diff --git a/sfw_tags/e621_filter.ipynb b/sfw_tags/e621_filter.ipynb
deleted file mode 100644
index 753f947..0000000
--- a/sfw_tags/e621_filter.ipynb
+++ /dev/null
@@ -1,2348 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Download the dataset here [Index of /db_export/](https://e621.net/db_export/). It should look something like `posts-2023-11-03.csv.gz`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "82071b51",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "\n",
-    "# Replace 'your_file.csv' with the actual file name and path if it's not in the current directory\n",
-    "df = pd.read_csv('posts-2023-11-03.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "62d24603",
-   "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>uploader_id</th>\n",
-       "      <th>created_at</th>\n",
-       "      <th>md5</th>\n",
-       "      <th>source</th>\n",
-       "      <th>rating</th>\n",
-       "      <th>image_width</th>\n",
-       "      <th>image_height</th>\n",
-       "      <th>tag_string</th>\n",
-       "      <th>locked_tags</th>\n",
-       "      <th>...</th>\n",
-       "      <th>updated_at</th>\n",
-       "      <th>is_deleted</th>\n",
-       "      <th>is_pending</th>\n",
-       "      <th>is_flagged</th>\n",
-       "      <th>score</th>\n",
-       "      <th>up_score</th>\n",
-       "      <th>down_score</th>\n",
-       "      <th>is_rating_locked</th>\n",
-       "      <th>is_status_locked</th>\n",
-       "      <th>is_note_locked</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>13</td>\n",
-       "      <td>6</td>\n",
-       "      <td>2007-02-10 06:20:51.823829</td>\n",
-       "      <td>c884231ca9bb7bd294dff4d6463e2f54</td>\n",
-       "      <td>cbee</td>\n",
-       "      <td>e</td>\n",
-       "      <td>994</td>\n",
-       "      <td>768</td>\n",
-       "      <td>&lt;3 avoid_posting big_breasts black_and_white b...</td>\n",
-       "      <td>avoid_posting</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-01 18:40:14.525427</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>76</td>\n",
-       "      <td>79</td>\n",
-       "      <td>-6</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>14</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2007-02-10 07:17:30.687994</td>\n",
-       "      <td>3e47080200fbde2d7d2ccf419343ab0a</td>\n",
-       "      <td>https://www.furaffinity.net/view/267581/\\nhttp...</td>\n",
-       "      <td>e</td>\n",
-       "      <td>581</td>\n",
-       "      <td>793</td>\n",
-       "      <td>2006 4_toes accessory animal_genitalia animal_...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-02 21:38:26.840561</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>923</td>\n",
-       "      <td>954</td>\n",
-       "      <td>-33</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>15</td>\n",
-       "      <td>7</td>\n",
-       "      <td>2007-02-10 18:50:40.09919</td>\n",
-       "      <td>326065d926185463f00b684e3c763cee</td>\n",
-       "      <td>https://www.furaffinity.net/view/90528/\\nhttps...</td>\n",
-       "      <td>e</td>\n",
-       "      <td>592</td>\n",
-       "      <td>811</td>\n",
-       "      <td>2006 4_toes abs after_masturbation animal_geni...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-10-30 06:59:35.193615</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>177</td>\n",
-       "      <td>191</td>\n",
-       "      <td>-14</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>16</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2007-02-10 18:57:18.54022</td>\n",
-       "      <td>3070e4234dd36148149508bd24ccb59d</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>q</td>\n",
-       "      <td>831</td>\n",
-       "      <td>648</td>\n",
-       "      <td>breasts cub female heterochromia male mellis p...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-06-03 08:34:57.873522</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>17</td>\n",
-       "      <td>17633</td>\n",
-       "      <td>2007-02-10 19:57:56.809237</td>\n",
-       "      <td>9fceaae92efc38ef8d975b6401bd44f5</td>\n",
-       "      <td>https://www.furaffinity.net/view/2598065/\\nhtt...</td>\n",
-       "      <td>e</td>\n",
-       "      <td>750</td>\n",
-       "      <td>759</td>\n",
-       "      <td>2007 4_claws 4_fingers anal anal_penetration a...</td>\n",
-       "      <td>avoid_posting</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-04-20 02:36:23.490887</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>11</td>\n",
-       "      <td>30</td>\n",
-       "      <td>-20</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
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-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4383040</th>\n",
-       "      <td>4391235</td>\n",
-       "      <td>1290215</td>\n",
-       "      <td>2023-11-03 07:31:39.787594</td>\n",
-       "      <td>b3a7cb39ebc5bd5f4864b32c2d6b1d58</td>\n",
-       "      <td>https://twitter.com/nightlyflare/status/172014...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>2569</td>\n",
-       "      <td>3000</td>\n",
-       "      <td>absurd_res animal_humanoid anthro big_breasts ...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:39:11.629566</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4383041</th>\n",
-       "      <td>4391236</td>\n",
-       "      <td>476767</td>\n",
-       "      <td>2023-11-03 07:33:44.110026</td>\n",
-       "      <td>d4d6a05400080844d3c3c8df93ecfa18</td>\n",
-       "      <td>https://twitter.com/gorarati/status/1713728743...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>1721</td>\n",
-       "      <td>2048</td>\n",
-       "      <td>blue_archive clothed clothing female gorarati ...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:38:38.863137</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4383042</th>\n",
-       "      <td>4391237</td>\n",
-       "      <td>476767</td>\n",
-       "      <td>2023-11-03 07:35:32.205753</td>\n",
-       "      <td>65d7597a89bab8cf72f2a646e4d612c4</td>\n",
-       "      <td>https://twitter.com/gorarati/status/1716868836...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>2048</td>\n",
-       "      <td>1689</td>\n",
-       "      <td>&lt;3 animal_humanoid burger canid canid_humanoid...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:39:23.345716</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
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-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4383043</th>\n",
-       "      <td>4391238</td>\n",
-       "      <td>732974</td>\n",
-       "      <td>2023-11-03 07:36:45.096775</td>\n",
-       "      <td>95d17431e93c54b24f3ce09404b13ed7</td>\n",
-       "      <td>https://inkbunny.net/s/559208\\nhttps://www.sof...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>1485</td>\n",
-       "      <td>1642</td>\n",
-       "      <td>:3 alternate_version_at_source ambiguous_gende...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:40:01.385491</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4383044</th>\n",
-       "      <td>4391239</td>\n",
-       "      <td>476767</td>\n",
-       "      <td>2023-11-03 07:38:08.342394</td>\n",
-       "      <td>f0e8594fd235c1bd974dedb740873bc7</td>\n",
-       "      <td>https://twitter.com/gorarati/status/1714662635...</td>\n",
-       "      <td>q</td>\n",
-       "      <td>1511</td>\n",
-       "      <td>2048</td>\n",
-       "      <td>animal_humanoid bodily_fluids cat_humanoid clo...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:39:37.003747</td>\n",
-       "      <td>f</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>4383045 rows × 29 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "              id  uploader_id                  created_at  \\\n",
-       "0             13            6  2007-02-10 06:20:51.823829   \n",
-       "1             14            7  2007-02-10 07:17:30.687994   \n",
-       "2             15            7   2007-02-10 18:50:40.09919   \n",
-       "3             16            8   2007-02-10 18:57:18.54022   \n",
-       "4             17        17633  2007-02-10 19:57:56.809237   \n",
-       "...          ...          ...                         ...   \n",
-       "4383040  4391235      1290215  2023-11-03 07:31:39.787594   \n",
-       "4383041  4391236       476767  2023-11-03 07:33:44.110026   \n",
-       "4383042  4391237       476767  2023-11-03 07:35:32.205753   \n",
-       "4383043  4391238       732974  2023-11-03 07:36:45.096775   \n",
-       "4383044  4391239       476767  2023-11-03 07:38:08.342394   \n",
-       "\n",
-       "                                      md5  \\\n",
-       "0        c884231ca9bb7bd294dff4d6463e2f54   \n",
-       "1        3e47080200fbde2d7d2ccf419343ab0a   \n",
-       "2        326065d926185463f00b684e3c763cee   \n",
-       "3        3070e4234dd36148149508bd24ccb59d   \n",
-       "4        9fceaae92efc38ef8d975b6401bd44f5   \n",
-       "...                                   ...   \n",
-       "4383040  b3a7cb39ebc5bd5f4864b32c2d6b1d58   \n",
-       "4383041  d4d6a05400080844d3c3c8df93ecfa18   \n",
-       "4383042  65d7597a89bab8cf72f2a646e4d612c4   \n",
-       "4383043  95d17431e93c54b24f3ce09404b13ed7   \n",
-       "4383044  f0e8594fd235c1bd974dedb740873bc7   \n",
-       "\n",
-       "                                                    source rating  \\\n",
-       "0                                                     cbee      e   \n",
-       "1        https://www.furaffinity.net/view/267581/\\nhttp...      e   \n",
-       "2        https://www.furaffinity.net/view/90528/\\nhttps...      e   \n",
-       "3                                                      NaN      q   \n",
-       "4        https://www.furaffinity.net/view/2598065/\\nhtt...      e   \n",
-       "...                                                    ...    ...   \n",
-       "4383040  https://twitter.com/nightlyflare/status/172014...      s   \n",
-       "4383041  https://twitter.com/gorarati/status/1713728743...      s   \n",
-       "4383042  https://twitter.com/gorarati/status/1716868836...      s   \n",
-       "4383043  https://inkbunny.net/s/559208\\nhttps://www.sof...      s   \n",
-       "4383044  https://twitter.com/gorarati/status/1714662635...      q   \n",
-       "\n",
-       "         image_width  image_height  \\\n",
-       "0                994           768   \n",
-       "1                581           793   \n",
-       "2                592           811   \n",
-       "3                831           648   \n",
-       "4                750           759   \n",
-       "...              ...           ...   \n",
-       "4383040         2569          3000   \n",
-       "4383041         1721          2048   \n",
-       "4383042         2048          1689   \n",
-       "4383043         1485          1642   \n",
-       "4383044         1511          2048   \n",
-       "\n",
-       "                                                tag_string    locked_tags  \\\n",
-       "0        <3 avoid_posting big_breasts black_and_white b...  avoid_posting   \n",
-       "1        2006 4_toes accessory animal_genitalia animal_...            NaN   \n",
-       "2        2006 4_toes abs after_masturbation animal_geni...            NaN   \n",
-       "3        breasts cub female heterochromia male mellis p...            NaN   \n",
-       "4        2007 4_claws 4_fingers anal anal_penetration a...  avoid_posting   \n",
-       "...                                                    ...            ...   \n",
-       "4383040  absurd_res animal_humanoid anthro big_breasts ...            NaN   \n",
-       "4383041  blue_archive clothed clothing female gorarati ...            NaN   \n",
-       "4383042  <3 animal_humanoid burger canid canid_humanoid...            NaN   \n",
-       "4383043  :3 alternate_version_at_source ambiguous_gende...            NaN   \n",
-       "4383044  animal_humanoid bodily_fluids cat_humanoid clo...            NaN   \n",
-       "\n",
-       "         ...                  updated_at is_deleted  is_pending  is_flagged  \\\n",
-       "0        ...  2023-11-01 18:40:14.525427          t           f           f   \n",
-       "1        ...  2023-11-02 21:38:26.840561          f           f           f   \n",
-       "2        ...  2023-10-30 06:59:35.193615          f           f           f   \n",
-       "3        ...  2023-06-03 08:34:57.873522          t           f           f   \n",
-       "4        ...  2023-04-20 02:36:23.490887          t           f           f   \n",
-       "...      ...                         ...        ...         ...         ...   \n",
-       "4383040  ...  2023-11-03 07:39:11.629566          f           t           f   \n",
-       "4383041  ...  2023-11-03 07:38:38.863137          f           t           f   \n",
-       "4383042  ...  2023-11-03 07:39:23.345716          f           t           f   \n",
-       "4383043  ...  2023-11-03 07:40:01.385491          f           t           f   \n",
-       "4383044  ...  2023-11-03 07:39:37.003747          f           t           f   \n",
-       "\n",
-       "         score  up_score  down_score is_rating_locked  is_status_locked  \\\n",
-       "0           76        79          -6                t                 f   \n",
-       "1          923       954         -33                t                 f   \n",
-       "2          177       191         -14                t                 f   \n",
-       "3            2         2          -1                t                 f   \n",
-       "4           11        30         -20                t                 f   \n",
-       "...        ...       ...         ...              ...               ...   \n",
-       "4383040      0         0           0                f                 f   \n",
-       "4383041      1         1           0                f                 f   \n",
-       "4383042      1         1           0                f                 f   \n",
-       "4383043      0         0           0                f                 f   \n",
-       "4383044      0         0           0                f                 f   \n",
-       "\n",
-       "        is_note_locked  \n",
-       "0                    t  \n",
-       "1                    t  \n",
-       "2                    f  \n",
-       "3                    t  \n",
-       "4                    t  \n",
-       "...                ...  \n",
-       "4383040              f  \n",
-       "4383041              f  \n",
-       "4383042              f  \n",
-       "4383043              f  \n",
-       "4383044              f  \n",
-       "\n",
-       "[4383045 rows x 29 columns]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "14ce00e7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "filtered_df = df[(df['up_score'] >= 50) & (df['down_score'] >= -(df['up_score'] / 10)) & (df['is_deleted'] == 'f') & (df['is_pending'] == 'f') & (df['is_flagged'] == 'f') & (df['rating'] == 's')]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "d6c209fc",
-   "metadata": {},
-   "outputs": [
-    {
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-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>uploader_id</th>\n",
-       "      <th>created_at</th>\n",
-       "      <th>md5</th>\n",
-       "      <th>source</th>\n",
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-       "      <th>image_width</th>\n",
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-       "      <th>...</th>\n",
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-       "      <th>is_flagged</th>\n",
-       "      <th>score</th>\n",
-       "      <th>up_score</th>\n",
-       "      <th>down_score</th>\n",
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-       "      <th>is_status_locked</th>\n",
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-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>41</td>\n",
-       "      <td>17633</td>\n",
-       "      <td>2007-02-10 20:25:47.58374</td>\n",
-       "      <td>7f341ce17a775951afc69b898d7f8cd8</td>\n",
-       "      <td>https://chan.sankakucomplex.com/post/show/2296448</td>\n",
-       "      <td>s</td>\n",
-       "      <td>748</td>\n",
-       "      <td>785</td>\n",
-       "      <td>ambiguous_gender ankle_strap anthro armchair a...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-10-31 14:27:13.350878</td>\n",
-       "      <td>f</td>\n",
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-       "      <th>28</th>\n",
-       "      <td>42</td>\n",
-       "      <td>17633</td>\n",
-       "      <td>2007-02-10 20:26:35.174688</td>\n",
-       "      <td>b9ef00dc6dd5c38364a839203abd991f</td>\n",
-       "      <td>https://sonichan.free.fr/index.php?dir=\\nhttps...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>800</td>\n",
-       "      <td>600</td>\n",
-       "      <td>4:3 anthro bed biped cuddling detailed_backgro...</td>\n",
-       "      <td>NaN</td>\n",
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-       "      <td>2023-10-10 20:19:54.289908</td>\n",
-       "      <td>f</td>\n",
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-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>43</td>\n",
-       "      <td>17633</td>\n",
-       "      <td>2007-02-10 20:27:48.227559</td>\n",
-       "      <td>cf03be41aac70e8d6ccd1a2501ec845b</td>\n",
-       "      <td>https://j-fujita.deviantart.com/art/Miyu-2006-...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>720</td>\n",
-       "      <td>1050</td>\n",
-       "      <td>2006 24:35 anthro belted_boots bent_arm bent_o...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-10-22 07:35:52.058007</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>115</td>\n",
-       "      <td>123</td>\n",
-       "      <td>-8</td>\n",
-       "      <td>t</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
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-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>63</td>\n",
-       "      <td>17633</td>\n",
-       "      <td>2007-02-10 22:29:25.699311</td>\n",
-       "      <td>75f2112ed16719cb88686573d015f40b</td>\n",
-       "      <td>https://www.deviantart.com/jayaxer/art/Let-Sle...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>763</td>\n",
-       "      <td>998</td>\n",
-       "      <td>2006 4_toes 5_fingers anthro barefoot bed bed_...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-10-14 19:42:33.936519</td>\n",
-       "      <td>f</td>\n",
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-       "      <td>147</td>\n",
-       "      <td>17633</td>\n",
-       "      <td>2007-02-14 01:28:30.869838</td>\n",
-       "      <td>f287864fe32af50f7ed6a036d61dd2d8</td>\n",
-       "      <td>-https://aquabunny.creativeworlds.net/media/gi...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>160</td>\n",
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-       "      <td>2006 2d_animation 4:3 animated aquabunny biped...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-10-28 06:27:23.2087</td>\n",
-       "      <td>f</td>\n",
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-       "      <td>424</td>\n",
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-       "      <th>4381238</th>\n",
-       "      <td>4389433</td>\n",
-       "      <td>134487</td>\n",
-       "      <td>2023-11-02 06:55:33.836896</td>\n",
-       "      <td>c540c854df0337b04da285392d9e5609</td>\n",
-       "      <td>https://twitter.com/hufy926_2/status/165303905...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>2048</td>\n",
-       "      <td>1690</td>\n",
-       "      <td>2023 4_toes 5_fingers ahoge anthro ass_up bipe...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:13:08.178163</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
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-       "      <td>84</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>f</td>\n",
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-       "      <th>4381698</th>\n",
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-       "      <td>2023-11-02 16:19:44.720595</td>\n",
-       "      <td>5a664d4d9052bcde4f9a40fd4f8a98ab</td>\n",
-       "      <td>https://twitter.com/Whygena_Draws/status/17201...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>1000</td>\n",
-       "      <td>2667</td>\n",
-       "      <td>absurd_res angry anthro apron clothing comic c...</td>\n",
-       "      <td>conditional_dnp</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:16:02.064184</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>70</td>\n",
-       "      <td>70</td>\n",
-       "      <td>0</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
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-       "    <tr>\n",
-       "      <th>4381844</th>\n",
-       "      <td>4390039</td>\n",
-       "      <td>362418</td>\n",
-       "      <td>2023-11-02 18:05:51.347835</td>\n",
-       "      <td>697fd38c3179cabe253a1d71f71ce00d</td>\n",
-       "      <td>https://x.com/ArtOfZue/status/1720099174270771...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>1080</td>\n",
-       "      <td>936</td>\n",
-       "      <td>albino_raccoon alibi-cami animated anthro arto...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:30:40.142009</td>\n",
-       "      <td>f</td>\n",
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-       "      <td>f</td>\n",
-       "      <td>59</td>\n",
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-       "    <tr>\n",
-       "      <th>4382128</th>\n",
-       "      <td>4390323</td>\n",
-       "      <td>10799</td>\n",
-       "      <td>2023-11-02 20:18:08.782584</td>\n",
-       "      <td>81251b60dc669cbde1045fa8dc3f2ce5</td>\n",
-       "      <td>https://www.deviantart.com/painterdreamer/art/...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>900</td>\n",
-       "      <td>1125</td>\n",
-       "      <td>2023 anthro anthro_focus artist_name blue_clot...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:24:07.803882</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>55</td>\n",
-       "      <td>56</td>\n",
-       "      <td>-1</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
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-       "    <tr>\n",
-       "      <th>4382875</th>\n",
-       "      <td>4391070</td>\n",
-       "      <td>846033</td>\n",
-       "      <td>2023-11-03 04:32:04.036776</td>\n",
-       "      <td>a5ded886fb4ce0299829125e8b05bbfa</td>\n",
-       "      <td>https://www.furaffinity.net/view/54294845/\\nht...</td>\n",
-       "      <td>s</td>\n",
-       "      <td>900</td>\n",
-       "      <td>1286</td>\n",
-       "      <td>2023 anthro black_nose bolt_(bolt) bolt_(film)...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2023-11-03 07:33:49.555735</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>68</td>\n",
-       "      <td>69</td>\n",
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-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "      <td>f</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>117407 rows × 29 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "              id  uploader_id                  created_at  \\\n",
-       "27            41        17633   2007-02-10 20:25:47.58374   \n",
-       "28            42        17633  2007-02-10 20:26:35.174688   \n",
-       "29            43        17633  2007-02-10 20:27:48.227559   \n",
-       "46            63        17633  2007-02-10 22:29:25.699311   \n",
-       "123          147        17633  2007-02-14 01:28:30.869838   \n",
-       "...          ...          ...                         ...   \n",
-       "4381238  4389433       134487  2023-11-02 06:55:33.836896   \n",
-       "4381698  4389893       340613  2023-11-02 16:19:44.720595   \n",
-       "4381844  4390039       362418  2023-11-02 18:05:51.347835   \n",
-       "4382128  4390323        10799  2023-11-02 20:18:08.782584   \n",
-       "4382875  4391070       846033  2023-11-03 04:32:04.036776   \n",
-       "\n",
-       "                                      md5  \\\n",
-       "27       7f341ce17a775951afc69b898d7f8cd8   \n",
-       "28       b9ef00dc6dd5c38364a839203abd991f   \n",
-       "29       cf03be41aac70e8d6ccd1a2501ec845b   \n",
-       "46       75f2112ed16719cb88686573d015f40b   \n",
-       "123      f287864fe32af50f7ed6a036d61dd2d8   \n",
-       "...                                   ...   \n",
-       "4381238  c540c854df0337b04da285392d9e5609   \n",
-       "4381698  5a664d4d9052bcde4f9a40fd4f8a98ab   \n",
-       "4381844  697fd38c3179cabe253a1d71f71ce00d   \n",
-       "4382128  81251b60dc669cbde1045fa8dc3f2ce5   \n",
-       "4382875  a5ded886fb4ce0299829125e8b05bbfa   \n",
-       "\n",
-       "                                                    source rating  \\\n",
-       "27       https://chan.sankakucomplex.com/post/show/2296448      s   \n",
-       "28       https://sonichan.free.fr/index.php?dir=\\nhttps...      s   \n",
-       "29       https://j-fujita.deviantart.com/art/Miyu-2006-...      s   \n",
-       "46       https://www.deviantart.com/jayaxer/art/Let-Sle...      s   \n",
-       "123      -https://aquabunny.creativeworlds.net/media/gi...      s   \n",
-       "...                                                    ...    ...   \n",
-       "4381238  https://twitter.com/hufy926_2/status/165303905...      s   \n",
-       "4381698  https://twitter.com/Whygena_Draws/status/17201...      s   \n",
-       "4381844  https://x.com/ArtOfZue/status/1720099174270771...      s   \n",
-       "4382128  https://www.deviantart.com/painterdreamer/art/...      s   \n",
-       "4382875  https://www.furaffinity.net/view/54294845/\\nht...      s   \n",
-       "\n",
-       "         image_width  image_height  \\\n",
-       "27               748           785   \n",
-       "28               800           600   \n",
-       "29               720          1050   \n",
-       "46               763           998   \n",
-       "123              160           120   \n",
-       "...              ...           ...   \n",
-       "4381238         2048          1690   \n",
-       "4381698         1000          2667   \n",
-       "4381844         1080           936   \n",
-       "4382128          900          1125   \n",
-       "4382875          900          1286   \n",
-       "\n",
-       "                                                tag_string      locked_tags  \\\n",
-       "27       ambiguous_gender ankle_strap anthro armchair a...              NaN   \n",
-       "28       4:3 anthro bed biped cuddling detailed_backgro...              NaN   \n",
-       "29       2006 24:35 anthro belted_boots bent_arm bent_o...              NaN   \n",
-       "46       2006 4_toes 5_fingers anthro barefoot bed bed_...              NaN   \n",
-       "123      2006 2d_animation 4:3 animated aquabunny biped...              NaN   \n",
-       "...                                                    ...              ...   \n",
-       "4381238  2023 4_toes 5_fingers ahoge anthro ass_up bipe...              NaN   \n",
-       "4381698  absurd_res angry anthro apron clothing comic c...  conditional_dnp   \n",
-       "4381844  albino_raccoon alibi-cami animated anthro arto...              NaN   \n",
-       "4382128  2023 anthro anthro_focus artist_name blue_clot...              NaN   \n",
-       "4382875  2023 anthro black_nose bolt_(bolt) bolt_(film)...              NaN   \n",
-       "\n",
-       "         ...                  updated_at is_deleted  is_pending  is_flagged  \\\n",
-       "27       ...  2023-10-31 14:27:13.350878          f           f           f   \n",
-       "28       ...  2023-10-10 20:19:54.289908          f           f           f   \n",
-       "29       ...  2023-10-22 07:35:52.058007          f           f           f   \n",
-       "46       ...  2023-10-14 19:42:33.936519          f           f           f   \n",
-       "123      ...    2023-10-28 06:27:23.2087          f           f           f   \n",
-       "...      ...                         ...        ...         ...         ...   \n",
-       "4381238  ...  2023-11-03 07:13:08.178163          f           f           f   \n",
-       "4381698  ...  2023-11-03 07:16:02.064184          f           f           f   \n",
-       "4381844  ...  2023-11-03 07:30:40.142009          f           f           f   \n",
-       "4382128  ...  2023-11-03 07:24:07.803882          f           f           f   \n",
-       "4382875  ...  2023-11-03 07:33:49.555735          f           f           f   \n",
-       "\n",
-       "         score  up_score  down_score is_rating_locked  is_status_locked  \\\n",
-       "27          91        96          -6                f                 f   \n",
-       "28         134       140          -7                f                 f   \n",
-       "29         115       123          -8                t                 f   \n",
-       "46         124       127          -4                t                 f   \n",
-       "123        424       429          -7                f                 f   \n",
-       "...        ...       ...         ...              ...               ...   \n",
-       "4381238     84        84           0                f                 f   \n",
-       "4381698     70        70           0                f                 f   \n",
-       "4381844     59        61          -2                f                 f   \n",
-       "4382128     55        56          -1                f                 f   \n",
-       "4382875     68        69          -1                f                 f   \n",
-       "\n",
-       "        is_note_locked  \n",
-       "27                   f  \n",
-       "28                   f  \n",
-       "29                   f  \n",
-       "46                   f  \n",
-       "123                  f  \n",
-       "...                ...  \n",
-       "4381238              f  \n",
-       "4381698              f  \n",
-       "4381844              f  \n",
-       "4382128              f  \n",
-       "4382875              f  \n",
-       "\n",
-       "[117407 rows x 29 columns]"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filtered_df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "94f01f8f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from collections import Counter\n",
-    "\n",
-    "# Initialize a Counter object to count tags\n",
-    "tag_counter = Counter()\n",
-    "\n",
-    "# Iterate through each row in the filtered DataFrame\n",
-    "for index, row in filtered_df.iterrows():\n",
-    "    # Split the tag_string by whitespace and update the counter\n",
-    "    tags = row['tag_string'].split()\n",
-    "    tag_counter.update(tags)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "6bf3667d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Counter({'ambiguous_gender': 20187,\n",
-       "         'ankle_strap': 1,\n",
-       "         'anthro': 88616,\n",
-       "         'armchair': 57,\n",
-       "         'armwear': 2432,\n",
-       "         'big_iris': 20,\n",
-       "         'big_pupils': 112,\n",
-       "         'biped': 12094,\n",
-       "         'black_armwear': 90,\n",
-       "         'black_clothing': 5418,\n",
-       "         'black_elbow_gloves': 27,\n",
-       "         'black_footwear': 458,\n",
-       "         'black_gloves': 295,\n",
-       "         'black_handwear': 305,\n",
-       "         'black_legwear': 504,\n",
-       "         'black_socks': 112,\n",
-       "         'black_thigh_highs': 214,\n",
-       "         'black_thigh_socks': 45,\n",
-       "         'blonde_hair': 6610,\n",
-       "         'blue_eyes': 17658,\n",
-       "         'blue_pupils': 119,\n",
-       "         'bottomless': 1844,\n",
-       "         'brown_collar': 14,\n",
-       "         'canid': 44161,\n",
-       "         'canine': 41814,\n",
-       "         'chair': 2178,\n",
-       "         'clothed': 52397,\n",
-       "         'clothing': 80037,\n",
-       "         'collar': 6806,\n",
-       "         'collar_ring': 15,\n",
-       "         'cub': 3306,\n",
-       "         'dark_armwear': 4,\n",
-       "         'dark_clothing': 32,\n",
-       "         'dark_elbow_gloves': 2,\n",
-       "         'dark_gloves': 5,\n",
-       "         'dark_handwear': 5,\n",
-       "         'dark_legwear': 4,\n",
-       "         'dark_socks': 2,\n",
-       "         'dark_thigh_highs': 4,\n",
-       "         'dark_thigh_socks': 2,\n",
-       "         'digital_media_(artwork)': 42134,\n",
-       "         'dipstick_tail': 3873,\n",
-       "         'elbow_gloves': 993,\n",
-       "         'english_text': 35744,\n",
-       "         'fingerless_gloves': 2057,\n",
-       "         'footwear': 9512,\n",
-       "         'fox': 13868,\n",
-       "         'fur': 58867,\n",
-       "         'furniture': 8903,\n",
-       "         'girly': 2323,\n",
-       "         'gloves': 7554,\n",
-       "         'hair': 49056,\n",
-       "         'handwear': 7787,\n",
-       "         'headphones': 1054,\n",
-       "         'hybrid': 3681,\n",
-       "         'iris': 194,\n",
-       "         'lagomorph': 7412,\n",
-       "         'leather_collar': 11,\n",
-       "         'legwear': 7062,\n",
-       "         'leporid': 6566,\n",
-       "         'light_text': 11,\n",
-       "         'long_ears': 2695,\n",
-       "         'lying': 5510,\n",
-       "         'male_(lore)': 1637,\n",
-       "         'mammal': 91179,\n",
-       "         'markings': 12628,\n",
-       "         'monotone_armwear': 5,\n",
-       "         'monotone_clothing': 284,\n",
-       "         'monotone_elbow_gloves': 2,\n",
-       "         'monotone_gloves': 16,\n",
-       "         'monotone_hair': 779,\n",
-       "         'monotone_handwear': 16,\n",
-       "         'multicolored_body': 13250,\n",
-       "         'multicolored_clothing': 597,\n",
-       "         'multicolored_ears': 2462,\n",
-       "         'multicolored_face': 99,\n",
-       "         'multicolored_footwear': 147,\n",
-       "         'multicolored_fur': 10136,\n",
-       "         'multicolored_legwear': 65,\n",
-       "         'multicolored_socks': 64,\n",
-       "         'multicolored_tail': 3124,\n",
-       "         'multicolored_thigh_highs': 56,\n",
-       "         'multicolored_thigh_socks': 50,\n",
-       "         'music': 1005,\n",
-       "         'on_armchair': 14,\n",
-       "         'on_back': 2085,\n",
-       "         'pillow': 2124,\n",
-       "         'pupils': 4868,\n",
-       "         'rabbit': 6343,\n",
-       "         'recliner': 14,\n",
-       "         'skimpy': 1821,\n",
-       "         'socks': 1801,\n",
-       "         'solo': 65487,\n",
-       "         'stockings': 1918,\n",
-       "         'straps': 129,\n",
-       "         'tail': 28751,\n",
-       "         'tail_markings': 5233,\n",
-       "         'text': 43036,\n",
-       "         'thigh_highs': 3049,\n",
-       "         'thigh_socks': 239,\n",
-       "         'totem.v': 4,\n",
-       "         'two_tone_body': 7285,\n",
-       "         'two_tone_clothing': 355,\n",
-       "         'two_tone_ears': 498,\n",
-       "         'two_tone_face': 141,\n",
-       "         'two_tone_footwear': 118,\n",
-       "         'two_tone_fur': 5536,\n",
-       "         'two_tone_legwear': 58,\n",
-       "         'two_tone_socks': 58,\n",
-       "         'two_tone_tail': 1289,\n",
-       "         'two_tone_thigh_highs': 51,\n",
-       "         'two_tone_thigh_socks': 48,\n",
-       "         'tysontan': 31,\n",
-       "         'white_body': 26596,\n",
-       "         'white_clothing': 3676,\n",
-       "         'white_ears': 734,\n",
-       "         'white_face': 278,\n",
-       "         'white_footwear': 336,\n",
-       "         'white_fur': 21492,\n",
-       "         'white_legwear': 189,\n",
-       "         'white_socks': 153,\n",
-       "         'white_tail': 1217,\n",
-       "         'white_text': 390,\n",
-       "         'white_thigh_highs': 95,\n",
-       "         'white_thigh_socks': 39,\n",
-       "         'wrist_strap': 1,\n",
-       "         'yellow_body': 7893,\n",
-       "         'yellow_ears': 393,\n",
-       "         'yellow_face': 29,\n",
-       "         'yellow_fur': 5784,\n",
-       "         'yellow_tail': 618,\n",
-       "         'young': 6450,\n",
-       "         'yumu': 3,\n",
-       "         '4:3': 1781,\n",
-       "         'bed': 3330,\n",
-       "         'cuddling': 1174,\n",
-       "         'detailed_background': 10298,\n",
-       "         'domestic_cat': 9156,\n",
-       "         'duo': 32159,\n",
-       "         'embrace': 3181,\n",
-       "         'eyes_closed': 11911,\n",
-       "         'eyewear': 10687,\n",
-       "         'felid': 20088,\n",
-       "         'feline': 14269,\n",
-       "         'felis': 9368,\n",
-       "         'female': 71537,\n",
-       "         'glasses': 7098,\n",
-       "         'hug': 2813,\n",
-       "         'ikuta_takanon': 2,\n",
-       "         'inside': 6748,\n",
-       "         'male': 46844,\n",
-       "         'male/female': 3868,\n",
-       "         'nap_zack': 1,\n",
-       "         'nude': 7082,\n",
-       "         'on_front': 1468,\n",
-       "         'romantic': 2279,\n",
-       "         'romantic_couple': 2018,\n",
-       "         'run_turn': 1,\n",
-       "         'sleeping': 2216,\n",
-       "         'tail_tale': 1,\n",
-       "         'visual_novel': 455,\n",
-       "         'yaminabe_aries': 1,\n",
-       "         '2006': 30,\n",
-       "         '24:35': 1,\n",
-       "         'belted_boots': 3,\n",
-       "         'bent_arm': 229,\n",
-       "         'bent_over': 485,\n",
-       "         'blue_sclera': 506,\n",
-       "         'blush': 19132,\n",
-       "         'boots': 2868,\n",
-       "         'bottomwear': 22180,\n",
-       "         'breasts': 34976,\n",
-       "         'countershade_arms': 117,\n",
-       "         'countershade_face': 1442,\n",
-       "         'countershading': 6655,\n",
-       "         'ear_piercing': 8799,\n",
-       "         'ear_ring': 4250,\n",
-       "         'ear_tuft': 696,\n",
-       "         'extended_arm': 144,\n",
-       "         'front_view': 4406,\n",
-       "         'full-length_portrait': 2981,\n",
-       "         'green_bottomwear': 309,\n",
-       "         'green_clothing': 1739,\n",
-       "         'grey_clothing': 1052,\n",
-       "         'grey_footwear': 46,\n",
-       "         'hand_on_hip': 2464,\n",
-       "         'hand_on_leg': 489,\n",
-       "         'hand_on_own_hip': 104,\n",
-       "         'hand_on_own_leg': 80,\n",
-       "         'hand_on_own_shin': 8,\n",
-       "         'hand_on_shin': 10,\n",
-       "         'holding_leg': 79,\n",
-       "         'holding_shin': 9,\n",
-       "         'hoop_ear_ring': 81,\n",
-       "         'j-fujita': 15,\n",
-       "         'jacket': 3399,\n",
-       "         'leaning': 879,\n",
-       "         'leaning_forward': 482,\n",
-       "         'leaning_on_self': 31,\n",
-       "         'looking_at_viewer': 27411,\n",
-       "         'lynx': 892,\n",
-       "         'miyu_lynx': 56,\n",
-       "         'nintendo': 21716,\n",
-       "         'orange_body': 7908,\n",
-       "         'orange_fur': 6675,\n",
-       "         'pants': 8521,\n",
-       "         'pastel_(artwork)': 7,\n",
-       "         'piercing': 10622,\n",
-       "         'pink_clothing': 1446,\n",
-       "         'pink_topwear': 542,\n",
-       "         'portrait': 8752,\n",
-       "         'pose': 4636,\n",
-       "         'raised_toes': 2,\n",
-       "         'ring_piercing': 4773,\n",
-       "         'scut_tail': 765,\n",
-       "         'shirt': 16783,\n",
-       "         'short_tail': 1362,\n",
-       "         'simple_background': 37431,\n",
-       "         'small_nose': 130,\n",
-       "         'smile': 37093,\n",
-       "         'spots': 3119,\n",
-       "         'spotted_body': 1953,\n",
-       "         'spotted_fur': 1759,\n",
-       "         'standing': 16086,\n",
-       "         'star_fox': 1319,\n",
-       "         'straight_legs': 100,\n",
-       "         'tan_background': 368,\n",
-       "         'tan_outerwear': 2,\n",
-       "         'three-quarter_view': 985,\n",
-       "         'topwear': 28438,\n",
-       "         'touching_hip': 16,\n",
-       "         'touching_own_hip': 15,\n",
-       "         'traditional_media_(artwork)': 980,\n",
-       "         'tuft': 18828,\n",
-       "         'white_countershading': 802,\n",
-       "         '4_toes': 5263,\n",
-       "         '5_fingers': 11976,\n",
-       "         'barefoot': 8317,\n",
-       "         'bed_sheet': 317,\n",
-       "         'bedding': 1101,\n",
-       "         'bedding_background': 48,\n",
-       "         'big_breasts': 12625,\n",
-       "         'big_butt': 1480,\n",
-       "         'black_claws': 1309,\n",
-       "         'black_eyebrows': 798,\n",
-       "         'black_horn': 325,\n",
-       "         'black_shirt': 851,\n",
-       "         'black_tail': 858,\n",
-       "         'black_tank_top': 138,\n",
-       "         'black_topwear': 1843,\n",
-       "         'blue_bottomwear': 1023,\n",
-       "         'blue_clothing': 2925,\n",
-       "         'blue_shorts': 259,\n",
-       "         'butt': 5301,\n",
-       "         'claws': 17428,\n",
-       "         'countershade_feet': 465,\n",
-       "         'countershade_hands': 122,\n",
-       "         'countershade_tail': 417,\n",
-       "         'dark_eyebrows': 24,\n",
-       "         'dark_horn': 8,\n",
-       "         'dragon': 8384,\n",
-       "         'eyebrows': 10738,\n",
-       "         'feet': 16188,\n",
-       "         'fingers': 21444,\n",
-       "         'fully_clothed': 6487,\n",
-       "         'furgonomics': 2863,\n",
-       "         'glistening': 2671,\n",
-       "         'glistening_body': 834,\n",
-       "         'glistening_horn': 14,\n",
-       "         'glistening_tail': 75,\n",
-       "         'glistening_wings': 4,\n",
-       "         'grey_ears': 349,\n",
-       "         'grey_feet': 12,\n",
-       "         'grey_shirt': 260,\n",
-       "         'grey_tail': 509,\n",
-       "         'grey_tank_top': 30,\n",
-       "         'grey_topwear': 482,\n",
-       "         'grey_wings': 31,\n",
-       "         'highlights_(coloring)': 986,\n",
-       "         'horn': 16234,\n",
-       "         'humanoid_pointy_ears': 1191,\n",
-       "         'j_axer': 8,\n",
-       "         'leigh': 2,\n",
-       "         'long_tail': 2276,\n",
-       "         'membrane_(anatomy)': 3572,\n",
-       "         'membranous_wings': 3110,\n",
-       "         'monotone_breasts': 27,\n",
-       "         'monotone_ears': 836,\n",
-       "         'multi_tone_clothing': 6,\n",
-       "         'multi_tone_tail': 19,\n",
-       "         'multi_tone_tank_top': 1,\n",
-       "         'multi_tone_topwear': 2,\n",
-       "         'multicolored_shirt': 103,\n",
-       "         'multicolored_tank_top': 10,\n",
-       "         'multicolored_topwear': 194,\n",
-       "         'non-mammal_breasts': 2834,\n",
-       "         'on_side': 1048,\n",
-       "         'plantigrade': 2712,\n",
-       "         'purple_hair': 2462,\n",
-       "         'scalie': 13333,\n",
-       "         'shorts': 7946,\n",
-       "         'side_boob': 751,\n",
-       "         'side_view': 1683,\n",
-       "         'soles': 1977,\n",
-       "         'spread_wings': 473,\n",
-       "         'tail_clothing': 215,\n",
-       "         'tank_top': 3207,\n",
-       "         'tapering_tail': 98,\n",
-       "         'toe_claws': 4641,\n",
-       "         'toes': 12298,\n",
-       "         'tomboy': 392,\n",
-       "         'url': 6029,\n",
-       "         'white_breasts': 70,\n",
-       "         'white_highlights': 58,\n",
-       "         'wide_hips': 6569,\n",
-       "         'wings': 8910,\n",
-       "         'yamcha_death_pose': 11,\n",
-       "         'year': 88,\n",
-       "         'yellow_clothing': 766,\n",
-       "         'yellow_shirt': 183,\n",
-       "         'yellow_tank_top': 26,\n",
-       "         'yellow_topwear': 363,\n",
-       "         '2d_animation': 2476,\n",
-       "         'animated': 7679,\n",
-       "         'aquabunny': 28,\n",
-       "         'black_and_white': 1434,\n",
-       "         'black_eyes': 3313,\n",
-       "         'bodily_fluids': 10933,\n",
-       "         'building': 1616,\n",
-       "         'chimney': 31,\n",
-       "         'classic_animations': 15,\n",
-       "         'confidence': 6,\n",
-       "         'crossed_arms': 1517,\n",
-       "         'crying': 1739,\n",
-       "         'digital_drawing_(artwork)': 3602,\n",
-       "         'door': 1261,\n",
-       "         'dot_eyes': 783,\n",
-       "         'explosion': 258,\n",
-       "         'eye_contact': 1940,\n",
-       "         'fangs': 8517,\n",
-       "         'feral': 19257,\n",
-       "         'flipnote_studio': 164,\n",
-       "         'frame_by_frame': 1237,\n",
-       "         'game_console': 258,\n",
-       "         'generation_1_pokemon': 4611,\n",
-       "         'generation_2_pokemon': 2271,\n",
-       "         'generation_3_pokemon': 2320,\n",
-       "         'gesture': 4276,\n",
-       "         'grandfathered_content': 221,\n",
-       "         'group': 14713,\n",
-       "         'half-closed_eyes': 4218,\n",
-       "         'hat': 8301,\n",
-       "         'headgear': 11677,\n",
-       "         'headwear': 8971,\n",
-       "         'high_five': 29,\n",
-       "         'house': 609,\n",
-       "         'humor': 7895,\n",
-       "         'kadabra': 20,\n",
-       "         'kangaskhan': 28,\n",
-       "         'long_playtime': 941,\n",
-       "         'looking_aside': 1470,\n",
-       "         'looking_at_another': 5498,\n",
-       "         'loop': 1239,\n",
-       "         'low_res': 1636,\n",
-       "         'machop': 29,\n",
-       "         'makuhita': 14,\n",
-       "         'mankey': 20,\n",
-       "         'microsoft': 656,\n",
-       "         'monochrome': 7860,\n",
-       "         'narrowed_eyes': 6829,\n",
-       "         'nidorina': 73,\n",
-       "         'nintendo_ds': 26,\n",
-       "         'nintendo_ds_family': 48,\n",
-       "         'no_sound': 917,\n",
-       "         'open_mouth': 26315,\n",
-       "         'pokemon': 15772,\n",
-       "         'pokemon_(species)': 15636,\n",
-       "         'prison': 106,\n",
-       "         'screentone': 67,\n",
-       "         'shocked': 739,\n",
-       "         'short_film': 70,\n",
-       "         'simple_eyes': 378,\n",
-       "         'sitting': 13200,\n",
-       "         'size_difference': 6533,\n",
-       "         'slowbro': 21,\n",
-       "         'source_request': 140,\n",
-       "         'spoink': 13,\n",
-       "         'sudowoodo': 13,\n",
-       "         'swinub': 17,\n",
-       "         'tears': 3001,\n",
-       "         'teeth': 21929,\n",
-       "         'thumbnail': 91,\n",
-       "         'togepi': 21,\n",
-       "         'unavailable_at_source': 181,\n",
-       "         'walking': 1359,\n",
-       "         'wigglytuff': 38,\n",
-       "         'wii': 14,\n",
-       "         'xbox': 40,\n",
-       "         'xbox_360': 12,\n",
-       "         'xbox_game_studios': 615,\n",
-       "         'yawn': 262,\n",
-       "         'absol': 327,\n",
-       "         'anthrofied': 2683,\n",
-       "         'black_nose': 11443,\n",
-       "         'clasped_hands': 106,\n",
-       "         'classy': 89,\n",
-       "         'cleavage': 9907,\n",
-       "         'digital_painting_(artwork)': 1552,\n",
-       "         'dress': 6066,\n",
-       "         'gabapple': 2,\n",
-       "         'grey_body': 11557,\n",
-       "         'grey_dress': 29,\n",
-       "         'grey_fur': 9280,\n",
-       "         'medium_breasts': 1438,\n",
-       "         'pokemorph': 1360,\n",
-       "         'snout': 2298,\n",
-       "         'star': 2159,\n",
-       "         'translucent': 2481,\n",
-       "         'translucent_hair': 1819,\n",
-       "         'white_background': 12726,\n",
-       "         'white_hair': 6891,\n",
-       "         'armor': 4560,\n",
-       "         'asian_mythology': 675,\n",
-       "         'chain': 531,\n",
-       "         'chest_tuft': 5573,\n",
-       "         'claw_(weapon)': 7,\n",
-       "         'clock': 723,\n",
-       "         'clock_tower': 6,\n",
-       "         'clockwork': 2,\n",
-       "         'cogwheel': 8,\n",
-       "         'east_asian_mythology': 673,\n",
-       "         'featureless_breasts': 2021,\n",
-       "         'featureless_crotch': 2836,\n",
-       "         'gears': 14,\n",
-       "         'japanese_mythology': 116,\n",
-       "         'lion': 1220,\n",
-       "         'long_legs': 143,\n",
-       "         'lounge': 4,\n",
-       "         'melee_weapon': 3826,\n",
-       "         'multi_tail': 996,\n",
-       "         'mythology': 1775,\n",
-       "         'nekomata': 19,\n",
-       "         'pantherine': 4874,\n",
-       "         'ratbat': 6,\n",
-       "         'short_hair': 4432,\n",
-       "         'steampunk': 31,\n",
-       "         'technophilia': 2,\n",
-       "         'unconvincing_armor': 241,\n",
-       "         'weapon': 7379,\n",
-       "         'wraps': 850,\n",
-       "         'yokai': 94,\n",
-       "         '2005': 16,\n",
-       "         'black_body': 11679,\n",
-       "         'black_fur': 8711,\n",
-       "         'brown_eyes': 4204,\n",
-       "         'brown_sclera': 57,\n",
-       "         'corset': 232,\n",
-       "         'dated': 812,\n",
-       "         'dingbat': 3,\n",
-       "         'lingerie': 963,\n",
-       "         'long_hair': 9701,\n",
-       "         'mephitid': 388,\n",
-       "         'outside': 12754,\n",
-       "         'ribbons': 2128,\n",
-       "         'skunk': 378,\n",
-       "         'sleeves': 64,\n",
-       "         'striped_skunk': 25,\n",
-       "         'sunset': 593,\n",
-       "         'windblown_hair': 3,\n",
-       "         '2004': 13,\n",
-       "         '2_bladed_sword': 1,\n",
-       "         '4_fingers': 5008,\n",
-       "         'bracers': 224,\n",
-       "         'breastplate': 345,\n",
-       "         'cape': 1370,\n",
-       "         'cloak': 898,\n",
-       "         'cobbled': 5,\n",
-       "         'cobblestone': 17,\n",
-       "         'digitigrade': 4668,\n",
-       "         'fantasy_weapon': 8,\n",
-       "         'fog': 184,\n",
-       "         'glaive': 9,\n",
-       "         'greaves': 132,\n",
-       "         'grey_background': 2931,\n",
-       "         'helmet': 1487,\n",
-       "         'holding_object': 12002,\n",
-       "         'holding_weapon': 2700,\n",
-       "         'mick39': 8,\n",
-       "         'northern_sergal': 1,\n",
-       "         'pink_tongue': 1325,\n",
-       "         'platemail': 9,\n",
-       "         'polearm': 779,\n",
-       "         'rain_silves': 12,\n",
-       "         'rock': 1091,\n",
-       "         'scalemail': 10,\n",
-       "         'sergal': 250,\n",
-       "         'soldier': 136,\n",
-       "         'tail_armor': 16,\n",
-       "         'tongue': 14854,\n",
-       "         'tongue_out': 6712,\n",
-       "         'warrior': 619,\n",
-       "         '2003': 11,\n",
-       "         '3_fingers': 2033,\n",
-       "         '3_toes': 4619,\n",
-       "         'bandai_namco': 1133,\n",
-       "         'belly': 2480,\n",
-       "         'black_sclera': 2584,\n",
-       "         'bridal_gauntlets': 220,\n",
-       "         'casual_nudity': 823,\n",
-       "         'cute_fangs': 2499,\n",
-       "         'dancing': 1176,\n",
-       "         'daww': 1901,\n",
-       "         'digimon': 1028,\n",
-       "         'digimon_(species)': 1022,\n",
-       "         'dipstick_ears': 1859,\n",
-       "         'dipstick_limbs': 68,\n",
-       "         'facial_markings': 2688,\n",
-       "         'fluffy': 6753,\n",
-       "         'fluffy_tail': 4281,\n",
-       "         'glistening_eyes': 1305,\n",
-       "         'happy': 4187,\n",
-       "         'head_markings': 2769,\n",
-       "         'hi_res': 81100,\n",
-       "         'karabiner': 11,\n",
-       "         'knock-kneed': 111,\n",
-       "         'mostly_nude': 1131,\n",
-       "         'neck_tuft': 2727,\n",
-       "         'purple_armwear': 57,\n",
-       "         'purple_clothing': 1144,\n",
-       "         'red_tongue': 317,\n",
-       "         'reflection': 459,\n",
-       "         'renamon': 672,\n",
-       "         'shaded': 9108,\n",
-       "         'shoulder_tuft': 826,\n",
-       "         'tomoe_(symbol)': 34,\n",
-       "         'white_belly': 350,\n",
-       "         'white_tail_tip': 247,\n",
-       "         'yin_yang': 102,\n",
-       "         '0r0ch1': 30,\n",
-       "         '<3': 8526,\n",
-       "         '>:3': 100,\n",
-       "         'athletic': 1627,\n",
-       "         'athletic_anthro': 872,\n",
-       "         'athletic_male': 441,\n",
-       "         'backpack': 1097,\n",
-       "         'bangs': 658,\n",
-       "         'braided_hair': 1075,\n",
-       "         'dark_hair': 105,\n",
-       "         'dialogue': 22663,\n",
-       "         'ellipsis': 1462,\n",
-       "         'external_wall': 8,\n",
-       "         'facade': 9,\n",
-       "         'fishnet': 687,\n",
-       "         'fishnet_clothing': 126,\n",
-       "         'fishnet_topwear': 87,\n",
-       "         'gothicskunk': 1,\n",
-       "         'hair_wraps': 1,\n",
-       "         'light_body': 840,\n",
-       "         'light_fur': 198,\n",
-       "         'light_hair': 41,\n",
-       "         'midriff': 5963,\n",
-       "         'miniskirt': 402,\n",
-       "         'mouth_hold': 289,\n",
-       "         'object_in_mouth': 435,\n",
-       "         'open_door': 60,\n",
-       "         'pictographics': 522,\n",
-       "         'pleated_skirt': 122,\n",
-       "         'ponytail': 2406,\n",
-       "         'question_mark': 2206,\n",
-       "         'rear_view': 1641,\n",
-       "         'school_uniform': 654,\n",
-       "         'signature': 9560,\n",
-       "         'single_braid': 20,\n",
-       "         'skirt': 3953,\n",
-       "         'slim': 1225,\n",
-       "         'slim_anthro': 42,\n",
-       "         'slim_female': 31,\n",
-       "         'speech_bubble': 11485,\n",
-       "         'studded_collar': 73,\n",
-       "         'tail_through_skirt': 546,\n",
-       "         'trio': 2747,\n",
-       "         'uniform': 3124,\n",
-       "         'wall_(structure)': 489,\n",
-       "         'business': 7,\n",
-       "         'comment': 15,\n",
-       "         'drama': 40,\n",
-       "         'equid': 4760,\n",
-       "         'equine': 4527,\n",
-       "         'fursecution': 2,\n",
-       "         'fursecution_fox': 1,\n",
-       "         'impact_(font)': 130,\n",
-       "         'internet': 19,\n",
-       "         'livejournal': 1,\n",
-       "         'meme': 6261,\n",
-       "         'reaction_image': 1693,\n",
-       "         'red_fox': 2616,\n",
-       "         'serious': 122,\n",
-       "         'taurin_fox': 2,\n",
-       "         'third-party_edit': 631,\n",
-       "         'unicorn': 1383,\n",
-       "         'yellow_eyes': 7684,\n",
-       "         '24:29': 1,\n",
-       "         'angel': 363,\n",
-       "         'arrow_(weapon)': 273,\n",
-       "         'arrowed': 12,\n",
-       "         'bovid': 5726,\n",
-       "         'bow_(weapon)': 354,\n",
-       "         'canis': 23237,\n",
-       "         'caprine': 4637,\n",
-       "         'demon': 4182,\n",
-       "         'feathered_wings': 1941,\n",
-       "         'feathers': 5225,\n",
-       "         'gabu': 9,\n",
-       "         'goat': 2478,\n",
-       "         'halo': 284,\n",
-       "         'japanese_text': 1524,\n",
-       "         'kemono': 3940,\n",
-       "         'mei_(one_stormy_night)': 10,\n",
-       "         'one_stormy_night': 12,\n",
-       "         'pitchfork': 25,\n",
-       "         'predator/prey': 280,\n",
-       "         'ranged_weapon': 2937,\n",
-       "         'scarf': 2618,\n",
-       "         'sound_effects': 2413,\n",
-       "         'tools': 1485,\n",
-       "         'translated': 1378,\n",
-       "         'wolf': 12332,\n",
-       "         '1:1': 10370,\n",
-       "         'ambient_arthropod': 227,\n",
-       "         'ambient_insect': 196,\n",
-       "         'ambient_moth': 5,\n",
-       "         'anry': 1,\n",
-       "         'arthropod': 2709,\n",
-       "         'big_ears': 1459,\n",
-       "         'big_head': 127,\n",
-       "         'blanket': 667,\n",
-       "         'book': 2007,\n",
-       "         'doll': 172,\n",
-       "         'fennec': 1112,\n",
-       "         'hat_only': 72,\n",
-       "         'headgear_only': 91,\n",
-       "         'headwear_only': 79,\n",
-       "         'insect': 1641,\n",
-       "         'lamp': 681,\n",
-       "         'lepidopteran': 632,\n",
-       "         'magic': 1140,\n",
-       "         'moon': 1304,\n",
-       "         'moth': 283,\n",
-       "         'on_bed': 1503,\n",
-       "         'pins': 15,\n",
-       "         'studying': 17,\n",
-       "         'voodoo': 17,\n",
-       "         'voodoo_doll': 14,\n",
-       "         'window': 2189,\n",
-       "         '2007': 50,\n",
-       "         '2_horns': 736,\n",
-       "         'antlers': 1903,\n",
-       "         'blue_background': 1541,\n",
-       "         'blue_text': 172,\n",
-       "         'brown_body': 13705,\n",
-       "         'brown_ears': 658,\n",
-       "         'brown_fur': 11870,\n",
-       "         'dark_ears': 16,\n",
-       "         'downsy': 1,\n",
-       "         'e621': 232,\n",
-       "         'get': 3,\n",
-       "         'head_horn': 39,\n",
-       "         'home_page': 1,\n",
-       "         'light_ears': 20,\n",
-       "         'multi_tone_body': 33,\n",
-       "         'multi_tone_ears': 6,\n",
-       "         'multi_tone_fur': 103,\n",
-       "         'necktie': 2243,\n",
-       "         'neckwear': 104,\n",
-       "         'number': 979,\n",
-       "         'orange_text': 51,\n",
-       "         'screencap': 218,\n",
-       "         'search_bar': 8,\n",
-       "         'tan_horn': 26,\n",
-       "         'three_tone_ears': 2,\n",
-       "         'unknown_artist': 974,\n",
-       "         'unknown_species': 378,\n",
-       "         '16:10': 296,\n",
-       "         'alternate_color': 240,\n",
-       "         'city': 1082,\n",
-       "         'cityscape': 251,\n",
-       "         'fan_character': 1718,\n",
-       "         'post-apocalyptic': 60,\n",
-       "         'vagus_(disambiguation)': 1,\n",
-       "         'wallpaper': 197,\n",
-       "         'widescreen': 4347,\n",
-       "         'blue_hair': 4718,\n",
-       "         'bodysuit': 610,\n",
-       "         'dr_comet': 10,\n",
-       "         'form_fitting': 13,\n",
-       "         'goggles': 1254,\n",
-       "         'kacey_(kacey)': 3,\n",
-       "         'looking_back': 2890,\n",
-       "         'looking_back_at_viewer': 418,\n",
-       "         'open_smile': 5849,\n",
-       "         'pink_nose': 3410,\n",
-       "         'serval': 91,\n",
-       "         'ski': 9,\n",
-       "         'ski_pole': 6,\n",
-       "         'skinsuit': 719,\n",
-       "         'sky': 6158,\n",
-       "         'snow': 1380,\n",
-       "         'snow_serval': 4,\n",
-       "         'tail_button_bottoms': 24,\n",
-       "         'tight_clothing': 2227,\n",
-       "         'winter': 341,\n",
-       "         '2002': 7,\n",
-       "         'bracelet': 2803,\n",
-       "         'covering': 478,\n",
-       "         'covering_breasts': 54,\n",
-       "         'dagger': 231,\n",
-       "         'dark_natasha': 21,\n",
-       "         'detailed': 1116,\n",
-       "         'fern': 31,\n",
-       "         'green_eyes': 10363,\n",
-       "         'holding_dagger': 25,\n",
-       "         'iberian_lynx': 9,\n",
-       "         'jewelry': 9529,\n",
-       "         'log': 143,\n",
-       "         'model': 17,\n",
-       "         'moss': 136,\n",
-       "         'necklace': 5521,\n",
-       "         'paws': 7386,\n",
-       "         'photorealism': 125,\n",
-       "         'plant': 14073,\n",
-       "         'pre-columbian': 1,\n",
-       "         'water': 5029,\n",
-       "         'waterfall': 230,\n",
-       "         'wood': 631,\n",
-       "         'coonkun': 20,\n",
-       "         'eyelashes': 11759,\n",
-       "         'oekaki': 11,\n",
-       "         'off_shoulder': 702,\n",
-       "         'procyonid': 1196,\n",
-       "         'raccoon': 1162,\n",
-       "         'seductive': 1793,\n",
-       "         'small_breasts': 1821,\n",
-       "         'teenager': 640,\n",
-       "         'vivian_(coonkun)': 1,\n",
-       "         'young_female': 33,\n",
-       "         '4:5': 1266,\n",
-       "         'blue_body': 10956,\n",
-       "         'blue_fur': 6498,\n",
-       "         'bra': 3364,\n",
-       "         'circlet': 149,\n",
-       "         'krystal': 772,\n",
-       "         \"krystal's_staff\": 92,\n",
-       "         'loincloth': 1518,\n",
-       "         'sandals': 669,\n",
-       "         'staff': 513,\n",
-       "         'underwear': 6460,\n",
-       "         'dinosaur': 1389,\n",
-       "         'panties': 2665,\n",
-       "         'purple_body': 3986,\n",
-       "         'purple_fur': 1843,\n",
-       "         'reptile': 8245,\n",
-       "         'white_panties': 131,\n",
-       "         'white_underwear': 200,\n",
-       "         'angry': 3363,\n",
-       "         'back_dimples': 3,\n",
-       "         'back_groove': 14,\n",
-       "         'tattoo': 1212,\n",
-       "         'tsampikos': 68,\n",
-       "         'turning': 7,\n",
-       "         '2001': 4,\n",
-       "         'leg_markings': 2166,\n",
-       "         'under_boob': 734,\n",
-       "         'armband': 833,\n",
-       "         'candle': 519,\n",
-       "         'goldenwolf': 3,\n",
-       "         'holding_sword': 544,\n",
-       "         'kneeling': 2169,\n",
-       "         'knife': 836,\n",
-       "         'leather': 533,\n",
-       "         'mane': 987,\n",
-       "         'mane_hair': 101,\n",
-       "         'maned_wolf': 252,\n",
-       "         'pawpads': 7136,\n",
-       "         'socks_(marking)': 1744,\n",
-       "         'sword': 2201,\n",
-       "         'day': 3958,\n",
-       "         'gloves_(marking)': 2575,\n",
-       "         'grass': 3657,\n",
-       "         'hindpaw': 1646,\n",
-       "         'jeacn': 7,\n",
-       "         'orange_hair': 1567,\n",
-       "         'amara_telgemeier': 5,\n",
-       "         'gradient_background': 1436,\n",
-       "         'hasbro': 4100,\n",
-       "         'ink-eyes': 15,\n",
-       "         'larger_male': 1157,\n",
-       "         'magic:_the_gathering': 70,\n",
-       "         'nezumi_(magic:_the_gathering)': 16,\n",
-       "         'no_pupils': 331,\n",
-       "         'petting': 595,\n",
-       "         'red_sclera': 1832,\n",
-       "         'rodent': 3407,\n",
-       "         'smaller_female': 1059,\n",
-       "         'stripes': 4825,\n",
-       "         'tiger': 2124,\n",
-       "         'wizards_of_the_coast': 371,\n",
-       "         'ahruon': 4,\n",
-       "         'alpha_channel': 1487,\n",
-       "         'human': 11872,\n",
-       "         'human_to_anthro': 399,\n",
-       "         'pixel_(artwork)': 489,\n",
-       "         'pixel_animation': 299,\n",
-       "         'short_playtime': 6507,\n",
-       "         'species_transformation': 832,\n",
-       "         'transformation': 1549,\n",
-       "         'transparent_background': 783,\n",
-       "         'were': 1126,\n",
-       "         'werecanid': 1029,\n",
-       "         'werecanine': 900,\n",
-       "         'werewolf': 866,\n",
-       "         'ambrose': 1,\n",
-       "         'angelina': 1,\n",
-       "         'beverage': 3985,\n",
-       "         'bottle': 993,\n",
-       "         'cloud': 3862,\n",
-       "         'container': 4949,\n",
-       "         'controller': 603,\n",
-       "         'cool_colors': 84,\n",
-       "         'curtains': 531,\n",
-       "         'damalia': 1,\n",
-       "         'female_on_anthro': 49,\n",
-       "         'food': 7558,\n",
-       "         'full_moon': 323,\n",
-       "         'human_on_anthro': 547,\n",
-       "         'interspecies': 1403,\n",
-       "         'light': 2358,\n",
-       "         'love': 809,\n",
-       "         'male_on_human': 47,\n",
-       "         'messy': 72,\n",
-       "         'moonlight': 149,\n",
-       "         'night': 2836,\n",
-       "         'overcast': 36,\n",
-       "         'pizza': 358,\n",
-       "         'pizza_box': 128,\n",
-       "         'remote_control': 109,\n",
-       "         'romantic_ambiance': 551,\n",
-       "         'soda': 196,\n",
-       "         'soda_bottle': 35,\n",
-       "         'sofa': 1660,\n",
-       "         'table': 2482,\n",
-       "         'television': 408,\n",
-       "         'athletic_female': 764,\n",
-       "         'black_belt': 73,\n",
-       "         'black_fingerless_gloves': 47,\n",
-       "         'blue_tail': 1249,\n",
-       "         'green_jacket': 37,\n",
-       "         'green_jacket_vest': 1,\n",
-       "         'green_topwear': 752,\n",
-       "         'green_vest': 20,\n",
-       "         'grey_bottomwear': 374,\n",
-       "         'grey_shorts': 78,\n",
-       "         'grey_t-shirt': 17,\n",
-       "         'gun': 2312,\n",
-       "         'handgun': 670,\n",
-       "         'holding_gun': 723,\n",
-       "         'holding_handgun': 102,\n",
-       "         'holding_pistol': 75,\n",
-       "         'holding_ranged_weapon': 27,\n",
-       "         'holster': 154,\n",
-       "         'jacket_vest': 8,\n",
-       "         'pistol': 447,\n",
-       "         'pixie_cut': 6,\n",
-       "         'star_fox:_assault': 1,\n",
-       "         't-shirt': 1996,\n",
-       "         'thigh_holster': 11,\n",
-       "         'vest': 1182,\n",
-       "         'wishbone_mouth': 22,\n",
-       "         'zaush': 77,\n",
-       "         'gaping_mouth': 128,\n",
-       "         'landscape': 246,\n",
-       "         'outcrop': 3,\n",
-       "         '2_fingers': 71,\n",
-       "         '4_arms': 322,\n",
-       "         'black_bottomwear': 1594,\n",
-       "         'black_fedora': 1,\n",
-       "         'black_jacket': 219,\n",
-       "         'black_pants': 696,\n",
-       "         'black_shoes': 185,\n",
-       "         'butterfly': 325,\n",
-       "         'double-breasted': 4,\n",
-       "         'dual_wielding': 172,\n",
-       "         'fedora': 77,\n",
-       "         'gangster': 26,\n",
-       "         'insect_wings': 330,\n",
-       "         'kazuma_kaneko': 1,\n",
-       "         'lepidopteran_wings': 43,\n",
-       "         'multi_arm': 542,\n",
-       "         'multi_limb': 677,\n",
-       "         'multicolored_shoes': 59,\n",
-       "         'pinstripes': 14,\n",
-       "         'shoes': 3960,\n",
-       "         'slim_male': 69,\n",
-       "         'submachine_gun': 97,\n",
-       "         'suit': 1567,\n",
-       "         'thompson_gun': 26,\n",
-       "         'two_tone_fedora': 1,\n",
-       "         'two_tone_shoes': 42,\n",
-       "         'white_fedora': 1,\n",
-       "         'white_shoes': 127,\n",
-       "         'branch': 202,\n",
-       "         'cougar': 260,\n",
-       "         'forest': 2370,\n",
-       "         'gecko': 91,\n",
-       "         'high_place': 51,\n",
-       "         'in_tree': 81,\n",
-       "         'jungle': 118,\n",
-       "         'larger_female': 1765,\n",
-       "         'lizard': 1519,\n",
-       "         'melanistic': 127,\n",
-       "         'nature': 817,\n",
-       "         'on_branch': 39,\n",
-       "         'perched': 34,\n",
-       "         'smaller_ambiguous': 532,\n",
-       "         'tree': 6458,\n",
-       "         'whiskers': 3731,\n",
-       "         'crotch_apron': 28,\n",
-       "         'crouching': 740,\n",
-       "         'detailed_fur': 187,\n",
-       "         'glowing': 2903,\n",
-       "         'glowing_eyes': 1815,\n",
-       "         'kannos': 5,\n",
-       "         'sunrise': 113,\n",
-       "         'tribal': 690,\n",
-       "         'glass': 1092,\n",
-       "         'raining': 777,\n",
-       "         'sad': 1259,\n",
-       "         'curled_up': 170,\n",
-       "         'domestic_dog': 10371,\n",
-       "         'hunting_dog': 1179,\n",
-       "         'jack_russell_terrier': 19,\n",
-       "         'kenket': 204,\n",
-       "         'painting_(artwork)': 308,\n",
-       "         'terrier': 88,\n",
-       "         'accessory': 5002,\n",
-       "         'belt': 3395,\n",
-       "         'blurred_background': 969,\n",
-       "         'bone': 1540,\n",
-       "         'guarding': 1,\n",
-       "         'hair_accessory': 3649,\n",
-       "         'hair_tie': 229,\n",
-       "         'scabbard': 105,\n",
-       "         'sheathed_weapon': 70,\n",
-       "         'spear': 507,\n",
-       "         'tundra': 4,\n",
-       "         'black_border': 887,\n",
-       "         'blood': 818,\n",
-       "         'blood_on_face': 46,\n",
-       "         'border': 3436,\n",
-       "         'combat_helmet': 13,\n",
-       "         'dog_tags': 160,\n",
-       "         'hands_together': 238,\n",
-       "         'military': 288,\n",
-       "         'praying': 55,\n",
-       "         'tire': 80,\n",
-       "         'walkie-talkie': 55,\n",
-       "         'wounded': 343,\n",
-       "         'bear': 2216,\n",
-       "         'biomega': 1,\n",
-       "         'greyscale': 1456,\n",
-       "         'holding_rifle': 50,\n",
-       "         'nihei_tsutomu': 1,\n",
-       "         'profanity': 1964,\n",
-       "         'rifle': 500,\n",
-       "         'sniper_rifle': 106,\n",
-       "         'ak-47': 24,\n",
-       "         'assault_rifle': 157,\n",
-       "         'balalaika': 2,\n",
-       "         'barrel': 128,\n",
-       "         'bear_cavalry': 1,\n",
-       "         'beard': 1105,\n",
-       "         'black_boots': 121,\n",
-       "         'coat': 1288,\n",
-       "         'facial_hair': 1959,\n",
-       "         'fur_hat': 1,\n",
-       "         'harness': 236,\n",
-       "         'mount': 29,\n",
-       "         'mp_40': 1,\n",
-       "         'musical_instrument': 925,\n",
-       "         'partizan74': 1,\n",
-       "         'ppsh-41': 2,\n",
-       "         'rider': 11,\n",
-       "         'riding': 227,\n",
-       "         'russia': 34,\n",
-       "         'russian': 54,\n",
-       "         'russian_text': 110,\n",
-       "         'sabre_(weapon)': 5,\n",
-       "         'saddle': 82,\n",
-       "         'sculpture': 192,\n",
-       "         'statue': 140,\n",
-       "         'straddling': 86,\n",
-       "         ...})"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "tag_counter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "0e839966",
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [],
-   "source": [
-    "for tag, count in tag_counter.items():\n",
-    "    if \"vagina\" in tag:\n",
-    "        print(f\"Tag: {tag}, Count: {count}\")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "1c2a9360",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def good_tag(tag):\n",
-    "    if \"imminent\" in tag:\n",
-    "        return False\n",
-    "    if \"tentacle\" in tag:\n",
-    "        return False\n",
-    "    if \"urine\" in tag:\n",
-    "        return False\n",
-    "    if \"sex\" in tag:\n",
-    "        return False\n",
-    "    if \"fuck\" in tag:\n",
-    "        return False\n",
-    "    if \"ahegao\" in tag:\n",
-    "        return False\n",
-    "    return True\n",
-    "\n",
-    "tag_counter = {tag: count for tag, count in tag_counter.items() if good_tag(tag) and count > 5}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 53,
-   "id": "3445bf5a",
-   "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>name</th>\n",
-       "      <th>type</th>\n",
-       "      <th>postCount</th>\n",
-       "      <th>aliases</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>mammal</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2411289</td>\n",
-       "      <td>mammal_(species),mammale,mammalian,mammals,pan...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>anthro</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2238650</td>\n",
-       "      <td>anhtro,anthrofur,anthromorph,anthromorphic,ant...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>hi_res</td>\n",
-       "      <td>7</td>\n",
-       "      <td>1948793</td>\n",
-       "      <td>hd,hi-res,hi_def,hi_resolution,high-res,high_d...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>female</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1812633</td>\n",
-       "      <td>1_girl,1girl,2_girl,2_girls,2girl,2girls,3_gir...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1713089</td>\n",
-       "      <td>1_boy,1_guys,1boy,1guy,1male,2_boys,2_guys,2bo...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99995</th>\n",
-       "      <td>meeko_(pixiv)</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99996</th>\n",
-       "      <td>medama_yagi</td>\n",
-       "      <td>4</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99997</th>\n",
-       "      <td>mechasheep</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99998</th>\n",
-       "      <td>mechadendrites</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99999</th>\n",
-       "      <td>mechacockzilla</td>\n",
-       "      <td>1</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>100000 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                 name  type  postCount  \\\n",
-       "0              mammal     5    2411289   \n",
-       "1              anthro     0    2238650   \n",
-       "2              hi_res     7    1948793   \n",
-       "3              female     0    1812633   \n",
-       "4                male     0    1713089   \n",
-       "...               ...   ...        ...   \n",
-       "99995   meeko_(pixiv)     1         14   \n",
-       "99996     medama_yagi     4         14   \n",
-       "99997      mechasheep     1         14   \n",
-       "99998  mechadendrites     0         14   \n",
-       "99999  mechacockzilla     1         14   \n",
-       "\n",
-       "                                                 aliases  \n",
-       "0      mammal_(species),mammale,mammalian,mammals,pan...  \n",
-       "1      anhtro,anthrofur,anthromorph,anthromorphic,ant...  \n",
-       "2      hd,hi-res,hi_def,hi_resolution,high-res,high_d...  \n",
-       "3      1_girl,1girl,2_girl,2_girls,2girl,2girls,3_gir...  \n",
-       "4      1_boy,1_guys,1boy,1guy,1male,2_boys,2_guys,2bo...  \n",
-       "...                                                  ...  \n",
-       "99995                                                NaN  \n",
-       "99996                                                NaN  \n",
-       "99997                                                NaN  \n",
-       "99998                                                NaN  \n",
-       "99999                                                NaN  \n",
-       "\n",
-       "[100000 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 53,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_e621 = pd.read_csv('e621.csv')\n",
-    "df_e621"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "id": "5ca53468",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "tags_to_include = list(tag_counter.keys())\n",
-    "filtered_df_e621 = df_e621[df_e621['name'].isin(tags_to_include)]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "id": "4e5736c6",
-   "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>name</th>\n",
-       "      <th>type</th>\n",
-       "      <th>postCount</th>\n",
-       "      <th>aliases</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>mammal</td>\n",
-       "      <td>5</td>\n",
-       "      <td>2411289</td>\n",
-       "      <td>mammal_(species),mammale,mammalian,mammals,pan...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>anthro</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2238650</td>\n",
-       "      <td>anhtro,anthrofur,anthromorph,anthromorphic,ant...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>hi_res</td>\n",
-       "      <td>7</td>\n",
-       "      <td>1948793</td>\n",
-       "      <td>hd,hi-res,hi_def,hi_resolution,high-res,high_d...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>female</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1812633</td>\n",
-       "      <td>1_girl,1girl,2_girl,2_girls,2girl,2girls,3_gir...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>male</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1713089</td>\n",
-       "      <td>1_boy,1_guys,1boy,1guy,1male,2_boys,2_guys,2bo...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99773</th>\n",
-       "      <td>neck_expansion</td>\n",
-       "      <td>0</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99842</th>\n",
-       "      <td>mrs._poodle_(hladilnik)</td>\n",
-       "      <td>4</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99903</th>\n",
-       "      <td>miyu_hamada</td>\n",
-       "      <td>4</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99922</th>\n",
-       "      <td>mirial_mon_siviel</td>\n",
-       "      <td>4</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99946</th>\n",
-       "      <td>mii_brawler</td>\n",
-       "      <td>4</td>\n",
-       "      <td>14</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>22419 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                          name  type  postCount  \\\n",
-       "0                       mammal     5    2411289   \n",
-       "1                       anthro     0    2238650   \n",
-       "2                       hi_res     7    1948793   \n",
-       "3                       female     0    1812633   \n",
-       "4                         male     0    1713089   \n",
-       "...                        ...   ...        ...   \n",
-       "99773           neck_expansion     0         14   \n",
-       "99842  mrs._poodle_(hladilnik)     4         14   \n",
-       "99903              miyu_hamada     4         14   \n",
-       "99922        mirial_mon_siviel     4         14   \n",
-       "99946              mii_brawler     4         14   \n",
-       "\n",
-       "                                                 aliases  \n",
-       "0      mammal_(species),mammale,mammalian,mammals,pan...  \n",
-       "1      anhtro,anthrofur,anthromorph,anthromorphic,ant...  \n",
-       "2      hd,hi-res,hi_def,hi_resolution,high-res,high_d...  \n",
-       "3      1_girl,1girl,2_girl,2_girls,2girl,2girls,3_gir...  \n",
-       "4      1_boy,1_guys,1boy,1guy,1male,2_boys,2_guys,2bo...  \n",
-       "...                                                  ...  \n",
-       "99773                                                NaN  \n",
-       "99842                                                NaN  \n",
-       "99903                                                NaN  \n",
-       "99922                                                NaN  \n",
-       "99946                                                NaN  \n",
-       "\n",
-       "[22419 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 55,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filtered_df_e621"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 58,
-   "id": "cd97c8b5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "filtered_df_e621.to_csv('e621_sfw.csv', index=False, header=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "93e95ef6",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python [conda env:math]",
-   "language": "python",
-   "name": "conda-env-math-py"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.2"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/sfw_tags/e621_sfw.csv b/tags/e621_sfw.csv
similarity index 100%
rename from sfw_tags/e621_sfw.csv
rename to tags/e621_sfw.csv