjTBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBD17hf5Ll68qP/6r//S/v375enpqbfeekstW7as67IAALjp1bsz/bVr16qiokKfffaZxo4dq7fffruuSwIAoF6od2f6+fn5Cg8PlyQ9+OCD2rt3b63t29TfagYA3BpslmVZdV3EzzF+/Hg9/vjj6t69uyTpkUce0dq1a+XuXu+OXwAAqFX1bnnfx8dHpaWljscXL14k8AEAcEK9C/3g4GDl5uZKknbu3KmgoKA6rggAgPqh3i3v/3T1/oEDB2RZltLT09W6deu6LgsAgJtevQt9AADwy9S75X0AAPDLEPoAABiCy95ryK5du/Tee+9p7ty5KigoUFpamjw9PXX//fdr/Pjx2r9/v9LT0x3jd+7cqT/84Q8KDQ1VcnKyTp8+LW9vb2VkZMjf378OZ+JaN+qTm5ubZs2apZUrV8pms+nFF1/UY489prKyMqP6JDnXq5kzZ2rlypXy8fHRkCFDFBERYUyvKisr9dprr+n48eOqqKjQsGHDdO+99yo1NVU2m01t2rRRWlqa3NzctGDBAs2fP1/u7u4aNmyYUX2Sfl6vJKmoqEjx8fFasWKFvLy8jOnVz+nTnDlztHLlSklS9+7dNWLEiPrRJwv/tpkzZ1qRkZFW//79LcuyrJiYGCs/P9+yLMvKzMy0li5dWm38qlWrrJdfftmyLMuaPXu2NW3aNMuyLOvzzz+3Jk2aVIuV1y5n+vTjjz9a3bt3t8rLy60ffvjBeuSRRyzLMqtPluVcrwoLC62oqCirrKzMKisrs/r27WudO3fOmF4tXLjQeuuttyzLsqyioiKre/fu1gsvvGBt3brVsizLeuONN6y//OUv1nfffWdFRkZa5eXl1tmzZx1/m9Iny3K+V5ZlWbm5uVZ0dLTVqVMnq6yszLIsc/7/OdunI0eOWDExMdaFCxesqqoq6+mnn7b27dtXL/rE8n4NCAgI0PTp0x2PT548qeDgYEmXvmKYn5/veO7cuXOaPn26xo8fL6n6Lwx269ZNeXl5kqTf/e53evrpp9W/f3/NmTOnlmbiWs70qWHDhrr77rt1/vx5nT9/XjabTZJZfZKc69XBgwcVGhoqLy8veXl5qWXLltq/f78xverVq5d++9vfOh7b7XYVFBQoNDRU0qW5b9myRbt371anTp3k6ekpX19fBQQEqLCw0Jg+Sc73SpLc3Nz05z//WU2aNHGMN6VXzvbpP/7jP/SnP/1Jdrtdbm5uunDhgry8vOpFnwj9GtCzZ89qPxDUokULbd++XZK0fv16nT9/3vHcwoUL1atXL8eST0lJiXx9fSVJ3t7eKi4uliQtXbpU7733nj799FM1aNCgtqbiUs726a677tITTzyhmJgYDRgwQJJZfZKc69V9992nr7/+WiUlJTpz5oz+9re/6fz588b0ytvbWz4+PiopKdGoUaM0evRoWZblOFD8ae6X9+On7SUlJcb0SXK+V5LUtWtXNW3atNrrTemVs33y8PCQv7+/LMtSRkaG2rVrp1atWtWLPhH6LpCenq4ZM2Zo6NChuu2226r9B1qxYoX69+/veHz5LwyWlpbKz89PkpSZmanMzEwNHjxYZ8+erd0J1JKr9Sk3N1ffffed1q1bp6+++kpr167V7t27je6TdPVetW7dWs8884yef/55ZWRkqGPHjmratKlRvTpx4oQGDBig6OhoRUVFOT6Tlv5v7v/6K56lpaXy9fU1qk+Sc726FpN65WyfysvLNW7cOJWWliotLU1S/egToe8CGzZsUHp6umbOnKkffvhBXbt2lSQVFxeroqJCd911l2NscHCwNmzYIEnKzc1V586dVVFRodWrVyszM1Mff/yxlixZouPHj9fJXFzpan1q3LixGjRoIE9PT3l5ecnX11dnz541uk/S1XtVVFSkM2fOKCcnR+PHj9eJEyfUpk0bY3r1/fffa9CgQUpOTtZTTz0lSWrXrp22bdsm6dLcQ0JC1KFDB+Xn56u8vFzFxcU6ePCggoKCjOmT5HyvrsWUXjnbJ8uy9NJLL+m+++7Tm2++KbvdLql+9Imr912gZcuWGjp0qBo2bKguXbo4bg506NAhNW/evNrYhIQEpaSkKCEhQR4eHpo6dao8PT3VuHFjRUdHq3HjxuratavuvvvuupiKS12rT1u2bFFcXJzc3NwUHBysrl27qnPnzsb2Sbp6ryzL0rFjx9SvXz95eHjolVdekd1uN+bf1IcffqizZ88qKytLWVlZki7dkOutt95SZmamAgMD1bNnT9ntdiUlJSkxMVGWZWnMmDHy8vIypk+S8726FlN65Wyf1q5dq+3bt6uiokIbN26UJL388sv1ok/8Ih8AAIZgeR8AAEMQ+gAAGILQBwDAEIQ+AACGIPQBADAEX9kDUM2xY8fUq1cvtW7dWpJUVlam4OBgjR07Vs2aNXPJPnv06KFPPvlE99xzj0veH8AlnOkDuMIdd9yhZcuWadmyZVq9erWaNWumUaNG1XVZAP5NnOkDuC6bzaaRI0eqa9euKiwsVG5urr744gtVVVUpLCxMycnJstlsmjNnjnJycmS32xUREaHk5GQdOHBAkyZN0rlz51RUVKShQ4cqISFBP/zwg5KTk/XPf/5TrVu3Vnl5uSSpqqpK77zzjrZv366qqirFxsbq2WefrdsGALcQQh/ADXl6eqply5YqLCzU3r17tXDhQtlsNiUnJ2v58uVq1aqVsrOztWjRIjVs2FBDhgzR3r17tWzZMr300kt66KGHdPToUT355JNKSEjQtGnT1K5dO3300UfasWOHvvjiC0nSggULJElLlixRRUWFBg8erPbt21/3J2IBOI/QB+AUm82mTz75REVFRYqNjZV06fP+u+++W99//70iIiIcdxj76fah999/vzZu3KgZM2bowIEDOnfunCRp+/btmjp1qiTpV7/6lVq0aCFJysvL0759+7R161ZJl25FvX//fkIfqCGEPoAbqqio0KFDh9SlSxdFRUXpueeekySdPXtWdrvdceb/k5MnT6phw4YaP368/Pz8FBERoT59+ujzzz+XdOkA4vJfAP/phiVVVVVKTk7W448/LkkqKiqSt7d3bU0TuOVxIR+A67p48aKmT5+ujh07ql+/flq2bJlKS0t14cIFDR8+XGvWrFFISIg2bNjg2D527Fjt3btXmzdv1qhRo/Too48qNzdX0qVgf+ihh7Rs2TJJ0u7du3XkyBFJ0n/+539qwYIFqqysVGlpqRITE7Vz5866mjpwy+FMH8AVvvvuO0VHR0u6FPr333+/MjMz1bhxYxUWFiouLk5VVVUKDw9XTEyMbDabfvOb3yg+Pl4XL17UY489pocfflgjR45UYmKivLy81LZtWzVv3lzHjh3TqFGjlJqaqieeeEKBgYGO5f34+HgdPnxYMTExunDhgmJjY9WlS5e6bAVwS+EuewAAGILlfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAh/h/SbS9jPN5jggAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pa.years['ALL'].plot.bar()\n",
    "\n",
    "plt.title('Most Popular Decades')\n",
    "plt.xlabel('Decade')\n",
    "plt.ylabel('Frequency')\n",
    "plt.xticks(rotation=0)\n",
    "\n",
    "plt.grid(axis='y')\n",
    "\n",
    "plt.savefig('./figures/decades.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pa.years['SOLVED%'].plot.bar()\n",
    "\n",
    "plt.title('Solved % vs. Played Decade')\n",
    "plt.xlabel('Decade')\n",
    "plt.ylabel('Solved %')\n",
    "plt.xticks(rotation=0)\n",
    "\n",
    "plt.grid(axis='y')\n",
    "\n",
    "plt.savefig('./figures/solved percent vs decade.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Games"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flairsLower = pa.data.FLAIR.dropna().apply(lambda s: s.lower())\n",
    "\n",
    "gamesCount = flairsLower.value_counts().iloc[:20]\n",
    "gamesCount.plot.barh()\n",
    "\n",
    "# Gets the probable actual case from a lowercase version\n",
    "def getProperCase(flair):\n",
    "    i = flairsLower[flairsLower == flair].index[0]\n",
    "    return pa.data.FLAIR.iloc[i]\n",
    "\n",
    "gamesProperCase = []\n",
    "for index in gamesCount.index:\n",
    "    gamesProperCase.append(getProperCase(index))\n",
    "plt.yticks(range(len(gamesProperCase)), gamesProperCase)\n",
    "\n",
    "plt.title('Most Popular Games')\n",
    "plt.ylabel('Game')\n",
    "plt.xlabel('Frequency')\n",
    "\n",
    "plt.gca().invert_yaxis()\n",
    "plt.grid(axis='x')\n",
    "\n",
    "plt.savefig('./figures/games.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top Commenters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ca.commenters.iloc[:20].plot.barh()\n",
    "\n",
    "plt.title('Top Commenters')\n",
    "plt.ylabel('User')\n",
    "plt.xlabel('# Comments')\n",
    "\n",
    "plt.gca().invert_yaxis()\n",
    "plt.grid(axis='x')\n",
    "\n",
    "plt.savefig('./figures/commenters.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>TITLE</th>\n",
       "      <th>USER</th>\n",
       "      <th>TEXT</th>\n",
       "      <th>FLAIR</th>\n",
       "      <th>DATE_x</th>\n",
       "      <th>SCORE</th>\n",
       "      <th>NUM_COMMENTS</th>\n",
       "      <th>NSFW</th>\n",
       "      <th>LENGTH</th>\n",
       "      <th>FOLLOWS_FORMAT</th>\n",
       "      <th>SOLVED</th>\n",
       "      <th>DATE_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29551</th>\n",
       "      <td>mnqy07</td>\n",
       "      <td>[PC][Late 00's - Early 10's] 3d Edutainment Ma...</td>\n",
       "      <td>MagicalMelancholy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Timez Attack</td>\n",
       "      <td>2021-04-09</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "      <td>2610</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>-5 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31033</th>\n",
       "      <td>m74f2v</td>\n",
       "      <td>[ps2-ps1] [2000-2005] Japanese horror game sim...</td>\n",
       "      <td>lelalalela14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>875</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>-10 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32054</th>\n",
       "      <td>ly9glc</td>\n",
       "      <td>[PC] [CD-ROM][2000's] 2D Platformer where you ...</td>\n",
       "      <td>Idk_a_name_to_use69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2021-03-05</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "      <td>460</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32363</th>\n",
       "      <td>lu7l8d</td>\n",
       "      <td>[TV Game] [Mid 2000s] Plug-in game where you c...</td>\n",
       "      <td>Lucky_Improvement_15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jibbi</td>\n",
       "      <td>2021-02-28</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>False</td>\n",
       "      <td>845</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34544</th>\n",
       "      <td>lcrlds</td>\n",
       "      <td>[PC] [1998-2002] Little man jumping over Soda ...</td>\n",
       "      <td>MrBaqoo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mr. Tiny Adventures</td>\n",
       "      <td>2021-02-04</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>938</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ID                                              TITLE  \\\n",
       "29551  mnqy07  [PC][Late 00's - Early 10's] 3d Edutainment Ma...   \n",
       "31033  m74f2v  [ps2-ps1] [2000-2005] Japanese horror game sim...   \n",
       "32054  ly9glc  [PC] [CD-ROM][2000's] 2D Platformer where you ...   \n",
       "32363  lu7l8d  [TV Game] [Mid 2000s] Plug-in game where you c...   \n",
       "34544  lcrlds  [PC] [1998-2002] Little man jumping over Soda ...   \n",
       "\n",
       "                       USER  TEXT                FLAIR     DATE_x  SCORE  \\\n",
       "29551     MagicalMelancholy   NaN         Timez Attack 2021-04-09      2   \n",
       "31033          lelalalela14   NaN                  NaN 2021-03-17      2   \n",
       "32054   Idk_a_name_to_use69   NaN                  NaN 2021-03-05      3   \n",
       "32363  Lucky_Improvement_15   NaN                Jibbi 2021-02-28      3   \n",
       "34544               MrBaqoo   NaN  Mr. Tiny Adventures 2021-02-04      2   \n",
       "\n",
       "       NUM_COMMENTS   NSFW  LENGTH  FOLLOWS_FORMAT  SOLVED   DATE_y  \n",
       "29551             5  False    2610           False    True  -5 days  \n",
       "31033             3  False     875           False   False -10 days  \n",
       "32054             4  False     460           False   False  -2 days  \n",
       "32363             8  False     845           False    True  -2 days  \n",
       "34544             3  False     938            True    True  -3 days  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff = pa.data.DATE.diff(periods=1)\n",
    "thresholdDiff = diff[diff < pd.Timedelta('-1d')]\n",
    "thresholdData = pa.data[pa.data.DATE.diff(periods=1) < pd.Timedelta('-1d')]\n",
    "\n",
    "merged = thresholdData.merge(thresholdDiff, how='outer', left_index=True, right_index=True)\n",
    "\n",
    "merged[merged.DATE_x > pd.Timestamp('2021')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>USER</th>\n",
       "      <th>DATE_x</th>\n",
       "      <th>DATE_y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>124559</th>\n",
       "      <td>gtz04fe</td>\n",
       "      <td>Lazytron</td>\n",
       "      <td>2021-04-09</td>\n",
       "      <td>-5 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131223</th>\n",
       "      <td>gr9545t</td>\n",
       "      <td>LolcatP</td>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>-10 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136031</th>\n",
       "      <td>gppw6gw</td>\n",
       "      <td>thifofdeath</td>\n",
       "      <td>2021-03-05</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137162</th>\n",
       "      <td>goy4i21</td>\n",
       "      <td>Creative-Brief267</td>\n",
       "      <td>2021-02-27</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146115</th>\n",
       "      <td>glwagt7</td>\n",
       "      <td>Wolff_Hound</td>\n",
       "      <td>2021-02-03</td>\n",
       "      <td>-4 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149665</th>\n",
       "      <td>gkjkgh8</td>\n",
       "      <td>Ahura_Volvo</td>\n",
       "      <td>2021-01-24</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190438</th>\n",
       "      <td>gb66qmr</td>\n",
       "      <td>Ahura_Volvo</td>\n",
       "      <td>2020-11-04</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563406</th>\n",
       "      <td>dtjnzi7</td>\n",
       "      <td>conquer69</td>\n",
       "      <td>2018-01-31</td>\n",
       "      <td>-60 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585871</th>\n",
       "      <td>dmehjn5</td>\n",
       "      <td>walking_the_way</td>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>-31 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698256</th>\n",
       "      <td>cew551m</td>\n",
       "      <td>hyawatha15</td>\n",
       "      <td>2014-01-22</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698380</th>\n",
       "      <td>ceiwzf1</td>\n",
       "      <td>Cutmerock</td>\n",
       "      <td>2014-01-06</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698933</th>\n",
       "      <td>cdl4rra</td>\n",
       "      <td>Followthehollowx</td>\n",
       "      <td>2013-11-23</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698935</th>\n",
       "      <td>cdjyxkr</td>\n",
       "      <td>austinwbond</td>\n",
       "      <td>2013-11-21</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699002</th>\n",
       "      <td>cd7qu9m</td>\n",
       "      <td>mik311</td>\n",
       "      <td>2013-11-06</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699020</th>\n",
       "      <td>cd0axqm</td>\n",
       "      <td>Bakilas</td>\n",
       "      <td>2013-10-26</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699089</th>\n",
       "      <td>ccqg7l3</td>\n",
       "      <td>Platzwart</td>\n",
       "      <td>2013-10-12</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699093</th>\n",
       "      <td>ccnpx5z</td>\n",
       "      <td>GROAX</td>\n",
       "      <td>2013-10-08</td>\n",
       "      <td>-4 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699096</th>\n",
       "      <td>ccl4sr8</td>\n",
       "      <td>Ironbug</td>\n",
       "      <td>2013-10-04</td>\n",
       "      <td>-4 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699106</th>\n",
       "      <td>cciqmj5</td>\n",
       "      <td>aleksanderB</td>\n",
       "      <td>2013-10-01</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699111</th>\n",
       "      <td>ccgyj9r</td>\n",
       "      <td>DustyBowl</td>\n",
       "      <td>2013-09-28</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699154</th>\n",
       "      <td>ccapurz</td>\n",
       "      <td>podobuzz</td>\n",
       "      <td>2013-09-18</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699220</th>\n",
       "      <td>cc0pav9</td>\n",
       "      <td>Laggiing</td>\n",
       "      <td>2013-09-03</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699241</th>\n",
       "      <td>cbxnwz8</td>\n",
       "      <td>nm1043</td>\n",
       "      <td>2013-08-29</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699264</th>\n",
       "      <td>cbtwyqm</td>\n",
       "      <td>Deslre</td>\n",
       "      <td>2013-08-23</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699299</th>\n",
       "      <td>cbppzvg</td>\n",
       "      <td>Schnubby</td>\n",
       "      <td>2013-08-17</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699304</th>\n",
       "      <td>cbnquus</td>\n",
       "      <td>riddles500</td>\n",
       "      <td>2013-08-14</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699378</th>\n",
       "      <td>cbfo3za</td>\n",
       "      <td>Sphyrwa</td>\n",
       "      <td>2013-08-02</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699396</th>\n",
       "      <td>cbcugjv</td>\n",
       "      <td>captwingnut</td>\n",
       "      <td>2013-07-29</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699417</th>\n",
       "      <td>cb78t7j</td>\n",
       "      <td>Zeemox</td>\n",
       "      <td>2013-07-21</td>\n",
       "      <td>-5 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699422</th>\n",
       "      <td>cb4f7ew</td>\n",
       "      <td>S3nsenmann</td>\n",
       "      <td>2013-07-17</td>\n",
       "      <td>-4 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699425</th>\n",
       "      <td>cb22g62</td>\n",
       "      <td>wipeout4wh</td>\n",
       "      <td>2013-07-13</td>\n",
       "      <td>-4 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699471</th>\n",
       "      <td>caw0tyk</td>\n",
       "      <td>krampus503</td>\n",
       "      <td>2013-07-04</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699476</th>\n",
       "      <td>catuy8p</td>\n",
       "      <td>chickenboneneck</td>\n",
       "      <td>2013-07-01</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699479</th>\n",
       "      <td>carjml6</td>\n",
       "      <td>frahma</td>\n",
       "      <td>2013-06-27</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699480</th>\n",
       "      <td>caq81yi</td>\n",
       "      <td>tizakit</td>\n",
       "      <td>2013-06-25</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699486</th>\n",
       "      <td>cao90or</td>\n",
       "      <td>humphrey288</td>\n",
       "      <td>2013-06-22</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699530</th>\n",
       "      <td>cafhvia</td>\n",
       "      <td>noir666</td>\n",
       "      <td>2013-06-09</td>\n",
       "      <td>-4 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699532</th>\n",
       "      <td>cae3q2i</td>\n",
       "      <td>Cabeza2000</td>\n",
       "      <td>2013-06-07</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699562</th>\n",
       "      <td>ca7tc1o</td>\n",
       "      <td>JWoodzy</td>\n",
       "      <td>2013-05-29</td>\n",
       "      <td>-4 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699566</th>\n",
       "      <td>ca6cym4</td>\n",
       "      <td>Sphyrwa</td>\n",
       "      <td>2013-05-26</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699569</th>\n",
       "      <td>ca4wth9</td>\n",
       "      <td>krampus503</td>\n",
       "      <td>2013-05-24</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699579</th>\n",
       "      <td>ca0ryzb</td>\n",
       "      <td>ColtonHD</td>\n",
       "      <td>2013-05-17</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699587</th>\n",
       "      <td>c9wwj4f</td>\n",
       "      <td>krampus503</td>\n",
       "      <td>2013-05-11</td>\n",
       "      <td>-5 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699588</th>\n",
       "      <td>c9um8yx</td>\n",
       "      <td>virtual-toast</td>\n",
       "      <td>2013-05-08</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699602</th>\n",
       "      <td>c9qdkrw</td>\n",
       "      <td>unseth</td>\n",
       "      <td>2013-05-01</td>\n",
       "      <td>-3 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699612</th>\n",
       "      <td>c9gwz1c</td>\n",
       "      <td>guroth</td>\n",
       "      <td>2013-04-17</td>\n",
       "      <td>-11 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699616</th>\n",
       "      <td>c9f70b1</td>\n",
       "      <td>Blinity</td>\n",
       "      <td>2013-04-14</td>\n",
       "      <td>-2 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699657</th>\n",
       "      <td>c7qpwzk</td>\n",
       "      <td>Hyouchuu</td>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>-97 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699659</th>\n",
       "      <td>c7dw005</td>\n",
       "      <td>k2themainframe</td>\n",
       "      <td>2012-12-09</td>\n",
       "      <td>-26 days</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699661</th>\n",
       "      <td>c74zn8f</td>\n",
       "      <td>yelnnek</td>\n",
       "      <td>2012-11-22</td>\n",
       "      <td>-17 days</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ID               USER     DATE_x   DATE_y\n",
       "124559  gtz04fe           Lazytron 2021-04-09  -5 days\n",
       "131223  gr9545t            LolcatP 2021-03-17 -10 days\n",
       "136031  gppw6gw        thifofdeath 2021-03-05  -2 days\n",
       "137162  goy4i21  Creative-Brief267 2021-02-27  -3 days\n",
       "146115  glwagt7        Wolff_Hound 2021-02-03  -4 days\n",
       "149665  gkjkgh8        Ahura_Volvo 2021-01-24  -3 days\n",
       "190438  gb66qmr        Ahura_Volvo 2020-11-04  -2 days\n",
       "563406  dtjnzi7          conquer69 2018-01-31 -60 days\n",
       "585871  dmehjn5    walking_the_way 2017-08-31 -31 days\n",
       "698256  cew551m         hyawatha15 2014-01-22  -2 days\n",
       "698380  ceiwzf1          Cutmerock 2014-01-06  -2 days\n",
       "698933  cdl4rra   Followthehollowx 2013-11-23  -3 days\n",
       "698935  cdjyxkr        austinwbond 2013-11-21  -2 days\n",
       "699002  cd7qu9m             mik311 2013-11-06  -2 days\n",
       "699020  cd0axqm            Bakilas 2013-10-26  -3 days\n",
       "699089  ccqg7l3          Platzwart 2013-10-12  -2 days\n",
       "699093  ccnpx5z              GROAX 2013-10-08  -4 days\n",
       "699096  ccl4sr8            Ironbug 2013-10-04  -4 days\n",
       "699106  cciqmj5        aleksanderB 2013-10-01  -2 days\n",
       "699111  ccgyj9r          DustyBowl 2013-09-28  -2 days\n",
       "699154  ccapurz           podobuzz 2013-09-18  -2 days\n",
       "699220  cc0pav9           Laggiing 2013-09-03  -2 days\n",
       "699241  cbxnwz8             nm1043 2013-08-29  -2 days\n",
       "699264  cbtwyqm             Deslre 2013-08-23  -3 days\n",
       "699299  cbppzvg           Schnubby 2013-08-17  -2 days\n",
       "699304  cbnquus         riddles500 2013-08-14  -2 days\n",
       "699378  cbfo3za            Sphyrwa 2013-08-02  -2 days\n",
       "699396  cbcugjv        captwingnut 2013-07-29  -2 days\n",
       "699417  cb78t7j             Zeemox 2013-07-21  -5 days\n",
       "699422  cb4f7ew         S3nsenmann 2013-07-17  -4 days\n",
       "699425  cb22g62         wipeout4wh 2013-07-13  -4 days\n",
       "699471  caw0tyk         krampus503 2013-07-04  -2 days\n",
       "699476  catuy8p    chickenboneneck 2013-07-01  -2 days\n",
       "699479  carjml6             frahma 2013-06-27  -2 days\n",
       "699480  caq81yi            tizakit 2013-06-25  -2 days\n",
       "699486  cao90or        humphrey288 2013-06-22  -2 days\n",
       "699530  cafhvia            noir666 2013-06-09  -4 days\n",
       "699532  cae3q2i         Cabeza2000 2013-06-07  -2 days\n",
       "699562  ca7tc1o            JWoodzy 2013-05-29  -4 days\n",
       "699566  ca6cym4            Sphyrwa 2013-05-26  -2 days\n",
       "699569  ca4wth9         krampus503 2013-05-24  -2 days\n",
       "699579  ca0ryzb           ColtonHD 2013-05-17  -3 days\n",
       "699587  c9wwj4f         krampus503 2013-05-11  -5 days\n",
       "699588  c9um8yx      virtual-toast 2013-05-08  -3 days\n",
       "699602  c9qdkrw             unseth 2013-05-01  -3 days\n",
       "699612  c9gwz1c             guroth 2013-04-17 -11 days\n",
       "699616  c9f70b1            Blinity 2013-04-14  -2 days\n",
       "699657  c7qpwzk           Hyouchuu 2013-01-04 -97 days\n",
       "699659  c7dw005     k2themainframe 2012-12-09 -26 days\n",
       "699661  c74zn8f            yelnnek 2012-11-22 -17 days"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff = ca.data.DATE.diff(periods=1)\n",
    "thresholdDiff = diff[diff < pd.Timedelta('-1d')]\n",
    "thresholdData = ca.data[ca.data.DATE.diff(periods=1) < pd.Timedelta('-1d')]\n",
    "\n",
    "thresholdData.merge(thresholdDiff, how='outer', left_index=True, right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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    "name": "ipython",
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