baseline.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import ndcg_score, average_precision_score\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def baseline_ranker(q, x):\n",
    "    '''where q is a query and x is a df with \"bow\" bag of words col set as cocatenation of title/snippet/doc'''\n",
    "    x = x.copy()\n",
    "    us = x[(x['for_query']==q) & (x['country']=='us')]\n",
    "    ru = x[(x['for_query']==q) & (x['country']=='ru')]\n",
    "    idx_scores = []\n",
    "    # print('for query:', q)\n",
    "    for i,row in us.iterrows():\n",
    "        toks = ' '.join(row['bow']).split(' ') #(' '.join(row['title_en']) +  ' '.join(row['snippet_en']) + ' '.join(row['doc_en'])).split(' ') \n",
    "        tok_bucket = ' '.join(ru['bow']).split(' ') #(' '.join(ru['title_en']) +  ' '.join(ru['snippet_en']) + ' '.join(ru['doc_en'])).split(' ') \n",
    "        no_overlap = set(toks) - set(tok_bucket)\n",
    "        idx_scores.append((row['index'], 'us', row['title_en'][:25],(len(no_overlap) / len(toks)) * 5))\n",
    "\n",
    "    for i,row in ru.iterrows():\n",
    "        toks = ' '.join(row['bow']).split(' ') #(' '.join(row['title_en']) +  ' '.join(row['snippet_en']) + ' '.join(row['doc_en'])).split(' ') \n",
    "        tok_bucket = ' '.join(us['bow']).split(' ')#(' '.join(us['title_en']) +  ' '.join(us['snippet_en']) + ' '.join(us['doc_en'])).split(' ') \n",
    "        no_overlap = set(toks) - set(tok_bucket)\n",
    "        idx_scores.append((row['index'], 'ru',row['title_en'][:25], (len(no_overlap) / len(toks)) * 5))\n",
    "\n",
    "    return sorted(idx_scores, key=lambda x: x[3], reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\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>index</th>\n",
       "      <th>for_query</th>\n",
       "      <th>for_query_en</th>\n",
       "      <th>title</th>\n",
       "      <th>rank</th>\n",
       "      <th>country</th>\n",
       "      <th>discordance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>Atomic Heart – Atomic Heart</td>\n",
       "      <td>1.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>Atomic Heart on Steam</td>\n",
       "      <td>2.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>Atomic Heart | Эксклюзивно на VK Play</td>\n",
       "      <td>3.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>Atomic Heart</td>\n",
       "      <td>4.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>atomic heart</td>\n",
       "      <td>Atomic Heart</td>\n",
       "      <td>5.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <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>937</th>\n",
       "      <td>937</td>\n",
       "      <td>яндекс</td>\n",
       "      <td>Yandex</td>\n",
       "      <td>Yandex — новости и информация о компании</td>\n",
       "      <td>15.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>938</td>\n",
       "      <td>яндекс</td>\n",
       "      <td>Yandex</td>\n",
       "      <td>Яндекс, Москва - Как мы делаем Яндекс / Статьи...</td>\n",
       "      <td>16.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>939</td>\n",
       "      <td>яндекс</td>\n",
       "      <td>Yandex</td>\n",
       "      <td>«Яндекс» представил умную колонку «Станция Миди»</td>\n",
       "      <td>17.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>940</td>\n",
       "      <td>яндекс</td>\n",
       "      <td>Yandex</td>\n",
       "      <td>Купить акции Яндекс (YNDX)</td>\n",
       "      <td>18.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>941</td>\n",
       "      <td>яндекс</td>\n",
       "      <td>Yandex</td>\n",
       "      <td>Яндекс Go — заказ такси, доставки, товаров и е...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>ru</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>942 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index     for_query  for_query_en  \\\n",
       "0        0  atomic heart  atomic heart   \n",
       "1        1  atomic heart  atomic heart   \n",
       "2        2  atomic heart  atomic heart   \n",
       "3        3  atomic heart  atomic heart   \n",
       "4        4  atomic heart  atomic heart   \n",
       "..     ...           ...           ...   \n",
       "937    937        яндекс        Yandex   \n",
       "938    938        яндекс        Yandex   \n",
       "939    939        яндекс        Yandex   \n",
       "940    940        яндекс        Yandex   \n",
       "941    941        яндекс        Yandex   \n",
       "\n",
       "                                                 title  rank country  \\\n",
       "0                          Atomic Heart – Atomic Heart   1.0      ru   \n",
       "1                                Atomic Heart on Steam   2.0      ru   \n",
       "2                Atomic Heart | Эксклюзивно на VK Play   3.0      ru   \n",
       "3                                         Atomic Heart   4.0      ru   \n",
       "4                                         Atomic Heart   5.0      ru   \n",
       "..                                                 ...   ...     ...   \n",
       "937           Yandex — новости и информация о компании  15.0      ru   \n",
       "938  Яндекс, Москва - Как мы делаем Яндекс / Статьи...  16.0      ru   \n",
       "939   «Яндекс» представил умную колонку «Станция Миди»  17.0      ru   \n",
       "940                         Купить акции Яндекс (YNDX)  18.0      ru   \n",
       "941  Яндекс Go — заказ такси, доставки, товаров и е...  19.0      ru   \n",
       "\n",
       "     discordance  \n",
       "0            0.0  \n",
       "1            1.0  \n",
       "2            1.0  \n",
       "3            2.0  \n",
       "4            2.0  \n",
       "..           ...  \n",
       "937          1.0  \n",
       "938          1.0  \n",
       "939          3.0  \n",
       "940          4.0  \n",
       "941          0.0  \n",
       "\n",
       "[942 rows x 7 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load in annotated df\n",
    "# ann_df = pd.read_csv('bag_')\n",
    "ann_df = pd.read_excel('data/bag_of_words_translated.xlsx',sheet_name='full_col_translated')\n",
    "\n",
    "ann_df = ann_df.dropna(subset=['for_query','title','rank','links','country','discordance'])\n",
    "ann_df = ann_df.reset_index(drop=True).reset_index()\n",
    "ann_df['bow'] = ann_df.title_en.astype(str) + ann_df.snippet_en.astype(str)  +ann_df.doc_en.astype(str) \n",
    "queries_ann = set(ann_df['for_query'])\n",
    "ann_df[['index','for_query','for_query_en','title','rank','country','discordance']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country\n",
       "ru    491\n",
       "us    451\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ann_df.value_counts('country')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>title_en</th>\n",
       "      <th>bow</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Atomic Heart – Atomic Heart</td>\n",
       "      <td>Atomic Heart – Atomic Heartnan#VALUE!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Atomic Heart on Steam</td>\n",
       "      <td>Atomic Heart on SteamnanWelcome to Steam\\t\\t\\t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Atomic Heart | Exclusively on VK Play</td>\n",
       "      <td>Atomic Heart | Exclusively on VK PlaynanAtomic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Atomic Heart</td>\n",
       "      <td>Atomic HeartnanWikipedia the free encyclopedia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Atomic Heart</td>\n",
       "      <td>Atomic HeartAtomic Heart (from English - “Atom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>Yandex - news and information about the company</td>\n",
       "      <td>Yandex - news and information about the compan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>Yandex, Moscow - How do we do Yandex / Article...</td>\n",
       "      <td>Yandex, Moscow - How do we do Yandex / Article...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>Yandex introduced the smart column \"MIDI station\"</td>\n",
       "      <td>Yandex introduced the smart column \"MIDI stati...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>Buy Yandex Promotions (Yndx)</td>\n",
       "      <td>Buy Yandex Promotions (Yndx)At 10.11.2023, the...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>Yandex GO - order taxi, delivery, goods and fo...</td>\n",
       "      <td>Yandex GO - order taxi, delivery, goods and fo...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>942 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              title_en  \\\n",
       "0                          Atomic Heart – Atomic Heart   \n",
       "1                                Atomic Heart on Steam   \n",
       "2                Atomic Heart | Exclusively on VK Play   \n",
       "3                                         Atomic Heart   \n",
       "4                                         Atomic Heart   \n",
       "..                                                 ...   \n",
       "937    Yandex - news and information about the company   \n",
       "938  Yandex, Moscow - How do we do Yandex / Article...   \n",
       "939  Yandex introduced the smart column \"MIDI station\"   \n",
       "940                       Buy Yandex Promotions (Yndx)   \n",
       "941  Yandex GO - order taxi, delivery, goods and fo...   \n",
       "\n",
       "                                                   bow  \n",
       "0                Atomic Heart – Atomic Heartnan#VALUE!  \n",
       "1    Atomic Heart on SteamnanWelcome to Steam\\t\\t\\t...  \n",
       "2    Atomic Heart | Exclusively on VK PlaynanAtomic...  \n",
       "3    Atomic HeartnanWikipedia the free encyclopedia...  \n",
       "4    Atomic HeartAtomic Heart (from English - “Atom...  \n",
       "..                                                 ...  \n",
       "937  Yandex - news and information about the compan...  \n",
       "938  Yandex, Moscow - How do we do Yandex / Article...  \n",
       "939  Yandex introduced the smart column \"MIDI stati...  \n",
       "940  Buy Yandex Promotions (Yndx)At 10.11.2023, the...  \n",
       "941  Yandex GO - order taxi, delivery, goods and fo...  \n",
       "\n",
       "[942 rows x 2 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load in full dataset\n",
    "ann_df[['title_en','bow',]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_idx_scores = []\n",
    "for q in queries_ann:\n",
    "    full_idx_scores += baseline_ranker(q,ann_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "discdf = pd.DataFrame().from_records(full_idx_scores, columns=['index','country','bow','discordance'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n"
     ]
    }
   ],
   "source": [
    "print(ann_df.loc[23,'discordance'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:980: UserWarning: No positive class found in y_true, recall is set to one for all thresholds.\n",
      "  warnings.warn(\n",
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:1807: FutureWarning: ndcg_score should not be used on negative y_true values. ndcg_score will raise a ValueError on negative y_true values starting from version 1.4.\n",
      "  warnings.warn(\n",
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:980: UserWarning: No positive class found in y_true, recall is set to one for all thresholds.\n",
      "  warnings.warn(\n",
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:980: UserWarning: No positive class found in y_true, recall is set to one for all thresholds.\n",
      "  warnings.warn(\n",
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:980: UserWarning: No positive class found in y_true, recall is set to one for all thresholds.\n",
      "  warnings.warn(\n",
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:980: UserWarning: No positive class found in y_true, recall is set to one for all thresholds.\n",
      "  warnings.warn(\n",
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:980: UserWarning: No positive class found in y_true, recall is set to one for all thresholds.\n",
      "  warnings.warn(\n",
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:980: UserWarning: No positive class found in y_true, recall is set to one for all thresholds.\n",
      "  warnings.warn(\n",
      "/usr/local/lib/python3.11/site-packages/sklearn/metrics/_ranking.py:980: UserWarning: No positive class found in y_true, recall is set to one for all thresholds.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "base_rec = []\n",
    "stat_rec = []\n",
    "for q in list(queries_ann):\n",
    "    # baseline DOES NOT ACTUALLY USE DISC SCORES FROM ANN DF\n",
    "    baseline = baseline_ranker(q, ann_df)\n",
    "    # print(baseline)\n",
    "\n",
    "    truth = ann_df[ann_df['for_query']==q]['discordance'].sort_values(ascending=False).to_numpy() # when 3 or above\n",
    "    query_en = ann_df[ann_df['for_query']==q]['for_query_en'].iloc[0]\n",
    "    mp = average_precision_score([1 if t > 2 else 0 for t in truth ], [1 if b[3] > 2 else 0 for b in baseline ])\n",
    "    \n",
    "\n",
    "    baseline.sort(key=lambda x:x[-1])\n",
    "    # print(baseline)\n",
    "    #  baseline_scores = -np.sort(-baseline_scores)\n",
    "\n",
    "    baseline_scores = np.array([ann_df.loc[b[0],'discordance'] for b in baseline]) #* 5.0\n",
    "    # print(baseline_scores.shape, len(truth))\n",
    "    # print(baseline_scores)\n",
    "    # print(truth)\n",
    "    ng = ndcg_score(truth[:,None].T, baseline_scores[:,None].T ,k=10)\n",
    "    # print(ng)\n",
    "    base_rec.append([q, 'map',mp, query_en])\n",
    "    base_rec.append([q, 'ndcg',ng, query_en])\n",
    "\n",
    "\n",
    "    stat_rec.append([q,query_en,stats.ks_2samp(truth, [b[3] for b in baseline])[1]])\n",
    "statdf=  pd.DataFrame().from_records(stat_rec, columns=['query','query_en','value'])\n",
    "basedf = pd.DataFrame().from_records(base_rec, columns=['query','score','value','query_en'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "basedf.to_csv('baseline_evaluation_results.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "statdf.to_csv('baseline_stat_results.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/yn/vsg2jym17n53j3rtc1ncvd7r0000gn/T/ipykernel_49016/3583225766.py:5: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  chart.set_xticklabels(chart.get_xticklabels(), rotation=30,horizontalalignment='right')\n",
      "/var/folders/yn/vsg2jym17n53j3rtc1ncvd7r0000gn/T/ipykernel_49016/3583225766.py:9: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  chart.set_xticklabels(chart.get_xticklabels(), rotation=30,horizontalalignment='right')\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plt.subplot(211)\n",
    "chart = sns.barplot(statdf, x='query',y='value')\n",
    "chart.set(title='two-sided Kolmogorov-Smirnov test',yscale='log')\n",
    "chart.set_xticklabels(chart.get_xticklabels(), rotation=30,horizontalalignment='right')\n",
    "plt.subplot(212)\n",
    "chart = sns.barplot(statdf, x='query_en',y='value')\n",
    "chart.set(title='two-sided Kolmogorov-Smirnov test',yscale='log')\n",
    "chart.set_xticklabels(chart.get_xticklabels(), rotation=30,horizontalalignment='right')\n",
    "plt.tight_layout()\n",
    "plt.savefig('figures/ks_test.png')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(basedf, x='score',y='value').set(title='MAP and NDCG Scores for Discordance Baseline')\n",
    "plt.savefig('figures/coarse_map_ndcg_scores.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/yn/vsg2jym17n53j3rtc1ncvd7r0000gn/T/ipykernel_49016/228246495.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
      "  chart.set_xticklabels(chart.get_xticklabels(), rotation=30,horizontalalignment='right')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8))\n",
    "chart = sns.barplot(basedf, x='query',hue='score', y='value')\n",
    "chart.set_xticklabels(chart.get_xticklabels(), rotation=30,horizontalalignment='right')\n",
    "chart.set(title='MAP and NDCG Scores for Discordance Baseline - Annotated Subset',)\n",
    "plt.savefig('figures/fine_map_ndcg.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.ecdfplot(ann_df, x='discordance',hue='country').set(title='Annotated Discordance ECDF')\n",
    "plt.savefig('figures/discordance_ecfd.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.ecdfplot(discdf, x='discordance',hue='country').set(title='Baseline Discordance ECDF', xlim=(0,5))\n",
    "plt.savefig('figures/baseline_discordance_ecfd.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}